# New Contributor Report: openclaw/openclaw

- Snapshot: `20260423T000026Z`
- Generated: `2026-04-23T00:07:30Z`
- Activity window: `7d`
- Contributors: `612`

## Summary

| Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
| --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
| `EronFan` | [profile](https://github.com/EronFan) | no | CONTRIBUTOR | 2527d | `2026-03-24T11:57:26Z` | 113 | 0 | weak | low | medium | high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
| `vincentkoc` | [profile](https://github.com/vincentkoc) | no | MEMBER | 6420d | `2026-02-03T19:03:56Z` | 111 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
| `100yenadmin` | [profile](https://github.com/100yenadmin) | no | CONTRIBUTOR | 178d | `2026-03-15T18:31:56Z` | 71 | 51 | weak | moderate | medium | young account; high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
| `neeravmakwana` | [profile](https://github.com/neeravmakwana) | no | CONTRIBUTOR | 64d | `2026-02-24T02:57:36Z` | 60 | 0 | weak | low | medium | very new account; high recent PR volume; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
| `mcaxtr` | [profile](https://github.com/mcaxtr) | no | MEMBER | 4358d | `2026-02-04T01:45:00Z` | 56 | 5 | mixed | low | low | high open PR share; targets high-star repos |
| `Eruditi` | [profile](https://github.com/Eruditi) | no | NONE | 1072d | `2026-04-16T15:08:41Z` | 56 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `hclsys` | [profile](https://github.com/hclsys) | no | CONTRIBUTOR | 4339d | `2026-01-29T06:32:51Z` | 55 | 0 | weak | low | high | very high single-repo PR burst; high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
| `nightq` | [profile](https://github.com/nightq) | no | CONTRIBUTOR | 4825d | `2026-04-01T13:17:35Z` | 49 | 1 | weak | low | medium | extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
| `obviyus` | [profile](https://github.com/obviyus) | no | CONTRIBUTOR | 3510d | `2026-01-04T13:17:28Z` | 47 | 0 | strong | low | low | targets high-star repos |
| `Takhoffman` | [profile](https://github.com/Takhoffman) | no | CONTRIBUTOR | 5455d | `2026-01-27T16:37:08Z` | 45 | 1 | mixed | low | low | high recent PR volume; targets high-star repos |
| `kagura-agent` | [profile](https://github.com/kagura-agent) | no | CONTRIBUTOR | 32d | `2026-03-18T00:16:55Z` | 43 | 8 | mixed | high | high | very new account; extremely high recent PR volume; broad repo spread; high open PR share |
| `gumadeiras` | [profile](https://github.com/gumadeiras) | no | MEMBER | 4579d | `2026-01-14T20:41:14Z` | 34 | 1 | strong | low | low | targets high-star repos |
| `drobison00` | [profile](https://github.com/drobison00) | no | CONTRIBUTOR | 4625d | `2026-03-24T18:33:52Z` | 33 | 0 | strong | low | low | targets high-star repos |
| `hxy91819` | [profile](https://github.com/hxy91819) | no | MEMBER | 4229d | `2026-03-13T11:26:05Z` | 32 | 1 | mixed | low | low | high recent PR volume; targets high-star repos |
| `eleqtrizit` | [profile](https://github.com/eleqtrizit) | no | CONTRIBUTOR | 3150d | `2026-04-07T18:17:36Z` | 29 | 0 | strong | low | low | targets high-star repos |
| `mbelinky` | [profile](https://github.com/mbelinky) | no | CONTRIBUTOR | 1077d | `2026-02-08T09:07:45Z` | 29 | 0 | strong | low | low | targets high-star repos |
| `BunsDev` | [profile](https://github.com/BunsDev) | no | MEMBER | 2087d | `2026-02-07T11:32:40Z` | 26 | 0 | strong | moderate | low | high recent PR volume |
| `jalehman` | [profile](https://github.com/jalehman) | no | CONTRIBUTOR | 5579d | `2026-01-05T21:51:45Z` | 26 | 0 | mixed | low | low | high recent PR volume; targets high-star repos |
| `omarshahine` | [profile](https://github.com/omarshahine) | no | CONTRIBUTOR | 4126d | `2026-02-20T03:30:56Z` | 25 | 13 | mixed | moderate | low | high recent PR volume; targets high-star repos |
| `Lucenx9` | [profile](https://github.com/Lucenx9) | no | CONTRIBUTOR | 547d | `2026-02-25T06:16:41Z` | 25 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `ngutman` | [profile](https://github.com/ngutman) | no | MEMBER | 5146d | `2026-01-06T16:12:16Z` | 22 | 0 | strong | moderate | low | targets high-star repos |
| `pashpashpash` | [profile](https://github.com/pashpashpash) | no | CONTRIBUTOR | 3544d | `2026-04-12T00:42:09Z` | 20 | 0 | mixed | low | low | targets high-star repos |
| `pgondhi987` | [profile](https://github.com/pgondhi987) | no | CONTRIBUTOR | 24d | `2026-04-09T04:56:14Z` | 20 | 0 | strong | low | medium | very new account; no visible non-self stars; targets high-star repos |
| `coygeek` | [profile](https://github.com/coygeek) | no | CONTRIBUTOR | 2164d | `2026-01-31T03:06:37Z` | 19 | 20 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
| `MoerAI` | [profile](https://github.com/MoerAI) | no | CONTRIBUTOR | 3336d | `2026-02-23T01:38:58Z` | 19 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `openperf` | [profile](https://github.com/openperf) | no | MEMBER | 1860d | `2026-02-07T10:37:24Z` | 18 | 0 | mixed | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
| `Bartok9` | [profile](https://github.com/Bartok9) | no | CONTRIBUTOR | 70d | `2026-02-27T18:48:49Z` | 17 | 1 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
| `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2026-01-16T21:59:54Z` | 17 | 0 | n/a | n/a | n/a | summary unavailable |
| `ly85206559` | [profile](https://github.com/ly85206559) | no | CONTRIBUTOR | 3985d | `2026-03-03T02:24:33Z` | 17 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `SARAMALI15792` | [profile](https://github.com/SARAMALI15792) | no | CONTRIBUTOR | 992d | `2026-04-02T10:01:48Z` | 17 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
| `zqchris` | [profile](https://github.com/zqchris) | no | CONTRIBUTOR | 4718d | `2026-03-01T13:09:15Z` | 16 | 5 | weak | low | low | high open PR share; targets high-star repos |
| `armorbreak001` | [profile](https://github.com/armorbreak001) | no | NONE | 7d | `2026-04-16T01:31:19Z` | 16 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars |
| `enis-uys` | [profile](https://github.com/enis-uys) | no | NONE | 1412d | `2026-03-14T22:33:28Z` | 16 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `neo1027144-creator` | [profile](https://github.com/neo1027144-creator) | no | CONTRIBUTOR | 37d | `2026-04-09T20:15:50Z` | 15 | 1 | weak | low | medium | very new account; high open PR share; targets high-star repos |
| `steipete` | [profile](https://github.com/steipete) | no | CONTRIBUTOR | 6258d | `2025-11-26T16:46:20Z` | 14 | 1 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `martingarramon` | [profile](https://github.com/martingarramon) | no | CONTRIBUTOR | 49d | `2026-03-21T22:50:34Z` | 13 | 2 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
| `Linux2010` | [profile](https://github.com/Linux2010) | no | CONTRIBUTOR | 3021d | `2026-02-28T09:30:44Z` | 13 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `sk7n4k3d` | [profile](https://github.com/sk7n4k3d) | no | CONTRIBUTOR | 1825d | `2026-04-20T11:10:08Z` | 13 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `frankekn` | [profile](https://github.com/frankekn) | no | MEMBER | 4714d | `2026-01-29T00:35:02Z` | 12 | 2 | strong | low | low | targets high-star repos |
| `zhouhe-xydt` | [profile](https://github.com/zhouhe-xydt) | no | CONTRIBUTOR | 44d | `2026-03-10T08:57:32Z` | 12 | 2 | weak | low | medium | very new account; high open PR share; targets high-star repos |
| `stainlu` | [profile](https://github.com/stainlu) | no | CONTRIBUTOR | 1364d | `2026-04-08T01:24:20Z` | 12 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `imadal1n` | [profile](https://github.com/imadal1n) | no | NONE | 1548d | `2026-04-09T00:47:07Z` | 12 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `Jimmy-xuzimo` | [profile](https://github.com/Jimmy-xuzimo) | no | CONTRIBUTOR | 1335d | `2026-02-25T14:46:20Z` | 12 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
| `lawrence3699` | [profile](https://github.com/lawrence3699) | no | CONTRIBUTOR | 135d | `2026-04-06T08:25:15Z` | 12 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
| `Magicray1217` | [profile](https://github.com/Magicray1217) | no | CONTRIBUTOR | 34d | `2026-04-13T10:47:52Z` | 12 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
| `MonkeyLeeT` | [profile](https://github.com/MonkeyLeeT) | no | CONTRIBUTOR | 4437d | `2026-03-02T15:37:21Z` | 12 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `mushuiyu886` | [profile](https://github.com/mushuiyu886) | no | NONE | 37d | `2026-04-10T05:26:47Z` | 12 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
| `sharkqwy` | [profile](https://github.com/sharkqwy) | no | NONE | 5196d | `2026-03-24T04:06:08Z` | 12 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `chinar-amrutkar` | [profile](https://github.com/chinar-amrutkar) | no | CONTRIBUTOR | 3502d | `2026-03-03T22:36:15Z` | 11 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `rubencu` | [profile](https://github.com/rubencu) | no | CONTRIBUTOR | 4684d | `2026-04-13T11:49:44Z` | 11 | 1 | mixed | low | low | high open PR share; targets high-star repos |
| `1aifanatic` | [profile](https://github.com/1aifanatic) | no | NONE | 2426d | `2026-02-01T16:01:30Z` | 11 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `rrrrrredy` | [profile](https://github.com/rrrrrredy) | no | NONE | 1070d | `2026-04-02T05:14:02Z` | 11 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `Sanjays2402` | [profile](https://github.com/Sanjays2402) | no | CONTRIBUTOR | 2519d | `2026-04-19T08:04:49Z` | 11 | 0 | weak | moderate | low | high open PR share |
| `Feelw00` | [profile](https://github.com/Feelw00) | no | CONTRIBUTOR | 2690d | `2026-04-08T10:39:32Z` | 10 | 9 | weak | low | low | high open PR share; targets high-star repos |
| `mvanhorn` | [profile](https://github.com/mvanhorn) | no | CONTRIBUTOR | 5651d | `2026-03-08T00:20:58Z` | 10 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share |
| `tianhaocui` | [profile](https://github.com/tianhaocui) | no | CONTRIBUTOR | 2442d | `2026-04-19T04:50:42Z` | 10 | 0 | mixed | moderate | low | high open PR share |
| `pfrederiksen` | [profile](https://github.com/pfrederiksen) | no | NONE | 5392d | `2026-04-14T16:42:04Z` | 9 | 5 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `bek91` | [profile](https://github.com/bek91) | no | CONTRIBUTOR | 2144d | `2026-04-08T05:23:02Z` | 9 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `loongfay` | [profile](https://github.com/loongfay) | no | NONE | 3732d | `2026-04-15T14:58:37Z` | 9 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `visionik` | [profile](https://github.com/visionik) | no | CONTRIBUTOR | 6279d | `2026-01-02T09:08:10Z` | 9 | 1 | weak | moderate | low | many recent closed-unmerged PRs |
| `Mlightsnow` | [profile](https://github.com/Mlightsnow) | no | CONTRIBUTOR | 1899d | `2026-04-09T22:29:10Z` | 9 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `suboss87` | [profile](https://github.com/suboss87) | no | CONTRIBUTOR | 4078d | `2026-03-13T04:40:38Z` | 9 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `BKF-Gitty` | [profile](https://github.com/BKF-Gitty) | no | CONTRIBUTOR | 53d | `2026-04-11T18:30:35Z` | 8 | 2 | strong | low | low | very new account; targets high-star repos |
| `Jerry-Xin` | [profile](https://github.com/Jerry-Xin) | no | NONE | 4826d | `2026-03-13T06:51:39Z` | 8 | 2 | mixed | low | low | high open PR share |
| `skylee-01` | [profile](https://github.com/skylee-01) | no | NONE | 2648d | `2026-04-14T12:14:20Z` | 8 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
| `wirjo` | [profile](https://github.com/wirjo) | no | CONTRIBUTOR | 5970d | `2026-04-06T11:49:31Z` | 8 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
| `CCcassiusdjs` | [profile](https://github.com/CCcassiusdjs) | no | CONTRIBUTOR | 954d | `2026-04-12T02:37:09Z` | 8 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `jckm14` | [profile](https://github.com/jckm14) | no | NONE | 2932d | `2026-04-19T10:53:55Z` | 8 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `onutc` | [profile](https://github.com/onutc) | no | CONTRIBUTOR | 874d | `2026-01-08T12:30:20Z` | 8 | 0 | strong | low | low | targets high-star repos |
| `sliverp` | [profile](https://github.com/sliverp) | no | MEMBER | 2933d | `2026-02-06T14:44:05Z` | 7 | 2 | mixed | low | low | targets high-star repos |
| `lyfuci` | [profile](https://github.com/lyfuci) | no | NONE | 3970d | `2026-03-04T12:15:50Z` | 7 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `masatohoshino` | [profile](https://github.com/masatohoshino) | no | CONTRIBUTOR | 138d | `2026-02-25T18:12:54Z` | 7 | 1 | weak | low | medium | young account; high open PR share; targets high-star repos |
| `chen-zhang-cs-code` | [profile](https://github.com/chen-zhang-cs-code) | no | CONTRIBUTOR | 118d | `2026-03-18T08:15:21Z` | 7 | 0 | weak | low | medium | young account; high open PR share; targets high-star repos |
| `cholaolu-boop` | [profile](https://github.com/cholaolu-boop) | no | NONE | 120d | `2026-04-19T01:49:31Z` | 7 | 0 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
| `Kailigithub` | [profile](https://github.com/Kailigithub) | no | NONE | 4001d | `2026-04-19T01:02:35Z` | 7 | 0 | weak | low | low | high open PR share |
| `likewen-tech` | [profile](https://github.com/likewen-tech) | no | NONE | 477d | `2026-04-17T13:44:27Z` | 7 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `nnish16` | [profile](https://github.com/nnish16) | no | NONE | 2135d | `2026-04-13T18:14:26Z` | 7 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
| `Patrick-Erichsen` | [profile](https://github.com/Patrick-Erichsen) | no | CONTRIBUTOR | 3581d | `2026-04-16T20:38:05Z` | 7 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `shakkernerd` | [profile](https://github.com/shakkernerd) | no | MEMBER | 751d | `2026-01-26T14:21:30Z` | 7 | 0 | strong | low | low | targets high-star repos |
| `soloclz` | [profile](https://github.com/soloclz) | no | CONTRIBUTOR | 728d | `2026-04-15T15:18:28Z` | 7 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `wade-microblueworld` | [profile](https://github.com/wade-microblueworld) | no | NONE | 2336d | `2026-04-17T10:35:38Z` | 7 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
| `yuaiccc` | [profile](https://github.com/yuaiccc) | no | NONE | 1375d | `2026-04-21T07:44:21Z` | 7 | 0 | n/a | low | low | no visible non-self stars |
| `ztexydt-cqh` | [profile](https://github.com/ztexydt-cqh) | no | NONE | 1d | `2026-04-16T16:11:40Z` | 7 | 0 | weak | moderate | medium | very new account; many recent closed-unmerged PRs; targets high-star repos |
| `Ziy1-Tan` | [profile](https://github.com/Ziy1-Tan) | no | CONTRIBUTOR | 2560d | `2026-03-16T02:45:15Z` | 6 | 3 | mixed | low | low | high open PR share; targets high-star repos |
| `LightDriverCS` | [profile](https://github.com/LightDriverCS) | no | NONE | 89d | `2026-04-13T22:53:03Z` | 6 | 2 | weak | low | medium | very new account; high open PR share; targets high-star repos |
| `amknight` | [profile](https://github.com/amknight) | no | CONTRIBUTOR | 3846d | `2026-04-17T04:45:23Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `ayeshakhalid192007-dev` | [profile](https://github.com/ayeshakhalid192007-dev) | no | CONTRIBUTOR | 172d | `2026-04-02T13:08:35Z` | 6 | 0 | weak | moderate | medium | young account; high open PR share |
| `bluesky6868` | [profile](https://github.com/bluesky6868) | no | NONE | 3181d | `2026-04-17T22:26:25Z` | 6 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `jasonmakr` | [profile](https://github.com/jasonmakr) | no | NONE | 39d | `2026-04-18T02:14:36Z` | 6 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
| `jjmk6` | [profile](https://github.com/jjmk6) | no | NONE | 254d | `2026-04-17T13:50:46Z` | 6 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; targets high-star repos |
| `plgonzalezrx8` | [profile](https://github.com/plgonzalezrx8) | no | CONTRIBUTOR | 3595d | `2026-01-31T01:53:17Z` | 6 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
| `richardclawbot` | [profile](https://github.com/richardclawbot) | no | NONE | 31d | `2026-04-10T17:07:12Z` | 6 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
| `shahyashish` | [profile](https://github.com/shahyashish) | no | NONE | 1601d | `2026-04-15T18:06:48Z` | 6 | 0 | weak | high | low | broad repo spread; high open PR share; no visible non-self stars |
| `717986230` | [profile](https://github.com/717986230) | no | NONE | 1856d | `2026-04-13T02:48:11Z` | 5 | 3 | weak | low | low | high open PR share; targets high-star repos |
| `kesslerio` | [profile](https://github.com/kesslerio) | no | NONE | 4923d | `2026-01-29T00:28:18Z` | 5 | 2 | weak | low | low | high open PR share |
| `chrisabad` | [profile](https://github.com/chrisabad) | no | NONE | 2185d | `2026-04-18T02:47:00Z` | 5 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `alexlomt` | [profile](https://github.com/alexlomt) | no | NONE | 582d | `2026-04-14T18:25:56Z` | 5 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `clivemoore` | [profile](https://github.com/clivemoore) | no | NONE | 6223d | `2026-04-17T01:11:28Z` | 5 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `PratikRai0101` | [profile](https://github.com/PratikRai0101) | no | CONTRIBUTOR | 2124d | `2026-04-19T10:22:47Z` | 5 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `anyech` | [profile](https://github.com/anyech) | no | NONE | 4236d | `2026-02-23T04:42:33Z` | 4 | 3 | weak | low | low | high open PR share; targets high-star repos |
| `dlebee-agent` | [profile](https://github.com/dlebee-agent) | no | NONE | 16d | `2026-04-17T18:21:49Z` | 4 | 2 | mixed | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `altierac` | [profile](https://github.com/altierac) | no | NONE | 5d | `2026-04-18T16:22:48Z` | 4 | 1 | weak | low | medium | very new account; high open PR share; targets high-star repos |
| `CuzG-lab` | [profile](https://github.com/CuzG-lab) | no | NONE | 61d | `2026-04-19T03:25:41Z` | 4 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `hoyanhan` | [profile](https://github.com/hoyanhan) | no | NONE | 2697d | `2026-04-16T11:24:49Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `JustInCache` | [profile](https://github.com/JustInCache) | no | NONE | 1431d | `2026-04-19T11:44:54Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `swotvibe` | [profile](https://github.com/swotvibe) | no | NONE | 301d | `2026-04-19T15:02:31Z` | 4 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
| `xudaiyanzi` | [profile](https://github.com/xudaiyanzi) | no | NONE | 2751d | `2026-04-14T20:23:42Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `zoneblaze` | [profile](https://github.com/zoneblaze) | no | NONE | 5505d | `2026-04-17T15:38:07Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `jinon86` | [profile](https://github.com/jinon86) | no | NONE | 137d | `2026-04-17T15:05:24Z` | 3 | 4 | weak | low | medium | young account; high open PR share; no visible non-self stars |
| `frankhli843` | [profile](https://github.com/frankhli843) | no | NONE | 2499d | `2026-04-17T16:19:07Z` | 3 | 3 | mixed | low | low | — |
| `DevInvestor` | [profile](https://github.com/DevInvestor) | no | NONE | 104d | `2026-03-24T13:05:09Z` | 3 | 2 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
| `chat2way` | [profile](https://github.com/chat2way) | no | NONE | 57d | `2026-04-19T08:15:34Z` | 3 | 1 | weak | low | medium | very new account; high open PR share; targets high-star repos |
| `DanWebb1949` | [profile](https://github.com/DanWebb1949) | no | NONE | 1061d | `2026-03-24T22:38:48Z` | 3 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `alekseivarin-gif` | [profile](https://github.com/alekseivarin-gif) | no | NONE | 0d | `2026-04-18T13:06:54Z` | 3 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `Ante042` | [profile](https://github.com/Ante042) | no | NONE | 2859d | `2026-04-18T13:02:47Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `dangoZhang` | [profile](https://github.com/dangoZhang) | no | NONE | 106d | `2026-04-21T09:50:03Z` | 3 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
| `everySympathy` | [profile](https://github.com/everySympathy) | no | NONE | 129d | `2026-04-17T13:11:29Z` | 3 | 0 | weak | low | medium | young account; high open PR share; targets high-star repos |
| `evgyur` | [profile](https://github.com/evgyur) | no | NONE | 1222d | `2026-04-17T22:56:05Z` | 3 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `iamlukethedev` | [profile](https://github.com/iamlukethedev) | no | NONE | 112d | `2026-04-21T03:08:57Z` | 3 | 0 | weak | low | medium | young account; high open PR share |
| `Ittiz` | [profile](https://github.com/Ittiz) | no | NONE | 3388d | `2026-04-19T04:39:37Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
| `miyago9267` | [profile](https://github.com/miyago9267) | no | NONE | 2409d | `2026-04-17T08:38:57Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `mmy4shadow` | [profile](https://github.com/mmy4shadow) | no | NONE | 352d | `2026-03-21T16:35:37Z` | 3 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
| `OFABLE` | [profile](https://github.com/OFABLE) | no | NONE | 2161d | `2026-04-17T14:06:48Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `vvitovec` | [profile](https://github.com/vvitovec) | no | NONE | 224d | `2026-04-17T12:08:21Z` | 3 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
| `wucm667` | [profile](https://github.com/wucm667) | no | NONE | 1377d | `2026-04-21T11:24:10Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `slepybear` | [profile](https://github.com/slepybear) | no | CONTRIBUTOR | 1386d | `2026-04-09T16:25:21Z` | 21 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
| `amittell` | [profile](https://github.com/amittell) | no | CONTRIBUTOR | 5191d | `2026-02-23T20:22:28Z` | 13 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `zeroaltitude` | [profile](https://github.com/zeroaltitude) | no | CONTRIBUTOR | 6130d | `2026-02-13T05:45:05Z` | 11 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `draix` | [profile](https://github.com/draix) | no | NONE | 5822d | `2026-04-12T04:34:31Z` | 10 | 0 | weak | moderate | low | high recent PR volume; high open PR share |
| `scoootscooob` | [profile](https://github.com/scoootscooob) | no | CONTRIBUTOR | 735d | `2026-02-26T07:20:09Z` | 10 | 0 | strong | low | low | targets high-star repos |
| `duqaXxX` | [profile](https://github.com/duqaXxX) | no | CONTRIBUTOR | 4000d | `2026-04-09T23:20:27Z` | 8 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
| `yfge` | [profile](https://github.com/yfge) | no | CONTRIBUTOR | 5272d | `2026-02-16T06:14:40Z` | 7 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `scottgl9` | [profile](https://github.com/scottgl9) | no | CONTRIBUTOR | 4109d | `2026-02-15T22:07:52Z` | 6 | 4 | mixed | low | low | high open PR share |
| `fuller-stack-dev` | [profile](https://github.com/fuller-stack-dev) | no | CONTRIBUTOR | 59d | `2026-03-02T21:04:55Z` | 6 | 2 | weak | low | medium | very new account; high open PR share |
| `altaywtf` | [profile](https://github.com/altaywtf) | no | MEMBER | 4168d | `2026-03-01T16:30:13Z` | 6 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `dutifulbob` | [profile](https://github.com/dutifulbob) | no | CONTRIBUTOR | 60d | `2026-02-22T13:07:44Z` | 6 | 0 | strong | moderate | low | very new account; high recent PR volume; no visible non-self stars |
| `GaosCode` | [profile](https://github.com/GaosCode) | no | CONTRIBUTOR | 632d | `2026-04-09T08:32:17Z` | 5 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
| `haroldfabla2-hue` | [profile](https://github.com/haroldfabla2-hue) | no | CONTRIBUTOR | 236d | `2026-03-05T02:38:44Z` | 5 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
| `YangManBOBO` | [profile](https://github.com/YangManBOBO) | no | NONE | 827d | `2026-03-03T01:36:04Z` | 5 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `sebykrueger` | [profile](https://github.com/sebykrueger) | no | NONE | 4553d | `2026-04-12T13:47:56Z` | 4 | 2 | weak | low | low | high open PR share; targets high-star repos |
| `holeshotclaw` | [profile](https://github.com/holeshotclaw) | no | NONE | 12d | `2026-04-14T22:45:43Z` | 4 | 0 | n/a | low | medium | very new account; no visible non-self stars |
| `jduartedj` | [profile](https://github.com/jduartedj) | no | NONE | 5743d | `2026-02-07T15:36:29Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `moorsecopers99` | [profile](https://github.com/moorsecopers99) | no | NONE | 2665d | `2026-04-15T11:43:40Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `RoLuoGan` | [profile](https://github.com/RoLuoGan) | no | NONE | 575d | `2026-04-14T03:58:53Z` | 4 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
| `glfruit` | [profile](https://github.com/glfruit) | no | NONE | 4773d | `2026-04-09T14:53:44Z` | 3 | 6 | weak | low | low | high open PR share; targets high-star repos |
| `chaosreload` | [profile](https://github.com/chaosreload) | no | NONE | 4439d | `2026-03-09T03:37:36Z` | 3 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `dorukardahan` | [profile](https://github.com/dorukardahan) | no | CONTRIBUTOR | 3001d | `2026-02-18T22:33:42Z` | 3 | 1 | mixed | moderate | low | — |
| `sparkeros` | [profile](https://github.com/sparkeros) | no | NONE | 156d | `2026-03-09T12:13:39Z` | 3 | 1 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
| `alchip` | [profile](https://github.com/alchip) | no | NONE | 3345d | `2026-04-09T09:39:38Z` | 3 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `jesse-merhi` | [profile](https://github.com/jesse-merhi) | no | MEMBER | 1872d | `2026-04-15T00:50:05Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `mohitmehral` | [profile](https://github.com/mohitmehral) | no | NONE | 4065d | `2026-04-01T14:33:31Z` | 3 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
| `mpz4life` | [profile](https://github.com/mpz4life) | no | CONTRIBUTOR | 3120d | `2026-02-24T03:08:04Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `mylukin` | [profile](https://github.com/mylukin) | no | CONTRIBUTOR | 5340d | `2026-01-26T00:39:54Z` | 3 | 0 | mixed | low | low | — |
| `nfredmond` | [profile](https://github.com/nfredmond) | no | NONE | 3541d | `2026-04-11T23:36:37Z` | 3 | 0 | weak | moderate | low | high open PR share |
| `RLTree` | [profile](https://github.com/RLTree) | no | NONE | 1732d | `2026-04-14T20:31:37Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `sallyom` | [profile](https://github.com/sallyom) | no | CONTRIBUTOR | 4072d | `2026-02-08T13:29:20Z` | 3 | 0 | strong | low | low | — |
| `SimbaKingjoe` | [profile](https://github.com/SimbaKingjoe) | no | NONE | 1147d | `2026-04-13T10:48:04Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
| `tdack` | [profile](https://github.com/tdack) | no | NONE | 5104d | `2026-03-22T00:25:50Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `wangshu94` | [profile](https://github.com/wangshu94) | no | NONE | 2454d | `2026-03-24T16:29:43Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `ajfonthemove` | [profile](https://github.com/ajfonthemove) | no | NONE | 53d | `2026-03-03T06:01:04Z` | 2 | 2 | weak | low | medium | very new account; high open PR share; targets high-star repos |
| `johnlanni` | [profile](https://github.com/johnlanni) | no | CONTRIBUTOR | 4436d | `2026-02-04T02:56:19Z` | 2 | 2 | mixed | low | low | — |
| `kami-saia` | [profile](https://github.com/kami-saia) | no | NONE | 393d | `2026-02-22T19:30:03Z` | 2 | 2 | weak | low | low | high open PR share; targets high-star repos |
| `shaun0927` | [profile](https://github.com/shaun0927) | no | NONE | 2053d | `2026-04-16T12:23:24Z` | 2 | 2 | mixed | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share |
| `sukhdeepjohar` | [profile](https://github.com/sukhdeepjohar) | no | NONE | 2652d | `2026-04-16T16:40:13Z` | 2 | 2 | weak | low | low | high open PR share; targets high-star repos |
| `188080501` | [profile](https://github.com/188080501) | no | NONE | 4410d | `2026-03-03T12:01:36Z` | 2 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
| `cxyhhhhh` | [profile](https://github.com/cxyhhhhh) | no | CONTRIBUTOR | 2570d | `2026-04-17T04:03:59Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `mkoslacz` | [profile](https://github.com/mkoslacz) | no | NONE | 4321d | `2026-01-27T21:31:44Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `wAnyBug-Com` | [profile](https://github.com/wAnyBug-Com) | no | NONE | 38d | `2026-04-21T07:09:19Z` | 2 | 1 | weak | low | medium | very new account; high open PR share; targets high-star repos |
| `91wan` | [profile](https://github.com/91wan) | no | CONTRIBUTOR | 3633d | `2026-04-19T14:22:15Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `akashmahlaz` | [profile](https://github.com/akashmahlaz) | no | NONE | 452d | `2026-04-16T07:39:37Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
| `AstronautGumbo` | [profile](https://github.com/AstronautGumbo) | no | NONE | 471d | `2026-04-18T13:07:48Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `bettert0n` | [profile](https://github.com/bettert0n) | no | NONE | 2828d | `2026-04-17T16:36:34Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
| `Blahdude` | [profile](https://github.com/Blahdude) | no | NONE | 1801d | `2026-04-22T02:54:00Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `broBinChen` | [profile](https://github.com/broBinChen) | no | NONE | 1013d | `2026-04-20T08:56:22Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `Chevron7Locked` | [profile](https://github.com/Chevron7Locked) | no | CONTRIBUTOR | 3324d | `2026-03-22T22:52:31Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `chris-yyau` | [profile](https://github.com/chris-yyau) | no | CONTRIBUTOR | 89d | `2026-04-16T13:56:07Z` | 2 | 0 | mixed | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `dsactivi-2` | [profile](https://github.com/dsactivi-2) | no | NONE | 119d | `2026-04-21T22:06:26Z` | 2 | 0 | weak | low | medium | young account; high open PR share; targets high-star repos |
| `ender-wiggin-ai` | [profile](https://github.com/ender-wiggin-ai) | no | NONE | 40d | `2026-04-16T16:39:39Z` | 2 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
| `fgabelmannjr` | [profile](https://github.com/fgabelmannjr) | no | NONE | 5565d | `2026-04-20T17:56:11Z` | 2 | 0 | mixed | low | low | — |
| `flowforgelab` | [profile](https://github.com/flowforgelab) | no | NONE | 374d | `2026-04-17T09:50:18Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `garrytan` | [profile](https://github.com/garrytan) | no | CONTRIBUTOR | 6463d | `2026-04-18T23:01:38Z` | 2 | 0 | strong | low | low | high recent PR volume |
| `grimmjoww` | [profile](https://github.com/grimmjoww) | no | NONE | 3584d | `2026-04-18T10:03:57Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `hss-oss` | [profile](https://github.com/hss-oss) | no | NONE | 638d | `2026-04-19T11:13:37Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `hyspacex` | [profile](https://github.com/hyspacex) | no | NONE | 2932d | `2026-03-22T22:04:55Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `isopenclaw` | [profile](https://github.com/isopenclaw) | no | NONE | 48d | `2026-04-16T01:27:05Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `jaredmarin` | [profile](https://github.com/jaredmarin) | no | NONE | 3319d | `2026-04-19T01:22:18Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `jfan22` | [profile](https://github.com/jfan22) | no | NONE | 1351d | `2026-04-22T11:34:56Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `jquadrino` | [profile](https://github.com/jquadrino) | no | NONE | 533d | `2026-02-21T06:24:49Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
| `JuniperSling` | [profile](https://github.com/JuniperSling) | no | CONTRIBUTOR | 1866d | `2026-04-18T07:51:44Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `KimHyeongRae0` | [profile](https://github.com/KimHyeongRae0) | no | NONE | 2812d | `2026-04-20T13:45:45Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
| `kirkluokun` | [profile](https://github.com/kirkluokun) | no | CONTRIBUTOR | 2174d | `2026-01-31T13:02:06Z` | 2 | 0 | strong | low | low | targets high-star repos |
| `leifengfeng` | [profile](https://github.com/leifengfeng) | no | NONE | 4481d | `2026-04-21T08:47:21Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `mbs-vhs` | [profile](https://github.com/mbs-vhs) | no | NONE | 85d | `2026-04-20T00:45:46Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
| `mgalore` | [profile](https://github.com/mgalore) | no | CONTRIBUTOR | 1841d | `2026-04-22T02:20:31Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `mikaeldiakhate-cell` | [profile](https://github.com/mikaeldiakhate-cell) | no | NONE | 232d | `2026-04-19T14:59:59Z` | 2 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
| `MoeJaberr` | [profile](https://github.com/MoeJaberr) | no | NONE | 1184d | `2026-04-16T00:50:28Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `monasprox` | [profile](https://github.com/monasprox) | no | NONE | 152d | `2026-04-18T06:55:05Z` | 2 | 0 | mixed | low | low | young account |
| `mrlane2k` | [profile](https://github.com/mrlane2k) | no | NONE | 1738d | `2026-04-17T00:38:19Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `MrMiaigi` | [profile](https://github.com/MrMiaigi) | no | CONTRIBUTOR | 42d | `2026-04-20T17:22:25Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `mzogithub` | [profile](https://github.com/mzogithub) | no | NONE | 3805d | `2026-04-10T10:08:41Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `name5566` | [profile](https://github.com/name5566) | no | NONE | 5820d | `2026-04-19T04:38:23Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `nianqinianyi` | [profile](https://github.com/nianqinianyi) | no | NONE | 4922d | `2026-04-22T15:41:41Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
| `Nimraakram22` | [profile](https://github.com/Nimraakram22) | no | NONE | 82d | `2026-04-17T19:03:24Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
| `Noor-ul-ain001` | [profile](https://github.com/Noor-ul-ain001) | no | NONE | 341d | `2026-04-21T08:42:33Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
| `OpenCnid` | [profile](https://github.com/OpenCnid) | no | NONE | 2977d | `2026-04-16T00:25:22Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `rudi193-cmd` | [profile](https://github.com/rudi193-cmd) | no | NONE | 190d | `2026-04-16T19:11:32Z` | 2 | 0 | mixed | moderate | low | young account; high open PR share; no visible non-self stars |
| `seoseo-ai` | [profile](https://github.com/seoseo-ai) | no | NONE | 61d | `2026-04-18T12:56:25Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `stroupaloop` | [profile](https://github.com/stroupaloop) | no | NONE | 4952d | `2026-04-18T14:50:16Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `sudhindrat` | [profile](https://github.com/sudhindrat) | no | NONE | 798d | `2026-04-21T02:12:36Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `sunapi386` | [profile](https://github.com/sunapi386) | no | NONE | 5336d | `2026-04-16T06:21:03Z` | 2 | 0 | mixed | moderate | low | — |
| `sunlight7777777` | [profile](https://github.com/sunlight7777777) | no | NONE | 993d | `2026-04-21T01:21:33Z` | 2 | 0 | weak | low | low | high open PR share |
| `thesomewhatyou` | [profile](https://github.com/thesomewhatyou) | no | CONTRIBUTOR | 768d | `2026-02-08T01:46:55Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `ymaxgit` | [profile](https://github.com/ymaxgit) | no | NONE | 3289d | `2026-04-17T07:53:18Z` | 2 | 0 | mixed | low | low | high open PR share; no visible non-self stars |
| `zhangyue19921010` | [profile](https://github.com/zhangyue19921010) | no | NONE | 2066d | `2026-04-17T03:44:42Z` | 2 | 0 | weak | low | low | high open PR share |
| `VACInc` | [profile](https://github.com/VACInc) | no | CONTRIBUTOR | 4843d | `2026-01-06T03:04:41Z` | 10 | 2 | weak | low | low | high open PR share; targets high-star repos |
| `lml2468` | [profile](https://github.com/lml2468) | no | CONTRIBUTOR | 2893d | `2026-03-03T11:34:24Z` | 10 | 0 | strong | low | low | high recent PR volume |
| `OwenYWT` | [profile](https://github.com/OwenYWT) | no | CONTRIBUTOR | 1475d | `2026-04-09T06:00:39Z` | 10 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `sahilsatralkar` | [profile](https://github.com/sahilsatralkar) | no | CONTRIBUTOR | 2210d | `2026-02-20T15:02:41Z` | 10 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `jetd1` | [profile](https://github.com/jetd1) | no | CONTRIBUTOR | 3810d | `2026-04-09T03:07:08Z` | 9 | 4 | weak | low | low | high open PR share; targets high-star repos |
| `joshavant` | [profile](https://github.com/joshavant) | no | CONTRIBUTOR | 5430d | `2026-02-19T23:12:53Z` | 9 | 0 | strong | low | low | targets high-star repos |
| `jlapenna` | [profile](https://github.com/jlapenna) | no | CONTRIBUTOR | 6304d | `2026-04-03T04:12:38Z` | 8 | 0 | weak | low | low | high open PR share |
| `mjamiv` | [profile](https://github.com/mjamiv) | no | CONTRIBUTOR | 977d | `2026-04-08T18:58:33Z` | 7 | 5 | mixed | low | low | high open PR share; targets high-star repos |
| `ImLukeF` | [profile](https://github.com/ImLukeF) | no | MEMBER | 1650d | `2026-03-10T16:03:05Z` | 7 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
| `shad0wca7` | [profile](https://github.com/shad0wca7) | no | CONTRIBUTOR | 4159d | `2026-02-21T17:28:52Z` | 7 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `smartchainark` | [profile](https://github.com/smartchainark) | no | NONE | 326d | `2026-02-12T19:25:12Z` | 6 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
| `GodsBoy` | [profile](https://github.com/GodsBoy) | no | CONTRIBUTOR | 4559d | `2026-01-30T20:39:12Z` | 5 | 2 | mixed | moderate | low | high open PR share; targets high-star repos |
| `cgdusek` | [profile](https://github.com/cgdusek) | no | CONTRIBUTOR | 2915d | `2026-02-28T05:12:59Z` | 5 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `jarimustonen` | [profile](https://github.com/jarimustonen) | no | CONTRIBUTOR | 5232d | `2026-03-07T09:40:46Z` | 5 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `mraleko` | [profile](https://github.com/mraleko) | no | CONTRIBUTOR | 938d | `2026-04-08T03:48:45Z` | 5 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
| `saitama3292-onepunch` | [profile](https://github.com/saitama3292-onepunch) | no | NONE | 18d | `2026-04-07T12:18:26Z` | 5 | 0 | weak | low | low | very new account |
| `ziomancer` | [profile](https://github.com/ziomancer) | no | CONTRIBUTOR | 57d | `2026-03-05T10:46:38Z` | 5 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
| `hanamizuki` | [profile](https://github.com/hanamizuki) | no | CONTRIBUTOR | 5481d | `2026-02-25T01:23:38Z` | 4 | 2 | mixed | low | low | — |
| `Joel-Claw` | [profile](https://github.com/Joel-Claw) | no | NONE | 7d | `2026-04-14T17:55:10Z` | 4 | 1 | weak | low | medium | very new account; high open PR share; no visible non-self stars |
| `briandevans` | [profile](https://github.com/briandevans) | no | CONTRIBUTOR | 103d | `2026-04-14T01:48:32Z` | 4 | 0 | weak | low | medium | young account; high open PR share; targets high-star repos |
| `osolmaz` | [profile](https://github.com/osolmaz) | no | MEMBER | 4948d | `2026-02-16T18:46:02Z` | 4 | 0 | strong | low | low | targets high-star repos |
| `Ricardo-M-L` | [profile](https://github.com/Ricardo-M-L) | no | NONE | 2086d | `2026-04-11T13:13:57Z` | 4 | 0 | weak | high | low | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
| `samzong` | [profile](https://github.com/samzong) | no | CONTRIBUTOR | 3898d | `2026-03-10T13:13:25Z` | 4 | 0 | strong | moderate | low | — |
| `gdibble` | [profile](https://github.com/gdibble) | no | NONE | 5398d | `2026-02-20T17:08:19Z` | 3 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `kakahu2015` | [profile](https://github.com/kakahu2015) | no | CONTRIBUTOR | 3678d | `2026-02-26T12:42:25Z` | 3 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `solomonneas` | [profile](https://github.com/solomonneas) | no | NONE | 2817d | `2026-04-06T23:08:53Z` | 3 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `yoanndefay` | [profile](https://github.com/yoanndefay) | no | NONE | 2166d | `2026-04-13T15:13:19Z` | 3 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `evandance` | [profile](https://github.com/evandance) | no | CONTRIBUTOR | 1220d | `2026-04-09T11:38:41Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `FroeMic` | [profile](https://github.com/FroeMic) | no | NONE | 3839d | `2026-04-10T07:57:00Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `IVY-AI-gif` | [profile](https://github.com/IVY-AI-gif) | no | CONTRIBUTOR | 2223d | `2026-03-22T16:01:04Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `nathandrewes` | [profile](https://github.com/nathandrewes) | no | NONE | 32d | `2026-03-24T05:55:30Z` | 3 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `serkonyc` | [profile](https://github.com/serkonyc) | no | CONTRIBUTOR | 4513d | `2026-04-12T11:37:04Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `sqsge` | [profile](https://github.com/sqsge) | no | NONE | 1979d | `2026-04-13T14:48:07Z` | 3 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
| `xialonglee` | [profile](https://github.com/xialonglee) | no | CONTRIBUTOR | 3467d | `2026-01-31T09:47:45Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `OpenCodeEngineer` | [profile](https://github.com/OpenCodeEngineer) | no | CONTRIBUTOR | 61d | `2026-04-11T01:14:43Z` | 2 | 9 | strong | low | low | very new account; no visible non-self stars; targets high-star repos |
| `perlowja` | [profile](https://github.com/perlowja) | no | CONTRIBUTOR | 777d | `2026-04-02T20:34:32Z` | 2 | 5 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `garnetlyx` | [profile](https://github.com/garnetlyx) | no | CONTRIBUTOR | 3990d | `2026-02-07T09:54:36Z` | 2 | 3 | weak | low | low | high open PR share; targets high-star repos |
| `leaderlemon` | [profile](https://github.com/leaderlemon) | no | NONE | 1559d | `2026-04-13T09:58:26Z` | 2 | 3 | weak | low | low | targets high-star repos |
| `RedParrotBerkeley` | [profile](https://github.com/RedParrotBerkeley) | no | NONE | 1107d | `2026-04-10T16:29:40Z` | 2 | 3 | mixed | moderate | low | — |
| `prasad-yashdeep` | [profile](https://github.com/prasad-yashdeep) | no | NONE | 2711d | `2026-02-14T05:08:39Z` | 2 | 2 | weak | low | low | high open PR share; targets high-star repos |
| `acwilan` | [profile](https://github.com/acwilan) | no | NONE | 5769d | `2026-04-14T01:21:33Z` | 2 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `aliyevaladddin` | [profile](https://github.com/aliyevaladddin) | no | NONE | 333d | `2026-04-15T01:10:25Z` | 2 | 1 | weak | low | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
| `amzzzzzzz` | [profile](https://github.com/amzzzzzzz) | no | CONTRIBUTOR | 850d | `2026-02-12T03:22:43Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `dashhuang` | [profile](https://github.com/dashhuang) | no | NONE | 1155d | `2026-03-01T06:25:56Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `HongzhuLiu` | [profile](https://github.com/HongzhuLiu) | no | NONE | 4135d | `2026-04-14T09:36:49Z` | 2 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `Ivan-Fn` | [profile](https://github.com/Ivan-Fn) | no | CONTRIBUTOR | 5249d | `2026-03-24T19:08:31Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `jaredar1232` | [profile](https://github.com/jaredar1232) | no | NONE | 2329d | `2026-04-10T18:25:32Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `maxramsay` | [profile](https://github.com/maxramsay) | no | NONE | 5555d | `2026-04-02T23:44:07Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `Pearcekieser` | [profile](https://github.com/Pearcekieser) | no | NONE | 4652d | `2026-04-11T00:45:04Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `phenomenoner` | [profile](https://github.com/phenomenoner) | no | NONE | 1856d | `2026-02-07T09:43:23Z` | 2 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `ScientificProgrammer` | [profile](https://github.com/ScientificProgrammer) | no | NONE | 4728d | `2026-04-10T22:44:57Z` | 2 | 1 | mixed | low | low | high open PR share; targets high-star repos |
| `scotthuang` | [profile](https://github.com/scotthuang) | no | CONTRIBUTOR | 5107d | `2026-03-01T03:31:44Z` | 2 | 1 | strong | low | low | targets high-star repos |
| `Thatgfsj` | [profile](https://github.com/Thatgfsj) | no | NONE | 683d | `2026-03-24T11:53:29Z` | 2 | 1 | mixed | low | low | high open PR share; targets high-star repos |
| `yidianyiko` | [profile](https://github.com/yidianyiko) | no | NONE | 3875d | `2026-04-14T04:16:32Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `acinader` | [profile](https://github.com/acinader) | no | NONE | 5497d | `2026-04-10T14:12:10Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `afurm` | [profile](https://github.com/afurm) | no | CONTRIBUTOR | 4479d | `2026-02-24T14:40:28Z` | 2 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
| `Bluetegu` | [profile](https://github.com/Bluetegu) | no | CONTRIBUTOR | 5155d | `2026-03-08T22:59:51Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `ghost` | [profile](https://github.com/ghost) | no | NONE | 6552d | `2026-01-02T03:42:44Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
| `HowdyDooToYou` | [profile](https://github.com/HowdyDooToYou) | no | NONE | 287d | `2026-04-02T13:08:42Z` | 2 | 0 | weak | low | low | young account; no visible non-self stars |
| `hugh-agent` | [profile](https://github.com/hugh-agent) | no | NONE | 48d | `2026-03-12T15:51:39Z` | 2 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
| `jason-allen-oneal` | [profile](https://github.com/jason-allen-oneal) | no | NONE | 4281d | `2026-04-08T00:48:46Z` | 2 | 0 | mixed | moderate | low | — |
| `jasonxargs-boop` | [profile](https://github.com/jasonxargs-boop) | no | CONTRIBUTOR | 48d | `2026-04-11T07:57:11Z` | 2 | 0 | mixed | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
| `javierdici` | [profile](https://github.com/javierdici) | no | NONE | 1088d | `2026-04-13T03:33:17Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `jdc4429` | [profile](https://github.com/jdc4429) | no | NONE | 3611d | `2026-04-12T20:57:07Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `jiazhizhuo` | [profile](https://github.com/jiazhizhuo) | no | NONE | 3801d | `2026-03-18T02:15:19Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `joeia26` | [profile](https://github.com/joeia26) | no | NONE | 10d | `2026-04-09T09:49:43Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `josmithiii` | [profile](https://github.com/josmithiii) | no | CONTRIBUTOR | 4984d | `2026-04-14T06:34:16Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `kvnkho` | [profile](https://github.com/kvnkho) | no | NONE | 3116d | `2026-04-13T21:57:52Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `lazyeo` | [profile](https://github.com/lazyeo) | no | NONE | 4795d | `2026-03-12T12:42:29Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `leochame` | [profile](https://github.com/leochame) | no | NONE | 495d | `2026-04-13T03:41:33Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `Lutz2015` | [profile](https://github.com/Lutz2015) | no | NONE | 3824d | `2026-04-10T05:26:49Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `m0x14o` | [profile](https://github.com/m0x14o) | no | NONE | 3930d | `2026-04-13T06:58:44Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `maor-eini` | [profile](https://github.com/maor-eini) | no | NONE | 5212d | `2026-04-15T11:08:41Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `notamicrodose` | [profile](https://github.com/notamicrodose) | no | NONE | 1835d | `2026-04-14T06:48:41Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `pandego` | [profile](https://github.com/pandego) | no | CONTRIBUTOR | 4334d | `2026-02-20T21:19:18Z` | 2 | 0 | weak | moderate | low | high open PR share |
| `srinivaspavan9` | [profile](https://github.com/srinivaspavan9) | no | CONTRIBUTOR | 3036d | `2026-04-11T16:02:12Z` | 2 | 0 | weak | low | low | targets high-star repos |
| `thewilloftheshadow` | [profile](https://github.com/thewilloftheshadow) | no | MEMBER | 3014d | `2025-12-17T05:45:19Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `wongcyrus` | [profile](https://github.com/wongcyrus) | no | NONE | 4508d | `2026-03-24T06:07:04Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `yhyatt` | [profile](https://github.com/yhyatt) | no | CONTRIBUTOR | 4120d | `2026-03-05T14:02:25Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `JIRBOY` | [profile](https://github.com/JIRBOY) | no | NONE | 2565d | `2026-04-11T06:03:38Z` | 1 | 15 | weak | low | low | high open PR share; targets high-star repos |
| `bradfreels` | [profile](https://github.com/bradfreels) | no | NONE | 603d | `2026-02-25T13:46:48Z` | 1 | 7 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `barronlroth` | [profile](https://github.com/barronlroth) | no | CONTRIBUTOR | 4583d | `2026-02-16T19:50:20Z` | 1 | 6 | mixed | low | low | high open PR share; targets high-star repos |
| `lukeboyett` | [profile](https://github.com/lukeboyett) | no | CONTRIBUTOR | 2640d | `2026-02-09T19:59:59Z` | 1 | 6 | weak | moderate | low | high open PR share |
| `p3nchan` | [profile](https://github.com/p3nchan) | no | CONTRIBUTOR | 4657d | `2026-02-27T05:49:54Z` | 1 | 5 | weak | low | low | high open PR share; targets high-star repos |
| `bottenbenny` | [profile](https://github.com/bottenbenny) | no | CONTRIBUTOR | 26d | `2026-03-24T14:59:27Z` | 1 | 4 | weak | low | medium | very new account; high open PR share; targets high-star repos |
| `chrispatil` | [profile](https://github.com/chrispatil) | no | NONE | 1278d | `2026-04-14T21:49:48Z` | 1 | 4 | weak | low | low | high open PR share; targets high-star repos |
| `PrinceOfEgypt` | [profile](https://github.com/PrinceOfEgypt) | no | NONE | 4925d | `2026-03-05T01:47:29Z` | 1 | 4 | weak | low | low | high open PR share; targets high-star repos |
| `happydog-bot` | [profile](https://github.com/happydog-bot) | no | NONE | 1403d | `2026-04-13T22:43:21Z` | 1 | 3 | n/a | low | low | no visible non-self stars |
| `howardclaw26` | [profile](https://github.com/howardclaw26) | no | NONE | 19d | `2026-04-15T17:13:01Z` | 1 | 3 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `safrano9999` | [profile](https://github.com/safrano9999) | no | NONE | 173d | `2026-02-07T11:41:27Z` | 1 | 3 | weak | low | medium | young account; high open PR share; targets high-star repos |
| `zote` | [profile](https://github.com/zote) | no | NONE | 6363d | `2026-02-01T08:58:02Z` | 1 | 3 | weak | low | low | high open PR share; targets high-star repos |
| `aalekh-sarvam` | [profile](https://github.com/aalekh-sarvam) | no | NONE | 431d | `2026-04-21T09:55:53Z` | 1 | 2 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `Conan-Scott` | [profile](https://github.com/Conan-Scott) | no | NONE | 19d | `2026-04-05T01:45:33Z` | 1 | 2 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `foxtrot026` | [profile](https://github.com/foxtrot026) | no | CONTRIBUTOR | 60d | `2026-03-01T01:31:07Z` | 1 | 2 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `njxiaohan` | [profile](https://github.com/njxiaohan) | no | NONE | 3977d | `2026-04-15T01:24:50Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
| `silas-dandelion-cult` | [profile](https://github.com/silas-dandelion-cult) | no | NONE | 47d | `2026-03-22T16:42:40Z` | 1 | 2 | mixed | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars |
| `tanjinlimkelvin-dot` | [profile](https://github.com/tanjinlimkelvin-dot) | no | NONE | 43d | `2026-04-15T14:30:20Z` | 1 | 2 | weak | low | medium | very new account; high open PR share; targets high-star repos |
| `zijunl` | [profile](https://github.com/zijunl) | no | NONE | 3158d | `2026-03-24T18:59:08Z` | 1 | 2 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `aboimpinto` | [profile](https://github.com/aboimpinto) | no | NONE | 5251d | `2026-04-16T12:26:00Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `allenliang2022` | [profile](https://github.com/allenliang2022) | no | NONE | 1544d | `2026-04-17T11:19:39Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `antongoryachev` | [profile](https://github.com/antongoryachev) | no | NONE | 189d | `2026-04-20T13:41:15Z` | 1 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
| `Bortlesboat` | [profile](https://github.com/Bortlesboat) | no | NONE | 703d | `2026-03-12T11:35:28Z` | 1 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
| `BradGroux` | [profile](https://github.com/BradGroux) | no | MEMBER | 4873d | `2026-02-05T22:55:40Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `Chased1k` | [profile](https://github.com/Chased1k) | no | NONE | 3580d | `2026-04-16T22:10:39Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `CHE10X` | [profile](https://github.com/CHE10X) | no | NONE | 2126d | `2026-04-10T16:29:14Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `d1rshan` | [profile](https://github.com/d1rshan) | no | NONE | 732d | `2026-04-17T06:12:09Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `darconadalabarga` | [profile](https://github.com/darconadalabarga) | no | NONE | 48d | `2026-04-10T22:11:58Z` | 1 | 1 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `de1tydev` | [profile](https://github.com/de1tydev) | no | NONE | 4337d | `2026-04-20T08:30:48Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `Dithilli` | [profile](https://github.com/Dithilli) | no | CONTRIBUTOR | 2832d | `2026-02-19T14:54:20Z` | 1 | 1 | mixed | low | low | high open PR share; targets high-star repos |
| `Dodo1021` | [profile](https://github.com/Dodo1021) | no | NONE | 659d | `2026-03-24T00:01:31Z` | 1 | 1 | mixed | low | low | high open PR share; targets high-star repos |
| `dyz2102` | [profile](https://github.com/dyz2102) | no | NONE | 3517d | `2026-04-18T23:47:21Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `earon-han` | [profile](https://github.com/earon-han) | no | NONE | 117d | `2026-04-16T09:54:34Z` | 1 | 1 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
| `esqandil` | [profile](https://github.com/esqandil) | no | NONE | 155d | `2026-04-13T13:40:20Z` | 1 | 1 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
| `felix-miao` | [profile](https://github.com/felix-miao) | no | CONTRIBUTOR | 82d | `2026-04-22T13:59:03Z` | 1 | 1 | weak | low | medium | very new account; high open PR share; targets high-star repos |
| `haishmg` | [profile](https://github.com/haishmg) | no | NONE | 4712d | `2026-04-20T06:31:34Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `HaseebDev` | [profile](https://github.com/HaseebDev) | no | NONE | 2568d | `2026-04-19T02:58:49Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `huiwen01` | [profile](https://github.com/huiwen01) | no | NONE | 1699d | `2026-04-16T19:02:56Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `hyamie` | [profile](https://github.com/hyamie) | no | NONE | 167d | `2026-04-15T15:40:25Z` | 1 | 1 | weak | low | medium | young account; high open PR share; targets high-star repos |
| `jacko2bot` | [profile](https://github.com/jacko2bot) | no | NONE | 63d | `2026-04-17T23:40:43Z` | 1 | 1 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `jackson-jia-914` | [profile](https://github.com/jackson-jia-914) | no | NONE | 110d | `2026-04-21T01:57:48Z` | 1 | 1 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
| `Jcxu97` | [profile](https://github.com/Jcxu97) | no | NONE | 1158d | `2026-04-17T22:19:18Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `jdm0830` | [profile](https://github.com/jdm0830) | no | NONE | 2618d | `2026-04-22T17:34:35Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `jgallowa07` | [profile](https://github.com/jgallowa07) | no | NONE | 3459d | `2026-04-16T04:11:01Z` | 1 | 1 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `JinluZhang` | [profile](https://github.com/JinluZhang) | no | NONE | 2625d | `2026-04-21T13:12:38Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `Jmarzab` | [profile](https://github.com/Jmarzab) | no | NONE | 445d | `2026-04-08T23:46:37Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `JoeshpCheung` | [profile](https://github.com/JoeshpCheung) | no | NONE | 2752d | `2026-04-18T15:28:55Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `kiote` | [profile](https://github.com/kiote) | no | NONE | 6070d | `2026-04-20T07:04:10Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `KRouhana` | [profile](https://github.com/KRouhana) | no | NONE | 2963d | `2026-04-10T04:12:05Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `lemonheaded` | [profile](https://github.com/lemonheaded) | no | NONE | 294d | `2026-04-17T20:02:09Z` | 1 | 1 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
| `matsuri1987` | [profile](https://github.com/matsuri1987) | no | NONE | 1249d | `2026-04-20T09:20:13Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `medikoo` | [profile](https://github.com/medikoo) | no | NONE | 6076d | `2026-03-24T20:13:29Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `montrellcruse` | [profile](https://github.com/montrellcruse) | no | NONE | 1110d | `2026-03-24T14:55:33Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `nakamotoliu` | [profile](https://github.com/nakamotoliu) | no | NONE | 83d | `2026-04-12T10:30:56Z` | 1 | 1 | weak | low | medium | very new account; high open PR share; targets high-star repos |
| `pdd-cli` | [profile](https://github.com/pdd-cli) | no | NONE | 61d | `2026-02-26T17:34:20Z` | 1 | 1 | weak | low | medium | very new account; high open PR share; targets high-star repos |
| `richddr` | [profile](https://github.com/richddr) | no | NONE | 5213d | `2026-04-18T05:59:24Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `skernelx` | [profile](https://github.com/skernelx) | no | NONE | 118d | `2026-03-07T09:49:30Z` | 1 | 1 | weak | low | medium | young account; high open PR share; targets high-star repos |
| `V0hgg` | [profile](https://github.com/V0hgg) | no | NONE | 1903d | `2026-04-21T09:59:44Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `zexho994` | [profile](https://github.com/zexho994) | no | NONE | 3046d | `2026-03-13T02:06:04Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `zhengsx` | [profile](https://github.com/zhengsx) | no | NONE | 4862d | `2026-04-19T14:57:37Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `zhyongrui` | [profile](https://github.com/zhyongrui) | no | NONE | 351d | `2026-04-16T03:32:52Z` | 1 | 1 | mixed | low | low | young account; high open PR share; targets high-star repos |
| `404notfoundhh` | [profile](https://github.com/404notfoundhh) | no | NONE | 2590d | `2026-04-19T07:23:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `a137460387` | [profile](https://github.com/a137460387) | no | NONE | 577d | `2026-04-16T01:29:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `aauren` | [profile](https://github.com/aauren) | no | CONTRIBUTOR | 5195d | `2026-04-22T01:43:42Z` | 1 | 0 | strong | moderate | low | — |
| `abacha` | [profile](https://github.com/abacha) | no | NONE | 5891d | `2026-04-20T13:36:36Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `abajirao` | [profile](https://github.com/abajirao) | no | NONE | 5407d | `2026-04-20T13:39:46Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `abliteration-ai` | [profile](https://github.com/abliteration-ai) | no | NONE | 144d | `2026-04-17T03:32:43Z` | 1 | 0 | weak | moderate | medium | young account; high open PR share; targets high-star repos |
| `acartine` | [profile](https://github.com/acartine) | no | NONE | 5744d | `2026-04-22T13:35:02Z` | 1 | 0 | mixed | low | low | — |
| `acewhitegui` | [profile](https://github.com/acewhitegui) | no | NONE | 3315d | `2026-04-17T07:57:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `ACMILANTX` | [profile](https://github.com/ACMILANTX) | no | NONE | 4701d | `2026-04-21T14:43:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `adamdaum` | [profile](https://github.com/adamdaum) | no | NONE | 4735d | `2026-04-15T21:35:55Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `adhajar` | [profile](https://github.com/adhajar) | no | NONE | 157d | `2026-04-20T23:13:27Z` | 1 | 0 | weak | low | medium | young account; high open PR share; targets high-star repos |
| `adminsairolotech-bit` | [profile](https://github.com/adminsairolotech-bit) | no | NONE | 25d | `2026-04-20T14:06:02Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `AgnesAI-SG` | [profile](https://github.com/AgnesAI-SG) | no | NONE | 369d | `2026-04-21T12:59:48Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `ahbi1006-hue` | [profile](https://github.com/ahbi1006-hue) | no | NONE | 12d | `2026-04-18T07:30:52Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `AlainSainteCroix` | [profile](https://github.com/AlainSainteCroix) | no | NONE | 631d | `2026-04-16T20:37:03Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
| `AlexAlves87` | [profile](https://github.com/AlexAlves87) | no | NONE | 401d | `2026-03-29T22:57:36Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `alexanderxfgl-bit` | [profile](https://github.com/alexanderxfgl-bit) | no | NONE | 66d | `2026-04-17T12:32:56Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars |
| `alithnar-bot` | [profile](https://github.com/alithnar-bot) | no | NONE | 76d | `2026-04-19T07:34:45Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `alvian888` | [profile](https://github.com/alvian888) | no | NONE | 433d | `2026-04-21T18:22:58Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `andrejtr` | [profile](https://github.com/andrejtr) | no | NONE | 2189d | `2026-04-22T20:49:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `aniaan` | [profile](https://github.com/aniaan) | no | CONTRIBUTOR | 2846d | `2026-04-19T04:23:08Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `anirudhmarc` | [profile](https://github.com/anirudhmarc) | no | CONTRIBUTOR | 2779d | `2026-04-22T02:44:00Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `anniesurla` | [profile](https://github.com/anniesurla) | no | NONE | 1352d | `2026-04-18T00:06:08Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `Anonymous-paper-page` | [profile](https://github.com/Anonymous-paper-page) | no | NONE | 0d | `2026-04-19T19:15:02Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `anurag-bg-neu` | [profile](https://github.com/anurag-bg-neu) | no | NONE | 225d | `2026-04-21T03:17:47Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
| `Aobing-code` | [profile](https://github.com/Aobing-code) | no | NONE | 761d | `2026-03-07T02:55:33Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `armanddp` | [profile](https://github.com/armanddp) | no | CONTRIBUTOR | 6581d | `2026-01-23T14:50:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `arminanton` | [profile](https://github.com/arminanton) | no | NONE | 3213d | `2026-04-21T07:04:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `artificialdimension` | [profile](https://github.com/artificialdimension) | no | NONE | 70d | `2026-04-18T19:34:56Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `artisticlight` | [profile](https://github.com/artisticlight) | yes | NONE | 5267d | `2026-03-20T05:25:27Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `atlaspetco` | [profile](https://github.com/atlaspetco) | no | NONE | 286d | `2026-04-18T16:50:49Z` | 1 | 0 | n/a | low | low | young account; no visible non-self stars |
| `auyua9` | [profile](https://github.com/auyua9) | no | NONE | 13d | `2026-04-16T12:51:30Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
| `avirweb` | [profile](https://github.com/avirweb) | no | CONTRIBUTOR | 81d | `2026-02-07T17:32:01Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
| `ayteks` | [profile](https://github.com/ayteks) | no | NONE | 3206d | `2026-04-16T06:33:41Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `azaricstefan` | [profile](https://github.com/azaricstefan) | no | NONE | 4211d | `2026-04-20T15:34:44Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `badgerbees` | [profile](https://github.com/badgerbees) | no | NONE | 1631d | `2026-04-21T12:51:57Z` | 1 | 0 | weak | moderate | low | high open PR share |
| `bernib5` | [profile](https://github.com/bernib5) | yes | NONE | 1907d | `2026-04-22T21:05:33Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `billriesner` | [profile](https://github.com/billriesner) | no | NONE | 312d | `2026-04-18T13:05:13Z` | 1 | 0 | strong | low | low | young account |
| `bmadwaves` | [profile](https://github.com/bmadwaves) | no | NONE | 443d | `2026-04-17T16:54:06Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `bobrenze-bot` | [profile](https://github.com/bobrenze-bot) | no | NONE | 79d | `2026-01-31T16:41:08Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `bohell` | [profile](https://github.com/bohell) | no | NONE | 3914d | `2026-04-19T00:35:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `BowieSequoia` | [profile](https://github.com/BowieSequoia) | no | NONE | 13d | `2026-04-16T22:01:14Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `BruceMacD` | [profile](https://github.com/BruceMacD) | no | CONTRIBUTOR | 4547d | `2026-01-31T06:12:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `burtenshaw` | [profile](https://github.com/burtenshaw) | no | NONE | 3615d | `2026-04-21T19:51:51Z` | 1 | 0 | mixed | moderate | low | — |
| `c6zks4gssn-droid` | [profile](https://github.com/c6zks4gssn-droid) | no | NONE | 47d | `2026-04-16T22:24:01Z` | 1 | 0 | weak | moderate | medium | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
| `castaples` | [profile](https://github.com/castaples) | no | NONE | 4534d | `2026-04-22T07:46:54Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `cesararevalo` | [profile](https://github.com/cesararevalo) | no | NONE | 5858d | `2026-04-18T11:01:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `chaiyaphum` | [profile](https://github.com/chaiyaphum) | no | NONE | 4910d | `2026-04-19T18:21:08Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `christnorman` | [profile](https://github.com/christnorman) | no | NONE | 975d | `2026-04-18T20:08:44Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `claytonlin1110` | [profile](https://github.com/claytonlin1110) | no | NONE | 1253d | `2026-04-20T13:34:23Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
| `clemenshelm` | [profile](https://github.com/clemenshelm) | no | NONE | 6022d | `2026-02-22T05:57:34Z` | 1 | 0 | strong | low | low | — |
| `cmaldonado80` | [profile](https://github.com/cmaldonado80) | no | NONE | 3702d | `2026-04-20T20:41:32Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `coastfly007` | [profile](https://github.com/coastfly007) | no | NONE | 19d | `2026-04-21T20:34:50Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `Code4livingg` | [profile](https://github.com/Code4livingg) | no | NONE | 372d | `2026-04-22T11:53:16Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `CoKeFish` | [profile](https://github.com/CoKeFish) | no | NONE | 2940d | `2026-04-19T21:22:26Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `colygon` | [profile](https://github.com/colygon) | no | NONE | 4913d | `2026-04-16T06:23:40Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `creativerezz` | [profile](https://github.com/creativerezz) | no | NONE | 3923d | `2026-04-21T08:24:58Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `D3rPaPaH0d3n` | [profile](https://github.com/D3rPaPaH0d3n) | no | NONE | 1082d | `2026-04-16T20:15:02Z` | 1 | 0 | mixed | low | low | — |
| `danicuki` | [profile](https://github.com/danicuki) | no | NONE | 6204d | `2026-04-20T17:42:06Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `davehappyminion` | [profile](https://github.com/davehappyminion) | no | CONTRIBUTOR | 80d | `2026-04-19T15:41:09Z` | 1 | 0 | strong | low | low | very new account; targets high-star repos |
| `Deepnoa` | [profile](https://github.com/Deepnoa) | no | NONE | 415d | `2026-04-20T06:31:02Z` | 1 | 0 | strong | low | low | high recent PR volume |
| `desty` | [profile](https://github.com/desty) | no | NONE | 5749d | `2026-04-19T06:34:08Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
| `devlux76` | [profile](https://github.com/devlux76) | no | NONE | 1756d | `2026-04-16T21:12:28Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `DexDevCode` | [profile](https://github.com/DexDevCode) | no | NONE | 66d | `2026-04-16T10:12:28Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `dkattan` | [profile](https://github.com/dkattan) | no | NONE | 5185d | `2026-03-18T21:01:17Z` | 1 | 0 | mixed | low | low | — |
| `donlaiq` | [profile](https://github.com/donlaiq) | no | NONE | 4151d | `2026-04-16T19:48:34Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `donut-wenzhang` | [profile](https://github.com/donut-wenzhang) | no | NONE | 90d | `2026-03-18T03:48:04Z` | 1 | 0 | mixed | low | low | young account; no visible non-self stars |
| `DoraleCitrus` | [profile](https://github.com/DoraleCitrus) | no | NONE | 526d | `2026-04-17T04:22:20Z` | 1 | 0 | mixed | low | low | — |
| `drakulavich` | [profile](https://github.com/drakulavich) | no | NONE | 6051d | `2026-03-15T09:17:34Z` | 1 | 0 | strong | low | low | high recent PR volume |
| `dyaskur` | [profile](https://github.com/dyaskur) | no | NONE | 4184d | `2026-04-19T13:38:32Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `edokeh` | [profile](https://github.com/edokeh) | no | NONE | 5855d | `2026-04-18T16:57:39Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
| `eejohnso-ops` | [profile](https://github.com/eejohnso-ops) | no | CONTRIBUTOR | 181d | `2026-04-16T11:34:29Z` | 1 | 0 | strong | low | low | young account; targets high-star repos |
| `EOLreidc` | [profile](https://github.com/EOLreidc) | no | NONE | 923d | `2026-04-16T23:38:07Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `EpaL` | [profile](https://github.com/EpaL) | no | NONE | 5731d | `2026-02-21T18:43:07Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `epicseven-cup` | [profile](https://github.com/epicseven-cup) | no | CONTRIBUTOR | 2306d | `2026-04-20T05:56:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `ericyoshida` | [profile](https://github.com/ericyoshida) | no | NONE | 2537d | `2026-04-16T22:26:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `eve-builds` | [profile](https://github.com/eve-builds) | no | NONE | 43d | `2026-04-21T01:22:13Z` | 1 | 0 | mixed | low | low | very new account; no visible non-self stars |
| `eyjohn` | [profile](https://github.com/eyjohn) | no | CONTRIBUTOR | 4680d | `2026-04-16T17:33:15Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `fangguisheng520` | [profile](https://github.com/fangguisheng520) | no | NONE | 188d | `2026-04-18T01:00:50Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
| `FantoX` | [profile](https://github.com/FantoX) | no | NONE | 962d | `2026-04-19T08:46:47Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `feniix` | [profile](https://github.com/feniix) | no | CONTRIBUTOR | 6161d | `2026-04-16T21:30:52Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `foxer0952` | [profile](https://github.com/foxer0952) | no | NONE | 0d | `2026-04-18T06:19:19Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `fraction12` | [profile](https://github.com/fraction12) | no | NONE | 3454d | `2026-04-18T19:30:48Z` | 1 | 0 | strong | moderate | low | — |
| `friday-james` | [profile](https://github.com/friday-james) | no | CONTRIBUTOR | 2365d | `2026-04-22T11:30:31Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `Frrrrrrrrank` | [profile](https://github.com/Frrrrrrrrank) | no | NONE | 1833d | `2026-04-17T10:59:47Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `g18166599417-svg` | [profile](https://github.com/g18166599417-svg) | no | NONE | 18d | `2026-04-20T07:10:25Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `gaineyllc` | [profile](https://github.com/gaineyllc) | no | NONE | 3039d | `2026-04-18T22:29:01Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `gaurav0107` | [profile](https://github.com/gaurav0107) | no | NONE | 3969d | `2026-04-22T17:38:56Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
| `gauravprasadgp` | [profile](https://github.com/gauravprasadgp) | no | NONE | 3010d | `2026-04-22T07:51:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `goldmar` | [profile](https://github.com/goldmar) | yes | NONE | 5699d | `2026-03-09T21:20:51Z` | 1 | 0 | strong | low | low | — |
| `graadient` | [profile](https://github.com/graadient) | no | NONE | 3670d | `2026-04-22T11:43:54Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `groovetandon` | [profile](https://github.com/groovetandon) | no | NONE | 3339d | `2026-04-16T01:30:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `haobaicai` | [profile](https://github.com/haobaicai) | no | NONE | 2668d | `2026-04-17T02:28:36Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `hchen13` | [profile](https://github.com/hchen13) | no | CONTRIBUTOR | 4768d | `2026-03-13T02:04:45Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
| `henkterharmsel` | [profile](https://github.com/henkterharmsel) | no | NONE | 5701d | `2026-04-18T12:54:22Z` | 1 | 0 | weak | low | low | high open PR share |
| `HFConsultant` | [profile](https://github.com/HFConsultant) | no | CONTRIBUTOR | 2233d | `2026-04-22T18:12:18Z` | 1 | 0 | strong | low | low | targets high-star repos |
| `hgezim` | [profile](https://github.com/hgezim) | no | NONE | 6068d | `2026-04-20T21:05:45Z` | 1 | 0 | mixed | low | low | — |
| `hieptuanle` | [profile](https://github.com/hieptuanle) | no | NONE | 4855d | `2026-04-19T17:31:20Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `hkalkoti1` | [profile](https://github.com/hkalkoti1) | no | NONE | 601d | `2026-04-20T18:35:24Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `horsenuggets` | [profile](https://github.com/horsenuggets) | no | NONE | 2070d | `2026-04-19T22:59:55Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
| `hszhsz` | [profile](https://github.com/hszhsz) | no | NONE | 4576d | `2026-04-21T01:43:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `huangrichao2020` | [profile](https://github.com/huangrichao2020) | no | NONE | 2016d | `2026-04-22T18:49:51Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share; targets high-star repos |
| `huangzynn` | [profile](https://github.com/huangzynn) | no | NONE | 1274d | `2026-04-16T02:22:50Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `imoes` | [profile](https://github.com/imoes) | no | NONE | 3137d | `2026-04-22T12:38:11Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
| `infocentr` | [profile](https://github.com/infocentr) | no | NONE | 2808d | `2026-04-18T09:28:18Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `insomnius` | [profile](https://github.com/insomnius) | no | NONE | 3552d | `2026-04-16T11:54:42Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `iT2afL0rd` | [profile](https://github.com/iT2afL0rd) | no | NONE | 4197d | `2026-04-22T00:42:41Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `iteemoo6` | [profile](https://github.com/iteemoo6) | no | NONE | 1091d | `2026-04-21T08:08:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `itsuzef` | [profile](https://github.com/itsuzef) | no | NONE | 2465d | `2026-02-21T23:47:03Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `ivyhabscheid` | [profile](https://github.com/ivyhabscheid) | no | NONE | 12d | `2026-04-16T18:44:59Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `jack-ra` | [profile](https://github.com/jack-ra) | no | NONE | 4832d | `2026-04-18T04:40:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `janetnoodle` | [profile](https://github.com/janetnoodle) | no | NONE | 9d | `2026-04-20T16:28:25Z` | 1 | 0 | mixed | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `januaryeffect` | [profile](https://github.com/januaryeffect) | no | NONE | 91d | `2026-04-19T11:13:28Z` | 1 | 0 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
| `jaoa12or` | [profile](https://github.com/jaoa12or) | no | NONE | 3314d | `2026-04-19T17:17:50Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `jaredar1232tetris` | [profile](https://github.com/jaredar1232tetris) | no | NONE | 19d | `2026-04-20T04:41:16Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
| `Jaswir` | [profile](https://github.com/Jaswir) | no | CONTRIBUTOR | 3803d | `2026-04-20T21:43:30Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `JavieSanchezB` | [profile](https://github.com/JavieSanchezB) | no | NONE | 3794d | `2026-04-20T03:01:35Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `Jay-ju` | [profile](https://github.com/Jay-ju) | no | NONE | 3831d | `2026-04-17T09:23:25Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `JeevaByte` | [profile](https://github.com/JeevaByte) | no | NONE | 2055d | `2026-04-17T23:10:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `jguin` | [profile](https://github.com/jguin) | no | NONE | 4370d | `2026-04-17T00:34:37Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `jiasi-latent` | [profile](https://github.com/jiasi-latent) | no | NONE | 97d | `2026-04-16T00:46:25Z` | 1 | 0 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
| `jiecloud` | [profile](https://github.com/jiecloud) | no | NONE | 1939d | `2026-04-16T16:02:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `jinbowang1` | [profile](https://github.com/jinbowang1) | no | NONE | 1970d | `2026-04-20T16:18:24Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `john-vainio` | [profile](https://github.com/john-vainio) | no | NONE | 1529d | `2026-04-17T05:05:56Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `Jonahdu` | [profile](https://github.com/Jonahdu) | no | NONE | 514d | `2026-04-19T18:26:27Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `jpruit20` | [profile](https://github.com/jpruit20) | no | NONE | 291d | `2026-04-19T16:53:07Z` | 1 | 0 | mixed | low | low | young account; no visible non-self stars |
| `juggsnjava-git` | [profile](https://github.com/juggsnjava-git) | no | NONE | 0d | `2026-04-19T01:27:27Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars |
| `juliopx` | [profile](https://github.com/juliopx) | no | NONE | 4257d | `2026-03-19T15:53:01Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `jzakirov` | [profile](https://github.com/jzakirov) | no | CONTRIBUTOR | 3811d | `2026-01-26T17:37:41Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `kaseonedge` | [profile](https://github.com/kaseonedge) | no | NONE | 3837d | `2026-04-21T02:18:44Z` | 1 | 0 | strong | moderate | low | — |
| `KateWilkins` | [profile](https://github.com/KateWilkins) | no | CONTRIBUTOR | 4070d | `2026-02-04T19:04:27Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `kejw05` | [profile](https://github.com/kejw05) | no | NONE | 49d | `2026-04-19T12:49:21Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `kenchung` | [profile](https://github.com/kenchung) | no | NONE | 5407d | `2026-04-21T03:35:38Z` | 1 | 0 | mixed | low | low | — |
| `Kerr1st` | [profile](https://github.com/Kerr1st) | no | NONE | 3725d | `2026-02-27T03:31:40Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `kevinheneveld` | [profile](https://github.com/kevinheneveld) | no | NONE | 5269d | `2026-03-19T00:00:30Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `Kieldro` | [profile](https://github.com/Kieldro) | no | NONE | 5383d | `2026-04-16T04:18:26Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `kilo5-eng` | [profile](https://github.com/kilo5-eng) | no | NONE | 74d | `2026-04-16T17:10:30Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
| `kiranvs46` | [profile](https://github.com/kiranvs46) | no | NONE | 4347d | `2026-04-17T02:41:18Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `Komzpa` | [profile](https://github.com/Komzpa) | no | NONE | 5442d | `2026-04-19T19:29:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `kylejfrost` | [profile](https://github.com/kylejfrost) | no | NONE | 4984d | `2026-04-20T14:42:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `Kzino` | [profile](https://github.com/Kzino) | no | NONE | 3193d | `2026-04-18T16:27:08Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `Laihiujin` | [profile](https://github.com/Laihiujin) | no | NONE | 1705d | `2026-04-16T03:34:07Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs |
| `langningchen-openclaw` | [profile](https://github.com/langningchen-openclaw) | no | NONE | 0d | `2026-04-17T14:34:30Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
| `Lee-Si-Yoon` | [profile](https://github.com/Lee-Si-Yoon) | no | NONE | 1938d | `2026-04-20T03:19:12Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `LeoDu0314` | [profile](https://github.com/LeoDu0314) | no | NONE | 1699d | `2026-04-22T06:42:50Z` | 1 | 0 | strong | low | low | — |
| `leonidas1712` | [profile](https://github.com/leonidas1712) | no | NONE | 3582d | `2026-04-18T07:30:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `liemrich` | [profile](https://github.com/liemrich) | no | NONE | 2215d | `2026-04-16T01:38:06Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `linuxhgw` | [profile](https://github.com/linuxhgw) | no | NONE | 3473d | `2026-04-17T18:30:52Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `Little-viva1` | [profile](https://github.com/Little-viva1) | no | NONE | 639d | `2026-04-18T16:06:34Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `lives4code` | [profile](https://github.com/lives4code) | no | NONE | 2539d | `2026-04-18T20:53:04Z` | 1 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `ljbudgie` | [profile](https://github.com/ljbudgie) | no | NONE | 294d | `2026-04-18T20:51:45Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
| `ljluestc` | [profile](https://github.com/ljluestc) | no | NONE | 2200d | `2026-04-19T22:25:26Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
| `lllyin` | [profile](https://github.com/lllyin) | no | NONE | 3801d | `2026-04-09T04:57:41Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `longle325` | [profile](https://github.com/longle325) | no | NONE | 997d | `2026-04-21T07:51:52Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `lucasheriques` | [profile](https://github.com/lucasheriques) | no | NONE | 3985d | `2026-04-16T15:26:35Z` | 1 | 0 | mixed | low | low | targets high-star repos |
| `Luckymingxuan` | [profile](https://github.com/Luckymingxuan) | no | CONTRIBUTOR | 796d | `2026-04-16T04:21:17Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `luke-skywalker-open-claw` | [profile](https://github.com/luke-skywalker-open-claw) | no | NONE | 60d | `2026-03-14T18:47:01Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
| `Luuuk12321` | [profile](https://github.com/Luuuk12321) | no | NONE | 2396d | `2026-04-17T06:54:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `Maaannnn` | [profile](https://github.com/Maaannnn) | no | NONE | 1433d | `2026-04-20T05:38:32Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
| `MagnusOSClaudeBot` | [profile](https://github.com/MagnusOSClaudeBot) | no | NONE | 31d | `2026-04-22T17:48:13Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `Manuel-Jentic` | [profile](https://github.com/Manuel-Jentic) | no | NONE | 354d | `2026-04-16T15:39:52Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
| `marcelogdeandrade` | [profile](https://github.com/marcelogdeandrade) | yes | NONE | 4051d | `2026-04-22T22:51:32Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `markrachapoom` | [profile](https://github.com/markrachapoom) | no | NONE | 2004d | `2026-04-18T20:31:21Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs |
| `matheusccouto` | [profile](https://github.com/matheusccouto) | no | NONE | 2971d | `2026-04-21T23:36:55Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `matiasmichael` | [profile](https://github.com/matiasmichael) | no | NONE | 1102d | `2026-04-22T14:36:30Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `melderan` | [profile](https://github.com/melderan) | no | NONE | 5635d | `2026-04-19T05:16:56Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `Men-cotton` | [profile](https://github.com/Men-cotton) | no | NONE | 3348d | `2026-04-21T15:28:35Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `Menci` | [profile](https://github.com/Menci) | no | NONE | 4063d | `2026-04-20T14:37:27Z` | 1 | 0 | strong | low | low | — |
| `misschengxi-crypto` | [profile](https://github.com/misschengxi-crypto) | no | NONE | 57d | `2026-04-22T11:38:35Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `mofolo` | [profile](https://github.com/mofolo) | no | NONE | 5117d | `2026-04-16T05:46:07Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `MohandesD` | [profile](https://github.com/MohandesD) | no | NONE | 2736d | `2026-04-19T21:33:06Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
| `moneypennyrasener` | [profile](https://github.com/moneypennyrasener) | no | NONE | 68d | `2026-04-22T05:47:29Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `moonjuhyun123` | [profile](https://github.com/moonjuhyun123) | no | NONE | 1773d | `2026-04-21T08:28:18Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `MotherSphere` | [profile](https://github.com/MotherSphere) | no | NONE | 198d | `2026-04-18T14:28:07Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
| `neilofneils404` | [profile](https://github.com/neilofneils404) | no | NONE | 74d | `2026-04-16T22:29:09Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `nir-insuretax` | [profile](https://github.com/nir-insuretax) | no | NONE | 38d | `2026-03-17T10:08:50Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `nitinwadhawan` | [profile](https://github.com/nitinwadhawan) | no | NONE | 4714d | `2026-04-18T19:44:38Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `Nizomidin21` | [profile](https://github.com/Nizomidin21) | no | NONE | 351d | `2026-04-22T06:55:50Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
| `nkuhanas` | [profile](https://github.com/nkuhanas) | no | NONE | 1442d | `2026-04-22T02:36:19Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `nnlevy` | [profile](https://github.com/nnlevy) | no | NONE | 5883d | `2026-04-18T08:00:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `novajune` | [profile](https://github.com/novajune) | no | NONE | 3d | `2026-04-21T15:03:32Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `nrubioru` | [profile](https://github.com/nrubioru) | no | NONE | 92d | `2026-03-22T04:47:15Z` | 1 | 0 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
| `nufnaf` | [profile](https://github.com/nufnaf) | no | NONE | 4823d | `2026-04-16T12:30:36Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `OpenSpek` | [profile](https://github.com/OpenSpek) | no | NONE | 47d | `2026-04-22T00:55:07Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
| `palacici` | [profile](https://github.com/palacici) | no | NONE | 850d | `2026-04-20T06:36:59Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `palewire` | [profile](https://github.com/palewire) | no | NONE | 6550d | `2026-04-18T16:38:20Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `paramiao` | [profile](https://github.com/paramiao) | no | NONE | 5277d | `2026-04-16T13:42:00Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `patl4588` | [profile](https://github.com/patl4588) | no | NONE | 309d | `2026-04-20T20:25:29Z` | 1 | 0 | weak | very high | high | young account; high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars |
| `patricklee001` | [profile](https://github.com/patricklee001) | no | NONE | 46d | `2026-04-17T14:39:01Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `pejmanjohn` | [profile](https://github.com/pejmanjohn) | no | CONTRIBUTOR | 5637d | `2026-02-14T06:13:08Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `peking2` | [profile](https://github.com/peking2) | no | NONE | 4842d | `2026-04-18T14:09:14Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
| `Phymath` | [profile](https://github.com/Phymath) | no | NONE | 3506d | `2026-04-16T16:48:45Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `plokomarketing-ai` | [profile](https://github.com/plokomarketing-ai) | no | NONE | 99d | `2026-04-16T14:14:10Z` | 1 | 0 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
| `pmcholding` | [profile](https://github.com/pmcholding) | no | NONE | 1139d | `2026-03-15T18:28:59Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `poiskgit` | [profile](https://github.com/poiskgit) | no | CONTRIBUTOR | 1112d | `2026-04-17T10:13:36Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `qidu` | [profile](https://github.com/qidu) | no | NONE | 5079d | `2026-04-16T12:43:51Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `quengh` | [profile](https://github.com/quengh) | no | NONE | 4774d | `2026-03-06T01:52:49Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `QuentinWalker` | [profile](https://github.com/QuentinWalker) | no | NONE | 3974d | `2026-04-14T04:01:24Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `Quratulain-bilal` | [profile](https://github.com/Quratulain-bilal) | no | NONE | 761d | `2026-04-22T03:26:57Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `RaphaAI` | [profile](https://github.com/RaphaAI) | no | NONE | 7d | `2026-04-18T19:13:57Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `revision-co-ltd` | [profile](https://github.com/revision-co-ltd) | no | NONE | 339d | `2026-04-17T16:33:51Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
| `ridermw` | [profile](https://github.com/ridermw) | no | NONE | 4548d | `2026-01-31T08:31:14Z` | 1 | 0 | weak | low | low | high open PR share |
| `robertdonnellyiii` | [profile](https://github.com/robertdonnellyiii) | no | NONE | 7d | `2026-04-22T03:21:53Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; targets high-star repos |
| `rvajustin` | [profile](https://github.com/rvajustin) | no | NONE | 4443d | `2026-04-17T17:57:49Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `rzyns` | [profile](https://github.com/rzyns) | no | NONE | 4777d | `2026-04-20T20:56:51Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `samgibson-bot` | [profile](https://github.com/samgibson-bot) | no | NONE | 75d | `2026-04-20T20:41:53Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; targets high-star repos |
| `samimjafari` | [profile](https://github.com/samimjafari) | no | NONE | 728d | `2026-04-18T01:57:49Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `san-stark-1975` | [profile](https://github.com/san-stark-1975) | no | NONE | 0d | `2026-04-22T11:06:26Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `SavantLogics` | [profile](https://github.com/SavantLogics) | no | NONE | 2964d | `2026-04-22T00:19:12Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `scaraude` | [profile](https://github.com/scaraude) | no | NONE | 2288d | `2026-04-18T08:34:12Z` | 1 | 0 | weak | low | low | high open PR share |
| `seanniu93` | [profile](https://github.com/seanniu93) | no | NONE | 4213d | `2026-04-18T07:23:52Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `SharkeyDev` | [profile](https://github.com/SharkeyDev) | no | NONE | 899d | `2026-03-09T22:56:49Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `ShayMeshGit` | [profile](https://github.com/ShayMeshGit) | no | NONE | 2606d | `2026-04-17T19:10:02Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `skolez` | [profile](https://github.com/skolez) | no | NONE | 3543d | `2026-04-18T21:46:16Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `Steady-ai` | [profile](https://github.com/Steady-ai) | no | NONE | 432d | `2026-04-18T22:24:42Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `stiva1979-jpg` | [profile](https://github.com/stiva1979-jpg) | no | NONE | 79d | `2026-04-20T07:27:39Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `stubble99` | [profile](https://github.com/stubble99) | no | NONE | 2328d | `2026-04-22T07:03:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `szponeczek` | [profile](https://github.com/szponeczek) | no | CONTRIBUTOR | 46d | `2026-04-21T11:59:49Z` | 1 | 0 | strong | low | low | very new account; no visible non-self stars |
| `taitruong` | [profile](https://github.com/taitruong) | no | NONE | 5460d | `2026-04-20T21:07:06Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `talktoajayprakash` | [profile](https://github.com/talktoajayprakash) | no | NONE | 4012d | `2026-04-17T05:49:19Z` | 1 | 0 | mixed | low | low | — |
| `taosiyuan163` | [profile](https://github.com/taosiyuan163) | no | NONE | 3427d | `2026-04-17T17:44:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `TheDillonHall` | [profile](https://github.com/TheDillonHall) | no | NONE | 1109d | `2026-04-17T21:36:47Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `thinhhh-beep` | [profile](https://github.com/thinhhh-beep) | no | NONE | 2d | `2026-04-16T18:25:19Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
| `TinyTb` | [profile](https://github.com/TinyTb) | no | CONTRIBUTOR | 4534d | `2026-02-05T18:45:41Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `Tmalone1250` | [profile](https://github.com/Tmalone1250) | no | NONE | 590d | `2026-04-18T20:13:45Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
| `tmlxrd` | [profile](https://github.com/tmlxrd) | no | NONE | 2221d | `2026-04-16T22:55:44Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `ToniDonDoni` | [profile](https://github.com/ToniDonDoni) | no | NONE | 129d | `2026-04-07T23:42:54Z` | 1 | 0 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
| `trevorlarson` | [profile](https://github.com/trevorlarson) | no | NONE | 4211d | `2026-04-20T06:21:54Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `truffle-dev` | [profile](https://github.com/truffle-dev) | no | NONE | 73d | `2026-04-22T13:18:18Z` | 1 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
| `Tsenghan` | [profile](https://github.com/Tsenghan) | no | NONE | 4214d | `2026-04-20T17:15:31Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `TTTT-T` | [profile](https://github.com/TTTT-T) | no | NONE | 495d | `2026-04-18T12:12:52Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `Tuarisa` | [profile](https://github.com/Tuarisa) | no | NONE | 4909d | `2026-04-17T18:27:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `ULing19` | [profile](https://github.com/ULing19) | no | NONE | 1044d | `2026-04-22T09:46:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `Vansh5632` | [profile](https://github.com/Vansh5632) | no | NONE | 1001d | `2026-04-21T13:40:17Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `VeroPwr` | [profile](https://github.com/VeroPwr) | no | NONE | 61d | `2026-04-22T16:53:48Z` | 1 | 0 | mixed | low | low | very new account |
| `visormatt` | [profile](https://github.com/visormatt) | no | NONE | 5585d | `2026-04-20T03:27:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `vivekchand` | [profile](https://github.com/vivekchand) | no | NONE | 5357d | `2026-03-02T00:27:17Z` | 1 | 0 | strong | low | low | extremely high recent PR volume |
| `vivito` | [profile](https://github.com/vivito) | no | NONE | 4178d | `2026-04-22T20:23:24Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `werdelin` | [profile](https://github.com/werdelin) | no | NONE | 5860d | `2026-04-16T19:22:23Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `wfpaopao` | [profile](https://github.com/wfpaopao) | no | NONE | 4388d | `2026-04-22T09:38:29Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `wwk5q8z6kk-bit` | [profile](https://github.com/wwk5q8z6kk-bit) | no | NONE | 121d | `2026-04-22T02:28:53Z` | 1 | 0 | strong | low | low | young account |
| `wzfukui` | [profile](https://github.com/wzfukui) | no | NONE | 935d | `2026-03-13T07:47:50Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `WZH8898` | [profile](https://github.com/WZH8898) | no | CONTRIBUTOR | 1860d | `2026-04-22T03:40:03Z` | 1 | 0 | strong | low | low | targets high-star repos |
| `xilin2157-bot` | [profile](https://github.com/xilin2157-bot) | no | NONE | 52d | `2026-04-16T07:21:00Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `xuruiray` | [profile](https://github.com/xuruiray) | no | NONE | 3804d | `2026-04-22T11:11:26Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
| `XxXKoZXxX` | [profile](https://github.com/XxXKoZXxX) | no | NONE | 1938d | `2026-04-18T02:05:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `yaelsprikut` | [profile](https://github.com/yaelsprikut) | no | NONE | 4411d | `2026-04-16T05:44:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `yanghua` | [profile](https://github.com/yanghua) | no | NONE | 4976d | `2026-04-22T07:08:38Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `YASSINENFAI` | [profile](https://github.com/YASSINENFAI) | no | NONE | 707d | `2026-04-17T22:00:34Z` | 1 | 0 | weak | low | low | high open PR share |
| `yeyitech` | [profile](https://github.com/yeyitech) | no | NONE | 220d | `2026-04-17T03:58:03Z` | 1 | 0 | weak | moderate | medium | young account; high recent PR volume; high open PR share; targets high-star repos |
| `yijingman` | [profile](https://github.com/yijingman) | no | NONE | 4375d | `2026-04-22T15:18:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `YoungMoneyInvestments` | [profile](https://github.com/YoungMoneyInvestments) | no | NONE | 932d | `2026-02-23T16:58:16Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
| `yxjsxy` | [profile](https://github.com/yxjsxy) | no | CONTRIBUTOR | 3041d | `2026-04-18T00:21:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `ZackaryShen` | [profile](https://github.com/ZackaryShen) | no | NONE | 2598d | `2026-04-18T13:48:28Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share |
| `zaimaopeng` | [profile](https://github.com/zaimaopeng) | no | NONE | 569d | `2026-04-18T13:00:18Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `Zetarcos` | [profile](https://github.com/Zetarcos) | no | CONTRIBUTOR | 1265d | `2026-04-17T07:36:00Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `zhonghe0615` | [profile](https://github.com/zhonghe0615) | no | NONE | 4437d | `2026-04-20T07:27:38Z` | 1 | 0 | weak | low | low | high open PR share |
| `zhuisDEV` | [profile](https://github.com/zhuisDEV) | no | CONTRIBUTOR | 1597d | `2026-04-20T06:28:08Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |

## Contributors

### `EronFan`

- profile: [github.com/EronFan](https://github.com/EronFan)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AEronFan)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AEronFan)
- repo first seen: `2026-03-24T11:57:26Z`
- repo last seen: `2026-04-23T00:00:34Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **113**
- snapshot authored PRs/issues: **113 PRs / 0 issues**
- snapshot discussion activity: **32 comments / 0 reviews / 0 review comments**
- account age: **2527 days**
- recent public PR activity: **84 PRs** (1 merged / 75 closed-unmerged / 8 open; merged rate **1%**, closed-unmerged rate **89%**, open rate **10%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **high recent PR volume; many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #70394: fix(plugins): degrade gracefully instead of crashing worker on invalid config](https://github.com/openclaw/openclaw/pull/70394) — open
- [PR #70129: fix(reply): accumulate media blocks instead of sending immediately when streaming disabled](https://github.com/openclaw/openclaw/pull/70129) — closed
- [PR #70095: fix(feishu): add @larksuiteoapi/node-sdk to bundledDependencies (#70025)](https://github.com/openclaw/openclaw/pull/70095) — closed

### `vincentkoc`

- profile: [github.com/vincentkoc](https://github.com/vincentkoc)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Avincentkoc)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Avincentkoc)
- repo first seen: `2026-02-03T19:03:56Z`
- repo last seen: `2026-04-22T19:17:49Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **111**
- snapshot authored PRs/issues: **111 PRs / 0 issues**
- snapshot discussion activity: **1874 comments / 7 reviews / 7 review comments**
- account age: **6420 days**
- recent public PR activity: **44 PRs** (35 merged / 3 closed-unmerged / 6 open; merged rate **80%**, closed-unmerged rate **7%**, open rate **14%**)
- public orgs: `comet-ml`, `Orange-Submarine`, `kontology`, `Locomotive-Ventures`, `openclaw`
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **high recent PR volume; targets high-star repos**

Example artifacts:
- [PR #70313: feat(codex): add prompt and compaction hooks](https://github.com/openclaw/openclaw/pull/70313) — closed, merged
- [PR #70312: feat(codex): add llm lifecycle hooks](https://github.com/openclaw/openclaw/pull/70312) — closed, merged
- [PR #70307: feat(codex): add tool hook parity](https://github.com/openclaw/openclaw/pull/70307) — closed, merged

### `100yenadmin`

- profile: [github.com/100yenadmin](https://github.com/100yenadmin)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3A100yenadmin)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3A100yenadmin)
- repo first seen: `2026-03-15T18:31:56Z`
- repo last seen: `2026-04-22T14:49:45Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **122**
- snapshot authored PRs/issues: **71 PRs / 51 issues**
- snapshot discussion activity: **311 comments / 1376 reviews / 1376 review comments**
- account age: **178 days**
- recent public PR activity: **81 PRs** (21 merged / 36 closed-unmerged / 24 open; merged rate **26%**, closed-unmerged rate **44%**, open rate **30%**)
- public orgs: `electricsheephq`
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
- heuristic read: **young account; high recent PR volume; many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #70089: [Plan Mode AUTOMATION] Cron nudges + auto-enable + subagent follow-ups](https://github.com/openclaw/openclaw/pull/70089) — open
- [PR #70088: [Plan Mode INJECTIONS] Typed pending-injection queue foundation](https://github.com/openclaw/openclaw/pull/70088) — open
- [PR #70071: [Plan Mode FULL] Integrated bundle for testing (Parts 1\u20136 + automation + executing-state lifecycle)](https://github.com/openclaw/openclaw/pull/70071) — open
- [Issue #70101: [Plan Mode] Master tracker for the 9-PR upstream rollout](https://github.com/openclaw/openclaw/issues/70101) — open
- [Issue #68419: GPT-5 bootstrap alias files for AGENTS/SOUL via context-limiter path](https://github.com/openclaw/openclaw/issues/68419) — open
- [Issue #67777: [Bug]: Subagent completion delivery can be lost on direct-announce timeout, drain, or orphan prune](https://github.com/openclaw/openclaw/issues/67777) — open

### `neeravmakwana`

- profile: [github.com/neeravmakwana](https://github.com/neeravmakwana)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aneeravmakwana)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aneeravmakwana)
- repo first seen: `2026-02-24T02:57:36Z`
- repo last seen: `2026-04-22T21:13:31Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **60**
- snapshot authored PRs/issues: **60 PRs / 0 issues**
- snapshot discussion activity: **117 comments / 3 reviews / 3 review comments**
- account age: **64 days**
- recent public PR activity: **34 PRs** (8 merged / 18 closed-unmerged / 8 open; merged rate **24%**, closed-unmerged rate **53%**, open rate **24%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high recent PR volume; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69942: fix(agents): drop bare NO_REPLY while subagents are pending](https://github.com/openclaw/openclaw/pull/69942) — closed, merged
- [PR #69936: fix: scope exec/plugin approval delivery to configured target accountId](https://github.com/openclaw/openclaw/pull/69936) — open
- [PR #69908: fix(discord): read channel.parentId through safe accessor on partial thread channels](https://github.com/openclaw/openclaw/pull/69908) — closed, merged

### `mcaxtr`

- profile: [github.com/mcaxtr](https://github.com/mcaxtr)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amcaxtr)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amcaxtr)
- repo first seen: `2026-02-04T01:45:00Z`
- repo last seen: `2026-04-21T19:15:59Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **61**
- snapshot authored PRs/issues: **56 PRs / 5 issues**
- snapshot discussion activity: **525 comments / 144 reviews / 144 review comments**
- account age: **4358 days**
- recent public PR activity: **13 PRs** (5 merged / 1 closed-unmerged / 7 open; merged rate **38%**, closed-unmerged rate **8%**, open rate **54%**)
- public orgs: `openclaw`
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69813: fix(whatsapp): canonicalize outbound media delivery](https://github.com/openclaw/openclaw/pull/69813) — open
- [PR #68612: fix(whatsapp): keep typing active through inbound acceptance and debounce](https://github.com/openclaw/openclaw/pull/68612) — closed
- [PR #68362: fix(whatsapp): align config schema and monitor behavior](https://github.com/openclaw/openclaw/pull/68362) — closed
- [Issue #31259: [Feature]: Extract shared helpers from session-cost-usage.ts to enable multi-agent and deleted-session fixes](https://github.com/openclaw/openclaw/issues/31259) — closed
- [Issue #31155: [Refactor]: Extract shared batch embedding lifecycle from OpenAI/Voyage/Gemini providers](https://github.com/openclaw/openclaw/issues/31155) — closed
- [Issue #30967: [Refactor]: Unify channel account-list helpers with binding-aware default resolution](https://github.com/openclaw/openclaw/issues/30967) — closed

### `Eruditi`

- profile: [github.com/Eruditi](https://github.com/Eruditi)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AEruditi)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AEruditi)
- repo first seen: `2026-04-16T15:08:41Z`
- repo last seen: `2026-04-22T01:21:32Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **56**
- snapshot authored PRs/issues: **56 PRs / 0 issues**
- snapshot discussion activity: **24 comments / 3 reviews / 2 review comments**
- account age: **1072 days**
- recent public PR activity: **7 PRs** (0 merged / 5 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **71%**, open rate **29%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #69915: Fix/onboard trim typeerror](https://github.com/openclaw/openclaw/pull/69915) — closed
- [PR #69914: Fix/logging subsystem optional chain](https://github.com/openclaw/openclaw/pull/69914) — closed
- [PR #69913: Fix/minimax 529 overloaded failover](https://github.com/openclaw/openclaw/pull/69913) — closed

### `hclsys`

- profile: [github.com/hclsys](https://github.com/hclsys)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ahclsys)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ahclsys)
- repo first seen: `2026-01-29T06:32:51Z`
- repo last seen: `2026-04-22T23:16:01Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **55**
- snapshot authored PRs/issues: **55 PRs / 0 issues**
- snapshot discussion activity: **179 comments / 3 reviews / 3 review comments**
- account age: **4339 days**
- recent public PR activity: **34 PRs** (3 merged / 26 closed-unmerged / 5 open; merged rate **9%**, closed-unmerged rate **76%**, open rate **15%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **high**
- heuristic read: **very high single-repo PR burst; high recent PR volume; many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #70379: fix(exec-events): frame async exec completions as assistant-started](https://github.com/openclaw/openclaw/pull/70379) — open
- [PR #70378: fix(cli): respect OPENCLAW_GATEWAY_TOKEN env var in gateway RPC calls](https://github.com/openclaw/openclaw/pull/70378) — open
- [PR #70377: fix(security): downgrade trusted_proxies_missing to info on loopback bind](https://github.com/openclaw/openclaw/pull/70377) — open

### `nightq`

- profile: [github.com/nightq](https://github.com/nightq)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Anightq)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Anightq)
- repo first seen: `2026-04-01T13:17:35Z`
- repo last seen: `2026-04-20T08:14:25Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **50**
- snapshot authored PRs/issues: **49 PRs / 1 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **4825 days**
- recent public PR activity: **116 PRs** (1 merged / 69 closed-unmerged / 46 open; merged rate **1%**, closed-unmerged rate **59%**, open rate **40%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #69267: fix: add logging for 4xx hook gateway errors](https://github.com/openclaw/openclaw/pull/69267) — closed
- [PR #69213: fix: merge models from multiple providers instead of replacing](https://github.com/openclaw/openclaw/pull/69213) — closed
- [PR #69175: fix: merge provider models instead of replacing on OAuth onboarding](https://github.com/openclaw/openclaw/pull/69175) — closed
- [Issue #59034: [macOS] screen.record command not available on node](https://github.com/openclaw/openclaw/issues/59034) — open

### `obviyus`

- profile: [github.com/obviyus](https://github.com/obviyus)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aobviyus)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aobviyus)
- repo first seen: `2026-01-04T13:17:28Z`
- repo last seen: `2026-04-22T17:37:47Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **47**
- snapshot authored PRs/issues: **47 PRs / 0 issues**
- snapshot discussion activity: **571 comments / 73 reviews / 13 review comments**
- account age: **3510 days**
- recent public PR activity: **16 PRs** (15 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
- public orgs: `UplauseApp`
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #70269: fix(gateway): default restart acknowledgements](https://github.com/openclaw/openclaw/pull/70269) — open
- [PR #70231: refactor(gateway): unify startup task execution](https://github.com/openclaw/openclaw/pull/70231) — closed, merged
- [PR #70225: fix(gateway): write restart sentinels atomically](https://github.com/openclaw/openclaw/pull/70225) — closed, merged

### `Takhoffman`

- profile: [github.com/Takhoffman](https://github.com/Takhoffman)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ATakhoffman)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ATakhoffman)
- repo first seen: `2026-01-27T16:37:08Z`
- repo last seen: `2026-04-22T19:41:20Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **46**
- snapshot authored PRs/issues: **45 PRs / 1 issues**
- snapshot discussion activity: **1116 comments / 191 reviews / 191 review comments**
- account age: **5455 days**
- recent public PR activity: **26 PRs** (15 merged / 7 closed-unmerged / 4 open; merged rate **58%**, closed-unmerged rate **27%**, open rate **15%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high recent PR volume; targets high-star repos**

Example artifacts:
- [PR #70321: feat(commands): gate /models add with modelsWrite](https://github.com/openclaw/openclaw/pull/70321) — closed, merged
- [PR #70211: feat: Add /models add hot-reload model registration](https://github.com/openclaw/openclaw/pull/70211) — closed, merged
- [PR #69810: docs: restore general multi-gateway guidance](https://github.com/openclaw/openclaw/pull/69810) — closed, merged
- [Issue #51619: [Bug]: mitmproxy integration broken - LLM ERROR](https://github.com/openclaw/openclaw/issues/51619) — closed

### `kagura-agent`

- profile: [github.com/kagura-agent](https://github.com/kagura-agent)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Akagura-agent)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Akagura-agent)
- repo first seen: `2026-03-18T00:16:55Z`
- repo last seen: `2026-04-22T09:29:02Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **51**
- snapshot authored PRs/issues: **43 PRs / 8 issues**
- snapshot discussion activity: **65 comments / 0 reviews / 0 review comments**
- account age: **32 days**
- recent public PR activity: **108 PRs** (51 merged / 12 closed-unmerged / 45 open; merged rate **47%**, closed-unmerged rate **11%**, open rate **42%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **high**, automation risk **high**
- heuristic read: **very new account; extremely high recent PR volume; broad repo spread; high open PR share**

Example artifacts:
- [PR #69247: fix(tasks): allow timestamp jitter tolerance in audit inconsistency check](https://github.com/openclaw/openclaw/pull/69247) — open
- [PR #69179: fix: pass claude-cli prompt via stdin to avoid Windows ENAMETOOLONG (#69158)](https://github.com/openclaw/openclaw/pull/69179) — closed
- [PR #69169: fix: merge models on provider onboarding instead of replacing](https://github.com/openclaw/openclaw/pull/69169) — closed
- [Issue #70102: [Feature Proposal] Zulip channel extension — topic-based threading for agent workflows](https://github.com/openclaw/openclaw/issues/70102) — open
- [Issue #68123: feat: allow cron tasks to opt out of main session notification](https://github.com/openclaw/openclaw/issues/68123) — open
- [Issue #66576: [Feature]: Configurable workspace file inclusion/exclusion (bootstrapFiles)](https://github.com/openclaw/openclaw/issues/66576) — open

### `gumadeiras`

- profile: [github.com/gumadeiras](https://github.com/gumadeiras)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Agumadeiras)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Agumadeiras)
- repo first seen: `2026-01-14T20:41:14Z`
- repo last seen: `2026-04-22T21:21:08Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **35**
- snapshot authored PRs/issues: **34 PRs / 1 issues**
- snapshot discussion activity: **491 comments / 17 reviews / 17 review comments**
- account age: **4579 days**
- recent public PR activity: **16 PRs** (13 merged / 1 closed-unmerged / 2 open; merged rate **81%**, closed-unmerged rate **6%**, open rate **12%**)
- public orgs: `openclaw`
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #70324: Improve gateway diagnostics export for support reports](https://github.com/openclaw/openclaw/pull/70324) — open
- [PR #69919: fix(doctor): route setup doctor discovery](https://github.com/openclaw/openclaw/pull/69919) — closed, merged
- [PR #69896: Fix doctor bundled runtime dependency ordering](https://github.com/openclaw/openclaw/pull/69896) — closed
- [Issue #66738: Harden agent-scoped outbound host media reads with root-scoped file reads](https://github.com/openclaw/openclaw/issues/66738) — closed

### `drobison00`

- profile: [github.com/drobison00](https://github.com/drobison00)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Adrobison00)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Adrobison00)
- repo first seen: `2026-03-24T18:33:52Z`
- repo last seen: `2026-04-22T22:35:42Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **33**
- snapshot authored PRs/issues: **33 PRs / 0 issues**
- snapshot discussion activity: **23 comments / 2 reviews / 2 review comments**
- account age: **4625 days**
- recent public PR activity: **7 PRs** (5 merged / 0 closed-unmerged / 2 open; merged rate **71%**, closed-unmerged rate **0%**, open rate **29%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #70247: fix(gateway): require auth for control ui bootstrap config](https://github.com/openclaw/openclaw/pull/70247) — closed, merged
- [PR #70240: fix(dotenv): block connector endpoint workspace overrides](https://github.com/openclaw/openclaw/pull/70240) — closed, merged
- [PR #70239: fix(pairing): clear stale requests on device removal](https://github.com/openclaw/openclaw/pull/70239) — closed, merged

### `hxy91819`

- profile: [github.com/hxy91819](https://github.com/hxy91819)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ahxy91819)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ahxy91819)
- repo first seen: `2026-03-13T11:26:05Z`
- repo last seen: `2026-04-22T10:31:13Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **33**
- snapshot authored PRs/issues: **32 PRs / 1 issues**
- snapshot discussion activity: **131 comments / 29 reviews / 26 review comments**
- account age: **4229 days**
- recent public PR activity: **25 PRs** (18 merged / 3 closed-unmerged / 4 open; merged rate **72%**, closed-unmerged rate **12%**, open rate **16%**)
- public orgs: `openclaw`
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high recent PR volume; targets high-star repos**

Example artifacts:
- [PR #69670: docs(changelog): deduplicate #67800 entries in Unreleased](https://github.com/openclaw/openclaw/pull/69670) — closed, merged
- [PR #68835: fix(macos): stop evaluating model catalogs as JS](https://github.com/openclaw/openclaw/pull/68835) — open
- [PR #68521: fix(secret-scanning): remove maintainer @<LOGIN> attribution from replacement comment template](https://github.com/openclaw/openclaw/pull/68521) — closed, merged
- [Issue #64892: [Bug]: Agent self-update bypasses update.run and uses raw npm global upgrade without restarting gateway](https://github.com/openclaw/openclaw/issues/64892) — open

### `eleqtrizit`

- profile: [github.com/eleqtrizit](https://github.com/eleqtrizit)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aeleqtrizit)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aeleqtrizit)
- repo first seen: `2026-04-07T18:17:36Z`
- repo last seen: `2026-04-21T17:00:32Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **29**
- snapshot authored PRs/issues: **29 PRs / 0 issues**
- snapshot discussion activity: **49 comments / 16 reviews / 16 review comments**
- account age: **3150 days**
- recent public PR activity: **17 PRs** (15 merged / 1 closed-unmerged / 1 open; merged rate **88%**, closed-unmerged rate **6%**, open rate **6%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #69784: fix(synology): validate webhook file urls](https://github.com/openclaw/openclaw/pull/69784) — closed, merged
- [PR #69378: Guard unsupported tool image formats before resize](https://github.com/openclaw/openclaw/pull/69378) — closed
- [PR #69377: fix(gateway): tighten gateway config mutation guard](https://github.com/openclaw/openclaw/pull/69377) — closed, merged

### `mbelinky`

- profile: [github.com/mbelinky](https://github.com/mbelinky)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ambelinky)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ambelinky)
- repo first seen: `2026-02-08T09:07:45Z`
- repo last seen: `2026-04-20T23:06:18Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **29**
- snapshot authored PRs/issues: **29 PRs / 0 issues**
- snapshot discussion activity: **198 comments / 1 reviews / 1 review comments**
- account age: **1077 days**
- recent public PR activity: **18 PRs** (17 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #68917: pr-flow: clarify missing wrapper stages](https://github.com/openclaw/openclaw/pull/68917) — closed
- [PR #68915: tasks: add detached runtime plugin registration contract](https://github.com/openclaw/openclaw/pull/68915) — closed, merged
- [PR #68891: browser: route existing-session user profile through browser nodes](https://github.com/openclaw/openclaw/pull/68891) — closed, merged

### `BunsDev`

- profile: [github.com/BunsDev](https://github.com/BunsDev)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ABunsDev)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ABunsDev)
- repo first seen: `2026-02-07T11:32:40Z`
- repo last seen: `2026-04-22T22:13:06Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **26**
- snapshot authored PRs/issues: **26 PRs / 0 issues**
- snapshot discussion activity: **99 comments / 38 reviews / 37 review comments**
- account age: **2087 days**
- recent public PR activity: **91 PRs** (82 merged / 5 closed-unmerged / 4 open; merged rate **90%**, closed-unmerged rate **5%**, open rate **4%**)
- public orgs: `RitualChain`, `DeDevsClub`, `SoulSwapFinance`, `openclaw`
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume**

Example artifacts:
- [PR #70362: feat(control-ui): personalize local user identity and tighten layouts](https://github.com/openclaw/openclaw/pull/70362) — closed, merged
- [PR #70358: fix(ui): clarify context profile save flow](https://github.com/openclaw/openclaw/pull/70358) — open
- [PR #70355: fix(ui): shorten Control UI clear action label](https://github.com/openclaw/openclaw/pull/70355) — closed, merged

### `jalehman`

- profile: [github.com/jalehman](https://github.com/jalehman)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajalehman)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajalehman)
- repo first seen: `2026-01-05T21:51:45Z`
- repo last seen: `2026-04-22T17:20:37Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **26**
- snapshot authored PRs/issues: **26 PRs / 0 issues**
- snapshot discussion activity: **149 comments / 8 reviews / 8 review comments**
- account age: **5579 days**
- recent public PR activity: **31 PRs** (22 merged / 5 closed-unmerged / 4 open; merged rate **71%**, closed-unmerged rate **16%**, open rate **13%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high recent PR volume; targets high-star repos**

Example artifacts:
- [PR #70281: fix: restore Pi embedded tool allowlist for GPT-5 runs](https://github.com/openclaw/openclaw/pull/70281) — closed, merged
- [PR #67833: fix(memory-core): run managed dreaming cron in isolated agent turns](https://github.com/openclaw/openclaw/pull/67833) — open
- [PR #67827: docs: unify duplicated 2026.4.15-beta.1 changelog block](https://github.com/openclaw/openclaw/pull/67827) — closed, merged

### `omarshahine`

- profile: [github.com/omarshahine](https://github.com/omarshahine)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aomarshahine)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aomarshahine)
- repo first seen: `2026-02-20T03:30:56Z`
- repo last seen: `2026-04-22T23:19:08Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **38**
- snapshot authored PRs/issues: **25 PRs / 13 issues**
- snapshot discussion activity: **133 comments / 22 reviews / 22 review comments**
- account age: **4126 days**
- recent public PR activity: **29 PRs** (21 merged / 6 closed-unmerged / 2 open; merged rate **72%**, closed-unmerged rate **21%**, open rate **7%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume; targets high-star repos**

Example artifacts:
- [PR #70385: fix(auth-profiles): broadcast refreshed OAuth credential to peer agents (#59272)](https://github.com/openclaw/openclaw/pull/70385) — open
- [PR #70000: feat(whatsapp): suppress root groups inheritance in multi-account (#69874)](https://github.com/openclaw/openclaw/pull/70000) — closed, draft
- [PR #69258: fix(bluebubbles): add opt-in coalesceSameSenderDms for split-send DMs](https://github.com/openclaw/openclaw/pull/69258) — closed, merged
- [Issue #69874: WhatsApp: align multi-account `groups` inheritance with Telegram's isMultiAccount guard (breaking)](https://github.com/openclaw/openclaw/issues/69874) — open
- [Issue #69361: channels: remove core duplicate channel schemas in zod-schema.providers-core.ts (post-#69193)](https://github.com/openclaw/openclaw/issues/69361) — open
- [Issue #69238: Architecture: remove duplicate BlueBubbles schema in core (boundary violation)](https://github.com/openclaw/openclaw/issues/69238) — open

### `Lucenx9`

- profile: [github.com/Lucenx9](https://github.com/Lucenx9)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ALucenx9)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ALucenx9)
- repo first seen: `2026-02-25T06:16:41Z`
- repo last seen: `2026-04-22T22:40:44Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **26**
- snapshot authored PRs/issues: **25 PRs / 1 issues**
- snapshot discussion activity: **16 comments / 1 reviews / 1 review comments**
- account age: **547 days**
- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70369: fix(codex): fail closed on unscoped turn events](https://github.com/openclaw/openclaw/pull/70369) — open
- [PR #70361: fix(codex): expose approval scope in events](https://github.com/openclaw/openclaw/pull/70361) — open
- [PR #70356: fix(codex): fail closed for unknown approvals](https://github.com/openclaw/openclaw/pull/70356) — closed, merged
- [Issue #45645: [Bug]: doctor/update can leave CLI and gateway on different installs on Linux](https://github.com/openclaw/openclaw/issues/45645) — open

### `ngutman`

- profile: [github.com/ngutman](https://github.com/ngutman)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Angutman)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Angutman)
- repo first seen: `2026-01-06T16:12:16Z`
- repo last seen: `2026-04-22T11:54:50Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **22**
- snapshot authored PRs/issues: **22 PRs / 0 issues**
- snapshot discussion activity: **167 comments / 8 reviews / 8 review comments**
- account age: **5146 days**
- recent public PR activity: **18 PRs** (16 merged / 0 closed-unmerged / 2 open; merged rate **89%**, closed-unmerged rate **0%**, open rate **11%**)
- public orgs: `openclaw`
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #70138: fix(plugins): eagerly install bundled runtime deps](https://github.com/openclaw/openclaw/pull/70138) — closed
- [PR #70135: fix(plugins): avoid doctor crash on legacy interactive state](https://github.com/openclaw/openclaw/pull/70135) — closed, merged
- [PR #68236: test(auth): add oauth e2e regression coverage](https://github.com/openclaw/openclaw/pull/68236) — open, draft

### `pashpashpash`

- profile: [github.com/pashpashpash](https://github.com/pashpashpash)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Apashpashpash)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Apashpashpash)
- repo first seen: `2026-04-12T00:42:09Z`
- repo last seen: `2026-04-22T23:52:19Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **20**
- snapshot authored PRs/issues: **20 PRs / 0 issues**
- snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
- account age: **3544 days**
- recent public PR activity: **3 PRs** (2 merged / 0 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #70393: Fix multi-agent OAuth profile drift](https://github.com/openclaw/openclaw/pull/70393) — open
- [PR #70390: Remove Codex CLI auth import from onboarding](https://github.com/openclaw/openclaw/pull/70390) — open
- [PR #70175: Apply GPT-5 prompt overlay to the Codex harness](https://github.com/openclaw/openclaw/pull/70175) — closed, merged

### `pgondhi987`

- profile: [github.com/pgondhi987](https://github.com/pgondhi987)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Apgondhi987)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Apgondhi987)
- repo first seen: `2026-04-09T04:56:14Z`
- repo last seen: `2026-04-21T14:54:09Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **20**
- snapshot authored PRs/issues: **20 PRs / 0 issues**
- snapshot discussion activity: **41 comments / 89 reviews / 89 review comments**
- account age: **24 days**
- recent public PR activity: **13 PRs** (10 merged / 1 closed-unmerged / 2 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69603: fix(synology-chat): add SSRF guard to sendFileUrl [AI-assisted]](https://github.com/openclaw/openclaw/pull/69603) — open
- [PR #69595: fix(qqbot): add SSRF guard to direct-upload URL paths in uploadC2CMedia and uploadGroupMedia [AI-assisted]](https://github.com/openclaw/openclaw/pull/69595) — closed, merged
- [PR #69593: fix(zalo): add SSRF guard on outbound photo URLs [AI-assisted]](https://github.com/openclaw/openclaw/pull/69593) — closed, merged

### `coygeek`

- profile: [github.com/coygeek](https://github.com/coygeek)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Acoygeek)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Acoygeek)
- repo first seen: `2026-01-31T03:06:37Z`
- repo last seen: `2026-04-22T05:26:40Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **39**
- snapshot authored PRs/issues: **19 PRs / 20 issues**
- snapshot discussion activity: **159 comments / 0 reviews / 0 review comments**
- account age: **2164 days**
- recent public PR activity: **16 PRs** (2 merged / 7 closed-unmerged / 7 open; merged rate **12%**, closed-unmerged rate **44%**, open rate **44%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**

Example artifacts:
- [PR #68716: fix: Discord guild-admin actions execute without requester...](https://github.com/openclaw/openclaw/pull/68716) — open
- [PR #68705: fix: Discord guild-admin actions execute without requester...](https://github.com/openclaw/openclaw/pull/68705) — closed
- [PR #68404: fix: Published deployment token placeholder bypasses gateway...](https://github.com/openclaw/openclaw/pull/68404) — closed, merged
- [Issue #68703: [Bug]: Discord guild-admin actions execute without requester authorization checks](https://github.com/openclaw/openclaw/issues/68703) — open
- [Issue #68403: [Bug]: Published deployment token placeholder bypasses gateway weak-secret guard](https://github.com/openclaw/openclaw/issues/68403) — closed
- [Issue #65626: [Bug]: Browser control honors inactive gateway credentials despite explicit auth mode](https://github.com/openclaw/openclaw/issues/65626) — open

### `MoerAI`

- profile: [github.com/MoerAI](https://github.com/MoerAI)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AMoerAI)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AMoerAI)
- repo first seen: `2026-02-23T01:38:58Z`
- repo last seen: `2026-04-22T09:59:19Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **19**
- snapshot authored PRs/issues: **19 PRs / 0 issues**
- snapshot discussion activity: **71 comments / 8 reviews / 8 review comments**
- account age: **3336 days**
- recent public PR activity: **24 PRs** (1 merged / 8 closed-unmerged / 15 open; merged rate **4%**, closed-unmerged rate **33%**, open rate **62%**)
- public orgs: `el-embedded-linux`, `SpecailForces`, `Neuro-AI-Lab`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70112: fix(agents): use CJK-aware token estimation in compaction path (#70052)](https://github.com/openclaw/openclaw/pull/70112) — open
- [PR #69682: fix(agents): resolve auth profile for imageModel inference calls (#69620)](https://github.com/openclaw/openclaw/pull/69682) — open
- [PR #69676: fix(memory): recognize github-copilot as valid memory embedding provider (#69180)](https://github.com/openclaw/openclaw/pull/69676) — open

### `openperf`

- profile: [github.com/openperf](https://github.com/openperf)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aopenperf)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aopenperf)
- repo first seen: `2026-02-07T10:37:24Z`
- repo last seen: `2026-04-20T06:59:20Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **18**
- snapshot authored PRs/issues: **18 PRs / 0 issues**
- snapshot discussion activity: **149 comments / 28 reviews / 28 review comments**
- account age: **1860 days**
- recent public PR activity: **10 PRs** (4 merged / 4 closed-unmerged / 2 open; merged rate **40%**, closed-unmerged rate **40%**, open rate **20%**)
- public orgs: `openclaw`
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #68954: fix(slack): tolerate unresolved channel SecretRef on outbound send path](https://github.com/openclaw/openclaw/pull/68954) — closed, merged
- [PR #68517: fix(infra/restart): exclude ancestor pids from stale-gateway cleanup](https://github.com/openclaw/openclaw/pull/68517) — closed, merged
- [PR #67947: fix(codex): prevent gateway crash when app-server subprocess terminates abruptly](https://github.com/openclaw/openclaw/pull/67947) — closed, merged

### `Bartok9`

- profile: [github.com/Bartok9](https://github.com/Bartok9)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ABartok9)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ABartok9)
- repo first seen: `2026-02-27T18:48:49Z`
- repo last seen: `2026-04-22T08:44:06Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **18**
- snapshot authored PRs/issues: **17 PRs / 1 issues**
- snapshot discussion activity: **21 comments / 0 reviews / 0 review comments**
- account age: **70 days**
- recent public PR activity: **15 PRs** (2 merged / 6 closed-unmerged / 7 open; merged rate **13%**, closed-unmerged rate **40%**, open rate **47%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; many recent closed-unmerged PRs; high open PR share; targets high-star repos**

Example artifacts:
- [PR #70081: fix: use CJK-aware token estimation in compaction path](https://github.com/openclaw/openclaw/pull/70081) — closed
- [PR #69649: fix(doctor): preserve unknown config keys during --fix to prevent silent data loss](https://github.com/openclaw/openclaw/pull/69649) — closed
- [PR #69596: feat: URL routing rules for web_fetch — redirect/warn/block by domain pattern](https://github.com/openclaw/openclaw/pull/69596) — closed
- [Issue #69591: Feature: URL routing rules via before_tool_call hook — redirect x.com/twitter.com to skill instead of web_fetch](https://github.com/openclaw/openclaw/issues/69591) — open

### `dependabot[bot]`

- profile: [github.com/dependabot[bot]](https://github.com/dependabot[bot])
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Adependabot%5Bbot%5D)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Adependabot%5Bbot%5D)
- repo first seen: `2026-01-16T21:59:54Z`
- repo last seen: `2026-04-22T08:42:45Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **17**
- snapshot authored PRs/issues: **17 PRs / 0 issues**
- snapshot discussion activity: **24 comments / 0 reviews / 0 review comments**
- account age: **? days**
- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
- public orgs: none visible
- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
- heuristic read: **summary unavailable**
- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'dependabot[bot]'."}]`

Example artifacts:
- [PR #70079: chore(deps): bump github/codeql-action from b25d0ebf40e5b63ee81e1bd6e5d2a12b7c2aeb61 to 95e58e9a2cdfd71adc6e0353d5c52f41a045d225](https://github.com/openclaw/openclaw/pull/70079) — open
- [PR #70075: chore(deps): bump pnpm/action-setup from 4 to 6.0.1](https://github.com/openclaw/openclaw/pull/70075) — open
- [PR #70074: chore(deps): bump github.com/apple/swift-testing from 0.99.0 to 6.3.1 in /Swabble](https://github.com/openclaw/openclaw/pull/70074) — open

### `ly85206559`

- profile: [github.com/ly85206559](https://github.com/ly85206559)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aly85206559)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aly85206559)
- repo first seen: `2026-03-03T02:24:33Z`
- repo last seen: `2026-04-22T03:44:03Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **17**
- snapshot authored PRs/issues: **17 PRs / 0 issues**
- snapshot discussion activity: **19 comments / 35 reviews / 35 review comments**
- account age: **3985 days**
- recent public PR activity: **16 PRs** (3 merged / 3 closed-unmerged / 10 open; merged rate **19%**, closed-unmerged rate **19%**, open rate **62%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69689: fix(ui): reserve bubble space for code block copy (#69605)](https://github.com/openclaw/openclaw/pull/69689) — closed
- [PR #67608: Plugins: repair legacy interactive singleton for doctor clear (#67525)](https://github.com/openclaw/openclaw/pull/67608) — open
- [PR #67589: Gateway: ignore plugins.installs timestamp-only paths for reload (#49474)](https://github.com/openclaw/openclaw/pull/67589) — closed

### `SARAMALI15792`

- profile: [github.com/SARAMALI15792](https://github.com/SARAMALI15792)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ASARAMALI15792)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ASARAMALI15792)
- repo first seen: `2026-04-02T10:01:48Z`
- repo last seen: `2026-04-22T18:51:00Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **17**
- snapshot authored PRs/issues: **17 PRs / 0 issues**
- snapshot discussion activity: **14 comments / 3 reviews / 3 review comments**
- account age: **992 days**
- recent public PR activity: **12 PRs** (4 merged / 1 closed-unmerged / 7 open; merged rate **33%**, closed-unmerged rate **8%**, open rate **58%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69701: fix(gateway): skip IPv6 ::1 loopback binding on Windows to prevent HTTP hang](https://github.com/openclaw/openclaw/pull/69701) — open
- [PR #69431: fix(gateway): classify loopback shared-secret clients as local for pairing](https://github.com/openclaw/openclaw/pull/69431) — closed, merged
- [PR #68949: fix: enable MCP tools in Pi runtime for coding/messaging profiles (#68875)](https://github.com/openclaw/openclaw/pull/68949) — closed

### `zqchris`

- profile: [github.com/zqchris](https://github.com/zqchris)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Azqchris)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Azqchris)
- repo first seen: `2026-03-01T13:09:15Z`
- repo last seen: `2026-04-22T16:55:34Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **21**
- snapshot authored PRs/issues: **16 PRs / 5 issues**
- snapshot discussion activity: **32 comments / 0 reviews / 0 review comments**
- account age: **4718 days**
- recent public PR activity: **7 PRs** (0 merged / 2 closed-unmerged / 5 open; merged rate **0%**, closed-unmerged rate **29%**, open rate **71%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70246: feat(litellm): add image generation provider](https://github.com/openclaw/openclaw/pull/70246) — open
- [PR #70244: fix(bluebubbles): scope short message id resolution to the caller's chat](https://github.com/openclaw/openclaw/pull/70244) — open
- [PR #70243: fix(auto-reply): reassemble MEDIA: directives split across streaming chunks](https://github.com/openclaw/openclaw/pull/70243) — closed, merged
- [Issue #67942: REM topic extraction produces role-tag / boilerplate "themes" on chat transcripts (frequency-based signal is structurally unsuited to chat corpus)](https://github.com/openclaw/openclaw/issues/67942) — open
- [Issue #33377: BlueBubbles: voice messages sent as file attachments instead of iMessage voice bubbles](https://github.com/openclaw/openclaw/issues/33377) — closed
- [Issue #31846: Ollama auto-discovery causes connection storm when target is unreachable (no backoff/caching)](https://github.com/openclaw/openclaw/issues/31846) — closed

### `armorbreak001`

- profile: [github.com/armorbreak001](https://github.com/armorbreak001)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aarmorbreak001)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aarmorbreak001)
- repo first seen: `2026-04-16T01:31:19Z`
- repo last seen: `2026-04-21T02:16:53Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **16**
- snapshot authored PRs/issues: **16 PRs / 0 issues**
- snapshot discussion activity: **18 comments / 4 reviews / 4 review comments**
- account age: **7 days**
- recent public PR activity: **145 PRs** (8 merged / 23 closed-unmerged / 114 open; merged rate **6%**, closed-unmerged rate **16%**, open rate **79%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
- heuristic read: **very new account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars**

Example artifacts:
- [PR #69514: fix(cli): omit peer deps during plugin install to prevent nested openclaw bloat](https://github.com/openclaw/openclaw/pull/69514) — open
- [PR #69509: fix(cli): add positional argument completion for zsh leaf commands](https://github.com/openclaw/openclaw/pull/69509) — open
- [PR #69194: fix(telegram): wire humanDelay into block-streaming dispatcher](https://github.com/openclaw/openclaw/pull/69194) — closed

### `enis-uys`

- profile: [github.com/enis-uys](https://github.com/enis-uys)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aenis-uys)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aenis-uys)
- repo first seen: `2026-03-14T22:33:28Z`
- repo last seen: `2026-04-21T01:22:00Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **16**
- snapshot authored PRs/issues: **16 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **1412 days**
- recent public PR activity: **6 PRs** (0 merged / 5 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **83%**, open rate **17%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #69520: UI: harden chat scroll interrupts](https://github.com/openclaw/openclaw/pull/69520) — open
- [PR #69517: UI: harden chat scroll interrupts](https://github.com/openclaw/openclaw/pull/69517) — closed
- [PR #69515: UI: harden chat scroll interrupts](https://github.com/openclaw/openclaw/pull/69515) — closed

### `neo1027144-creator`

- profile: [github.com/neo1027144-creator](https://github.com/neo1027144-creator)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aneo1027144-creator)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aneo1027144-creator)
- repo first seen: `2026-04-09T20:15:50Z`
- repo last seen: `2026-04-19T06:17:08Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **16**
- snapshot authored PRs/issues: **15 PRs / 1 issues**
- snapshot discussion activity: **43 comments / 20 reviews / 18 review comments**
- account age: **37 days**
- recent public PR activity: **14 PRs** (2 merged / 3 closed-unmerged / 9 open; merged rate **14%**, closed-unmerged rate **21%**, open rate **64%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #68836: fix(telegram): add success log lines for media send operations [AI-assisted]](https://github.com/openclaw/openclaw/pull/68836) — open
- [PR #67766: fix(gateway): fall back to explicit provider config for image capability when catalog misses [AI-assisted]](https://github.com/openclaw/openclaw/pull/67766) — open
- [PR #67757: fix(openai-codex): resolve OAuth store/stream mismatch and HTML→DNS error misclassification [AI-assisted]](https://github.com/openclaw/openclaw/pull/67757) — closed
- [Issue #63912: Gateway enters restart storm when gateway.mode is missing, making low-resource hosts unresponsive](https://github.com/openclaw/openclaw/issues/63912) — closed

### `steipete`

- profile: [github.com/steipete](https://github.com/steipete)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asteipete)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asteipete)
- repo first seen: `2025-11-26T16:46:20Z`
- repo last seen: `2026-04-22T23:58:37Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **15**
- snapshot authored PRs/issues: **14 PRs / 1 issues**
- snapshot discussion activity: **7508 comments / 13 reviews / 5 review comments**
- account age: **6258 days**
- recent public PR activity: **4 PRs** (2 merged / 2 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
- public orgs: `Cocoaheads-Austria`, `mentalfaculty`, `ResearchKit`, `xcpretty`
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #70317: fix: clear phantom Claude CLI resumes](https://github.com/openclaw/openclaw/pull/70317) — closed, merged
- [PR #70314: fix(discord): restore DM reactions and guild activation](https://github.com/openclaw/openclaw/pull/70314) — closed, merged
- [PR #69551: fix(codex): avoid vision image tool loops](https://github.com/openclaw/openclaw/pull/69551) — closed, merged
- [Issue #75: Linux/Windows Clawdbot Apps](https://github.com/openclaw/openclaw/issues/75) — open

### `martingarramon`

- profile: [github.com/martingarramon](https://github.com/martingarramon)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amartingarramon)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amartingarramon)
- repo first seen: `2026-03-21T22:50:34Z`
- repo last seen: `2026-04-22T16:51:55Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **15**
- snapshot authored PRs/issues: **13 PRs / 2 issues**
- snapshot discussion activity: **109 comments / 52 reviews / 4 review comments**
- account age: **49 days**
- recent public PR activity: **5 PRs** (0 merged / 2 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **40%**, open rate **60%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; many recent closed-unmerged PRs; high open PR share; targets high-star repos**

Example artifacts:
- [PR #70160: fix(slack): pass cfg into resolveToken from downloadSlackFile call site](https://github.com/openclaw/openclaw/pull/70160) — closed, merged
- [PR #70152: fix(auto-reply): suppress tool summaries in Slack channels when verboseDefault=off (#69067)](https://github.com/openclaw/openclaw/pull/70152) — open
- [PR #69814: fix(slack): tolerate unresolved channel SecretRef in actions token resolution](https://github.com/openclaw/openclaw/pull/69814) — closed
- [Issue #69006: pnpm check fails on upstream/main — pre-existing type errors in Discord + qa-lab](https://github.com/openclaw/openclaw/issues/69006) — open
- [Issue #68160: [Bug]: stale Type.Optional wrapper on HelloOkSchema.auth after #67810](https://github.com/openclaw/openclaw/issues/68160) — open

### `Linux2010`

- profile: [github.com/Linux2010](https://github.com/Linux2010)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ALinux2010)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ALinux2010)
- repo first seen: `2026-02-28T09:30:44Z`
- repo last seen: `2026-04-22T16:26:35Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **13**
- snapshot authored PRs/issues: **13 PRs / 0 issues**
- snapshot discussion activity: **64 comments / 0 reviews / 0 review comments**
- account age: **3021 days**
- recent public PR activity: **16 PRs** (1 merged / 4 closed-unmerged / 11 open; merged rate **6%**, closed-unmerged rate **25%**, open rate **69%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70261: fix(feishu): add missing @larksuiteoapi/node-sdk dependency (#70254)](https://github.com/openclaw/openclaw/pull/70261) — closed
- [PR #69997: fix: add defensive type check in normalizeStoredOverrideModel](https://github.com/openclaw/openclaw/pull/69997) — open
- [PR #68189: fix: prevent heartbeat events from preempting user-facing reply lane](https://github.com/openclaw/openclaw/pull/68189) — closed

### `sk7n4k3d`

- profile: [github.com/sk7n4k3d](https://github.com/sk7n4k3d)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ask7n4k3d)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ask7n4k3d)
- repo first seen: `2026-04-20T11:10:08Z`
- repo last seen: `2026-04-21T10:17:16Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **13**
- snapshot authored PRs/issues: **13 PRs / 0 issues**
- snapshot discussion activity: **15 comments / 0 reviews / 0 review comments**
- account age: **1825 days**
- recent public PR activity: **4 PRs** (0 merged / 0 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69677: fix(agents/failover): classify undici 'terminated' and codex 'Request failed' as timeout (#69368)](https://github.com/openclaw/openclaw/pull/69677) — open
- [PR #69438: fix(config/io): preserve symlinked config by writing through realpath](https://github.com/openclaw/openclaw/pull/69438) — closed
- [PR #69433: fix(infra/net): propagate global stream timeout onto pinned http/1.1 dispatchers](https://github.com/openclaw/openclaw/pull/69433) — closed

### `frankekn`

- profile: [github.com/frankekn](https://github.com/frankekn)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Afrankekn)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Afrankekn)
- repo first seen: `2026-01-29T00:35:02Z`
- repo last seen: `2026-04-19T10:06:48Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **14**
- snapshot authored PRs/issues: **12 PRs / 2 issues**
- snapshot discussion activity: **230 comments / 22 reviews / 22 review comments**
- account age: **4714 days**
- recent public PR activity: **5 PRs** (5 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: `openclaw`, `openabdev`
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #68907: fix: default Kimi thinking to off](https://github.com/openclaw/openclaw/pull/68907) — closed, merged
- [PR #68898: fix: default Kimi thinking to off](https://github.com/openclaw/openclaw/pull/68898) — closed
- [PR #68516: fix(cli): normalize reply-media paths for agent --deliver](https://github.com/openclaw/openclaw/pull/68516) — closed, merged
- [Issue #63130: claude-cli OAuth token not auto-refreshed; agents silently fall back](https://github.com/openclaw/openclaw/issues/63130) — closed
- [Issue #63054: Bug: NO_REPLY token leaks as visible text when model generates trailing content after NO_REPLY](https://github.com/openclaw/openclaw/issues/63054) — closed

### `zhouhe-xydt`

- profile: [github.com/zhouhe-xydt](https://github.com/zhouhe-xydt)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Azhouhe-xydt)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Azhouhe-xydt)
- repo first seen: `2026-03-10T08:57:32Z`
- repo last seen: `2026-04-21T11:44:28Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **14**
- snapshot authored PRs/issues: **12 PRs / 2 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **44 days**
- recent public PR activity: **11 PRs** (1 merged / 1 closed-unmerged / 9 open; merged rate **9%**, closed-unmerged rate **9%**, open rate **82%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #69696: fix(openrouter): make base URL normalization case-insensitive and add regression tests](https://github.com/openclaw/openclaw/pull/69696) — open
- [PR #69664: fix(bootstrap): recognize Bun error shape in isDirectModuleNotFoundError](https://github.com/openclaw/openclaw/pull/69664) — open
- [PR #69159: fix(agent): pass --timeout to session write lock and expose SessionWriteLockError](https://github.com/openclaw/openclaw/pull/69159) — open
- [Issue #65794: [Bug]: Web Chat tool-call blocks truncate tool arguments / parameters](https://github.com/openclaw/openclaw/issues/65794) — open
- [Issue #65686: [Bug]: Cron outbound delivery: avoid sending the full session text to the channel when users only need the last segment or no channel message](https://github.com/openclaw/openclaw/issues/65686) — open

### `stainlu`

- profile: [github.com/stainlu](https://github.com/stainlu)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Astainlu)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Astainlu)
- repo first seen: `2026-04-08T01:24:20Z`
- repo last seen: `2026-04-22T05:55:05Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **13**
- snapshot authored PRs/issues: **12 PRs / 1 issues**
- snapshot discussion activity: **17 comments / 1 reviews / 0 review comments**
- account age: **1364 days**
- recent public PR activity: **7 PRs** (2 merged / 1 closed-unmerged / 4 open; merged rate **29%**, closed-unmerged rate **14%**, open rate **57%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69278: fix(agents): stop injecting heartbeat system prompt on non-heartbeat runs (#69079)](https://github.com/openclaw/openclaw/pull/69278) — open
- [PR #69276: fix(cron): dispose bundled-MCP subprocesses after isolated cron agent runs (#68623)](https://github.com/openclaw/openclaw/pull/69276) — closed
- [PR #69236: fix(agents): exclude volatile inbound metadata from CLI session reuse hash (#68471)](https://github.com/openclaw/openclaw/pull/69236) — open
- [Issue #67934: [feature request] Auto-apply auth.applyConfig at plugin-load time for Category B providers (defineSingleProviderPluginEntry)](https://github.com/openclaw/openclaw/issues/67934) — closed

### `imadal1n`

- profile: [github.com/imadal1n](https://github.com/imadal1n)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aimadal1n)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aimadal1n)
- repo first seen: `2026-04-09T00:47:07Z`
- repo last seen: `2026-04-20T17:00:23Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **12**
- snapshot authored PRs/issues: **12 PRs / 0 issues**
- snapshot discussion activity: **16 comments / 3 reviews / 3 review comments**
- account age: **1548 days**
- recent public PR activity: **6 PRs** (0 merged / 2 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68590: fix(memory-core): rewrite qmd index on managed collection repair](https://github.com/openclaw/openclaw/pull/68590) — open
- [PR #68586: fix(memory-core): resolve runtime artifacts before wiki bridge status](https://github.com/openclaw/openclaw/pull/68586) — open
- [PR #68567: fix(gateway): disable stale plugin cache at startup](https://github.com/openclaw/openclaw/pull/68567) — open

### `Jimmy-xuzimo`

- profile: [github.com/Jimmy-xuzimo](https://github.com/Jimmy-xuzimo)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AJimmy-xuzimo)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AJimmy-xuzimo)
- repo first seen: `2026-02-25T14:46:20Z`
- repo last seen: `2026-04-22T14:19:07Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **12**
- snapshot authored PRs/issues: **12 PRs / 0 issues**
- snapshot discussion activity: **64 comments / 0 reviews / 0 review comments**
- account age: **1335 days**
- recent public PR activity: **8 PRs** (0 merged / 4 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**

Example artifacts:
- [PR #70207: fix(tools): reject model param on ACP runtime in sessions_spawn](https://github.com/openclaw/openclaw/pull/70207) — closed
- [PR #70189: fix(links): handle undefined docsPath in formatDocsLink (fixes #66718)](https://github.com/openclaw/openclaw/pull/70189) — open
- [PR #68180: fix(daemon): add aliases/default/bin to Linux fnm PATH resolver (fixes #68169)](https://github.com/openclaw/openclaw/pull/68180) — open

### `lawrence3699`

- profile: [github.com/lawrence3699](https://github.com/lawrence3699)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Alawrence3699)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Alawrence3699)
- repo first seen: `2026-04-06T08:25:15Z`
- repo last seen: `2026-04-22T02:16:31Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **12**
- snapshot authored PRs/issues: **12 PRs / 0 issues**
- snapshot discussion activity: **20 comments / 0 reviews / 0 review comments**
- account age: **135 days**
- recent public PR activity: **111 PRs** (22 merged / 15 closed-unmerged / 74 open; merged rate **20%**, closed-unmerged rate **14%**, open rate **67%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
- heuristic read: **young account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69944: [AI-assisted] fix(github-copilot): omit Opus 4.7 effort override](https://github.com/openclaw/openclaw/pull/69944) — closed
- [PR #69927: fix(mattermost): suppress reasoning-only replies [AI-assisted]](https://github.com/openclaw/openclaw/pull/69927) — closed, merged
- [PR #68806: [AI-assisted] fix(tts): ignore literal directives inside markdown code](https://github.com/openclaw/openclaw/pull/68806) — closed

### `Magicray1217`

- profile: [github.com/Magicray1217](https://github.com/Magicray1217)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AMagicray1217)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AMagicray1217)
- repo first seen: `2026-04-13T10:47:52Z`
- repo last seen: `2026-04-20T23:12:06Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **12**
- snapshot authored PRs/issues: **12 PRs / 0 issues**
- snapshot discussion activity: **17 comments / 0 reviews / 0 review comments**
- account age: **34 days**
- recent public PR activity: **17 PRs** (0 merged / 2 closed-unmerged / 15 open; merged rate **0%**, closed-unmerged rate **12%**, open rate **88%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #69490: fix(google): correct model registry lookup for gemma model IDs](https://github.com/openclaw/openclaw/pull/69490) — closed
- [PR #69485: fix(active-memory): gracefully degrade on timeout instead of failing entire reply](https://github.com/openclaw/openclaw/pull/69485) — closed, merged
- [PR #69243: fix(telegram): disable HTTP/2 for all Telegram polling dispatchers](https://github.com/openclaw/openclaw/pull/69243) — closed

### `MonkeyLeeT`

- profile: [github.com/MonkeyLeeT](https://github.com/MonkeyLeeT)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AMonkeyLeeT)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AMonkeyLeeT)
- repo first seen: `2026-03-02T15:37:21Z`
- repo last seen: `2026-04-22T21:31:22Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **12**
- snapshot authored PRs/issues: **12 PRs / 0 issues**
- snapshot discussion activity: **18 comments / 3 reviews / 3 review comments**
- account age: **4437 days**
- recent public PR activity: **9 PRs** (2 merged / 3 closed-unmerged / 4 open; merged rate **22%**, closed-unmerged rate **33%**, open rate **44%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70294: fix(agents): repair malformed tool-call args on openai-completions](https://github.com/openclaw/openclaw/pull/70294) — open
- [PR #69429: fix(slack): preserve thread anchors over internal reply ids](https://github.com/openclaw/openclaw/pull/69429) — open
- [PR #68700: fix(agents): stop treating session lock waits as timeout](https://github.com/openclaw/openclaw/pull/68700) — open

### `mushuiyu886`

- profile: [github.com/mushuiyu886](https://github.com/mushuiyu886)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amushuiyu886)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amushuiyu886)
- repo first seen: `2026-04-10T05:26:47Z`
- repo last seen: `2026-04-18T07:10:24Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **12**
- snapshot authored PRs/issues: **12 PRs / 0 issues**
- snapshot discussion activity: **4 comments / 1 reviews / 1 review comments**
- account age: **37 days**
- recent public PR activity: **13 PRs** (0 merged / 8 closed-unmerged / 5 open; merged rate **0%**, closed-unmerged rate **62%**, open rate **38%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #68445: fix: exec tool gateway crash (#68376) and memory-core dreaming bloat (#68379)](https://github.com/openclaw/openclaw/pull/68445) — open
- [PR #68437: fix: exec tool gateway crash (#68376) and memory-core dreaming bloat (#68379)](https://github.com/openclaw/openclaw/pull/68437) — closed
- [PR #68432: fix: exec tool gateway crash (#68376) and memory-core dreaming bloat (#68379)](https://github.com/openclaw/openclaw/pull/68432) — closed

### `sharkqwy`

- profile: [github.com/sharkqwy](https://github.com/sharkqwy)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asharkqwy)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asharkqwy)
- repo first seen: `2026-03-24T04:06:08Z`
- repo last seen: `2026-04-22T22:11:58Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **12**
- snapshot authored PRs/issues: **12 PRs / 0 issues**
- snapshot discussion activity: **23 comments / 5 reviews / 0 review comments**
- account age: **5196 days**
- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70010: docs(gog): include Google Tasks clear command](https://github.com/openclaw/openclaw/pull/70010) — open
- [PR #69154: docs(gog): add Google Tasks command examples](https://github.com/openclaw/openclaw/pull/69154) — closed
- [PR #67910: fix(memory status): show light/deep/rem dreaming phase state](https://github.com/openclaw/openclaw/pull/67910) — open

### `chinar-amrutkar`

- profile: [github.com/chinar-amrutkar](https://github.com/chinar-amrutkar)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Achinar-amrutkar)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Achinar-amrutkar)
- repo first seen: `2026-03-03T22:36:15Z`
- repo last seen: `2026-04-22T20:03:43Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **12**
- snapshot authored PRs/issues: **11 PRs / 1 issues**
- snapshot discussion activity: **22 comments / 1 reviews / 1 review comments**
- account age: **3502 days**
- recent public PR activity: **6 PRs** (1 merged / 1 closed-unmerged / 4 open; merged rate **17%**, closed-unmerged rate **17%**, open rate **67%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70130: fix(telegram): add diagnostic logging for status reaction error emoji issue](https://github.com/openclaw/openclaw/pull/70130) — open
- [PR #70111: fix(wizard): add null guard to spinner stop methods](https://github.com/openclaw/openclaw/pull/70111) — open
- [PR #69779: fix(telegram): remove offset confirmation getUpdates call to prevent 409 self-conflict](https://github.com/openclaw/openclaw/pull/69779) — open
- [Issue #33568: [Bug]: chats from Telegram Topics are not logged in YYYY-MM-DD.md memory files](https://github.com/openclaw/openclaw/issues/33568) — closed

### `rubencu`

- profile: [github.com/rubencu](https://github.com/rubencu)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Arubencu)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Arubencu)
- repo first seen: `2026-04-13T11:49:44Z`
- repo last seen: `2026-04-21T11:19:04Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **12**
- snapshot authored PRs/issues: **11 PRs / 1 issues**
- snapshot discussion activity: **2 comments / 13 reviews / 13 review comments**
- account age: **4684 days**
- recent public PR activity: **7 PRs** (3 merged / 0 closed-unmerged / 4 open; merged rate **43%**, closed-unmerged rate **0%**, open rate **57%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69690: fix: reuse gateway-bindable plugin registries for runtime loads](https://github.com/openclaw/openclaw/pull/69690) — open
- [PR #69617: fix: suppress repeated bundled runtime deps gateway logs](https://github.com/openclaw/openclaw/pull/69617) — closed
- [PR #69608: fix: align startup context and daily memory handling with session-summary variants](https://github.com/openclaw/openclaw/pull/69608) — open
- [Issue #65919: [Feature]: Keep configured presence alive until run complete + dispatch idle](https://github.com/openclaw/openclaw/issues/65919) — open

### `1aifanatic`

- profile: [github.com/1aifanatic](https://github.com/1aifanatic)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3A1aifanatic)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3A1aifanatic)
- repo first seen: `2026-02-01T16:01:30Z`
- repo last seen: `2026-04-18T19:33:50Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **11**
- snapshot authored PRs/issues: **11 PRs / 0 issues**
- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
- account age: **2426 days**
- recent public PR activity: **10 PRs** (0 merged / 0 closed-unmerged / 10 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68675: fix(commands): correct dead ternary branch in normalizeTimeout](https://github.com/openclaw/openclaw/pull/68675) — closed
- [PR #68320: fix(ollama): add baseUrl to configSchema and wire it through discovery](https://github.com/openclaw/openclaw/pull/68320) — closed
- [PR #68317: fix(directive): remove incorrect 'Telegram only' label from reasoning stream ack](https://github.com/openclaw/openclaw/pull/68317) — open

### `rrrrrredy`

- profile: [github.com/rrrrrredy](https://github.com/rrrrrredy)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Arrrrrredy)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Arrrrrredy)
- repo first seen: `2026-04-02T05:14:02Z`
- repo last seen: `2026-04-22T07:36:00Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **11**
- snapshot authored PRs/issues: **11 PRs / 0 issues**
- snapshot discussion activity: **4 comments / 28 reviews / 28 review comments**
- account age: **1070 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #70046: fix(cron): support HH:MM time-only strings in --at; apply --tz to time-only input](https://github.com/openclaw/openclaw/pull/70046) — open
- [PR #69975: fix(cli): clarify --tz help text for offset-less --at values](https://github.com/openclaw/openclaw/pull/69975) — open
- [PR #69930: fix(cli): forward lazy subcommand --help to the real command](https://github.com/openclaw/openclaw/pull/69930) — open

### `Sanjays2402`

- profile: [github.com/Sanjays2402](https://github.com/Sanjays2402)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ASanjays2402)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ASanjays2402)
- repo first seen: `2026-04-19T08:04:49Z`
- repo last seen: `2026-04-22T04:06:16Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **11**
- snapshot authored PRs/issues: **11 PRs / 0 issues**
- snapshot discussion activity: **9 comments / 2 reviews / 2 review comments**
- account age: **2519 days**
- recent public PR activity: **7 PRs** (0 merged / 0 closed-unmerged / 7 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share**

Example artifacts:
- [PR #69971: fix(plugins): honor profile state dir on install + follow symlinks in discovery (closes #69960)](https://github.com/openclaw/openclaw/pull/69971) — open
- [PR #69961: fix(hooks/session-memory): sanitize chat-template tokens + tool_call XML before persisting (closes #69943)](https://github.com/openclaw/openclaw/pull/69961) — open
- [PR #69957: fix(telegram): preserve MEDIA attachments through streaming block accumulator (closes #69949)](https://github.com/openclaw/openclaw/pull/69957) — closed

### `Feelw00`

- profile: [github.com/Feelw00](https://github.com/Feelw00)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AFeelw00)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AFeelw00)
- repo first seen: `2026-04-08T10:39:32Z`
- repo last seen: `2026-04-22T11:39:25Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **19**
- snapshot authored PRs/issues: **10 PRs / 9 issues**
- snapshot discussion activity: **22 comments / 12 reviews / 12 review comments**
- account age: **2690 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70142: fix(gateway): re-check chatAbortControllers after attachment parse (protect user abort pathway)](https://github.com/openclaw/openclaw/pull/70142) — open
- [PR #68848: fix(gateway): clear nodeWakeById on no-registration early-return](https://github.com/openclaw/openclaw/pull/68848) — open
- [PR #68842: fix(gateway): bound costUsageCache with MAX + FIFO eviction](https://github.com/openclaw/openclaw/pull/68842) — closed, merged
- [Issue #70139: gateway/chat.send: attachment branch race — chatAbortControllers check/set separated by image+media I/O spawns duplicate agent runs](https://github.com/openclaw/openclaw/issues/70139) — open
- [Issue #68847: gateway/nodes: maybeWakeNodeWithApns sets nodeWakeById before registration check, leaking entries for unregistered nodeIds](https://github.com/openclaw/openclaw/issues/68847) — open
- [Issue #68841: gateway/usage: costUsageCache has no cap/prune — stale entries accumulate across days](https://github.com/openclaw/openclaw/issues/68841) — closed

### `mvanhorn`

- profile: [github.com/mvanhorn](https://github.com/mvanhorn)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amvanhorn)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amvanhorn)
- repo first seen: `2026-03-08T00:20:58Z`
- repo last seen: `2026-04-22T23:10:44Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **10**
- snapshot authored PRs/issues: **10 PRs / 0 issues**
- snapshot discussion activity: **75 comments / 0 reviews / 0 review comments**
- account age: **5651 days**
- recent public PR activity: **195 PRs** (79 merged / 33 closed-unmerged / 83 open; merged rate **41%**, closed-unmerged rate **17%**, open rate **43%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share**

Example artifacts:
- [PR #70370: fix(slack): treat Slack Connect finalize errors as benign in stopSlackStream](https://github.com/openclaw/openclaw/pull/70370) — open
- [PR #70368: fix(security): downgrade trusted_proxies_missing to info on loopback bind](https://github.com/openclaw/openclaw/pull/70368) — open
- [PR #70367: fix(cron): default missing sessionTarget on load and guard assertSupportedJobSpec](https://github.com/openclaw/openclaw/pull/70367) — open

### `tianhaocui`

- profile: [github.com/tianhaocui](https://github.com/tianhaocui)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Atianhaocui)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Atianhaocui)
- repo first seen: `2026-04-19T04:50:42Z`
- repo last seen: `2026-04-21T14:57:04Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **10**
- snapshot authored PRs/issues: **10 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **2442 days**
- recent public PR activity: **19 PRs** (9 merged / 2 closed-unmerged / 8 open; merged rate **47%**, closed-unmerged rate **11%**, open rate **42%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share**

Example artifacts:
- [PR #68887: fix: remove unnecessary explicit undefined on optional parameter](https://github.com/openclaw/openclaw/pull/68887) — open
- [PR #68870: fix(memory): expand English stopword list for concept vocabulary](https://github.com/openclaw/openclaw/pull/68870) — open
- [PR #68865: fix(feishu): add application-level WebSocket reconnection with backoff](https://github.com/openclaw/openclaw/pull/68865) — open

### `pfrederiksen`

- profile: [github.com/pfrederiksen](https://github.com/pfrederiksen)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Apfrederiksen)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Apfrederiksen)
- repo first seen: `2026-04-14T16:42:04Z`
- repo last seen: `2026-04-22T16:57:43Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **14**
- snapshot authored PRs/issues: **9 PRs / 5 issues**
- snapshot discussion activity: **21 comments / 0 reviews / 0 review comments**
- account age: **5392 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #67946: Clear stale subagent lineage on top-level sessions](https://github.com/openclaw/openclaw/pull/67946) — open
- [PR #67904: fix facade activation for manifestless runtime packages](https://github.com/openclaw/openclaw/pull/67904) — open
- [PR #67871: fix(discord): narrow message tool component block schema](https://github.com/openclaw/openclaw/pull/67871) — open
- [Issue #70274: Memory Dreaming Promotion cron can timeout repeatedly without tracked success state](https://github.com/openclaw/openclaw/issues/70274) — open
- [Issue #67943: Normal sessions can inherit stale subagent lineage and incorrectly hit sessions_spawn depth limits](https://github.com/openclaw/openclaw/issues/67943) — open
- [Issue #67887: parity gate fails when speech-core runtime public surface cannot be resolved](https://github.com/openclaw/openclaw/issues/67887) — open

### `bek91`

- profile: [github.com/bek91](https://github.com/bek91)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abek91)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abek91)
- repo first seen: `2026-04-08T05:23:02Z`
- repo last seen: `2026-04-22T20:05:58Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **10**
- snapshot authored PRs/issues: **9 PRs / 1 issues**
- snapshot discussion activity: **7 comments / 13 reviews / 13 review comments**
- account age: **2144 days**
- recent public PR activity: **6 PRs** (2 merged / 0 closed-unmerged / 4 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69833: Fix Slack socket health stale detection](https://github.com/openclaw/openclaw/pull/69833) — closed, merged
- [PR #69821: fix(slack): preserve gateway thread continuations [AI-assisted]](https://github.com/openclaw/openclaw/pull/69821) — closed
- [PR #68402: [Context] Avoid replaying current Slack bot thread context](https://github.com/openclaw/openclaw/pull/68402) — closed, merged
- [Issue #68383: Slack new thread sessions can replay assistant commentary/reasoning into prompt context](https://github.com/openclaw/openclaw/issues/68383) — closed

### `loongfay`

- profile: [github.com/loongfay](https://github.com/loongfay)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aloongfay)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aloongfay)
- repo first seen: `2026-04-15T14:58:37Z`
- repo last seen: `2026-04-21T04:17:34Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **10**
- snapshot authored PRs/issues: **9 PRs / 1 issues**
- snapshot discussion activity: **1 comments / 3 reviews / 2 review comments**
- account age: **3732 days**
- recent public PR activity: **5 PRs** (0 merged / 4 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **80%**, open rate **20%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #69590: feat: Yuanbo Channel](https://github.com/openclaw/openclaw/pull/69590) — open
- [PR #67657: feat: Yuanbo Channel](https://github.com/openclaw/openclaw/pull/67657) — closed
- [PR #67651: Yuanbao](https://github.com/openclaw/openclaw/pull/67651) — closed
- [Issue #67640: [Feature]: Add bundled YuanBao (元宝) channel plugin for Tencent YuanBao Bot integration](https://github.com/openclaw/openclaw/issues/67640) — open

### `visionik`

- profile: [github.com/visionik](https://github.com/visionik)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Avisionik)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Avisionik)
- repo first seen: `2026-01-02T09:08:10Z`
- repo last seen: `2026-04-21T20:12:39Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **10**
- snapshot authored PRs/issues: **9 PRs / 1 issues**
- snapshot discussion activity: **26 comments / 2 reviews / 0 review comments**
- account age: **6279 days**
- recent public PR activity: **12 PRs** (4 merged / 5 closed-unmerged / 3 open; merged rate **33%**, closed-unmerged rate **42%**, open rate **25%**)
- public orgs: `rayo`, `FAForever`
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs**

Example artifacts:
- [PR #69824: [RFC] ACP everywhere: consolidate all LLM/agent launches behind a single ACP runtime seam](https://github.com/openclaw/openclaw/pull/69824) — open, draft
- [PR #68715: fix(browser): discover CDP websocket from bare ws:// URL before attach](https://github.com/openclaw/openclaw/pull/68715) — closed, merged
- [PR #68431: ci(security): harden workflow steps against template-injection](https://github.com/openclaw/openclaw/pull/68431) — closed, merged
- [Issue #68428: [Security] zizmor template-injection findings across CI workflows](https://github.com/openclaw/openclaw/issues/68428) — open

### `Mlightsnow`

- profile: [github.com/Mlightsnow](https://github.com/Mlightsnow)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AMlightsnow)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AMlightsnow)
- repo first seen: `2026-04-09T22:29:10Z`
- repo last seen: `2026-04-21T09:54:18Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **9**
- snapshot authored PRs/issues: **9 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 5 reviews / 5 review comments**
- account age: **1899 days**
- recent public PR activity: **5 PRs** (0 merged / 1 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **20%**, open rate **80%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69022: Fix: apply humanDelay between Telegram streamed block replies (Resolves #68945)](https://github.com/openclaw/openclaw/pull/69022) — open
- [PR #69002: Fix: skip Homebrew prompt on platforms brew doesn't support (Resolves #68893)](https://github.com/openclaw/openclaw/pull/69002) — open
- [PR #68207: Fix: auto-allowlist configured CDP hostnames in SSRF policy (Resolves #68108)](https://github.com/openclaw/openclaw/pull/68207) — closed, merged

### `suboss87`

- profile: [github.com/suboss87](https://github.com/suboss87)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asuboss87)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asuboss87)
- repo first seen: `2026-03-13T04:40:38Z`
- repo last seen: `2026-04-21T10:53:46Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **9**
- snapshot authored PRs/issues: **9 PRs / 0 issues**
- snapshot discussion activity: **49 comments / 4 reviews / 0 review comments**
- account age: **4078 days**
- recent public PR activity: **5 PRs** (2 merged / 1 closed-unmerged / 2 open; merged rate **40%**, closed-unmerged rate **20%**, open rate **40%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69685: fix(agents): strip final tags from persisted assistant message](https://github.com/openclaw/openclaw/pull/69685) — open
- [PR #68446: fix(whatsapp): stop DM allowFrom fallback into group policy sender bypass](https://github.com/openclaw/openclaw/pull/68446) — open
- [PR #67457: fix(ollama): strip provider prefix from model ID in chat requests](https://github.com/openclaw/openclaw/pull/67457) — closed, merged

### `BKF-Gitty`

- profile: [github.com/BKF-Gitty](https://github.com/BKF-Gitty)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ABKF-Gitty)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ABKF-Gitty)
- repo first seen: `2026-04-11T18:30:35Z`
- repo last seen: `2026-04-21T22:09:42Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **10**
- snapshot authored PRs/issues: **8 PRs / 2 issues**
- snapshot discussion activity: **10 comments / 3 reviews / 3 review comments**
- account age: **53 days**
- recent public PR activity: **4 PRs** (3 merged / 0 closed-unmerged / 1 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **very new account; targets high-star repos**

Example artifacts:
- [PR #69834: fix(cron): validate delivery.channel ambiguity at add/edit time](https://github.com/openclaw/openclaw/pull/69834) — open
- [PR #69114: fix(bootstrap): close silent 10% content gap in trim ratios](https://github.com/openclaw/openclaw/pull/69114) — closed, merged
- [PR #68726: fix(subagent): include role, session key, and timing in error payloads](https://github.com/openclaw/openclaw/pull/68726) — closed, merged
- [Issue #64982: [Bug]: (doctor): plugins.allow advisory doesn't warn it's an exclusive allowlist](https://github.com/openclaw/openclaw/issues/64982) — open
- [Issue #64976: [Bug]: (cron): announce delivery ignores NO_REPLY when agent prepends other text](https://github.com/openclaw/openclaw/issues/64976) — closed

### `Jerry-Xin`

- profile: [github.com/Jerry-Xin](https://github.com/Jerry-Xin)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AJerry-Xin)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AJerry-Xin)
- repo first seen: `2026-03-13T06:51:39Z`
- repo last seen: `2026-04-22T06:11:19Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **10**
- snapshot authored PRs/issues: **8 PRs / 2 issues**
- snapshot discussion activity: **146 comments / 29 reviews / 29 review comments**
- account age: **4826 days**
- recent public PR activity: **7 PRs** (3 merged / 1 closed-unmerged / 3 open; merged rate **43%**, closed-unmerged rate **14%**, open rate **43%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share**

Example artifacts:
- [PR #69312: fix: prevent MEDIA: false-positive extraction from indented code blocks](https://github.com/openclaw/openclaw/pull/69312) — open
- [PR #69310: fix: surface dropped media to users instead of silently swallowing](https://github.com/openclaw/openclaw/pull/69310) — open
- [PR #67509: fix: add root guard to prevent CLI execution as root (#67478)](https://github.com/openclaw/openclaw/pull/67509) — open
- [Issue #69311: fix: MEDIA: directive false-positive extraction from indented code blocks](https://github.com/openclaw/openclaw/issues/69311) — open
- [Issue #69309: fix: MEDIA directive silently drops media without user notification](https://github.com/openclaw/openclaw/issues/69309) — open

### `skylee-01`

- profile: [github.com/skylee-01](https://github.com/skylee-01)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Askylee-01)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Askylee-01)
- repo first seen: `2026-04-14T12:14:20Z`
- repo last seen: `2026-04-20T05:42:53Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **9**
- snapshot authored PRs/issues: **8 PRs / 1 issues**
- snapshot discussion activity: **3 comments / 7 reviews / 7 review comments**
- account age: **2648 days**
- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**

Example artifacts:
- [PR #69211: fix(agents): guard Windows CLI argv against ENAMETOOLONG by moving system prompt to stdin](https://github.com/openclaw/openclaw/pull/69211) — open
- [PR #69177: fix(agents): pass contextTokens to buildStatusText in session_status tool](https://github.com/openclaw/openclaw/pull/69177) — open
- [PR #68416: fix(agents): forward-compat adaptive thinking for Claude 4.7+ models](https://github.com/openclaw/openclaw/pull/68416) — open
- [Issue #69167: [Feature]: Automated bug-fix pipeline powered by Claude Code for community contributions](https://github.com/openclaw/openclaw/issues/69167) — open

### `wirjo`

- profile: [github.com/wirjo](https://github.com/wirjo)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Awirjo)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Awirjo)
- repo first seen: `2026-04-06T11:49:31Z`
- repo last seen: `2026-04-22T03:27:28Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **9**
- snapshot authored PRs/issues: **8 PRs / 1 issues**
- snapshot discussion activity: **27 comments / 1 reviews / 0 review comments**
- account age: **5970 days**
- recent public PR activity: **5 PRs** (0 merged / 2 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **40%**, open rate **60%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**

Example artifacts:
- [PR #68964: fix: propagate AWS SDK auth sentinel for IMDS/instance role Bedrock auth](https://github.com/openclaw/openclaw/pull/68964) — closed, merged
- [PR #68903: fix(amazon-bedrock-mantle): refresh IAM bearer token via resolveConfigApiKey cache lookup](https://github.com/openclaw/openclaw/pull/68903) — closed, merged
- [PR #68730: feat(amazon-bedrock-mantle): add Claude Opus 4.7 via per-model Anthropic Messages API override](https://github.com/openclaw/openclaw/pull/68730) — closed, merged
- [Issue #68900: [Bug]: amazon-bedrock-mantle: IAM-generated bearer token not refreshed after discovery, expires causing silent auth failures](https://github.com/openclaw/openclaw/issues/68900) — closed

### `CCcassiusdjs`

- profile: [github.com/CCcassiusdjs](https://github.com/CCcassiusdjs)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ACCcassiusdjs)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ACCcassiusdjs)
- repo first seen: `2026-04-12T02:37:09Z`
- repo last seen: `2026-04-20T13:12:02Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **8**
- snapshot authored PRs/issues: **8 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **954 days**
- recent public PR activity: **4 PRs** (0 merged / 3 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **75%**, open rate **25%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #69340: fix(tui): preserve hyphen-separated tokens from line-wrap splitting](https://github.com/openclaw/openclaw/pull/69340) — open
- [PR #69338: fix(tui): arm streaming watchdog on every delta, not only visible ones](https://github.com/openclaw/openclaw/pull/69338) — closed, merged
- [PR #69337: fix(tui): show commentary-phase text when no final_answer blocks present](https://github.com/openclaw/openclaw/pull/69337) — open

### `jckm14`

- profile: [github.com/jckm14](https://github.com/jckm14)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajckm14)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajckm14)
- repo first seen: `2026-04-19T10:53:55Z`
- repo last seen: `2026-04-22T18:25:19Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **8**
- snapshot authored PRs/issues: **8 PRs / 0 issues**
- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
- account age: **2932 days**
- recent public PR activity: **5 PRs** (0 merged / 0 closed-unmerged / 5 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70299: channels: avoid CLI crashes from missing bundled plugin deps](https://github.com/openclaw/openclaw/pull/70299) — open
- [PR #70293: tasks: avoid false inconsistent_timestamps warnings for pre-started runs](https://github.com/openclaw/openclaw/pull/70293) — open
- [PR #69115: git-hooks: fall back to corepack pnpm in pre-commit](https://github.com/openclaw/openclaw/pull/69115) — open

### `onutc`

- profile: [github.com/onutc](https://github.com/onutc)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aonutc)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aonutc)
- repo first seen: `2026-01-08T12:30:20Z`
- repo last seen: `2026-04-19T00:03:50Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **8**
- snapshot authored PRs/issues: **8 PRs / 0 issues**
- snapshot discussion activity: **32 comments / 10 reviews / 10 review comments**
- account age: **874 days**
- recent public PR activity: **16 PRs** (12 merged / 1 closed-unmerged / 3 open; merged rate **75%**, closed-unmerged rate **6%**, open rate **19%**)
- public orgs: `textcortex`
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #67838: CI: stabilize live release lanes](https://github.com/openclaw/openclaw/pull/67838) — closed, merged
- [PR #67829: CI: fix live docker vite temp overlay](https://github.com/openclaw/openclaw/pull/67829) — closed, merged
- [PR #67825: CI: mount writable Docker cache homes](https://github.com/openclaw/openclaw/pull/67825) — closed, merged

### `sliverp`

- profile: [github.com/sliverp](https://github.com/sliverp)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asliverp)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asliverp)
- repo first seen: `2026-02-06T14:44:05Z`
- repo last seen: `2026-04-22T13:00:05Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **9**
- snapshot authored PRs/issues: **7 PRs / 2 issues**
- snapshot discussion activity: **38 comments / 14 reviews / 12 review comments**
- account age: **2933 days**
- recent public PR activity: **9 PRs** (4 merged / 2 closed-unmerged / 3 open; merged rate **44%**, closed-unmerged rate **22%**, open rate **33%**)
- public orgs: `openclaw`
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #70176: feat(extensions): phase-1 extension manifest and plugin install progress](https://github.com/openclaw/openclaw/pull/70176) — closed
- [PR #70108: fix: lower the log level from info to debug](https://github.com/openclaw/openclaw/pull/70108) — closed, merged
- [PR #67605: feat: add support for tiered model pricing](https://github.com/openclaw/openclaw/pull/67605) — closed, merged
- [Issue #70150: Externalize extensions: manifest-driven discovery + on-demand install via `openclaw plugins install`](https://github.com/openclaw/openclaw/issues/70150) — open
- [Issue #64138: All plugin skills fail to load: dist-runtime symlinks break realpath() containment check](https://github.com/openclaw/openclaw/issues/64138) — closed

### `lyfuci`

- profile: [github.com/lyfuci](https://github.com/lyfuci)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Alyfuci)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Alyfuci)
- repo first seen: `2026-03-04T12:15:50Z`
- repo last seen: `2026-04-22T03:28:30Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **8**
- snapshot authored PRs/issues: **7 PRs / 1 issues**
- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
- account age: **3970 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69003: fix(pi-embedded): classify provider chat-template render failures separately from context overflow](https://github.com/openclaw/openclaw/pull/69003) — closed
- [PR #68483: logging/redact: add machine-readable marker on agent-visible redacted tool output](https://github.com/openclaw/openclaw/pull/68483) — open
- [PR #68430: extensions/acpx: expose probeAgent config so non-codex ACP stacks stay available](https://github.com/openclaw/openclaw/pull/68430) — open
- [Issue #34401: google-gemini-cli-auth: OAuth token exchange fails behind proxy (fetchWithSsrFGuard uses createPinnedDispatcher instead of EnvHttpProxyAgent)](https://github.com/openclaw/openclaw/issues/34401) — closed

### `masatohoshino`

- profile: [github.com/masatohoshino](https://github.com/masatohoshino)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amasatohoshino)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amasatohoshino)
- repo first seen: `2026-02-25T18:12:54Z`
- repo last seen: `2026-04-19T22:47:45Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **8**
- snapshot authored PRs/issues: **7 PRs / 1 issues**
- snapshot discussion activity: **22 comments / 31 reviews / 31 review comments**
- account age: **138 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **young account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #68744: fix(whatsapp): respect audioAsVoice flag in outbound delivery](https://github.com/openclaw/openclaw/pull/68744) — open
- [PR #68498: fix(matrix): pin event-helpers import to canonical matrix-js-sdk subpath (refs #50477)](https://github.com/openclaw/openclaw/pull/68498) — closed, merged
- [PR #68458: fix(matrix): isolate credentials runtime import boundary (refs #50477)](https://github.com/openclaw/openclaw/pull/68458) — closed
- [Issue #64784: [Feature]: LINE sticker send/receive support](https://github.com/openclaw/openclaw/issues/64784) — open

### `chen-zhang-cs-code`

- profile: [github.com/chen-zhang-cs-code](https://github.com/chen-zhang-cs-code)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Achen-zhang-cs-code)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Achen-zhang-cs-code)
- repo first seen: `2026-03-18T08:15:21Z`
- repo last seen: `2026-04-22T05:49:39Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **7**
- snapshot authored PRs/issues: **7 PRs / 0 issues**
- snapshot discussion activity: **22 comments / 1 reviews / 1 review comments**
- account age: **118 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **young account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #69976: fix(codex): ignore tool descriptions in thread fingerprint](https://github.com/openclaw/openclaw/pull/69976) — open, merged
- [PR #68906: fix(media): avoid double-prefixing qualified image models](https://github.com/openclaw/openclaw/pull/68906) — open
- [PR #68858: fix(cron): parse PowerShell tools allow list](https://github.com/openclaw/openclaw/pull/68858) — closed, merged

### `cholaolu-boop`

- profile: [github.com/cholaolu-boop](https://github.com/cholaolu-boop)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Acholaolu-boop)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Acholaolu-boop)
- repo first seen: `2026-04-19T01:49:31Z`
- repo last seen: `2026-04-22T23:39:32Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **7**
- snapshot authored PRs/issues: **7 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 2 reviews / 2 review comments**
- account age: **120 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **young account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #70391: fix(ui): avoid redundant reload after final chat event](https://github.com/openclaw/openclaw/pull/70391) — open
- [PR #70348: Filter internal compaction artifacts from chat history](https://github.com/openclaw/openclaw/pull/70348) — open
- [PR #70302: gateway/session-utils: honor per-agent thinkingDefault in buildGatewaySessionRow](https://github.com/openclaw/openclaw/pull/70302) — open

### `Kailigithub`

- profile: [github.com/Kailigithub](https://github.com/Kailigithub)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AKailigithub)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AKailigithub)
- repo first seen: `2026-04-19T01:02:35Z`
- repo last seen: `2026-04-19T01:47:57Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **7**
- snapshot authored PRs/issues: **7 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **4001 days**
- recent public PR activity: **11 PRs** (0 merged / 0 closed-unmerged / 11 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share**

Example artifacts:
- [PR #68764: fix: ignore stale auto-fallback model overrides on session reload](https://github.com/openclaw/openclaw/pull/68764) — open
- [PR #68763: fix: strip reasoning_content from conversation history for Gemma 4 models](https://github.com/openclaw/openclaw/pull/68763) — open
- [PR #68762: fix: detect Gemma 4 models as reasoning models](https://github.com/openclaw/openclaw/pull/68762) — open

### `likewen-tech`

- profile: [github.com/likewen-tech](https://github.com/likewen-tech)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Alikewen-tech)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Alikewen-tech)
- repo first seen: `2026-04-17T13:44:27Z`
- repo last seen: `2026-04-18T17:03:03Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **7**
- snapshot authored PRs/issues: **7 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 22 reviews / 22 review comments**
- account age: **477 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #68648: fix(exec): avoid waiting for final session result in approval followups](https://github.com/openclaw/openclaw/pull/68648) — open
- [PR #68646: fix(exec): avoid waiting for final session result in approval followups](https://github.com/openclaw/openclaw/pull/68646) — closed
- [PR #68535: cron: prefer sessionTarget for failure alerts](https://github.com/openclaw/openclaw/pull/68535) — open

### `nnish16`

- profile: [github.com/nnish16](https://github.com/nnish16)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Annish16)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Annish16)
- repo first seen: `2026-04-13T18:14:26Z`
- repo last seen: `2026-04-21T18:20:31Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **7**
- snapshot authored PRs/issues: **7 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 8 reviews / 8 review comments**
- account age: **2135 days**
- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**

Example artifacts:
- [PR #69732: Fix exec approvals snapshot transport redaction](https://github.com/openclaw/openclaw/pull/69732) — open
- [PR #69602: Fix skills.update writes from runtime-derived config](https://github.com/openclaw/openclaw/pull/69602) — open
- [PR #69352: fix: complete zsh positional wiki ingest paths](https://github.com/openclaw/openclaw/pull/69352) — open

### `Patrick-Erichsen`

- profile: [github.com/Patrick-Erichsen](https://github.com/Patrick-Erichsen)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3APatrick-Erichsen)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3APatrick-Erichsen)
- repo first seen: `2026-04-16T20:38:05Z`
- repo last seen: `2026-04-22T01:39:35Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **7**
- snapshot authored PRs/issues: **7 PRs / 0 issues**
- snapshot discussion activity: **4 comments / 7 reviews / 7 review comments**
- account age: **3581 days**
- recent public PR activity: **2 PRs** (0 merged / 2 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #69924: fix(browser): reject ax<N> refs in act path instead of timing out](https://github.com/openclaw/openclaw/pull/69924) — closed, merged
- [PR #69875: fix(memory/dreaming): surface blocked status when heartbeat is disabled for main](https://github.com/openclaw/openclaw/pull/69875) — closed, merged
- [PR #69785: fix(dev): release run-node build lock on SIGINT/SIGTERM/exit](https://github.com/openclaw/openclaw/pull/69785) — closed, merged

### `shakkernerd`

- profile: [github.com/shakkernerd](https://github.com/shakkernerd)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ashakkernerd)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ashakkernerd)
- repo first seen: `2026-01-26T14:21:30Z`
- repo last seen: `2026-04-22T05:29:37Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **7**
- snapshot authored PRs/issues: **7 PRs / 0 issues**
- snapshot discussion activity: **106 comments / 10 reviews / 10 review comments**
- account age: **751 days**
- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: `openclaw`
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #69993: fix: skip clean run-node runtime restaging](https://github.com/openclaw/openclaw/pull/69993) — closed, merged
- [PR #69909: fix: use static provider catalogs in models list --all](https://github.com/openclaw/openclaw/pull/69909) — closed, merged
- [PR #69818: fix: update GitHub Copilot Opus default to 4.7](https://github.com/openclaw/openclaw/pull/69818) — closed, merged

### `soloclz`

- profile: [github.com/soloclz](https://github.com/soloclz)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asoloclz)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asoloclz)
- repo first seen: `2026-04-15T15:18:28Z`
- repo last seen: `2026-04-21T18:48:38Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **7**
- snapshot authored PRs/issues: **7 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 12 reviews / 12 review comments**
- account age: **728 days**
- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69816: fix(ollama): register media-understanding provider so image tool routes ollama/* vision models](https://github.com/openclaw/openclaw/pull/69816) — closed, merged
- [PR #69781: perf(status): cache plugin compatibility notices by config + openclaw version](https://github.com/openclaw/openclaw/pull/69781) — closed
- [PR #69736: perf(status): avoid diagnostics path for compatibility notices](https://github.com/openclaw/openclaw/pull/69736) — closed

### `wade-microblueworld`

- profile: [github.com/wade-microblueworld](https://github.com/wade-microblueworld)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Awade-microblueworld)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Awade-microblueworld)
- repo first seen: `2026-04-17T10:35:38Z`
- repo last seen: `2026-04-17T14:24:56Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **7**
- snapshot authored PRs/issues: **7 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2336 days**
- recent public PR activity: **20 PRs** (0 merged / 4 closed-unmerged / 16 open; merged rate **0%**, closed-unmerged rate **20%**, open rate **80%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #68145: fix(memory-search): pass cfg to getMemoryEmbeddingProvider calls (#68088)](https://github.com/openclaw/openclaw/pull/68145) — closed
- [PR #68098: fix(cron): avoid false timeout report when job finishes cleanly before deadline](https://github.com/openclaw/openclaw/pull/68098) — closed
- [PR #68092: fix(cli): update by plain plugin id always resolves @latest for npm plugins](https://github.com/openclaw/openclaw/pull/68092) — closed

### `yuaiccc`

- profile: [github.com/yuaiccc](https://github.com/yuaiccc)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ayuaiccc)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ayuaiccc)
- repo first seen: `2026-04-21T07:44:21Z`
- repo last seen: `2026-04-22T14:33:02Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **7**
- snapshot authored PRs/issues: **7 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **1375 days**
- recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
- public orgs: none visible
- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
- heuristic read: **no visible non-self stars**

Example artifacts:
- [PR #70216: fix(tasks): tolerate tiny audit timestamp jitter](https://github.com/openclaw/openclaw/pull/70216) — closed
- [PR #69964: fix(agents): strip Gemini conditional schema keywords](https://github.com/openclaw/openclaw/pull/69964) — closed
- [PR #69726: fix(cli): clarify mcp list registry scope](https://github.com/openclaw/openclaw/pull/69726) — closed

### `ztexydt-cqh`

- profile: [github.com/ztexydt-cqh](https://github.com/ztexydt-cqh)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aztexydt-cqh)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aztexydt-cqh)
- repo first seen: `2026-04-16T16:11:40Z`
- repo last seen: `2026-04-20T01:59:44Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **7**
- snapshot authored PRs/issues: **7 PRs / 0 issues**
- snapshot discussion activity: **8 comments / 2 reviews / 1 review comments**
- account age: **1 days**
- recent public PR activity: **21 PRs** (0 merged / 16 closed-unmerged / 5 open; merged rate **0%**, closed-unmerged rate **76%**, open rate **24%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
- heuristic read: **very new account; many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #69139: fix(gateway): accept Paperclip adapter root-level paperclip metadata in agent params](https://github.com/openclaw/openclaw/pull/69139) — open
- [PR #69134: fix(slack): enforce maxRequestConcurrency=1 to preserve message ordering](https://github.com/openclaw/openclaw/pull/69134) — open
- [PR #68071: fix(ui): hide section card header in single-section settings views](https://github.com/openclaw/openclaw/pull/68071) — open

### `Ziy1-Tan`

- profile: [github.com/Ziy1-Tan](https://github.com/Ziy1-Tan)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AZiy1-Tan)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AZiy1-Tan)
- repo first seen: `2026-03-16T02:45:15Z`
- repo last seen: `2026-04-22T09:40:55Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **9**
- snapshot authored PRs/issues: **6 PRs / 3 issues**
- snapshot discussion activity: **19 comments / 12 reviews / 12 review comments**
- account age: **2560 days**
- recent public PR activity: **5 PRs** (2 merged / 0 closed-unmerged / 3 open; merged rate **40%**, closed-unmerged rate **0%**, open rate **60%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70029: fix(dashboard): never log gateway bearer token in console-captured output](https://github.com/openclaw/openclaw/pull/70029) — open
- [PR #69998: fix(gateway): redact secrets in skills.update response](https://github.com/openclaw/openclaw/pull/69998) — open
- [PR #69651: fix(logging): redact sensitive values at file log and console terminal sinks](https://github.com/openclaw/openclaw/pull/69651) — open
- [Issue #67953: fix(logging): file log writes secrets verbatim — no redaction at transport exit](https://github.com/openclaw/openclaw/issues/67953) — open
- [Issue #67656: [Security]: Config API redaction does not cover browser.cdpUrl paths](https://github.com/openclaw/openclaw/issues/67656) — closed
- [Issue #53368: Dashboard: Exec approval command content overflows UI when command is too long](https://github.com/openclaw/openclaw/issues/53368) — closed

### `LightDriverCS`

- profile: [github.com/LightDriverCS](https://github.com/LightDriverCS)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ALightDriverCS)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ALightDriverCS)
- repo first seen: `2026-04-13T22:53:03Z`
- repo last seen: `2026-04-20T01:55:21Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **8**
- snapshot authored PRs/issues: **6 PRs / 2 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **89 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #69150: feat(memory): reduce wiki_search noise + reflection filters + promotion flag](https://github.com/openclaw/openclaw/pull/69150) — closed
- [PR #69123: fix(config): accept partial cliBackends overrides by making command optional](https://github.com/openclaw/openclaw/pull/69123) — open
- [PR #69100: fix(dreaming): fleet-canon emits openclaw-required frontmatter](https://github.com/openclaw/openclaw/pull/69100) — closed
- [Issue #68723: memory-core: cron-fired dreaming writes raw memory snippets to DREAMS.md because subagent runtime is request-scoped](https://github.com/openclaw/openclaw/issues/68723) — closed
- [Issue #66194: Feature Request: Slack Socket Mode slash command event handling](https://github.com/openclaw/openclaw/issues/66194) — open

### `amknight`

- profile: [github.com/amknight](https://github.com/amknight)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aamknight)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aamknight)
- repo first seen: `2026-04-17T04:45:23Z`
- repo last seen: `2026-04-22T13:31:13Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **6**
- snapshot authored PRs/issues: **6 PRs / 0 issues**
- snapshot discussion activity: **14 comments / 19 reviews / 20 review comments**
- account age: **3846 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70187: fix: clear embedded runs before lifecycle end](https://github.com/openclaw/openclaw/pull/70187) — open, draft
- [PR #69887: fix: archive completed run-mode subagents](https://github.com/openclaw/openclaw/pull/69887) — open
- [PR #69537: perf(plugin-sdk): per-phase + per-jiti-call probes for bundled channel entries](https://github.com/openclaw/openclaw/pull/69537) — closed, merged

### `ayeshakhalid192007-dev`

- profile: [github.com/ayeshakhalid192007-dev](https://github.com/ayeshakhalid192007-dev)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aayeshakhalid192007-dev)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aayeshakhalid192007-dev)
- repo first seen: `2026-04-02T13:08:35Z`
- repo last seen: `2026-04-21T14:46:49Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **6**
- snapshot authored PRs/issues: **6 PRs / 0 issues**
- snapshot discussion activity: **8 comments / 2 reviews / 2 review comments**
- account age: **172 days**
- recent public PR activity: **4 PRs** (0 merged / 1 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **25%**, open rate **75%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
- heuristic read: **young account; high open PR share**

Example artifacts:
- [PR #69733: fix(browser): reset Chrome MCP session after navigate_page timeout](https://github.com/openclaw/openclaw/pull/69733) — closed, merged
- [PR #69072: fix(codex/app-server): release session lane when projector throws on turn/completed](https://github.com/openclaw/openclaw/pull/69072) — closed, merged
- [PR #68833: fix(telegram): preserve customCommands priority in menu budget trimming](https://github.com/openclaw/openclaw/pull/68833) — open

### `bluesky6868`

- profile: [github.com/bluesky6868](https://github.com/bluesky6868)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abluesky6868)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abluesky6868)
- repo first seen: `2026-04-17T22:26:25Z`
- repo last seen: `2026-04-19T01:28:16Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **6**
- snapshot authored PRs/issues: **6 PRs / 0 issues**
- snapshot discussion activity: **5 comments / 1 reviews / 1 review comments**
- account age: **3181 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #68755: security(healthcheck): probe ufw/firewall-cmd via safe PATH and config fallback](https://github.com/openclaw/openclaw/pull/68755) — open
- [PR #68667: security(gateway): route hook completion events to the target agent's session](https://github.com/openclaw/openclaw/pull/68667) — open
- [PR #68658: security(ci): hoist docker-release manifest run: expressions into step env](https://github.com/openclaw/openclaw/pull/68658) — closed

### `jasonmakr`

- profile: [github.com/jasonmakr](https://github.com/jasonmakr)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajasonmakr)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajasonmakr)
- repo first seen: `2026-04-18T02:14:36Z`
- repo last seen: `2026-04-19T03:25:12Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **6**
- snapshot authored PRs/issues: **6 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **39 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #68800: fix: route logs to stderr in `openclaw mcp serve` (fixes #68587)](https://github.com/openclaw/openclaw/pull/68800) — open
- [PR #68600: fix(infra): prevent jitter from undercutting server-supplied Retry-After](https://github.com/openclaw/openclaw/pull/68600) — closed
- [PR #68512: fix: treat cron runs with NO_REPLY tool results as silent success](https://github.com/openclaw/openclaw/pull/68512) — open

### `jjmk6`

- profile: [github.com/jjmk6](https://github.com/jjmk6)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajjmk6)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajjmk6)
- repo first seen: `2026-04-17T13:50:46Z`
- repo last seen: `2026-04-18T02:14:46Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **6**
- snapshot authored PRs/issues: **6 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **254 days**
- recent public PR activity: **8 PRs** (1 merged / 5 closed-unmerged / 2 open; merged rate **12%**, closed-unmerged rate **62%**, open rate **25%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **young account; many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #68365: docs: fix broken links and display text consistency (fixes #50828)](https://github.com/openclaw/openclaw/pull/68365) — open
- [PR #68142: docs: fix broken links across documentation (fixes #50828)](https://github.com/openclaw/openclaw/pull/68142) — closed
- [PR #68140: docs: fix broken links across documentation (fixes #50828)](https://github.com/openclaw/openclaw/pull/68140) — closed

### `plgonzalezrx8`

- profile: [github.com/plgonzalezrx8](https://github.com/plgonzalezrx8)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aplgonzalezrx8)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aplgonzalezrx8)
- repo first seen: `2026-01-31T01:53:17Z`
- repo last seen: `2026-04-18T20:09:24Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **6**
- snapshot authored PRs/issues: **6 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **3595 days**
- recent public PR activity: **19 PRs** (7 merged / 4 closed-unmerged / 8 open; merged rate **37%**, closed-unmerged rate **21%**, open rate **42%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68682: anthropic: stop forcing Claude CLI permission bypass](https://github.com/openclaw/openclaw/pull/68682) — open
- [PR #67862: (FIX) Discord: enforce member allowlists for native commands](https://github.com/openclaw/openclaw/pull/67862) — open
- [PR #67861: Discord: enforce member allowlists for native commands](https://github.com/openclaw/openclaw/pull/67861) — closed

### `richardclawbot`

- profile: [github.com/richardclawbot](https://github.com/richardclawbot)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Arichardclawbot)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Arichardclawbot)
- repo first seen: `2026-04-10T17:07:12Z`
- repo last seen: `2026-04-20T12:29:20Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **6**
- snapshot authored PRs/issues: **6 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **31 days**
- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #69328: fix(acp): avoid false zero-diff failures and append session messages](https://github.com/openclaw/openclaw/pull/69328) — open
- [PR #68889: feat(discord-surface): multi-phase thread-bound ACP delivery overhaul](https://github.com/openclaw/openclaw/pull/68889) — open, draft
- [PR #68872: docs(acp): clarify Claude/Codex settings inheritance](https://github.com/openclaw/openclaw/pull/68872) — open

### `shahyashish`

- profile: [github.com/shahyashish](https://github.com/shahyashish)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ashahyashish)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ashahyashish)
- repo first seen: `2026-04-15T18:06:48Z`
- repo last seen: `2026-04-20T16:09:45Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **6**
- snapshot authored PRs/issues: **6 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1601 days**
- recent public PR activity: **23 PRs** (1 merged / 9 closed-unmerged / 13 open; merged rate **4%**, closed-unmerged rate **39%**, open rate **57%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **high**, automation risk **low**
- heuristic read: **broad repo spread; high open PR share; no visible non-self stars**

Example artifacts:
- [PR #69389: Fix: Image tool fails with reasoning-capable vision models that return empty content](https://github.com/openclaw/openclaw/pull/69389) — closed
- [PR #69388: Fix: [Bug]: Assistant can answer a previous user question after a long multi-tool turn](https://github.com/openclaw/openclaw/pull/69388) — open
- [PR #69387: Fix: CRITICAL: Agent ignores stop commands during exec denial - infinite retry loop, delayed command flood, and queue overflow](https://github.com/openclaw/openclaw/pull/69387) — open

### `717986230`

- profile: [github.com/717986230](https://github.com/717986230)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3A717986230)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3A717986230)
- repo first seen: `2026-04-13T02:48:11Z`
- repo last seen: `2026-04-20T07:49:00Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **8**
- snapshot authored PRs/issues: **5 PRs / 3 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1856 days**
- recent public PR activity: **6 PRs** (0 merged / 0 closed-unmerged / 6 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69259: feat(github-copilot): add Claude Opus 4.7 and other models to default list](https://github.com/openclaw/openclaw/pull/69259) — open
- [PR #69257: docs: add gog tasks commands to SKILL.md](https://github.com/openclaw/openclaw/pull/69257) — open
- [PR #69231: docs: add heartbeat configuration examples to config CLI reference](https://github.com/openclaw/openclaw/pull/69231) — open
- [Issue #65684: [Bug] Console debugging statements in production code should be replaced with proper logging](https://github.com/openclaw/openclaw/issues/65684) — open
- [Issue #65683: [Bug] Type safety issues: extensive use of 'any' types and error types overriding union types](https://github.com/openclaw/openclaw/issues/65683) — open
- [Issue #65679: [Proposal] Dual-Brain Memory Architecture: SQLite + LanceDB with importance scoring, time decay, and emotional analysis](https://github.com/openclaw/openclaw/issues/65679) — open

### `kesslerio`

- profile: [github.com/kesslerio](https://github.com/kesslerio)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Akesslerio)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Akesslerio)
- repo first seen: `2026-01-29T00:28:18Z`
- repo last seen: `2026-04-20T02:59:04Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **7**
- snapshot authored PRs/issues: **5 PRs / 2 issues**
- snapshot discussion activity: **17 comments / 7 reviews / 7 review comments**
- account age: **4923 days**
- recent public PR activity: **6 PRs** (1 merged / 1 closed-unmerged / 4 open; merged rate **17%**, closed-unmerged rate **17%**, open rate **67%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share**

Example artifacts:
- [PR #68844: fix(outbound): pack newline-mode paragraphs up to limit](https://github.com/openclaw/openclaw/pull/68844) — open
- [PR #68843: fix(acp): treat missing cwd as stale bound session](https://github.com/openclaw/openclaw/pull/68843) — open
- [PR #68807: fix(codex): bridge MCP tool approval elicitations](https://github.com/openclaw/openclaw/pull/68807) — open
- [Issue #68784: [Bug]: native Codex app-server does not surface app approval/input prompts, and Codex Apps GitHub writes fail as "user rejected MCP tool call"](https://github.com/openclaw/openclaw/issues/68784) — open
- [Issue #67844: Harden Gmail draft helpers against quoted-heredoc command-substitution bugs](https://github.com/openclaw/openclaw/issues/67844) — closed

### `chrisabad`

- profile: [github.com/chrisabad](https://github.com/chrisabad)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Achrisabad)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Achrisabad)
- repo first seen: `2026-04-18T02:47:00Z`
- repo last seen: `2026-04-21T15:40:06Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **6**
- snapshot authored PRs/issues: **5 PRs / 1 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2185 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69050: scripts: include ui:build in build-all pipeline](https://github.com/openclaw/openclaw/pull/69050) — open
- [PR #68785: feat: add circuit breaker for command lane saturation](https://github.com/openclaw/openclaw/pull/68785) — open
- [PR #68745: fix(slack): share HTTP route registry via globalThis across module instances](https://github.com/openclaw/openclaw/pull/68745) — open
- [Issue #69770: fix(slack): dual-loader module duplication causes webhook 404s](https://github.com/openclaw/openclaw/issues/69770) — closed

### `alexlomt`

- profile: [github.com/alexlomt](https://github.com/alexlomt)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aalexlomt)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aalexlomt)
- repo first seen: `2026-04-14T18:25:56Z`
- repo last seen: `2026-04-19T23:52:01Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **5**
- snapshot authored PRs/issues: **5 PRs / 0 issues**
- snapshot discussion activity: **6 comments / 5 reviews / 5 review comments**
- account age: **582 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69121: fix(gateway): drain pending replies before restart shutdown](https://github.com/openclaw/openclaw/pull/69121) — open
- [PR #69033: fix: cap tool-result details without false overflow](https://github.com/openclaw/openclaw/pull/69033) — open
- [PR #68741: fix(acpx): avoid per-session MCP on openclaw bridge](https://github.com/openclaw/openclaw/pull/68741) — open

### `clivemoore`

- profile: [github.com/clivemoore](https://github.com/clivemoore)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aclivemoore)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aclivemoore)
- repo first seen: `2026-04-17T01:11:28Z`
- repo last seen: `2026-04-22T13:38:10Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **5**
- snapshot authored PRs/issues: **5 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **6223 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70192: chore(observability): scope eslint/no-console rule to src with allowlist + mark FileReader listeners { once: true }](https://github.com/openclaw/openclaw/pull/70192) — open
- [PR #70156: chore: repo hygiene — gitignore generalization + large-file + exec-surface CI guards](https://github.com/openclaw/openclaw/pull/70156) — open
- [PR #69903: feat(observability): opt-in error tracking via tslog→Sentry transport](https://github.com/openclaw/openclaw/pull/69903) — open

### `PratikRai0101`

- profile: [github.com/PratikRai0101](https://github.com/PratikRai0101)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3APratikRai0101)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3APratikRai0101)
- repo first seen: `2026-04-19T10:22:47Z`
- repo last seen: `2026-04-22T20:07:14Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **5**
- snapshot authored PRs/issues: **5 PRs / 0 issues**
- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
- account age: **2124 days**
- recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70329: test(opencode-go): lock Pi catalog coverage](https://github.com/openclaw/openclaw/pull/70329) — open
- [PR #70308: fix(gateway): hide child process windows to prevent startup flicker on Windows #70238](https://github.com/openclaw/openclaw/pull/70308) — open
- [PR #70245: fix(extensions): lazy-load optional deps (feishu, nostr) to prevent global install crashes #70198](https://github.com/openclaw/openclaw/pull/70245) — closed

### `anyech`

- profile: [github.com/anyech](https://github.com/anyech)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aanyech)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aanyech)
- repo first seen: `2026-02-23T04:42:33Z`
- repo last seen: `2026-04-22T00:23:00Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **7**
- snapshot authored PRs/issues: **4 PRs / 3 issues**
- snapshot discussion activity: **31 comments / 1 reviews / 1 review comments**
- account age: **4236 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68505: fix(memory-core): normalize REM preview heading levels](https://github.com/openclaw/openclaw/pull/68505) — open
- [PR #68453: fix(cron): preserve silent tool-result `NO_REPLY` on empty final turn](https://github.com/openclaw/openclaw/pull/68453) — open
- [PR #68411: fix(active-memory): honor timeoutMs values up to 90s](https://github.com/openclaw/openclaw/pull/68411) — closed
- [Issue #69260: Harden Gemini ACP integration against ambient API-key fallback and add generic auth-contract hooks for ACP agents](https://github.com/openclaw/openclaw/issues/69260) — open
- [Issue #68452: [Bug]: isolated cron turns can misclassify exact `NO_REPLY` tool results as incomplete when the final assistant message is empty](https://github.com/openclaw/openclaw/issues/68452) — open
- [Issue #68410: [Bug]: Active Memory silently normalizes configured `timeoutMs` above 60000 down to 60000 at runtime](https://github.com/openclaw/openclaw/issues/68410) — closed

### `dlebee-agent`

- profile: [github.com/dlebee-agent](https://github.com/dlebee-agent)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Adlebee-agent)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Adlebee-agent)
- repo first seen: `2026-04-17T18:21:49Z`
- repo last seen: `2026-04-17T22:35:57Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **6**
- snapshot authored PRs/issues: **4 PRs / 2 issues**
- snapshot discussion activity: **3 comments / 5 reviews / 5 review comments**
- account age: **16 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #68301: feat(node): add --daemon-env flag to openclaw node install](https://github.com/openclaw/openclaw/pull/68301) — open
- [PR #68293: fix(systemd): use resolveSystemdServiceName in activate/uninstall](https://github.com/openclaw/openclaw/pull/68293) — open
- [PR #68288: fix(systemd): use resolveSystemdServiceName in activate/uninstall](https://github.com/openclaw/openclaw/pull/68288) — closed
- [Issue #68297: [Feature]: Add --daemon-env flag to openclaw node install](https://github.com/openclaw/openclaw/issues/68297) — open
- [Issue #68287: [Bug]: openclaw node install fails with 'Unit file openclaw-gateway.service does not exist' on node-only VMs](https://github.com/openclaw/openclaw/issues/68287) — open

### `altierac`

- profile: [github.com/altierac](https://github.com/altierac)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aaltierac)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aaltierac)
- repo first seen: `2026-04-18T16:22:48Z`
- repo last seen: `2026-04-22T17:08:18Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **5**
- snapshot authored PRs/issues: **4 PRs / 1 issues**
- snapshot discussion activity: **16 comments / 1 reviews / 0 review comments**
- account age: **5 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #70278: docs(memory-wiki): fix QMD + bridge config example nesting](https://github.com/openclaw/openclaw/pull/70278) — open
- [PR #69197: fix(exec): suppress ghost notifications when poll is actively consuming output](https://github.com/openclaw/openclaw/pull/69197) — open
- [PR #68852: fix(memory-wiki): skip fenced code blocks when extracting wiki links](https://github.com/openclaw/openclaw/pull/68852) — open
- [Issue #70085: [Bug]: MEDIA: directive delivers voice/audio messages twice on all channels (4.15)](https://github.com/openclaw/openclaw/issues/70085) — closed

### `CuzG-lab`

- profile: [github.com/CuzG-lab](https://github.com/CuzG-lab)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ACuzG-lab)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ACuzG-lab)
- repo first seen: `2026-04-19T03:25:41Z`
- repo last seen: `2026-04-19T18:16:39Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **61 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69058: agents: classify undici stream-terminated errors as timeout](https://github.com/openclaw/openclaw/pull/69058) — open
- [PR #68987: entry: replace argv-sniff with command-owned read-only manifest](https://github.com/openclaw/openclaw/pull/68987) — open
- [PR #68803: Repo meta: add .planning/ GSD workflow scaffold](https://github.com/openclaw/openclaw/pull/68803) — open

### `hoyanhan`

- profile: [github.com/hoyanhan](https://github.com/hoyanhan)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ahoyanhan)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ahoyanhan)
- repo first seen: `2026-04-16T11:24:49Z`
- repo last seen: `2026-04-16T12:27:35Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2697 days**
- recent public PR activity: **4 PRs** (0 merged / 0 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #67664: fix(session-store): avoid persisting fallback context tokens](https://github.com/openclaw/openclaw/pull/67664) — open
- [PR #67652: fix(reply-payload): preserve media alias attachments](https://github.com/openclaw/openclaw/pull/67652) — open
- [PR #67647: fix(compact): use resolved context tokens in summary](https://github.com/openclaw/openclaw/pull/67647) — open

### `JustInCache`

- profile: [github.com/JustInCache](https://github.com/JustInCache)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AJustInCache)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AJustInCache)
- repo first seen: `2026-04-19T11:44:54Z`
- repo last seen: `2026-04-20T07:04:36Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **1431 days**
- recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69060: fix: add x-openclaw-session header for stable agent-scoped HTTP sessions](https://github.com/openclaw/openclaw/pull/69060) — open
- [PR #69059: fix: retry sqlite-vec load without .dll suffix on Windows](https://github.com/openclaw/openclaw/pull/69059) — open
- [PR #68942: fix: map 'From Daily Log' badge to dailyCount, not groundedCount](https://github.com/openclaw/openclaw/pull/68942) — open

### `swotvibe`

- profile: [github.com/swotvibe](https://github.com/swotvibe)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aswotvibe)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aswotvibe)
- repo first seen: `2026-04-19T15:02:31Z`
- repo last seen: `2026-04-22T01:59:17Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **301 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **young account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #69938: feat: improve group session display names with better formatting](https://github.com/openclaw/openclaw/pull/69938) — open
- [PR #69604: feat(notion): Expand Notion plugin with complete API coverage (20 tools)](https://github.com/openclaw/openclaw/pull/69604) — open
- [PR #69577: fix: allow media-uri refs to bypass workspaceOnly check for image loading](https://github.com/openclaw/openclaw/pull/69577) — open

### `xudaiyanzi`

- profile: [github.com/xudaiyanzi](https://github.com/xudaiyanzi)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Axudaiyanzi)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Axudaiyanzi)
- repo first seen: `2026-04-14T20:23:42Z`
- repo last seen: `2026-04-22T06:02:32Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **7 comments / 5 reviews / 5 review comments**
- account age: **2751 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70002: ci: skip docs sync & translate-trigger workflows in forks](https://github.com/openclaw/openclaw/pull/70002) — open
- [PR #67963: test(agents): stabilize Claude bundle command discovery](https://github.com/openclaw/openclaw/pull/67963) — closed
- [PR #67951: fix(ui): retry chat.history during gateway startup without retryable](https://github.com/openclaw/openclaw/pull/67951) — open

### `zoneblaze`

- profile: [github.com/zoneblaze](https://github.com/zoneblaze)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Azoneblaze)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Azoneblaze)
- repo first seen: `2026-04-17T15:38:07Z`
- repo last seen: `2026-04-22T14:49:17Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **5505 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68278: fix(discord): honor explicit accountId token resolution in cron deliveries](https://github.com/openclaw/openclaw/pull/68278) — open
- [PR #68276: feat(android/chat): filter cron-delivery noise and strip <final> wrapper](https://github.com/openclaw/openclaw/pull/68276) — open
- [PR #68202: fix(session): only persist user-selected auth profile overrides across /new and /reset](https://github.com/openclaw/openclaw/pull/68202) — open

### `jinon86`

- profile: [github.com/jinon86](https://github.com/jinon86)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajinon86)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajinon86)
- repo first seen: `2026-04-17T15:05:24Z`
- repo last seen: `2026-04-18T23:20:46Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **7**
- snapshot authored PRs/issues: **3 PRs / 4 issues**
- snapshot discussion activity: **15 comments / 0 reviews / 0 review comments**
- account age: **137 days**
- recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **young account; high open PR share; no visible non-self stars**

Example artifacts:
- [PR #68624: Gateway: add session-run cancel seam](https://github.com/openclaw/openclaw/pull/68624) — open
- [PR #68622: Plugins: add sessions_send delegation hook](https://github.com/openclaw/openclaw/pull/68622) — open
- [PR #68167: feat(a2a): move broker ownership behind plugin seams](https://github.com/openclaw/openclaw/pull/68167) — closed
- [Issue #68551: [gongyung] Add a plugin-facing heartbeat and timeout timer seam for delegated tasks](https://github.com/openclaw/openclaw/issues/68551) — closed
- [Issue #68550: [sogyo] Add a cancel fan-out seam between delegated tasks and session runs](https://github.com/openclaw/openclaw/issues/68550) — closed
- [Issue #68549: [dungae] Add a plugin-facing wait-run handle seam for delegated tasks](https://github.com/openclaw/openclaw/issues/68549) — closed

### `frankhli843`

- profile: [github.com/frankhli843](https://github.com/frankhli843)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Afrankhli843)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Afrankhli843)
- repo first seen: `2026-04-17T16:19:07Z`
- repo last seen: `2026-04-19T18:00:32Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **6**
- snapshot authored PRs/issues: **3 PRs / 3 issues**
- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
- account age: **2499 days**
- recent public PR activity: **3 PRs** (2 merged / 0 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #69049: fix(channels): null-check loadChannelPlugin result in bundled loader](https://github.com/openclaw/openclaw/pull/69049) — open
- [PR #68637: fix(pi-tools): allow empty/whitespace-only content in write tool](https://github.com/openclaw/openclaw/pull/68637) — open
- [PR #68193: feat(ollama): detect Gemma 4 as reasoning model and check capabilities](https://github.com/openclaw/openclaw/pull/68193) — open
- [Issue #69044: bundled channel plugin loader crashes when loadChannelPlugin() returns undefined](https://github.com/openclaw/openclaw/issues/69044) — open
- [Issue #68728: [Bug]: Gemma 4 models should be detected as reasoning models (Ollama think mode)](https://github.com/openclaw/openclaw/issues/68728) — open
- [Issue #68636: write tool rejects empty/whitespace-only content as "missing required parameter"](https://github.com/openclaw/openclaw/issues/68636) — open

### `DevInvestor`

- profile: [github.com/DevInvestor](https://github.com/DevInvestor)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ADevInvestor)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ADevInvestor)
- repo first seen: `2026-03-24T13:05:09Z`
- repo last seen: `2026-04-19T22:45:45Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **5**
- snapshot authored PRs/issues: **3 PRs / 2 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **104 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **young account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69090: Fix security audit startup and configured-channel loading](https://github.com/openclaw/openclaw/pull/69090) — open
- [PR #69087: Fix security audit startup and configured-channel loading](https://github.com/openclaw/openclaw/pull/69087) — closed
- [PR #67448: Fix onboarding trim guards and expose apply_patch error details](https://github.com/openclaw/openclaw/pull/67448) — open
- [Issue #69103: [Bug]: openclaw status spends ~26s in plugin compatibility diagnostics even when notices are empty](https://github.com/openclaw/openclaw/issues/69103) — open
- [Issue #53698: [Bug]: WhatsApp watchdog MESSAGE_TIMEOUT_MS (30min) not configurable — causes reconnect loops on low-traffic setups](https://github.com/openclaw/openclaw/issues/53698) — open

### `chat2way`

- profile: [github.com/chat2way](https://github.com/chat2way)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Achat2way)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Achat2way)
- repo first seen: `2026-04-19T08:15:34Z`
- repo last seen: `2026-04-19T10:14:05Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **3 PRs / 1 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **57 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #68911: fix: allow browser tool via HTTP API /tools/invoke](https://github.com/openclaw/openclaw/pull/68911) — open
- [PR #68899: fix: allow browser tool to work via HTTP API /tools/invoke](https://github.com/openclaw/openclaw/pull/68899) — closed
- [PR #68879: fix: allow browser tool to work via HTTP API /tools/invoke](https://github.com/openclaw/openclaw/pull/68879) — closed
- [Issue #68874: Bug: HTTP API /tools/invoke returns 'Tool not available: browser'](https://github.com/openclaw/openclaw/issues/68874) — closed

### `DanWebb1949`

- profile: [github.com/DanWebb1949](https://github.com/DanWebb1949)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ADanWebb1949)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ADanWebb1949)
- repo first seen: `2026-03-24T22:38:48Z`
- repo last seen: `2026-04-22T20:48:15Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **3 PRs / 1 issues**
- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
- account age: **1061 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69848: fix: guard prompter.text() against undefined before .trim()](https://github.com/openclaw/openclaw/pull/69848) — closed
- [PR #69832: feat: add `openclaw diagnose` CLI for AI-powered gateway diagnostics](https://github.com/openclaw/openclaw/pull/69832) — open
- [PR #69645: fix: skip update when already on target version](https://github.com/openclaw/openclaw/pull/69645) — open
- [Issue #54039: [Bug]: read tool prepends workspace root to absolute Windows paths, producing doubled paths](https://github.com/openclaw/openclaw/issues/54039) — closed

### `alekseivarin-gif`

- profile: [github.com/alekseivarin-gif](https://github.com/alekseivarin-gif)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aalekseivarin-gif)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aalekseivarin-gif)
- repo first seen: `2026-04-18T13:06:54Z`
- repo last seen: `2026-04-18T14:31:15Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **0 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #68601: docs: extend assistant-first framing to feature and help hubs](https://github.com/openclaw/openclaw/pull/68601) — open
- [PR #68591: docs: extend assistant-first framing to feature and help hubs](https://github.com/openclaw/openclaw/pull/68591) — closed
- [PR #68564: docs: shift user-facing copy toward assistant-first positioning](https://github.com/openclaw/openclaw/pull/68564) — open

### `Ante042`

- profile: [github.com/Ante042](https://github.com/Ante042)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AAnte042)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AAnte042)
- repo first seen: `2026-04-18T13:02:47Z`
- repo last seen: `2026-04-18T13:11:28Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2859 days**
- recent public PR activity: **4 PRs** (0 merged / 0 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68568: fix(telegram): suppress duplicate finals when preview cleanup is disabled](https://github.com/openclaw/openclaw/pull/68568) — open
- [PR #68558: fix(auto-reply): stop rendering misleading /compact labels on small sessions](https://github.com/openclaw/openclaw/pull/68558) — open
- [PR #68557: fix(ui): include cache tokens in ctx% badge and cache-hit-rate](https://github.com/openclaw/openclaw/pull/68557) — open

### `dangoZhang`

- profile: [github.com/dangoZhang](https://github.com/dangoZhang)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AdangoZhang)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AdangoZhang)
- repo first seen: `2026-04-21T09:50:03Z`
- repo last seen: `2026-04-21T21:29:09Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **106 days**
- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos**

Example artifacts:
- [PR #69845: [codex] Add mailbox previews to the Sessions Control UI](https://github.com/openclaw/openclaw/pull/69845) — open
- [PR #69839: [codex] Expose mailbox discovery via sessions_list](https://github.com/openclaw/openclaw/pull/69839) — open
- [PR #69665: [codex] Route message_sending hooks through generic reply delivery](https://github.com/openclaw/openclaw/pull/69665) — open

### `everySympathy`

- profile: [github.com/everySympathy](https://github.com/everySympathy)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AeverySympathy)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AeverySympathy)
- repo first seen: `2026-04-17T13:11:29Z`
- repo last seen: `2026-04-20T06:29:09Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **5 comments / 2 reviews / 2 review comments**
- account age: **129 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **young account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #69209: feat(memory-core): add dreaming.model override](https://github.com/openclaw/openclaw/pull/69209) — open
- [PR #68155: fix(memory): apply decay to nested dated files](https://github.com/openclaw/openclaw/pull/68155) — open
- [PR #68121: fix(memory): preserve publicArtifacts when multiple memory plugins register capability](https://github.com/openclaw/openclaw/pull/68121) — open

### `evgyur`

- profile: [github.com/evgyur](https://github.com/evgyur)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aevgyur)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aevgyur)
- repo first seen: `2026-04-17T22:56:05Z`
- repo last seen: `2026-04-18T20:15:21Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1222 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68687: Route durable agent work through TaskFlow](https://github.com/openclaw/openclaw/pull/68687) — open
- [PR #68338: Parse multiline MEDIA directives](https://github.com/openclaw/openclaw/pull/68338) — open
- [PR #68316: Preserve unsent media payloads after block streaming](https://github.com/openclaw/openclaw/pull/68316) — open

### `iamlukethedev`

- profile: [github.com/iamlukethedev](https://github.com/iamlukethedev)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aiamlukethedev)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aiamlukethedev)
- repo first seen: `2026-04-21T03:08:57Z`
- repo last seen: `2026-04-21T03:30:42Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **112 days**
- recent public PR activity: **8 PRs** (0 merged / 1 closed-unmerged / 7 open; merged rate **0%**, closed-unmerged rate **12%**, open rate **88%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **young account; high open PR share**

Example artifacts:
- [PR #69575: fix: accept allow-always approval source](https://github.com/openclaw/openclaw/pull/69575) — open
- [PR #69562: fix: validate cron announce account ids](https://github.com/openclaw/openclaw/pull/69562) — open
- [PR #69560: fix: guard quickstart channel skip](https://github.com/openclaw/openclaw/pull/69560) — open

### `Ittiz`

- profile: [github.com/Ittiz](https://github.com/Ittiz)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AIttiz)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AIttiz)
- repo first seen: `2026-04-19T04:39:37Z`
- repo last seen: `2026-04-22T23:16:39Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **3388 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #70383: fix(gateway,ui): restore managed media transcript persistence in webchat](https://github.com/openclaw/openclaw/pull/70383) — open
- [PR #69500: fix(gateway,ui): restore managed media transcript persistence in webchat](https://github.com/openclaw/openclaw/pull/69500) — closed
- [PR #68821: fix(gateway,ui): restore managed media transcript persistence in webchat](https://github.com/openclaw/openclaw/pull/68821) — closed, draft

### `miyago9267`

- profile: [github.com/miyago9267](https://github.com/miyago9267)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amiyago9267)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amiyago9267)
- repo first seen: `2026-04-17T08:38:57Z`
- repo last seen: `2026-04-18T05:38:22Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2409 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68420: Agents/fallback: rotate to fallback model on incomplete-turn exits](https://github.com/openclaw/openclaw/pull/68420) — open
- [PR #68055: Gateway/cron: add cron.webhookAllowPrivateNetwork SSRF opt-in](https://github.com/openclaw/openclaw/pull/68055) — open
- [PR #68045: Control UI + auto-reply: strip leaked agent scaffolding and metadata](https://github.com/openclaw/openclaw/pull/68045) — open

### `mmy4shadow`

- profile: [github.com/mmy4shadow](https://github.com/mmy4shadow)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ammy4shadow)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ammy4shadow)
- repo first seen: `2026-03-21T16:35:37Z`
- repo last seen: `2026-04-21T03:53:15Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
- account age: **352 days**
- recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **young account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #69585: [codex] fix control UI bootstrap auth and run status](https://github.com/openclaw/openclaw/pull/69585) — open
- [PR #69584: [codex] fix gateway runtime flow follow-ups](https://github.com/openclaw/openclaw/pull/69584) — open
- [PR #69571: [codex] improve control UI bootstrap auth and run status](https://github.com/openclaw/openclaw/pull/69571) — closed, draft

### `OFABLE`

- profile: [github.com/OFABLE](https://github.com/OFABLE)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AOFABLE)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AOFABLE)
- repo first seen: `2026-04-17T14:06:48Z`
- repo last seen: `2026-04-22T17:50:46Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **362 comments / 14 reviews / 14 review comments**
- account age: **2161 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68961: Agents: add claude-sdk runtime with native-tool bridge + Phase 3 default flip](https://github.com/openclaw/openclaw/pull/68961) — open
- [PR #68936: Autofix: add PR review autofix pipeline + Windows daemon](https://github.com/openclaw/openclaw/pull/68936) — open
- [PR #68135: Agents: add claude-sdk runtime with native-tool bridge and sub-agent converter](https://github.com/openclaw/openclaw/pull/68135) — closed

### `vvitovec`

- profile: [github.com/vvitovec](https://github.com/vvitovec)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Avvitovec)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Avvitovec)
- repo first seen: `2026-04-17T12:08:21Z`
- repo last seen: `2026-04-20T03:04:43Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **224 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **young account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69170: fix(agent): document that sessions_spawn streamTo is ACP-only](https://github.com/openclaw/openclaw/pull/69170) — open
- [PR #68792: fix(process): shim claude on Windows child spawns](https://github.com/openclaw/openclaw/pull/68792) — open
- [PR #68106: fix(lobster): surface workflow path errors](https://github.com/openclaw/openclaw/pull/68106) — open

### `wucm667`

- profile: [github.com/wucm667](https://github.com/wucm667)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Awucm667)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Awucm667)
- repo first seen: `2026-04-21T11:24:10Z`
- repo last seen: `2026-04-22T13:42:02Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1377 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70194: fix: add missing @slack/bolt and @slack/web-api dependencies](https://github.com/openclaw/openclaw/pull/70194) — closed
- [PR #70174: fix(cli): render real newlines in config warnings output](https://github.com/openclaw/openclaw/pull/70174) — closed
- [PR #69691: fix(minimax): add MiniMax-M2.7 to VLM model allowlist](https://github.com/openclaw/openclaw/pull/69691) — open

### `slepybear`

- profile: [github.com/slepybear](https://github.com/slepybear)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aslepybear)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aslepybear)
- repo first seen: `2026-04-09T16:25:21Z`
- repo last seen: `2026-04-20T08:01:39Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **21**
- snapshot authored PRs/issues: **21 PRs / 0 issues**
- snapshot discussion activity: **29 comments / 3 reviews / 3 review comments**
- account age: **1386 days**
- recent public PR activity: **22 PRs** (1 merged / 11 closed-unmerged / 10 open; merged rate **5%**, closed-unmerged rate **50%**, open rate **45%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**

Example artifacts:
- [PR #69263: test(qianfan,kimi-coding): add provider plugin and onboard config tests](https://github.com/openclaw/openclaw/pull/69263) — open
- [PR #69262: fix(qqbot): allow outbound and inbound media paths in resolveQQBotPayloadLocalFilePath](https://github.com/openclaw/openclaw/pull/69262) — open
- [PR #67012: test(qianfan,kimi-coding): add provider plugin and onboard config tests](https://github.com/openclaw/openclaw/pull/67012) — closed

### `amittell`

- profile: [github.com/amittell](https://github.com/amittell)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aamittell)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aamittell)
- repo first seen: `2026-02-23T20:22:28Z`
- repo last seen: `2026-04-21T23:16:25Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **13**
- snapshot authored PRs/issues: **13 PRs / 0 issues**
- snapshot discussion activity: **55 comments / 67 reviews / 67 review comments**
- account age: **5191 days**
- recent public PR activity: **5 PRs** (0 merged / 1 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **20%**, open rate **80%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68280: fix(gateway): fail fast on missing local probe auth](https://github.com/openclaw/openclaw/pull/68280) — open
- [PR #67475: fix(memory-lancedb): reject inbound envelope metadata during capture and recall](https://github.com/openclaw/openclaw/pull/67475) — closed
- [PR #66913: fix(memory-lancedb): show full IDs in memory_forget candidate list](https://github.com/openclaw/openclaw/pull/66913) — open

### `zeroaltitude`

- profile: [github.com/zeroaltitude](https://github.com/zeroaltitude)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Azeroaltitude)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Azeroaltitude)
- repo first seen: `2026-02-13T05:45:05Z`
- repo last seen: `2026-04-21T03:51:50Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **11**
- snapshot authored PRs/issues: **11 PRs / 0 issues**
- snapshot discussion activity: **216 comments / 346 reviews / 346 review comments**
- account age: **6130 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69583: perf(memory-core): parallelize multi-collection qmd search invocations](https://github.com/openclaw/openclaw/pull/69583) — open, draft
- [PR #69219: fix(plugins): preserve memory capability across snapshot plugin loads](https://github.com/openclaw/openclaw/pull/69219) — closed, merged
- [PR #39207: feat(hooks): add before_response_emit hook for output policies [claude, human developer oversight]](https://github.com/openclaw/openclaw/pull/39207) — open

### `draix`

- profile: [github.com/draix](https://github.com/draix)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Adraix)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Adraix)
- repo first seen: `2026-04-12T04:34:31Z`
- repo last seen: `2026-04-21T12:17:10Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **10**
- snapshot authored PRs/issues: **10 PRs / 0 issues**
- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
- account age: **5822 days**
- recent public PR activity: **39 PRs** (8 merged / 3 closed-unmerged / 28 open; merged rate **21%**, closed-unmerged rate **8%**, open rate **72%**)
- public orgs: `tryolabs`
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume; high open PR share**

Example artifacts:
- [PR #69704: test(brave): add regression tests for X-Subscription-Token header auth (#69673)](https://github.com/openclaw/openclaw/pull/69704) — open
- [PR #69703: fix(providers): register ollama api as openai-completions transport (#69683)](https://github.com/openclaw/openclaw/pull/69703) — open
- [PR #67207: fix(discord): add regression tests and diagnostics for https URL preservation](https://github.com/openclaw/openclaw/pull/67207) — open

### `scoootscooob`

- profile: [github.com/scoootscooob](https://github.com/scoootscooob)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ascoootscooob)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ascoootscooob)
- repo first seen: `2026-02-26T07:20:09Z`
- repo last seen: `2026-04-22T17:49:28Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **10**
- snapshot authored PRs/issues: **10 PRs / 0 issues**
- snapshot discussion activity: **98 comments / 7 reviews / 7 review comments**
- account age: **735 days**
- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #70291: feat: add trajectory bundle export and default-on runtime capture](https://github.com/openclaw/openclaw/pull/70291) — open
- [PR #69477: providers: default Moonshot to Kimi 2.6](https://github.com/openclaw/openclaw/pull/69477) — closed, merged
- [PR #65491: CLI: detect env-backed audio providers](https://github.com/openclaw/openclaw/pull/65491) — closed, merged

### `duqaXxX`

- profile: [github.com/duqaXxX](https://github.com/duqaXxX)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AduqaXxX)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AduqaXxX)
- repo first seen: `2026-04-09T23:20:27Z`
- repo last seen: `2026-04-16T01:57:07Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **8**
- snapshot authored PRs/issues: **8 PRs / 0 issues**
- snapshot discussion activity: **12 comments / 0 reviews / 0 review comments**
- account age: **4000 days**
- recent public PR activity: **7 PRs** (1 merged / 4 closed-unmerged / 2 open; merged rate **14%**, closed-unmerged rate **57%**, open rate **29%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #67474: fix(codex): auto-enable harness plugin for forced runtime](https://github.com/openclaw/openclaw/pull/67474) — closed, merged
- [PR #67444: fix(inter-session-completion-delivery): ensure completion delivery on ANNOUNCE_SKIP](https://github.com/openclaw/openclaw/pull/67444) — open
- [PR #66871: fix(openai): guard codex responses overflow before provider rejection](https://github.com/openclaw/openclaw/pull/66871) — closed

### `yfge`

- profile: [github.com/yfge](https://github.com/yfge)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ayfge)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ayfge)
- repo first seen: `2026-02-16T06:14:40Z`
- repo last seen: `2026-04-22T02:12:50Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **8**
- snapshot authored PRs/issues: **7 PRs / 1 issues**
- snapshot discussion activity: **42 comments / 18 reviews / 18 review comments**
- account age: **5272 days**
- recent public PR activity: **10 PRs** (2 merged / 3 closed-unmerged / 5 open; merged rate **20%**, closed-unmerged rate **30%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69910: fix: parse Ollama tool_call arguments](https://github.com/openclaw/openclaw/pull/69910) — open
- [PR #68465: fix(whatsapp): support silentErrorReplies parity](https://github.com/openclaw/openclaw/pull/68465) — open
- [PR #66552: fix: recover reasoning-only Ollama turns](https://github.com/openclaw/openclaw/pull/66552) — open
- [Issue #67511: Persist per-session working context across compact/new flows](https://github.com/openclaw/openclaw/issues/67511) — open

### `scottgl9`

- profile: [github.com/scottgl9](https://github.com/scottgl9)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ascottgl9)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ascottgl9)
- repo first seen: `2026-02-15T22:07:52Z`
- repo last seen: `2026-04-22T05:55:21Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **10**
- snapshot authored PRs/issues: **6 PRs / 4 issues**
- snapshot discussion activity: **27 comments / 28 reviews / 28 review comments**
- account age: **4109 days**
- recent public PR activity: **5 PRs** (2 merged / 1 closed-unmerged / 2 open; merged rate **40%**, closed-unmerged rate **20%**, open rate **40%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share**

Example artifacts:
- [PR #69988: feat(config): support per-agent compaction overrides](https://github.com/openclaw/openclaw/pull/69988) — open
- [PR #69987: feat(config): support per-agent compaction overrides](https://github.com/openclaw/openclaw/pull/69987) — closed
- [PR #63817: fix: include QA scenario pack in npm package](https://github.com/openclaw/openclaw/pull/63817) — closed
- [Issue #69985: Feature: support per-agent compaction overrides](https://github.com/openclaw/openclaw/issues/69985) — open
- [Issue #63361: Fix: Stub legacyConfigRules in Slack contract API to prevent crash](https://github.com/openclaw/openclaw/issues/63361) — closed
- [Issue #63360: TUI fails to start: "Cannot read properties of undefined (reading 't')" in slack contract-api legacyConfigRules getter](https://github.com/openclaw/openclaw/issues/63360) — closed

### `fuller-stack-dev`

- profile: [github.com/fuller-stack-dev](https://github.com/fuller-stack-dev)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Afuller-stack-dev)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Afuller-stack-dev)
- repo first seen: `2026-03-02T21:04:55Z`
- repo last seen: `2026-04-22T05:48:25Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **8**
- snapshot authored PRs/issues: **6 PRs / 2 issues**
- snapshot discussion activity: **24 comments / 29 reviews / 29 review comments**
- account age: **59 days**
- recent public PR activity: **6 PRs** (1 merged / 0 closed-unmerged / 5 open; merged rate **17%**, closed-unmerged rate **0%**, open rate **83%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share**

Example artifacts:
- [PR #69995: docs(tui): document local config repair flow](https://github.com/openclaw/openclaw/pull/69995) — closed, merged
- [PR #69850: fix(agents): normalize malformed assistant replay content](https://github.com/openclaw/openclaw/pull/69850) — closed, merged
- [PR #66767: feat(tui): add local embedded TUI mode with terminal/chat aliases](https://github.com/openclaw/openclaw/pull/66767) — closed, merged
- [Issue #38133: CC Chat: /usage footer and responseUsage line not appearing in agent replies](https://github.com/openclaw/openclaw/issues/38133) — open
- [Issue #32168: Streaming partial leak: 'NO' visible before NO_REPLY suppression kicks in (v2026.3.1)](https://github.com/openclaw/openclaw/issues/32168) — closed

### `altaywtf`

- profile: [github.com/altaywtf](https://github.com/altaywtf)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aaltaywtf)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aaltaywtf)
- repo first seen: `2026-03-01T16:30:13Z`
- repo last seen: `2026-04-20T17:13:38Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **6**
- snapshot authored PRs/issues: **6 PRs / 0 issues**
- snapshot discussion activity: **234 comments / 4 reviews / 3 review comments**
- account age: **4168 days**
- recent public PR activity: **5 PRs** (2 merged / 2 closed-unmerged / 1 open; merged rate **40%**, closed-unmerged rate **40%**, open rate **20%**)
- public orgs: `putdotio`, `openclaw`, `uinaf`
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #68515: docs(changelog): add missing entry for #47322](https://github.com/openclaw/openclaw/pull/68515) — closed, merged
- [PR #68238: fix(failover): classify INTERNAL 500 responses as retryable timeouts](https://github.com/openclaw/openclaw/pull/68238) — closed, merged
- [PR #67024: fix: don't classify 400/422 with no body as format error](https://github.com/openclaw/openclaw/pull/67024) — open

### `dutifulbob`

- profile: [github.com/dutifulbob](https://github.com/dutifulbob)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Adutifulbob)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Adutifulbob)
- repo first seen: `2026-02-22T13:07:44Z`
- repo last seen: `2026-04-20T04:11:24Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **6**
- snapshot authored PRs/issues: **6 PRs / 0 issues**
- snapshot discussion activity: **12 comments / 0 reviews / 0 review comments**
- account age: **60 days**
- recent public PR activity: **41 PRs** (38 merged / 3 closed-unmerged / 0 open; merged rate **93%**, closed-unmerged rate **7%**, open rate **0%**)
- public orgs: `janitrai`, `dutifuldev`
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **very new account; high recent PR volume; no visible non-self stars**

Example artifacts:
- [PR #68986: fix: normalize visible assistant output before delivery](https://github.com/openclaw/openclaw/pull/68986) — open, draft
- [PR #68953: fix: tolerate partial discord channel metadata](https://github.com/openclaw/openclaw/pull/68953) — closed, merged
- [PR #66145: fix: count unknown-tool retries only when streamed](https://github.com/openclaw/openclaw/pull/66145) — closed, merged

### `GaosCode`

- profile: [github.com/GaosCode](https://github.com/GaosCode)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AGaosCode)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AGaosCode)
- repo first seen: `2026-04-09T08:32:17Z`
- repo last seen: `2026-04-19T01:47:30Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **5**
- snapshot authored PRs/issues: **5 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 18 reviews / 18 review comments**
- account age: **632 days**
- recent public PR activity: **7 PRs** (0 merged / 1 closed-unmerged / 6 open; merged rate **0%**, closed-unmerged rate **14%**, open rate **86%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68597: fix(memory): block symlink escapes in memory_get](https://github.com/openclaw/openclaw/pull/68597) — open
- [PR #68444: fix(feishu): stop auto-forwarding mentions when disabled](https://github.com/openclaw/openclaw/pull/68444) — open
- [PR #66305: fix(model-catalog): cache empty catalog loads briefly](https://github.com/openclaw/openclaw/pull/66305) — open

### `haroldfabla2-hue`

- profile: [github.com/haroldfabla2-hue](https://github.com/haroldfabla2-hue)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aharoldfabla2-hue)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aharoldfabla2-hue)
- repo first seen: `2026-03-05T02:38:44Z`
- repo last seen: `2026-04-22T03:59:42Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **5**
- snapshot authored PRs/issues: **5 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **236 days**
- recent public PR activity: **4 PRs** (0 merged / 1 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **25%**, open rate **75%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **young account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #69969: fix(cron): Fix delivery mode 'none' with channel 'last' causing Message failed error](https://github.com/openclaw/openclaw/pull/69969) — closed
- [PR #69859: feat: add threadId support to /hooks/agent endpoint](https://github.com/openclaw/openclaw/pull/69859) — open
- [PR #53563: docs(irc): fix json55 typo to json5 in fenced code blocks](https://github.com/openclaw/openclaw/pull/53563) — open

### `YangManBOBO`

- profile: [github.com/YangManBOBO](https://github.com/YangManBOBO)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AYangManBOBO)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AYangManBOBO)
- repo first seen: `2026-03-03T01:36:04Z`
- repo last seen: `2026-04-18T11:21:50Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **5**
- snapshot authored PRs/issues: **5 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **827 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68528: fix(groups): default requireMention off when groupPolicy is open (#68476)](https://github.com/openclaw/openclaw/pull/68528) — open
- [PR #67644: fix: avoid python preflight false positives for $ tokens in string literals](https://github.com/openclaw/openclaw/pull/67644) — open
- [PR #66442: fix(skills): support Discord multi-account config in skills check](https://github.com/openclaw/openclaw/pull/66442) — open

### `sebykrueger`

- profile: [github.com/sebykrueger](https://github.com/sebykrueger)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asebykrueger)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asebykrueger)
- repo first seen: `2026-04-12T13:47:56Z`
- repo last seen: `2026-04-17T04:25:58Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **6**
- snapshot authored PRs/issues: **4 PRs / 2 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **4553 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #67967: fix(minimax): disable tool call ID sanitization for Anthropic-compatible API](https://github.com/openclaw/openclaw/pull/67967) — open
- [PR #67939: fix(browser): drop redundant --disable-setuid-sandbox flag](https://github.com/openclaw/openclaw/pull/67939) — open
- [PR #65371: minimax: disable tool call ID sanitization for Anthropic-compatible API](https://github.com/openclaw/openclaw/pull/65371) — closed
- [Issue #65380: MiniMax tool use broken: tool call ID sanitization causes error 2013](https://github.com/openclaw/openclaw/issues/65380) — open
- [Issue #65379: Browser CDP reachability check fails on Linux due to global undici EnvHttpProxyAgent](https://github.com/openclaw/openclaw/issues/65379) — open

### `holeshotclaw`

- profile: [github.com/holeshotclaw](https://github.com/holeshotclaw)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aholeshotclaw)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aholeshotclaw)
- repo first seen: `2026-04-14T22:45:43Z`
- repo last seen: `2026-04-17T19:31:12Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **12 days**
- recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
- public orgs: none visible
- compact scores: follow-through **n/a**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; no visible non-self stars**

Example artifacts:
- [PR #68255: fix: honor the active memory plugin in doctor checks](https://github.com/openclaw/openclaw/pull/68255) — closed
- [PR #68224: fix(memory-core): read dreaming config from selected slot](https://github.com/openclaw/openclaw/pull/68224) — closed
- [PR #66873: fix: enforce isolated repo-slot branches for subagents](https://github.com/openclaw/openclaw/pull/66873) — closed

### `jduartedj`

- profile: [github.com/jduartedj](https://github.com/jduartedj)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajduartedj)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajduartedj)
- repo first seen: `2026-02-07T15:36:29Z`
- repo last seen: `2026-04-22T23:17:07Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **20 comments / 22 reviews / 22 review comments**
- account age: **5743 days**
- recent public PR activity: **4 PRs** (0 merged / 0 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70384: perf(hooks): lighten pre-commit hook on memory-constrained machines](https://github.com/openclaw/openclaw/pull/70384) — open, draft
- [PR #70380: feat(streaming): Phase C — streaming STT pipeline + parallel TTS output](https://github.com/openclaw/openclaw/pull/70380) — open, draft
- [PR #58675: feat(github-copilot): auto-discover models via /models API](https://github.com/openclaw/openclaw/pull/58675) — open

### `moorsecopers99`

- profile: [github.com/moorsecopers99](https://github.com/moorsecopers99)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amoorsecopers99)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amoorsecopers99)
- repo first seen: `2026-04-15T11:43:40Z`
- repo last seen: `2026-04-20T09:04:48Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 7 reviews / 7 review comments**
- account age: **2665 days**
- recent public PR activity: **12 PRs** (0 merged / 0 closed-unmerged / 12 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #67569: fix(ui): populate context-window cache from gateway model catalog](https://github.com/openclaw/openclaw/pull/67569) — open
- [PR #67533: fix(ui): render uploaded images in Control UI chat after history reload](https://github.com/openclaw/openclaw/pull/67533) — open
- [PR #67208: fix(memory-wiki): route wiki bridge import CLI through gateway RPC](https://github.com/openclaw/openclaw/pull/67208) — open

### `RoLuoGan`

- profile: [github.com/RoLuoGan](https://github.com/RoLuoGan)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ARoLuoGan)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ARoLuoGan)
- repo first seen: `2026-04-14T03:58:53Z`
- repo last seen: `2026-04-21T08:18:08Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **575 days**
- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**

Example artifacts:
- [PR #67969: fix: surface billing/surface_error chat event to web UI](https://github.com/openclaw/openclaw/pull/67969) — open
- [PR #67950: fix: surface billing/surface_error chat event to web UI](https://github.com/openclaw/openclaw/pull/67950) — closed
- [PR #66426: fix: surface billing/surface_error chat event to web UI](https://github.com/openclaw/openclaw/pull/66426) — open

### `glfruit`

- profile: [github.com/glfruit](https://github.com/glfruit)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aglfruit)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aglfruit)
- repo first seen: `2026-04-09T14:53:44Z`
- repo last seen: `2026-04-22T10:24:33Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **9**
- snapshot authored PRs/issues: **3 PRs / 6 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **4773 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68196: fix(agents): post-timeout compensation in sessions_send](https://github.com/openclaw/openclaw/pull/68196) — open
- [PR #67702: fix(update): block git-mode update when gateway is running](https://github.com/openclaw/openclaw/pull/67702) — open
- [PR #63789: Proposal: add minimal agent-to-agent handoff protocol (Phase 1)](https://github.com/openclaw/openclaw/pull/63789) — open, draft
- [Issue #70121: camofox-browser plugin: autoStart child process killed by SIGTERM ~18s after launch](https://github.com/openclaw/openclaw/issues/70121) — open
- [Issue #69008: Telegram group-bound agent sessions default to session-only unless deliver is explicit](https://github.com/openclaw/openclaw/issues/69008) — open
- [Issue #68065: [Bug]: sessions_send misclassifies first agent.wait timeout as hard send failure](https://github.com/openclaw/openclaw/issues/68065) — open

### `chaosreload`

- profile: [github.com/chaosreload](https://github.com/chaosreload)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Achaosreload)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Achaosreload)
- repo first seen: `2026-03-09T03:37:36Z`
- repo last seen: `2026-04-21T17:17:28Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **3 PRs / 1 issues**
- snapshot discussion activity: **10 comments / 0 reviews / 0 review comments**
- account age: **4439 days**
- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69292: fix(doctor): skip plugins.entries for installed plugins already auto-loaded via manifest channels](https://github.com/openclaw/openclaw/pull/69292) — open
- [PR #67495: feat(nodes): add file_pull/file_push actions for bidirectional file transfer](https://github.com/openclaw/openclaw/pull/67495) — open
- [PR #40537: fix(doctor): skip plugins.entries for installed plugins already auto-loaded via manifest channels](https://github.com/openclaw/openclaw/pull/40537) — closed
- [Issue #41716: [Feature]: nodes tool + node command surface: add file_push/file_pull (gateway ↔ node file transfer)](https://github.com/openclaw/openclaw/issues/41716) — open

### `dorukardahan`

- profile: [github.com/dorukardahan](https://github.com/dorukardahan)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Adorukardahan)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Adorukardahan)
- repo first seen: `2026-02-18T22:33:42Z`
- repo last seen: `2026-04-22T22:05:16Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **3 PRs / 1 issues**
- snapshot discussion activity: **91 comments / 2 reviews / 2 review comments**
- account age: **3001 days**
- recent public PR activity: **10 PRs** (6 merged / 1 closed-unmerged / 3 open; merged rate **60%**, closed-unmerged rate **10%**, open rate **30%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #70255: fix(cli): exit after hooks inspection output](https://github.com/openclaw/openclaw/pull/70255) — open
- [PR #68621: feat(hooks): allow model hooks to prefer auth profiles](https://github.com/openclaw/openclaw/pull/68621) — open
- [PR #36979: docs(install): warn about owner-preserving rsync on migration](https://github.com/openclaw/openclaw/pull/36979) — closed
- [Issue #32689: [Bug]: gateway health drops live runtime state and doctor warns for disabled allowlist channels](https://github.com/openclaw/openclaw/issues/32689) — closed

### `sparkeros`

- profile: [github.com/sparkeros](https://github.com/sparkeros)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asparkeros)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asparkeros)
- repo first seen: `2026-03-09T12:13:39Z`
- repo last seen: `2026-04-17T15:34:27Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **3 PRs / 1 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **156 days**
- recent public PR activity: **14 PRs** (0 merged / 2 closed-unmerged / 12 open; merged rate **0%**, closed-unmerged rate **14%**, open rate **86%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **young account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #68176: CLI: bake git commit at build time so --version reports built commit not live HEAD [AI-assisted]](https://github.com/openclaw/openclaw/pull/68176) — open
- [PR #68146: fix(gateway): hold startup-gated requests at server until post-attach (closes #67160)](https://github.com/openclaw/openclaw/pull/68146) — open
- [PR #64508: fix(agents): persist subagent spawn model to override fields](https://github.com/openclaw/openclaw/pull/64508) — closed
- [Issue #68148: --version reports live git HEAD instead of the commit the built binary was built from](https://github.com/openclaw/openclaw/issues/68148) — open

### `alchip`

- profile: [github.com/alchip](https://github.com/alchip)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aalchip)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aalchip)
- repo first seen: `2026-04-09T09:39:38Z`
- repo last seen: `2026-04-17T02:50:22Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
- account age: **3345 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #67929: fix(image): respect configured timeout on MiniMax VLM fallback path](https://github.com/openclaw/openclaw/pull/67929) — open
- [PR #67923: fix(memory-core): show light-only dreaming state in memory status](https://github.com/openclaw/openclaw/pull/67923) — open
- [PR #63666: test(imessage): cover reflected assistant-content inbound drop](https://github.com/openclaw/openclaw/pull/63666) — open

### `jesse-merhi`

- profile: [github.com/jesse-merhi](https://github.com/jesse-merhi)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajesse-merhi)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajesse-merhi)
- repo first seen: `2026-04-15T00:50:05Z`
- repo last seen: `2026-04-22T07:19:21Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1872 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: `openclaw`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70044: feat(security): network-level SSRF protection via Caddy forward proxy](https://github.com/openclaw/openclaw/pull/70044) — open
- [PR #69483: feat(security): add GHSA detector-review pipeline and OpenGrep CI workflows](https://github.com/openclaw/openclaw/pull/69483) — open
- [PR #66890: exec-safe-bin: replace prefix map with startsWith for long-option abbreviation resolution](https://github.com/openclaw/openclaw/pull/66890) — open

### `mohitmehral`

- profile: [github.com/mohitmehral](https://github.com/mohitmehral)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amohitmehral)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amohitmehral)
- repo first seen: `2026-04-01T14:33:31Z`
- repo last seen: `2026-04-21T11:14:53Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 4 reviews / 3 review comments**
- account age: **4065 days**
- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**

Example artifacts:
- [PR #69688: feat(skills): add terraform-iac skill — AWS/Azure IaC agent with resource wizards and Terraform Cloud state](https://github.com/openclaw/openclaw/pull/69688) — closed
- [PR #69686: feat(skills): add terraform-iac skill — AWS/Azure IaC agent with resource wizards and Terraform Cloud state](https://github.com/openclaw/openclaw/pull/69686) — closed
- [PR #59074: feat(skills): add terraform-iac skill — AWS/Azure IaC agent with resource wizards and Terraform Cloud state](https://github.com/openclaw/openclaw/pull/59074) — closed

### `mpz4life`

- profile: [github.com/mpz4life](https://github.com/mpz4life)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ampz4life)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ampz4life)
- repo first seen: `2026-02-24T03:08:04Z`
- repo last seen: `2026-04-20T03:22:21Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
- account age: **3120 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #67713: fix(agents): rename auto_compaction_start/end to compaction_start/end [AI]](https://github.com/openclaw/openclaw/pull/67713) — closed, merged
- [PR #67706: fix(agents): emit compaction events during overflow/timeout recovery [AI]](https://github.com/openclaw/openclaw/pull/67706) — open
- [PR #67304: feat(plugins): add OPENCLAW_JITI_CACHE_DIR env var for jiti fsCache [AI]](https://github.com/openclaw/openclaw/pull/67304) — open

### `mylukin`

- profile: [github.com/mylukin](https://github.com/mylukin)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amylukin)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amylukin)
- repo first seen: `2026-01-26T00:39:54Z`
- repo last seen: `2026-04-19T01:29:09Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **54 comments / 0 reviews / 0 review comments**
- account age: **5340 days**
- recent public PR activity: **10 PRs** (7 merged / 2 closed-unmerged / 1 open; merged rate **70%**, closed-unmerged rate **20%**, open rate **10%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #68758: feat(lesson-engine): v2 — MAX_LESSONS=10, hit command, auto-upgrade](https://github.com/openclaw/openclaw/pull/68758) — closed
- [PR #68099: fix(lesson-engine): bump inject to Top 10 + add coverage logging](https://github.com/openclaw/openclaw/pull/68099) — closed
- [PR #65842: docs(lesson-engine): sync injected-lessons.md to AGENTS.default.md session start](https://github.com/openclaw/openclaw/pull/65842) — closed

### `nfredmond`

- profile: [github.com/nfredmond](https://github.com/nfredmond)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Anfredmond)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Anfredmond)
- repo first seen: `2026-04-11T23:36:37Z`
- repo last seen: `2026-04-16T18:51:42Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
- account age: **3541 days**
- recent public PR activity: **4 PRs** (1 merged / 0 closed-unmerged / 3 open; merged rate **25%**, closed-unmerged rate **0%**, open rate **75%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share**

Example artifacts:
- [PR #67763: ClawModeler: scaffold starter question.json from the UI](https://github.com/openclaw/openclaw/pull/67763) — closed
- [PR #67753: Codex/clawmodeler file pickers](https://github.com/openclaw/openclaw/pull/67753) — closed
- [PR #65044: [codex] Add ClawModeler sidecar and CLI workflow](https://github.com/openclaw/openclaw/pull/65044) — open

### `RLTree`

- profile: [github.com/RLTree](https://github.com/RLTree)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ARLTree)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ARLTree)
- repo first seen: `2026-04-14T20:31:37Z`
- repo last seen: `2026-04-16T07:55:48Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
- account age: **1732 days**
- recent public PR activity: **3 PRs** (0 merged / 3 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #67492: fix(plugin-sdk): route qa-channel facade through runtime-api seam](https://github.com/openclaw/openclaw/pull/67492) — closed
- [PR #67456: fix: package qa-channel public surface](https://github.com/openclaw/openclaw/pull/67456) — closed
- [PR #66788: memory-wiki: fix native relative report links](https://github.com/openclaw/openclaw/pull/66788) — closed

### `sallyom`

- profile: [github.com/sallyom](https://github.com/sallyom)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asallyom)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asallyom)
- repo first seen: `2026-02-08T13:29:20Z`
- repo last seen: `2026-04-21T03:40:51Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **58 comments / 9 reviews / 8 review comments**
- account age: **4072 days**
- recent public PR activity: **5 PRs** (4 merged / 0 closed-unmerged / 1 open; merged rate **80%**, closed-unmerged rate **0%**, open rate **20%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #69444: fix: handle reasoning-only image responses](https://github.com/openclaw/openclaw/pull/69444) — closed, merged
- [PR #69039: add option for MCP apps support](https://github.com/openclaw/openclaw/pull/69039) — open
- [PR #58740: otel instrumentation](https://github.com/openclaw/openclaw/pull/58740) — open

### `SimbaKingjoe`

- profile: [github.com/SimbaKingjoe](https://github.com/SimbaKingjoe)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ASimbaKingjoe)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ASimbaKingjoe)
- repo first seen: `2026-04-13T10:48:04Z`
- repo last seen: `2026-04-19T06:23:23Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **1147 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #68837: fix(active-memory): skip non-string entries in pluginConfig.agents du…](https://github.com/openclaw/openclaw/pull/68837) — open
- [PR #68773: fix(active-memory): skip payload-less memory_search toolResults in tr…](https://github.com/openclaw/openclaw/pull/68773) — open
- [PR #65893: fix(openai): improve debuggability of codex cli auth file reading](https://github.com/openclaw/openclaw/pull/65893) — closed

### `tdack`

- profile: [github.com/tdack](https://github.com/tdack)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Atdack)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Atdack)
- repo first seen: `2026-03-22T00:25:50Z`
- repo last seen: `2026-04-22T11:10:13Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 24 reviews / 24 review comments**
- account age: **5104 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69323: feat: add per-agent TTS configuration override support](https://github.com/openclaw/openclaw/pull/69323) — open
- [PR #69321: feat: add audioProfile support to Gemini TTS config](https://github.com/openclaw/openclaw/pull/69321) — open
- [PR #64811: feat(bluesky): add Bluesky DM channel plugin](https://github.com/openclaw/openclaw/pull/64811) — open, draft

### `wangshu94`

- profile: [github.com/wangshu94](https://github.com/wangshu94)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Awangshu94)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Awangshu94)
- repo first seen: `2026-03-24T16:29:43Z`
- repo last seen: `2026-04-21T14:54:52Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **2454 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69747: fix(gateway): surface chat.send lifecycle errors to clients](https://github.com/openclaw/openclaw/pull/69747) — open
- [PR #67692: Feat/acp tui lazy init](https://github.com/openclaw/openclaw/pull/67692) — open
- [PR #53806: Channels: resolve installed channel plugins in add](https://github.com/openclaw/openclaw/pull/53806) — open

### `ajfonthemove`

- profile: [github.com/ajfonthemove](https://github.com/ajfonthemove)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aajfonthemove)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aajfonthemove)
- repo first seen: `2026-03-03T06:01:04Z`
- repo last seen: `2026-04-19T02:24:05Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **2 PRs / 2 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **53 days**
- recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #68775: docs(providers): fix contextTokens placement for openai-codex](https://github.com/openclaw/openclaw/pull/68775) — closed
- [PR #68286: feat(memory-core): expose vectorScore and textScore in hybrid search results](https://github.com/openclaw/openclaw/pull/68286) — open
- [Issue #68768: Docs: contextTokens placement in agents.defaults.model doesn't match schema](https://github.com/openclaw/openclaw/issues/68768) — closed
- [Issue #68166: [Feature]: expose vectorScore and textScore in hybrid search results](https://github.com/openclaw/openclaw/issues/68166) — open

### `johnlanni`

- profile: [github.com/johnlanni](https://github.com/johnlanni)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajohnlanni)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajohnlanni)
- repo first seen: `2026-02-04T02:56:19Z`
- repo last seen: `2026-04-18T16:11:05Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **2 PRs / 2 issues**
- snapshot discussion activity: **43 comments / 0 reviews / 0 review comments**
- account age: **4436 days**
- recent public PR activity: **19 PRs** (13 merged / 2 closed-unmerged / 4 open; merged rate **68%**, closed-unmerged rate **11%**, open rate **21%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #68552: fix(matrix): strip mention prefix before slash command matching](https://github.com/openclaw/openclaw/pull/68552) — closed
- [PR #68546: fix(matrix): hot-reload dm.allowFrom and groupAllowFrom on each inbound message](https://github.com/openclaw/openclaw/pull/68546) — closed, merged
- [Issue #68547: fix(matrix): strip mention prefix before slash command matching](https://github.com/openclaw/openclaw/issues/68547) — closed
- [Issue #68544: fix(matrix): hot-reload dm.allowFrom and groupAllowFrom on each inbound message](https://github.com/openclaw/openclaw/issues/68544) — closed

### `kami-saia`

- profile: [github.com/kami-saia](https://github.com/kami-saia)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Akami-saia)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Akami-saia)
- repo first seen: `2026-02-22T19:30:03Z`
- repo last seen: `2026-04-22T10:17:07Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **2 PRs / 2 issues**
- snapshot discussion activity: **20 comments / 0 reviews / 0 review comments**
- account age: **393 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70119: fix(agents): support adaptive thinking on Claude 4.7 models](https://github.com/openclaw/openclaw/pull/70119) — closed
- [PR #68975: feat(memory): switch default local embedding model to bge-m3 Q8_0 🤖 AI-assisted](https://github.com/openclaw/openclaw/pull/68975) — open
- [Issue #28845: RFC: Agent-controlled compaction via tool call](https://github.com/openclaw/openclaw/issues/28845) — closed
- [Issue #28693: bug: signoff event never fires for NO_REPLY — parseReplyDirectives strips token before emission](https://github.com/openclaw/openclaw/issues/28693) — closed

### `shaun0927`

- profile: [github.com/shaun0927](https://github.com/shaun0927)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ashaun0927)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ashaun0927)
- repo first seen: `2026-04-16T12:23:24Z`
- repo last seen: `2026-04-17T17:26:20Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **2 PRs / 2 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **2053 days**
- recent public PR activity: **471 PRs** (227 merged / 48 closed-unmerged / 196 open; merged rate **48%**, closed-unmerged rate **10%**, open rate **42%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **very high**, automation risk **high**
- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share**

Example artifacts:
- [PR #68186: fix(macos): harden screen.snapshot request validation and payload bounds](https://github.com/openclaw/openclaw/pull/68186) — open
- [PR #67660: fix(msteams): use explorer.exe for delegated OAuth on win32](https://github.com/openclaw/openclaw/pull/67660) — open
- [Issue #68181: [Bug]: macOS screen.snapshot accepts malformed params and emits oversized JSON payloads on current main](https://github.com/openclaw/openclaw/issues/68181) — open
- [Issue #67659: [Bug]: MS Teams delegated OAuth launcher uses xdg-open on win32 instead of explorer.exe](https://github.com/openclaw/openclaw/issues/67659) — open

### `sukhdeepjohar`

- profile: [github.com/sukhdeepjohar](https://github.com/sukhdeepjohar)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asukhdeepjohar)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asukhdeepjohar)
- repo first seen: `2026-04-16T16:40:13Z`
- repo last seen: `2026-04-21T07:28:08Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **2 PRs / 2 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **2652 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69282: fix(config): add truncateAfterCompaction to compaction zod schema](https://github.com/openclaw/openclaw/pull/69282) — open
- [PR #68058: fix: throw on TTS failure and enable loop detection by default](https://github.com/openclaw/openclaw/pull/68058) — closed
- [Issue #69280: compaction.truncateAfterCompaction rejected by strict zod schema](https://github.com/openclaw/openclaw/issues/69280) — closed
- [Issue #67744: Agent infinite-loops on unconfigured tts — three stacked issues](https://github.com/openclaw/openclaw/issues/67744) — closed

### `188080501`

- profile: [github.com/188080501](https://github.com/188080501)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3A188080501)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3A188080501)
- repo first seen: `2026-03-03T12:01:36Z`
- repo last seen: `2026-04-16T02:25:24Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **2 PRs / 1 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **4410 days**
- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**

Example artifacts:
- [PR #67481: fix(gateway): block chat broadcasts for node role](https://github.com/openclaw/openclaw/pull/67481) — open
- [PR #67471: fix(gateway): block agent/chat broadcasts for node role](https://github.com/openclaw/openclaw/pull/67471) — closed
- [Issue #32964: Node WebSocket clients receive global agent/chat event broadcasts (conversation content leakage)](https://github.com/openclaw/openclaw/issues/32964) — closed

### `cxyhhhhh`

- profile: [github.com/cxyhhhhh](https://github.com/cxyhhhhh)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Acxyhhhhh)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Acxyhhhhh)
- repo first seen: `2026-04-17T04:03:59Z`
- repo last seen: `2026-04-22T11:27:00Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **2 PRs / 1 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2570 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70143: fix(qqbot): add interaction intents](https://github.com/openclaw/openclaw/pull/70143) — closed, merged
- [PR #67960: feat(qqbot): extract self-contained engine/ architecture with QR-code onboarding, approval handling](https://github.com/openclaw/openclaw/pull/67960) — closed, merged
- [Issue #69974: [Bug]: tools: [] in createAgentSession disables all tools including customTools after pi 0.68.1 upgrade](https://github.com/openclaw/openclaw/issues/69974) — closed

### `mkoslacz`

- profile: [github.com/mkoslacz](https://github.com/mkoslacz)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amkoslacz)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amkoslacz)
- repo first seen: `2026-01-27T21:31:44Z`
- repo last seen: `2026-04-20T20:59:18Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **2 PRs / 1 issues**
- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
- account age: **4321 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68267: feat(gateway): add optional runId filter to chat.history [AI-assisted]](https://github.com/openclaw/openclaw/pull/68267) — open
- [PR #68257: fix(gateway): stop restarting gateway on OAuth token refresh (auth.profiles.*) [AI-assisted]](https://github.com/openclaw/openclaw/pull/68257) — open
- [Issue #68258: [Bug]: Gateway self-SIGTERMs on OAuth token refresh (auth.profiles.* unmatched in reload plan)](https://github.com/openclaw/openclaw/issues/68258) — open

### `wAnyBug-Com`

- profile: [github.com/wAnyBug-Com](https://github.com/wAnyBug-Com)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AwAnyBug-Com)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AwAnyBug-Com)
- repo first seen: `2026-04-21T07:09:19Z`
- repo last seen: `2026-04-21T13:55:54Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **2 PRs / 1 issues**
- snapshot discussion activity: **2 comments / 1 reviews / 0 review comments**
- account age: **38 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #69729: feat(qwen): add qwen3.6-flash and qwen3.6-max-preview to model catalog](https://github.com/openclaw/openclaw/pull/69729) — open
- [PR #69658: docs: document PENDING.md pattern for cross-session commitment tracki…](https://github.com/openclaw/openclaw/pull/69658) — open
- [Issue #69621: [Feature]: Document a PENDING.md workspace pattern for cross-session commitment tracking](https://github.com/openclaw/openclaw/issues/69621) — open

### `91wan`

- profile: [github.com/91wan](https://github.com/91wan)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3A91wan)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3A91wan)
- repo first seen: `2026-04-19T14:22:15Z`
- repo last seen: `2026-04-21T15:13:53Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **3633 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69612: docs(codex): narrow compaction claims](https://github.com/openclaw/openclaw/pull/69612) — closed, merged
- [PR #68982: fix: stream reasoning in live chat](https://github.com/openclaw/openclaw/pull/68982) — open

### `akashmahlaz`

- profile: [github.com/akashmahlaz](https://github.com/akashmahlaz)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aakashmahlaz)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aakashmahlaz)
- repo first seen: `2026-04-16T07:39:37Z`
- repo last seen: `2026-04-16T07:55:52Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **452 days**
- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**

Example artifacts:
- [PR #67579: feat: multi-provider API key system with curated model catalogs (v2)](https://github.com/openclaw/openclaw/pull/67579) — open
- [PR #67570: feat: multi-provider API key system with curated model catalogs](https://github.com/openclaw/openclaw/pull/67570) — closed

### `AstronautGumbo`

- profile: [github.com/AstronautGumbo](https://github.com/AstronautGumbo)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AAstronautGumbo)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AAstronautGumbo)
- repo first seen: `2026-04-18T13:07:48Z`
- repo last seen: `2026-04-18T13:08:13Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **471 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #68566: fix(agents/auth-profile-cooldowns): skip cooldown for format errors a…](https://github.com/openclaw/openclaw/pull/68566) — open
- [PR #68565: fix(agents/anthropic-replay): preserve signed/redacted thinking block…](https://github.com/openclaw/openclaw/pull/68565) — open

### `bettert0n`

- profile: [github.com/bettert0n](https://github.com/bettert0n)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abettert0n)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abettert0n)
- repo first seen: `2026-04-17T16:36:34Z`
- repo last seen: `2026-04-17T16:40:49Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2828 days**
- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #68203: feat(web-fetch): added Stealth Mode – new privacy and VPN-resilient functionality](https://github.com/openclaw/openclaw/pull/68203) — open
- [PR #68200: windows-acl: replace console.warn with structured logWarn](https://github.com/openclaw/openclaw/pull/68200) — closed

### `Blahdude`

- profile: [github.com/Blahdude](https://github.com/Blahdude)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ABlahdude)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ABlahdude)
- repo first seen: `2026-04-22T02:54:00Z`
- repo last seen: `2026-04-22T04:55:20Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1801 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69986: [codex] fix(discord): make thread parent inheritance opt-in](https://github.com/openclaw/openclaw/pull/69986) — closed, merged
- [PR #69954: fix: fall back to canonical session transcripts during cleanup](https://github.com/openclaw/openclaw/pull/69954) — open

### `broBinChen`

- profile: [github.com/broBinChen](https://github.com/broBinChen)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AbroBinChen)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AbroBinChen)
- repo first seen: `2026-04-20T08:56:22Z`
- repo last seen: `2026-04-20T08:58:29Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1013 days**
- recent public PR activity: **2 PRs** (0 merged / 2 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #69277: fix(gateway): surface stream:"thinking" events in chat broadcasts](https://github.com/openclaw/openclaw/pull/69277) — closed
- [PR #69275: fix(acp): declare TOOL_EVENTS capability so live tool calls reach ACP clients](https://github.com/openclaw/openclaw/pull/69275) — closed

### `Chevron7Locked`

- profile: [github.com/Chevron7Locked](https://github.com/Chevron7Locked)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AChevron7Locked)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AChevron7Locked)
- repo first seen: `2026-03-22T22:52:31Z`
- repo last seen: `2026-04-22T03:02:49Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **3324 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69956: fix(mcp-http): ensure MCP tool schemas always include properties field](https://github.com/openclaw/openclaw/pull/69956) — open
- [PR #69365: fix(model-selection): clear auto-failover overrides so primary is retried on each turn](https://github.com/openclaw/openclaw/pull/69365) — closed, merged

### `chris-yyau`

- profile: [github.com/chris-yyau](https://github.com/chris-yyau)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Achris-yyau)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Achris-yyau)
- repo first seen: `2026-04-16T13:56:07Z`
- repo last seen: `2026-04-16T14:44:19Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **89 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #67704: fix(errors): stop treating Codex HTML challenge pages as DNS failures](https://github.com/openclaw/openclaw/pull/67704) — closed, merged
- [PR #67693: Prevent setup prompts from crashing on blank option labels](https://github.com/openclaw/openclaw/pull/67693) — open

### `dsactivi-2`

- profile: [github.com/dsactivi-2](https://github.com/dsactivi-2)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Adsactivi-2)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Adsactivi-2)
- repo first seen: `2026-04-21T22:06:26Z`
- repo last seen: `2026-04-22T00:49:22Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **119 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **young account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #69901: Feat/context7 claim](https://github.com/openclaw/openclaw/pull/69901) — closed
- [PR #69852: Add Context7 library claiming configuration](https://github.com/openclaw/openclaw/pull/69852) — closed

### `ender-wiggin-ai`

- profile: [github.com/ender-wiggin-ai](https://github.com/ender-wiggin-ai)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aender-wiggin-ai)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aender-wiggin-ai)
- repo first seen: `2026-04-16T16:39:39Z`
- repo last seen: `2026-04-18T23:49:15Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **40 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #68729: feat(hooks): allow prompt hooks to dynamically narrow tool surface](https://github.com/openclaw/openclaw/pull/68729) — closed
- [PR #67743: feat: correlate plugin approvals with executed tool calls](https://github.com/openclaw/openclaw/pull/67743) — closed

### `fgabelmannjr`

- profile: [github.com/fgabelmannjr](https://github.com/fgabelmannjr)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Afgabelmannjr)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Afgabelmannjr)
- repo first seen: `2026-04-20T17:56:11Z`
- repo last seen: `2026-04-22T15:22:15Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 6 reviews / 6 review comments**
- account age: **5565 days**
- recent public PR activity: **5 PRs** (3 merged / 1 closed-unmerged / 1 open; merged rate **60%**, closed-unmerged rate **20%**, open rate **20%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #70188: fix(cron): clean up bundled mcp runtimes safely](https://github.com/openclaw/openclaw/pull/70188) — closed
- [PR #69417: fix(mcp): allow SecretRef values in mcp.servers env and headers [AI-assisted]](https://github.com/openclaw/openclaw/pull/69417) — open

### `flowforgelab`

- profile: [github.com/flowforgelab](https://github.com/flowforgelab)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aflowforgelab)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aflowforgelab)
- repo first seen: `2026-04-17T09:50:18Z`
- repo last seen: `2026-04-17T12:00:13Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **374 days**
- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68095: fix: pin ACPX Claude adapter update for Opus 4.7](https://github.com/openclaw/openclaw/pull/68095) — open, draft
- [PR #68063: fix: apply canonical-to-binding normalization on provider-resolved ACP command contexts](https://github.com/openclaw/openclaw/pull/68063) — closed, draft

### `garrytan`

- profile: [github.com/garrytan](https://github.com/garrytan)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Agarrytan)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Agarrytan)
- repo first seen: `2026-04-18T23:01:38Z`
- repo last seen: `2026-04-20T12:03:21Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **5 comments / 16 reviews / 16 review comments**
- account age: **6463 days**
- recent public PR activity: **34 PRs** (29 merged / 1 closed-unmerged / 4 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
- public orgs: `Garry-s-List`
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **high recent PR volume**

Example artifacts:
- [PR #69313: tasks: add detached task recovery hook before markLost](https://github.com/openclaw/openclaw/pull/69313) — closed, merged
- [PR #68718: minions: durable SQLite-backed job queue for subagents, ACP, CLI, and cron](https://github.com/openclaw/openclaw/pull/68718) — open

### `grimmjoww`

- profile: [github.com/grimmjoww](https://github.com/grimmjoww)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Agrimmjoww)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Agrimmjoww)
- repo first seen: `2026-04-18T10:03:57Z`
- repo last seen: `2026-04-19T07:03:15Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **3584 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #68853: fix(gateway): SIGUSR1 restart fast path that doesn't break Windows schtasks](https://github.com/openclaw/openclaw/pull/68853) — open
- [PR #68507: fix(gateway): try SIGUSR1 restart before spawning external processes](https://github.com/openclaw/openclaw/pull/68507) — closed

### `hss-oss`

- profile: [github.com/hss-oss](https://github.com/hss-oss)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ahss-oss)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ahss-oss)
- repo first seen: `2026-04-19T11:13:37Z`
- repo last seen: `2026-04-22T16:06:22Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **638 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70250: feat(openai-responses): add llmStateful incremental transmission via previous_response_id](https://github.com/openclaw/openclaw/pull/70250) — open
- [PR #68935: add SSE incremental transmission for OpenAI Responses API](https://github.com/openclaw/openclaw/pull/68935) — closed

### `hyspacex`

- profile: [github.com/hyspacex](https://github.com/hyspacex)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ahyspacex)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ahyspacex)
- repo first seen: `2026-03-22T22:04:55Z`
- repo last seen: `2026-04-20T16:25:48Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
- account age: **2932 days**
- recent public PR activity: **5 PRs** (0 merged / 0 closed-unmerged / 5 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69261: fix(ollama): scope embedding auth to declared host boundaries](https://github.com/openclaw/openclaw/pull/69261) — open
- [PR #69222: fix(ollama): restore web search compatibility on Ollama 0.16+](https://github.com/openclaw/openclaw/pull/69222) — open

### `isopenclaw`

- profile: [github.com/isopenclaw](https://github.com/isopenclaw)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aisopenclaw)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aisopenclaw)
- repo first seen: `2026-04-16T01:27:05Z`
- repo last seen: `2026-04-18T12:16:37Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **48 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #68538: discord: timebox native-command defer before dispatch](https://github.com/openclaw/openclaw/pull/68538) — open
- [PR #67463: Fix doctor SecretRef false positive and normalize task timestamps](https://github.com/openclaw/openclaw/pull/67463) — open

### `jaredmarin`

- profile: [github.com/jaredmarin](https://github.com/jaredmarin)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajaredmarin)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajaredmarin)
- repo first seen: `2026-04-19T01:22:18Z`
- repo last seen: `2026-04-19T10:28:59Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **3319 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68861: feat: integrate Mission Control v3.0 UI updates](https://github.com/openclaw/openclaw/pull/68861) — closed
- [PR #68756: feat: integrate Mission Control v3.0 UI updates](https://github.com/openclaw/openclaw/pull/68756) — closed

### `jfan22`

- profile: [github.com/jfan22](https://github.com/jfan22)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajfan22)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajfan22)
- repo first seen: `2026-04-22T11:34:56Z`
- repo last seen: `2026-04-22T12:32:00Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1351 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70169: fix(cli-runner): fire before_prompt_build hook on CLI-backend runs](https://github.com/openclaw/openclaw/pull/70169) — open
- [PR #70147: fix(gateway): fire before_tool_call hook on loopback MCP tools/call](https://github.com/openclaw/openclaw/pull/70147) — open

### `jquadrino`

- profile: [github.com/jquadrino](https://github.com/jquadrino)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajquadrino)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajquadrino)
- repo first seen: `2026-02-21T06:24:49Z`
- repo last seen: `2026-04-16T18:23:19Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **533 days**
- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**

Example artifacts:
- [PR #67771: feat(browser): Add enhanced snapshot with script-based element detection](https://github.com/openclaw/openclaw/pull/67771) — open
- [PR #67725: feat(browser): Add enhanced snapshot with script-based element detection](https://github.com/openclaw/openclaw/pull/67725) — closed

### `JuniperSling`

- profile: [github.com/JuniperSling](https://github.com/JuniperSling)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AJuniperSling)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AJuniperSling)
- repo first seen: `2026-04-18T07:51:44Z`
- repo last seen: `2026-04-22T05:39:31Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 3 reviews / 3 review comments**
- account age: **1866 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69996: feat(tencent): remove Token Plan provider and auth](https://github.com/openclaw/openclaw/pull/69996) — closed, merged
- [PR #68460: feat(tencent): add bundled Tencent Cloud provider plugin (Tokenhub + Token Plan)](https://github.com/openclaw/openclaw/pull/68460) — closed, merged

### `KimHyeongRae0`

- profile: [github.com/KimHyeongRae0](https://github.com/KimHyeongRae0)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AKimHyeongRae0)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AKimHyeongRae0)
- repo first seen: `2026-04-20T13:45:45Z`
- repo last seen: `2026-04-21T02:09:40Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
- account age: **2812 days**
- recent public PR activity: **7 PRs** (0 merged / 0 closed-unmerged / 7 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: `DarkBrownie`
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69356: fix(tasks): clamp createdAt to startedAt on task creation (#69229)](https://github.com/openclaw/openclaw/pull/69356) — open
- [PR #69349: test(auto-reply): guard non-ACP reset reply (#69290)](https://github.com/openclaw/openclaw/pull/69349) — open

### `kirkluokun`

- profile: [github.com/kirkluokun](https://github.com/kirkluokun)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Akirkluokun)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Akirkluokun)
- repo first seen: `2026-01-31T13:02:06Z`
- repo last seen: `2026-04-22T14:09:12Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **2174 days**
- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #70204: fix(lobster): clarify unresolved workflow file paths](https://github.com/openclaw/openclaw/pull/70204) — open
- [PR #69559: fix(lobster): forward approvalId alongside resumeToken in tool envelope](https://github.com/openclaw/openclaw/pull/69559) — closed, merged

### `leifengfeng`

- profile: [github.com/leifengfeng](https://github.com/leifengfeng)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aleifengfeng)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aleifengfeng)
- repo first seen: `2026-04-21T08:47:21Z`
- repo last seen: `2026-04-21T11:26:25Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **4481 days**
- recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69692: feat: make system prompt identity line configurable via identityPrompt](https://github.com/openclaw/openclaw/pull/69692) — open
- [PR #69647: fix(ui): resolve stale gateway URL under nginx reverse-proxy multi-instance setups](https://github.com/openclaw/openclaw/pull/69647) — open

### `mbs-vhs`

- profile: [github.com/mbs-vhs](https://github.com/mbs-vhs)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ambs-vhs)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ambs-vhs)
- repo first seen: `2026-04-20T00:45:46Z`
- repo last seen: `2026-04-21T05:11:10Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
- account age: **85 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #69530: feat(voice-call): relay realtime calls to/from agent reasoning loop](https://github.com/openclaw/openclaw/pull/69530) — open
- [PR #69129: fix(voice-call): allow realtime short-circuit for outbound directions](https://github.com/openclaw/openclaw/pull/69129) — open

### `mgalore`

- profile: [github.com/mgalore](https://github.com/mgalore)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amgalore)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amgalore)
- repo first seen: `2026-04-22T02:20:31Z`
- repo last seen: `2026-04-22T20:02:03Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1841 days**
- recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70327: docs: update clawhub skill links to clawhub.ai](https://github.com/openclaw/openclaw/pull/70327) — open
- [PR #69945: docs: fix stale community links in README and CONTRIBUTING](https://github.com/openclaw/openclaw/pull/69945) — closed, merged

### `mikaeldiakhate-cell`

- profile: [github.com/mikaeldiakhate-cell](https://github.com/mikaeldiakhate-cell)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amikaeldiakhate-cell)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amikaeldiakhate-cell)
- repo first seen: `2026-04-19T14:59:59Z`
- repo last seen: `2026-04-20T14:04:20Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **232 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **young account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69355: feat(doctor): detect local rebuild vs pristine npm release](https://github.com/openclaw/openclaw/pull/69355) — open
- [PR #68991: fix(auto-reply): don't persist automatic fallback runtime as next-turn selected model](https://github.com/openclaw/openclaw/pull/68991) — open

### `MoeJaberr`

- profile: [github.com/MoeJaberr](https://github.com/MoeJaberr)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AMoeJaberr)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AMoeJaberr)
- repo first seen: `2026-04-16T00:50:28Z`
- repo last seen: `2026-04-21T01:21:22Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **1184 days**
- recent public PR activity: **4 PRs** (0 merged / 1 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **25%**, open rate **75%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #67460: feat(mention-gating): suppress always-on agent when another agent is explicitly mentioned](https://github.com/openclaw/openclaw/pull/67460) — open
- [PR #67452: fix(postinstall): prune stale dist plugin node_modules before dist traversal](https://github.com/openclaw/openclaw/pull/67452) — open

### `monasprox`

- profile: [github.com/monasprox](https://github.com/monasprox)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amonasprox)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amonasprox)
- repo first seen: `2026-04-18T06:55:05Z`
- repo last seen: `2026-04-18T09:49:19Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **152 days**
- recent public PR activity: **6 PRs** (4 merged / 1 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **17%**, open rate **17%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **young account**

Example artifacts:
- [PR #68502: docs: add Azure AI Foundry provider guide](https://github.com/openclaw/openclaw/pull/68502) — open
- [PR #68443: feat(feishu): add list action to read chat history by container_id](https://github.com/openclaw/openclaw/pull/68443) — open

### `mrlane2k`

- profile: [github.com/mrlane2k](https://github.com/mrlane2k)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amrlane2k)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amrlane2k)
- repo first seen: `2026-04-17T00:38:19Z`
- repo last seen: `2026-04-17T01:19:22Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1738 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #67884: Normalize hook conversation ids across channels](https://github.com/openclaw/openclaw/pull/67884) — open
- [PR #67872: Slack mention-skip should still emit message hooks](https://github.com/openclaw/openclaw/pull/67872) — open

### `MrMiaigi`

- profile: [github.com/MrMiaigi](https://github.com/MrMiaigi)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AMrMiaigi)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AMrMiaigi)
- repo first seen: `2026-04-20T17:22:25Z`
- repo last seen: `2026-04-20T21:27:58Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **42 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69473: fix: add pricing sanity checks to prevent cost inflation (#367)](https://github.com/openclaw/openclaw/pull/69473) — closed
- [PR #69403: fix(cost): snapshot estimatedCostUsd instead of accumulating (#69347)](https://github.com/openclaw/openclaw/pull/69403) — closed, merged

### `mzogithub`

- profile: [github.com/mzogithub](https://github.com/mzogithub)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amzogithub)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amzogithub)
- repo first seen: `2026-04-10T10:08:41Z`
- repo last seen: `2026-04-22T09:46:23Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
- account age: **3805 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69336: fix(openai-codex): use /backend-api/codex/ base URL](https://github.com/openclaw/openclaw/pull/69336) — closed, merged
- [PR #69268: fix(anthropic): Opus 4.7 thinking.type leak + assistant-prefill short-circuit](https://github.com/openclaw/openclaw/pull/69268) — open

### `name5566`

- profile: [github.com/name5566](https://github.com/name5566)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aname5566)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aname5566)
- repo first seen: `2026-04-19T04:38:23Z`
- repo last seen: `2026-04-19T08:28:45Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
- account age: **5820 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #68859: feat(exec): inject OPENCLAW_SESSION_KEY env var for child processes](https://github.com/openclaw/openclaw/pull/68859) — open
- [PR #68820: feat(exec): inject OPENCLAW_SESSION_KEY env var for child processes](https://github.com/openclaw/openclaw/pull/68820) — closed

### `nianqinianyi`

- profile: [github.com/nianqinianyi](https://github.com/nianqinianyi)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Anianqinianyi)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Anianqinianyi)
- repo first seen: `2026-04-22T15:41:41Z`
- repo last seen: `2026-04-22T16:42:09Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
- account age: **4922 days**
- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**

Example artifacts:
- [PR #70267: Fix/heartbeat template](https://github.com/openclaw/openclaw/pull/70267) — open
- [PR #70236: fix: remove markdown code block markers from HEARTBEAT template](https://github.com/openclaw/openclaw/pull/70236) — closed

### `Nimraakram22`

- profile: [github.com/Nimraakram22](https://github.com/Nimraakram22)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ANimraakram22)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ANimraakram22)
- repo first seen: `2026-04-17T19:03:24Z`
- repo last seen: `2026-04-17T22:28:08Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **4 comments / 1 reviews / 1 review comments**
- account age: **82 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #68302: Fix/systemd restart exit null](https://github.com/openclaw/openclaw/pull/68302) — closed
- [PR #68247: feat(gateway): Add Xcode Copilot Extension Support](https://github.com/openclaw/openclaw/pull/68247) — closed

### `Noor-ul-ain001`

- profile: [github.com/Noor-ul-ain001](https://github.com/Noor-ul-ain001)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ANoor-ul-ain001)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ANoor-ul-ain001)
- repo first seen: `2026-04-21T08:42:33Z`
- repo last seen: `2026-04-22T04:50:24Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 1 reviews / 0 review comments**
- account age: **341 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **young account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #69983: fix(memory-core): suppress false cron unavailable warning on startup](https://github.com/openclaw/openclaw/pull/69983) — open
- [PR #69644: Improve README with clearer instructions](https://github.com/openclaw/openclaw/pull/69644) — closed

### `OpenCnid`

- profile: [github.com/OpenCnid](https://github.com/OpenCnid)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AOpenCnid)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AOpenCnid)
- repo first seen: `2026-04-16T00:25:22Z`
- repo last seen: `2026-04-22T04:06:26Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2977 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69972: fix restart CI typings and prefer the current worktree under Vitest](https://github.com/openclaw/openclaw/pull/69972) — open
- [PR #67443: fix(status): share model resolution and lock group activation defaults](https://github.com/openclaw/openclaw/pull/67443) — open

### `rudi193-cmd`

- profile: [github.com/rudi193-cmd](https://github.com/rudi193-cmd)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Arudi193-cmd)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Arudi193-cmd)
- repo first seen: `2026-04-16T19:11:32Z`
- repo last seen: `2026-04-21T17:09:11Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **190 days**
- recent public PR activity: **8 PRs** (4 merged / 0 closed-unmerged / 4 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **young account; high open PR share; no visible non-self stars**

Example artifacts:
- [PR #69792: feat(skill): add sap-enforcer — SAP/1.0 MCP tool authorization](https://github.com/openclaw/openclaw/pull/69792) — closed
- [PR #67789: feat(skill): add willow-memory-health ClawHub skill](https://github.com/openclaw/openclaw/pull/67789) — open

### `seoseo-ai`

- profile: [github.com/seoseo-ai](https://github.com/seoseo-ai)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aseoseo-ai)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aseoseo-ai)
- repo first seen: `2026-04-18T12:56:25Z`
- repo last seen: `2026-04-18T13:49:10Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
- account age: **61 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #68584: feat(plugins): add plugin-facing heartbeat and timeout timer seam for delegated tasks](https://github.com/openclaw/openclaw/pull/68584) — open
- [PR #68572: feat(plugin-sdk): add delegated wait-run handle seam](https://github.com/openclaw/openclaw/pull/68572) — open

### `stroupaloop`

- profile: [github.com/stroupaloop](https://github.com/stroupaloop)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Astroupaloop)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Astroupaloop)
- repo first seen: `2026-04-18T14:50:16Z`
- repo last seen: `2026-04-19T01:21:48Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 4 reviews / 4 review comments**
- account age: **4952 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: `CommonKey`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68734: feat(hooks): allow prompt hooks to dynamically narrow tool + skill surface](https://github.com/openclaw/openclaw/pull/68734) — open
- [PR #68608: feat: allow prompt hooks to dynamically narrow tool surface](https://github.com/openclaw/openclaw/pull/68608) — closed

### `sudhindrat`

- profile: [github.com/sudhindrat](https://github.com/sudhindrat)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asudhindrat)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asudhindrat)
- repo first seen: `2026-04-21T02:12:36Z`
- repo last seen: `2026-04-21T13:09:15Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
- account age: **798 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69697: fix(tool-loop-detection): handle undefined params in hashToolCall](https://github.com/openclaw/openclaw/pull/69697) — open
- [PR #69539: fix(tool-loop-detection): handle undefined params in hashToolCall](https://github.com/openclaw/openclaw/pull/69539) — closed

### `sunapi386`

- profile: [github.com/sunapi386](https://github.com/sunapi386)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asunapi386)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asunapi386)
- repo first seen: `2026-04-16T06:21:03Z`
- repo last seen: `2026-04-16T18:21:22Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **5336 days**
- recent public PR activity: **6 PRs** (5 merged / 1 closed-unmerged / 0 open; merged rate **83%**, closed-unmerged rate **17%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #67769: feat: verify container daemon and add workshop outro](https://github.com/openclaw/openclaw/pull/67769) — closed
- [PR #67555: docs: update README with container-first instructions and Podman support](https://github.com/openclaw/openclaw/pull/67555) — closed

### `sunlight7777777`

- profile: [github.com/sunlight7777777](https://github.com/sunlight7777777)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asunlight7777777)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asunlight7777777)
- repo first seen: `2026-04-21T01:21:33Z`
- repo last seen: `2026-04-21T18:58:03Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 1 reviews / 1 review comments**
- account age: **993 days**
- recent public PR activity: **4 PRs** (0 merged / 1 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **25%**, open rate **75%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share**

Example artifacts:
- [PR #69740: fix(agents): secure debug env var access and add validation](https://github.com/openclaw/openclaw/pull/69740) — open
- [PR #69519: Sessions page: use numeric input for Limit field](https://github.com/openclaw/openclaw/pull/69519) — open

### `thesomewhatyou`

- profile: [github.com/thesomewhatyou](https://github.com/thesomewhatyou)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Athesomewhatyou)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Athesomewhatyou)
- repo first seen: `2026-02-08T01:46:55Z`
- repo last seen: `2026-04-20T21:30:13Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **38 comments / 0 reviews / 0 review comments**
- account age: **768 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68341: fix: remediate critical vulnerabilities and logic regressions](https://github.com/openclaw/openclaw/pull/68341) — open
- [PR #68292: fix: security hardening — MCP ownership spoofing, poll double-delivery, cron trust escalation, failover classification gaps](https://github.com/openclaw/openclaw/pull/68292) — closed

### `ymaxgit`

- profile: [github.com/ymaxgit](https://github.com/ymaxgit)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aymaxgit)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aymaxgit)
- repo first seen: `2026-04-17T07:53:18Z`
- repo last seen: `2026-04-17T17:38:14Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3289 days**
- recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars**

Example artifacts:
- [PR #68225: fix(media): anchor sanitizeMimeType regex and reject trailing garbage (#9795)](https://github.com/openclaw/openclaw/pull/68225) — open
- [PR #68035: fix(discord): fail fast when bot identity fetch fails (#42219)](https://github.com/openclaw/openclaw/pull/68035) — closed

### `zhangyue19921010`

- profile: [github.com/zhangyue19921010](https://github.com/zhangyue19921010)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Azhangyue19921010)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Azhangyue19921010)
- repo first seen: `2026-04-17T03:44:42Z`
- repo last seen: `2026-04-17T12:53:09Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2066 days**
- recent public PR activity: **7 PRs** (0 merged / 0 closed-unmerged / 7 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share**

Example artifacts:
- [PR #68116: feat(memory-lancedb): support reindex and drop-index command](https://github.com/openclaw/openclaw/pull/68116) — open
- [PR #67952: fix(memory-lancedb): get memory records through ltm list command](https://github.com/openclaw/openclaw/pull/67952) — open

### `VACInc`

- profile: [github.com/VACInc](https://github.com/VACInc)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AVACInc)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AVACInc)
- repo first seen: `2026-01-06T03:04:41Z`
- repo last seen: `2026-04-21T23:27:50Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **12**
- snapshot authored PRs/issues: **10 PRs / 2 issues**
- snapshot discussion activity: **37 comments / 7 reviews / 7 review comments**
- account age: **4843 days**
- recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69772: fix: honor resolved session maintenance config on load](https://github.com/openclaw/openclaw/pull/69772) — open
- [PR #66247: [codex] Telegram: let immediate queue modes bypass busy topic lanes](https://github.com/openclaw/openclaw/pull/66247) — open
- [PR #66226: [codex] Telegram: unblock status commands behind busy turns](https://github.com/openclaw/openclaw/pull/66226) — closed, merged
- [Issue #68690: SecretRef coverage gaps for several auth/config paths](https://github.com/openclaw/openclaw/issues/68690) — open
- [Issue #61936: [Feature]: Allow dreaming with external memory slot plugins](https://github.com/openclaw/openclaw/issues/61936) — closed

### `lml2468`

- profile: [github.com/lml2468](https://github.com/lml2468)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Alml2468)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Alml2468)
- repo first seen: `2026-03-03T11:34:24Z`
- repo last seen: `2026-04-16T10:55:39Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **10**
- snapshot authored PRs/issues: **10 PRs / 0 issues**
- snapshot discussion activity: **51 comments / 6 reviews / 6 review comments**
- account age: **2893 days**
- recent public PR activity: **42 PRs** (37 merged / 3 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **7%**, open rate **5%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **high recent PR volume**

Example artifacts:
- [PR #67630: fix(memory): guard against stale qmdManagerCache singleton causing memory_search TypeError](https://github.com/openclaw/openclaw/pull/67630) — open
- [PR #66276: fix(cli): prevent process hang after gateway RPC commands (#66227)](https://github.com/openclaw/openclaw/pull/66276) — open
- [PR #65989: fix: guard against null job.state in cron list and startup paths](https://github.com/openclaw/openclaw/pull/65989) — open

### `OwenYWT`

- profile: [github.com/OwenYWT](https://github.com/OwenYWT)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AOwenYWT)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AOwenYWT)
- repo first seen: `2026-04-09T06:00:39Z`
- repo last seen: `2026-04-20T03:33:30Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **10**
- snapshot authored PRs/issues: **10 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1475 days**
- recent public PR activity: **8 PRs** (0 merged / 2 closed-unmerged / 6 open; merged rate **0%**, closed-unmerged rate **25%**, open rate **75%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69178: fix(ollama): fall back web search endpoints](https://github.com/openclaw/openclaw/pull/69178) — open
- [PR #65385: fix(comfy): read plugin-owned provider config](https://github.com/openclaw/openclaw/pull/65385) — open
- [PR #65384: fix(feishu): migrate legacy botName accounts](https://github.com/openclaw/openclaw/pull/65384) — open

### `sahilsatralkar`

- profile: [github.com/sahilsatralkar](https://github.com/sahilsatralkar)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asahilsatralkar)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asahilsatralkar)
- repo first seen: `2026-02-20T15:02:41Z`
- repo last seen: `2026-04-22T16:35:34Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **10**
- snapshot authored PRs/issues: **10 PRs / 0 issues**
- snapshot discussion activity: **69 comments / 32 reviews / 32 review comments**
- account age: **2210 days**
- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68242: Fix: issue 67394 whatsapp autoreply delivery logging](https://github.com/openclaw/openclaw/pull/68242) — open
- [PR #67326: fix: Issue 67056 image runtime headers](https://github.com/openclaw/openclaw/pull/67326) — open
- [PR #67063: fix(plugins): include memory slot plugin in primary wiki CLI scope](https://github.com/openclaw/openclaw/pull/67063) — open

### `jetd1`

- profile: [github.com/jetd1](https://github.com/jetd1)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajetd1)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajetd1)
- repo first seen: `2026-04-09T03:07:08Z`
- repo last seen: `2026-04-21T02:17:52Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **13**
- snapshot authored PRs/issues: **9 PRs / 4 issues**
- snapshot discussion activity: **6 comments / 34 reviews / 34 review comments**
- account age: **3810 days**
- recent public PR activity: **9 PRs** (1 merged / 3 closed-unmerged / 5 open; merged rate **11%**, closed-unmerged rate **33%**, open rate **56%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68474: fix: skip SDK retry on 429 with long retry-after across providers](https://github.com/openclaw/openclaw/pull/68474) — open
- [PR #65222: fix(telegram): bypass grammY sequential key for interrupt/steer message delivery](https://github.com/openclaw/openclaw/pull/65222) — open
- [PR #65221: fix: resolve interrupt scheduling race between embedded run and ReplyOperation registries](https://github.com/openclaw/openclaw/pull/65221) — open
- [Issue #69541: [RFC] Declarative registry for plugin-injected context XML tags (strip/sanitize/ingest contract)](https://github.com/openclaw/openclaw/issues/69541) — open
- [Issue #69066: [RFC] Separate internal service identity from user auth in OpenClaw gateway](https://github.com/openclaw/openclaw/issues/69066) — open
- [Issue #65223: Design: tool abort signal handling and framework-level execution interruption](https://github.com/openclaw/openclaw/issues/65223) — open

### `joshavant`

- profile: [github.com/joshavant](https://github.com/joshavant)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajoshavant)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajoshavant)
- repo first seen: `2026-02-19T23:12:53Z`
- repo last seen: `2026-04-20T03:20:09Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **9**
- snapshot authored PRs/issues: **9 PRs / 0 issues**
- snapshot discussion activity: **196 comments / 19 reviews / 19 review comments**
- account age: **5430 days**
- recent public PR activity: **10 PRs** (9 merged / 0 closed-unmerged / 1 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #69122: qa-lab: make live lanes CI-ready for v1 E2E automation](https://github.com/openclaw/openclaw/pull/69122) — closed, merged
- [PR #66818: fix(secrets): align SecretRef inspect/strict behavior across preload/runtime paths](https://github.com/openclaw/openclaw/pull/66818) — closed, merged
- [PR #66796: fix(reply): resolve active channel/account SecretRefs in reply runs](https://github.com/openclaw/openclaw/pull/66796) — closed, merged

### `jlapenna`

- profile: [github.com/jlapenna](https://github.com/jlapenna)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajlapenna)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajlapenna)
- repo first seen: `2026-04-03T04:12:38Z`
- repo last seen: `2026-04-18T00:05:20Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **8**
- snapshot authored PRs/issues: **8 PRs / 0 issues**
- snapshot discussion activity: **16 comments / 2 reviews / 0 review comments**
- account age: **6304 days**
- recent public PR activity: **13 PRs** (1 merged / 3 closed-unmerged / 9 open; merged rate **8%**, closed-unmerged rate **23%**, open rate **69%**)
- public orgs: `supersprinklesracing`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share**

Example artifacts:
- [PR #68337: docs(acp): Add explicit warning on Docker deployment for ACP tools](https://github.com/openclaw/openclaw/pull/68337) — open, draft
- [PR #66190: fix(memory): use native parser for openai embeddings proxy](https://github.com/openclaw/openclaw/pull/66190) — closed
- [PR #65473: docs(gateway): Document Docker-out-of-Docker Paradox and constraint](https://github.com/openclaw/openclaw/pull/65473) — closed, merged

### `mjamiv`

- profile: [github.com/mjamiv](https://github.com/mjamiv)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amjamiv)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amjamiv)
- repo first seen: `2026-04-08T18:58:33Z`
- repo last seen: `2026-04-22T16:41:34Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **12**
- snapshot authored PRs/issues: **7 PRs / 5 issues**
- snapshot discussion activity: **62 comments / 6 reviews / 6 review comments**
- account age: **977 days**
- recent public PR activity: **11 PRs** (4 merged / 2 closed-unmerged / 5 open; merged rate **36%**, closed-unmerged rate **18%**, open rate **45%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68253: fix(slack): opt out of stale-socket health-monitor (Socket Mode owns liveness)](https://github.com/openclaw/openclaw/pull/68253) — closed
- [PR #66412: fix(dreaming): default storage.mode to "separate" so phase blocks stop polluting daily memory files](https://github.com/openclaw/openclaw/pull/66412) — closed, merged
- [PR #65453: fix(models): add image input to MiniMax-M2.7 catalog](https://github.com/openclaw/openclaw/pull/65453) — open
- [Issue #65668: [Bug]: SIGUSR1/config.patch restart orphans gateway under custom supervisors → EADDRINUSE crash loop (workaround: OPENCLAW_NO_RESPAWN=1)](https://github.com/openclaw/openclaw/issues/65668) — open
- [Issue #65526: [Feature]: auto-propagate proxy env vars to MCP stdio server child processes](https://github.com/openclaw/openclaw/issues/65526) — open
- [Issue #65525: [Bug]: MCP stdio servers don't inherit NODE_OPTIONS — breaks proxy-only sandbox environments](https://github.com/openclaw/openclaw/issues/65525) — open

### `ImLukeF`

- profile: [github.com/ImLukeF](https://github.com/ImLukeF)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AImLukeF)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AImLukeF)
- repo first seen: `2026-03-10T16:03:05Z`
- repo last seen: `2026-04-17T06:54:30Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **7**
- snapshot authored PRs/issues: **7 PRs / 0 issues**
- snapshot discussion activity: **25 comments / 6 reviews / 6 review comments**
- account age: **1650 days**
- recent public PR activity: **17 PRs** (6 merged / 2 closed-unmerged / 9 open; merged rate **35%**, closed-unmerged rate **12%**, open rate **53%**)
- public orgs: `openclaw`
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68020: fix(memory-core): silence expected operator.admin scope miss in dreaming cleanup](https://github.com/openclaw/openclaw/pull/68020) — open
- [PR #66495: Agents: add lean local model mode](https://github.com/openclaw/openclaw/pull/66495) — closed, merged
- [PR #66236: Agents: clarify local model context preflight](https://github.com/openclaw/openclaw/pull/66236) — closed, merged

### `shad0wca7`

- profile: [github.com/shad0wca7](https://github.com/shad0wca7)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ashad0wca7)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ashad0wca7)
- repo first seen: `2026-02-21T17:28:52Z`
- repo last seen: `2026-04-20T23:26:49Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **7**
- snapshot authored PRs/issues: **7 PRs / 0 issues**
- snapshot discussion activity: **5 comments / 1 reviews / 1 review comments**
- account age: **4159 days**
- recent public PR activity: **6 PRs** (1 merged / 0 closed-unmerged / 5 open; merged rate **17%**, closed-unmerged rate **0%**, open rate **83%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69494: fix: resolve SecretRef keychain tokens in desktop app browser proxy](https://github.com/openclaw/openclaw/pull/69494) — open
- [PR #66671: fix: replace source-tree-relative runtime import in session-status-tool](https://github.com/openclaw/openclaw/pull/66671) — open, draft
- [PR #64956: fix: dedupe session summaries by session id](https://github.com/openclaw/openclaw/pull/64956) — open

### `smartchainark`

- profile: [github.com/smartchainark](https://github.com/smartchainark)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asmartchainark)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asmartchainark)
- repo first seen: `2026-02-12T19:25:12Z`
- repo last seen: `2026-04-18T07:55:39Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **6**
- snapshot authored PRs/issues: **6 PRs / 0 issues**
- snapshot discussion activity: **22 comments / 0 reviews / 0 review comments**
- account age: **326 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **young account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #68462: fix(config): refuse to restore from a polluted backup containing redacted secrets (#68423)](https://github.com/openclaw/openclaw/pull/68462) — open
- [PR #56391: fix(agents): replace blank tool names with sentinel to prevent dispatch loops](https://github.com/openclaw/openclaw/pull/56391) — open
- [PR #50200: fix(slack): fetch fresh download URL via files.info for DM file attachments](https://github.com/openclaw/openclaw/pull/50200) — open

### `GodsBoy`

- profile: [github.com/GodsBoy](https://github.com/GodsBoy)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AGodsBoy)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AGodsBoy)
- repo first seen: `2026-01-30T20:39:12Z`
- repo last seen: `2026-04-22T09:37:14Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **7**
- snapshot authored PRs/issues: **5 PRs / 2 issues**
- snapshot discussion activity: **79 comments / 8 reviews / 8 review comments**
- account age: **4559 days**
- recent public PR activity: **5 PRs** (3 merged / 0 closed-unmerged / 2 open; merged rate **60%**, closed-unmerged rate **0%**, open rate **40%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70035: fix(release-check): assert bundled plugin runtime deps after packed postinstall](https://github.com/openclaw/openclaw/pull/70035) — closed, merged
- [PR #66678: Context engine/plugins: accept third-party engines whose info.id differs from registered slot id](https://github.com/openclaw/openclaw/pull/66678) — closed, merged
- [PR #64766: fix(media): disable pinned DNS dispatcher for FormData transcription requests](https://github.com/openclaw/openclaw/pull/64766) — closed, merged
- [Issue #69842: openclaw doctor fails on 2026.4.20 with missing @whiskeysockets/baileys in WhatsApp bundled runtime after successful npm rebuild](https://github.com/openclaw/openclaw/issues/69842) — closed
- [Issue #64762: [Bug]: SSRF guard pinned DNS dispatcher corrupts FormData multipart bodies, breaking audio transcription](https://github.com/openclaw/openclaw/issues/64762) — closed

### `cgdusek`

- profile: [github.com/cgdusek](https://github.com/cgdusek)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Acgdusek)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Acgdusek)
- repo first seen: `2026-02-28T05:12:59Z`
- repo last seen: `2026-04-19T17:15:46Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **5**
- snapshot authored PRs/issues: **5 PRs / 0 issues**
- snapshot discussion activity: **280 comments / 8 reviews / 8 review comments**
- account age: **2915 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69010: fix(gateway): prefer current route delivery context](https://github.com/openclaw/openclaw/pull/69010) — open
- [PR #61695: feat(config): publish hosted schema artifact](https://github.com/openclaw/openclaw/pull/61695) — closed
- [PR #53748: fix(usage): return accumulated input/cache tokens from toNormalizedUsage](https://github.com/openclaw/openclaw/pull/53748) — closed

### `jarimustonen`

- profile: [github.com/jarimustonen](https://github.com/jarimustonen)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajarimustonen)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajarimustonen)
- repo first seen: `2026-03-07T09:40:46Z`
- repo last seen: `2026-04-16T06:19:04Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **5**
- snapshot authored PRs/issues: **5 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 7 reviews / 7 review comments**
- account age: **5232 days**
- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #67554: refactor(memory-core): decouple file-based memory instructions from workspace templates](https://github.com/openclaw/openclaw/pull/67554) — open
- [PR #67243: context-engine: pass runtime context to ContextEngineFactory](https://github.com/openclaw/openclaw/pull/67243) — open
- [PR #67242: plugin-sdk: add stable embeddings subpath export](https://github.com/openclaw/openclaw/pull/67242) — open

### `mraleko`

- profile: [github.com/mraleko](https://github.com/mraleko)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amraleko)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amraleko)
- repo first seen: `2026-04-08T03:48:45Z`
- repo last seen: `2026-04-18T05:19:16Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **5**
- snapshot authored PRs/issues: **5 PRs / 0 issues**
- snapshot discussion activity: **4 comments / 2 reviews / 2 review comments**
- account age: **938 days**
- recent public PR activity: **8 PRs** (0 merged / 6 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **75%**, open rate **25%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #68415: fix(ui): keep history-backed user image messages visible](https://github.com/openclaw/openclaw/pull/68415) — closed, merged
- [PR #66819: fix(cli): unwrap nested claude result json](https://github.com/openclaw/openclaw/pull/66819) — open
- [PR #64561: fix(openai): default openai-codex provider api to responses](https://github.com/openclaw/openclaw/pull/64561) — closed

### `saitama3292-onepunch`

- profile: [github.com/saitama3292-onepunch](https://github.com/saitama3292-onepunch)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asaitama3292-onepunch)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asaitama3292-onepunch)
- repo first seen: `2026-04-07T12:18:26Z`
- repo last seen: `2026-04-18T17:29:43Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **5**
- snapshot authored PRs/issues: **5 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **18 days**
- recent public PR activity: **3 PRs** (1 merged / 1 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **very new account**

Example artifacts:
- [PR #68650: fix: omit thinkingConfig for Gemini 3 Pro disabled case (fixes #62470)](https://github.com/openclaw/openclaw/pull/68650) — closed
- [PR #62836: Add Slack Block Kit support for agent messages render blocks/buttons/sections](https://github.com/openclaw/openclaw/pull/62836) — open
- [PR #62494: 在 Clawhub 加上 Rate Limit 可視性（回傳 headers/文件/顯示剩餘額度），避免「限制太兇但看不到原因」](https://github.com/openclaw/openclaw/pull/62494) — open

### `ziomancer`

- profile: [github.com/ziomancer](https://github.com/ziomancer)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aziomancer)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aziomancer)
- repo first seen: `2026-03-05T10:46:38Z`
- repo last seen: `2026-04-22T09:12:38Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **5**
- snapshot authored PRs/issues: **5 PRs / 0 issues**
- snapshot discussion activity: **31 comments / 18 reviews / 18 review comments**
- account age: **57 days**
- recent public PR activity: **7 PRs** (0 merged / 3 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **43%**, open rate **57%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; many recent closed-unmerged PRs; high open PR share; targets high-star repos**

Example artifacts:
- [PR #67446: fix(agents): detect MCP content-level errors in isToolResultError](https://github.com/openclaw/openclaw/pull/67446) — open
- [PR #66750: fix(agents): honor explicit strict-agentic execution contract for all providers](https://github.com/openclaw/openclaw/pull/66750) — closed, merged
- [PR #66722: fix(agents): honor explicit strict-agentic execution contract for all providers](https://github.com/openclaw/openclaw/pull/66722) — closed

### `hanamizuki`

- profile: [github.com/hanamizuki](https://github.com/hanamizuki)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ahanamizuki)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ahanamizuki)
- repo first seen: `2026-02-25T01:23:38Z`
- repo last seen: `2026-04-22T15:53:07Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **6**
- snapshot authored PRs/issues: **4 PRs / 2 issues**
- snapshot discussion activity: **15 comments / 15 reviews / 15 review comments**
- account age: **5481 days**
- recent public PR activity: **3 PRs** (2 merged / 0 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
- public orgs: `bhuntr`
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #70199: fix(discord): use resolveDiscordChannelParentIdSafe in voice command path](https://github.com/openclaw/openclaw/pull/70199) — closed, merged
- [PR #64734: fix(discord): raise thread title timeout and tokens to fit reasoning models](https://github.com/openclaw/openclaw/pull/64734) — open
- [PR #64172: fix(discord): raise thread title max tokens for reasoning models](https://github.com/openclaw/openclaw/pull/64172) — closed, merged
- [Issue #35220: [Bug]: Codex Responses API streaming server_error does not trigger model fallback (variant of #24378)](https://github.com/openclaw/openclaw/issues/35220) — closed
- [Issue #25951: Sandbox env sanitizer blocks skill primaryEnv vars (e.g. NOTION_API_KEY)](https://github.com/openclaw/openclaw/issues/25951) — closed

### `Joel-Claw`

- profile: [github.com/Joel-Claw](https://github.com/Joel-Claw)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AJoel-Claw)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AJoel-Claw)
- repo first seen: `2026-04-14T17:55:10Z`
- repo last seen: `2026-04-22T08:13:55Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **5**
- snapshot authored PRs/issues: **4 PRs / 1 issues**
- snapshot discussion activity: **13 comments / 28 reviews / 27 review comments**
- account age: **7 days**
- recent public PR activity: **7 PRs** (0 merged / 2 closed-unmerged / 5 open; merged rate **0%**, closed-unmerged rate **29%**, open rate **71%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars**

Example artifacts:
- [PR #67634: fix: describe images via imageModel when primary model is text-only](https://github.com/openclaw/openclaw/pull/67634) — open
- [PR #67254: fix(google): respect allowPrivateNetwork config for SSRF policy](https://github.com/openclaw/openclaw/pull/67254) — open
- [PR #66862: fix: return 1M context for Anthropic Opus/Sonnet 4 without requiring context1m flag](https://github.com/openclaw/openclaw/pull/66862) — open
- [Issue #67606: Bug: Sending photos via Telegram crashes session with ollama/glm-5.1 (text-only primary model) — provider rejects format error](https://github.com/openclaw/openclaw/issues/67606) — open

### `briandevans`

- profile: [github.com/briandevans](https://github.com/briandevans)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abriandevans)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abriandevans)
- repo first seen: `2026-04-14T01:48:32Z`
- repo last seen: `2026-04-18T05:44:59Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **8 comments / 7 reviews / 7 review comments**
- account age: **103 days**
- recent public PR activity: **18 PRs** (2 merged / 7 closed-unmerged / 9 open; merged rate **11%**, closed-unmerged rate **39%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **young account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #68418: fix(agents): unpack typed-block delta.content arrays in openai-completions stream](https://github.com/openclaw/openclaw/pull/68418) — open
- [PR #67175: fix(logging): honor logging.file in bundled gateway runtime](https://github.com/openclaw/openclaw/pull/67175) — open
- [PR #66842: fix(agents): handle OpenRouter reasoning_details in stream parser](https://github.com/openclaw/openclaw/pull/66842) — closed

### `osolmaz`

- profile: [github.com/osolmaz](https://github.com/osolmaz)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aosolmaz)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aosolmaz)
- repo first seen: `2026-02-16T18:46:02Z`
- repo last seen: `2026-04-22T07:10:05Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **36 comments / 0 reviews / 0 review comments**
- account age: **4948 days**
- recent public PR activity: **2 PRs** (2 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: `janitrai`
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #69780: docs(skills): add duplicate triage maintainer skill](https://github.com/openclaw/openclaw/pull/69780) — closed, merged
- [PR #66812: [codex] Add reusable cross-OS release checks workflow](https://github.com/openclaw/openclaw/pull/66812) — closed, merged
- [PR #66660: Move npm dist-tag operations to releases-private](https://github.com/openclaw/openclaw/pull/66660) — closed, merged

### `Ricardo-M-L`

- profile: [github.com/Ricardo-M-L](https://github.com/Ricardo-M-L)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ARicardo-M-L)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ARicardo-M-L)
- repo first seen: `2026-04-11T13:13:57Z`
- repo last seen: `2026-04-22T04:41:21Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2086 days**
- recent public PR activity: **47 PRs** (3 merged / 3 closed-unmerged / 41 open; merged rate **6%**, closed-unmerged rate **6%**, open rate **87%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **high**, automation risk **low**
- heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**

Example artifacts:
- [PR #69982: Fix document click listener leak in delete confirmation popover](https://github.com/openclaw/openclaw/pull/69982) — open
- [PR #64872: fix: convert local media paths to gateway URLs in WhatsApp reply pipeline](https://github.com/openclaw/openclaw/pull/64872) — open
- [PR #64820: fix(feishu): break circular module init causing ReferenceError on group mention](https://github.com/openclaw/openclaw/pull/64820) — open

### `samzong`

- profile: [github.com/samzong](https://github.com/samzong)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asamzong)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asamzong)
- repo first seen: `2026-03-10T13:13:25Z`
- repo last seen: `2026-04-16T17:52:03Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **18 comments / 3 reviews / 3 review comments**
- account age: **3898 days**
- recent public PR activity: **23 PRs** (19 merged / 1 closed-unmerged / 3 open; merged rate **83%**, closed-unmerged rate **4%**, open rate **13%**)
- public orgs: `DaoCloud`, `kubernetes`, `istio`, `kubernetes-sigs`, `karmada-io`, `lfapac-open-source-evangelist`, `InftyAI`, `Project-HAMi`, `d-run`
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #67572: [Feat] Gateway: offload non-image attachments on chat.send](https://github.com/openclaw/openclaw/pull/67572) — open
- [PR #66673: [Feat] Gateway: add doctor.memory.remHarness probe](https://github.com/openclaw/openclaw/pull/66673) — open
- [PR #66613: fix(gateway): fail loud on all attachment parse failures (#48123)](https://github.com/openclaw/openclaw/pull/66613) — open

### `gdibble`

- profile: [github.com/gdibble](https://github.com/gdibble)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Agdibble)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Agdibble)
- repo first seen: `2026-02-20T17:08:19Z`
- repo last seen: `2026-04-22T17:13:08Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **3 PRs / 1 issues**
- snapshot discussion activity: **15 comments / 29 reviews / 26 review comments**
- account age: **5398 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69822: feat(session-message-events) socket.drain](https://github.com/openclaw/openclaw/pull/69822) — open
- [PR #65539: feat(session-message-events) socket.drain](https://github.com/openclaw/openclaw/pull/65539) — closed
- [PR #63378: feat(websocket-heartbeats) recognize session evictions](https://github.com/openclaw/openclaw/pull/63378) — closed
- [Issue #63374: [Feature]: Symmetric Session Eviction Real-Time Realities (WebSocket Heartbeats)](https://github.com/openclaw/openclaw/issues/63374) — open

### `kakahu2015`

- profile: [github.com/kakahu2015](https://github.com/kakahu2015)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Akakahu2015)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Akakahu2015)
- repo first seen: `2026-02-26T12:42:25Z`
- repo last seen: `2026-04-16T03:18:03Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **3 PRs / 1 issues**
- snapshot discussion activity: **12 comments / 0 reviews / 0 review comments**
- account age: **3678 days**
- recent public PR activity: **4 PRs** (0 merged / 1 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **25%**, open rate **75%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #67493: feat: add offline APNs chat reply alerts](https://github.com/openclaw/openclaw/pull/67493) — open
- [PR #63800: [codex] Gateway: add offline APNs chat reply alerts](https://github.com/openclaw/openclaw/pull/63800) — open
- [PR #63697: [codex] iOS Chat: route slash commands through gateway](https://github.com/openclaw/openclaw/pull/63697) — open
- [Issue #53513: Matrix E2EE bootstrap reports crypto unavailable despite encryption enabled](https://github.com/openclaw/openclaw/issues/53513) — open

### `solomonneas`

- profile: [github.com/solomonneas](https://github.com/solomonneas)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asolomonneas)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asolomonneas)
- repo first seen: `2026-04-06T23:08:53Z`
- repo last seen: `2026-04-20T20:52:55Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **3 PRs / 1 issues**
- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
- account age: **2817 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #68774: fix(memory-core): prevent staged dream candidates from leaking into MEMORY.md](https://github.com/openclaw/openclaw/pull/68774) — open
- [PR #66295: Systemd: keep managed env in drop-in so upgrades preserve user directives](https://github.com/openclaw/openclaw/pull/66295) — closed
- [PR #62175: Media: fix PDF text extraction by setting standardFontDataUrl](https://github.com/openclaw/openclaw/pull/62175) — open
- [Issue #66248: openclaw update silently drops user-added EnvironmentFile/Environment directives when regenerating systemd unit](https://github.com/openclaw/openclaw/issues/66248) — open

### `yoanndefay`

- profile: [github.com/yoanndefay](https://github.com/yoanndefay)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ayoanndefay)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ayoanndefay)
- repo first seen: `2026-04-13T15:13:19Z`
- repo last seen: `2026-04-22T05:51:39Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **3 PRs / 1 issues**
- snapshot discussion activity: **5 comments / 11 reviews / 11 review comments**
- account age: **2166 days**
- recent public PR activity: **3 PRs** (0 merged / 2 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **67%**, open rate **33%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #67584: feat(memory-wiki): per-org vaults via ctx-aware vault.path templating](https://github.com/openclaw/openclaw/pull/67584) — open
- [PR #66149: feat(memory-wiki): add ctx-aware templating for vault.path](https://github.com/openclaw/openclaw/pull/66149) — open, draft
- [PR #66134: refactor(memory-wiki): use factory registration for wiki_apply/status/lint](https://github.com/openclaw/openclaw/pull/66134) — open
- [Issue #66003: memory-wiki: per-agent vault path isolation for multi-tenant deployments](https://github.com/openclaw/openclaw/issues/66003) — open

### `evandance`

- profile: [github.com/evandance](https://github.com/evandance)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aevandance)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aevandance)
- repo first seen: `2026-04-09T11:38:41Z`
- repo last seen: `2026-04-18T10:42:56Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 6 reviews / 6 review comments**
- account age: **1220 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68514: fix(feishu): preserve URL boundaries in post markdown messages](https://github.com/openclaw/openclaw/pull/68514) — open
- [PR #63835: feat(feishu): standardize request UA and register bot as AI agent](https://github.com/openclaw/openclaw/pull/63835) — closed, merged
- [PR #63715: feat(feishu): support lark-cli integration with UA tracking, security warning, and probe switch](https://github.com/openclaw/openclaw/pull/63715) — closed

### `FroeMic`

- profile: [github.com/FroeMic](https://github.com/FroeMic)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AFroeMic)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AFroeMic)
- repo first seen: `2026-04-10T07:57:00Z`
- repo last seen: `2026-04-22T16:58:10Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
- account age: **3839 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70275: Fix Slack HTTP route registry dispatch](https://github.com/openclaw/openclaw/pull/70275) — closed, merged
- [PR #65586: [codex] Plugin SDK: add reply activity callbacks for channel plugins](https://github.com/openclaw/openclaw/pull/65586) — closed, draft
- [PR #64184: fix(slack): propagate file IDs through media pipeline to agent context](https://github.com/openclaw/openclaw/pull/64184) — open

### `IVY-AI-gif`

- profile: [github.com/IVY-AI-gif](https://github.com/IVY-AI-gif)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AIVY-AI-gif)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AIVY-AI-gif)
- repo first seen: `2026-03-22T16:01:04Z`
- repo last seen: `2026-04-19T17:34:20Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **13 comments / 10 reviews / 10 review comments**
- account age: **2223 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68159: fix(discord): prevent Identify silent-drop race in gateway startup](https://github.com/openclaw/openclaw/pull/68159) — open
- [PR #53039: fix(discord): prevent Identify silent-drop race in gateway startup](https://github.com/openclaw/openclaw/pull/53039) — closed
- [PR #52349: fix(usage): improve MiniMax coding-plan usage parsing for model_remains array](https://github.com/openclaw/openclaw/pull/52349) — closed, merged

### `nathandrewes`

- profile: [github.com/nathandrewes](https://github.com/nathandrewes)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Anathandrewes)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Anathandrewes)
- repo first seen: `2026-03-24T05:55:30Z`
- repo last seen: `2026-04-20T16:00:29Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **32 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69385: Extensions: add aj-router plugin for classifier-driven model selection](https://github.com/openclaw/openclaw/pull/69385) — open
- [PR #53459: fix(config): replace hardcoded API keys with env var substitution](https://github.com/openclaw/openclaw/pull/53459) — open
- [PR #53436: ci: add AI PR review, autofix, coverage, dead-code, and bundle-size workflows](https://github.com/openclaw/openclaw/pull/53436) — open

### `serkonyc`

- profile: [github.com/serkonyc](https://github.com/serkonyc)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aserkonyc)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aserkonyc)
- repo first seen: `2026-04-12T11:37:04Z`
- repo last seen: `2026-04-22T23:52:16Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 7 reviews / 7 review comments**
- account age: **4513 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69853: fix: keep isolated heartbeats on configured base session](https://github.com/openclaw/openclaw/pull/69853) — open
- [PR #65845: fix: auto-approve local metadata pairing upgrades](https://github.com/openclaw/openclaw/pull/65845) — open
- [PR #65320: fix: harden dreaming narrative session cleanup](https://github.com/openclaw/openclaw/pull/65320) — closed, merged

### `sqsge`

- profile: [github.com/sqsge](https://github.com/sqsge)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asqsge)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asqsge)
- repo first seen: `2026-04-13T14:48:07Z`
- repo last seen: `2026-04-20T16:09:16Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **6 comments / 2 reviews / 2 review comments**
- account age: **1979 days**
- recent public PR activity: **11 PRs** (1 merged / 2 closed-unmerged / 8 open; merged rate **9%**, closed-unmerged rate **18%**, open rate **73%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68589: fix(cli): skip sessions warmup for non-TTY output](https://github.com/openclaw/openclaw/pull/68589) — open
- [PR #66018: fix(ci): resolve existing tsgo type errors](https://github.com/openclaw/openclaw/pull/66018) — closed
- [PR #65992: fix(memory-wiki): prevent ingested source page collisions](https://github.com/openclaw/openclaw/pull/65992) — open

### `xialonglee`

- profile: [github.com/xialonglee](https://github.com/xialonglee)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Axialonglee)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Axialonglee)
- repo first seen: `2026-01-31T09:47:45Z`
- repo last seen: `2026-04-21T12:43:15Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **43 comments / 1 reviews / 1 review comments**
- account age: **3467 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69288: fix(agents): strip antml thinking tags in streaming](https://github.com/openclaw/openclaw/pull/69288) — open
- [PR #37574: perf(ui): avoid per-event array allocation in eventLogBuffer](https://github.com/openclaw/openclaw/pull/37574) — open
- [PR #34244: fix(doctor): iterate all channel accounts in security warnings](https://github.com/openclaw/openclaw/pull/34244) — closed

### `OpenCodeEngineer`

- profile: [github.com/OpenCodeEngineer](https://github.com/OpenCodeEngineer)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AOpenCodeEngineer)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AOpenCodeEngineer)
- repo first seen: `2026-04-11T01:14:43Z`
- repo last seen: `2026-04-18T02:33:31Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **11**
- snapshot authored PRs/issues: **2 PRs / 9 issues**
- snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
- account age: **61 days**
- recent public PR activity: **2 PRs** (2 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **very new account; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #68370: Web UI: constrain chat thread and input to 920px max-width](https://github.com/openclaw/openclaw/pull/68370) — closed
- [PR #65254: fix(agents): classify unknown-no-details Responses failures as unknown for failover](https://github.com/openclaw/openclaw/pull/65254) — open
- [Issue #68369: Web UI: new chat window stretches full width (regression)](https://github.com/openclaw/openclaw/issues/68369) — open
- [Issue #65245: azure-responses/gpt-5.3-codex frequently returns terminal "Unknown error (no error details in response)" (Telegram + non-Telegram runs)](https://github.com/openclaw/openclaw/issues/65245) — open
- [Issue #64999: Fix orphaned reasoning items when replaying mixed-provider history to Responses API](https://github.com/openclaw/openclaw/issues/64999) — open

### `perlowja`

- profile: [github.com/perlowja](https://github.com/perlowja)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aperlowja)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aperlowja)
- repo first seen: `2026-04-02T20:34:32Z`
- repo last seen: `2026-04-22T15:21:12Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **7**
- snapshot authored PRs/issues: **2 PRs / 5 issues**
- snapshot discussion activity: **10 comments / 0 reviews / 0 review comments**
- account age: **777 days**
- recent public PR activity: **9 PRs** (2 merged / 2 closed-unmerged / 5 open; merged rate **22%**, closed-unmerged rate **22%**, open rate **56%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #70224: fix(gateway): allow silent metadata-upgrade pairing for loopback CLI clients](https://github.com/openclaw/openclaw/pull/70224) — closed, merged
- [PR #66652: feat(tools): add model_spawn tool — live session model switch and parallel ephemeral spawns](https://github.com/openclaw/openclaw/pull/66652) — open
- [Issue #67367: zeroclaw v0.6.9: Four blocking issues for Python-based agentic skills (native runtime, PYTHONPATH, prompt injection, sandbox defaults)](https://github.com/openclaw/openclaw/issues/67367) — open
- [Issue #67348: feat(agent): add --model flag to openclaw agent for per-invocation model selection](https://github.com/openclaw/openclaw/issues/67348) — closed
- [Issue #67180: bug(web-ui): streaming markdown flickers — full DOM replacement on every token via unsafeHTML](https://github.com/openclaw/openclaw/issues/67180) — closed

### `garnetlyx`

- profile: [github.com/garnetlyx](https://github.com/garnetlyx)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Agarnetlyx)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Agarnetlyx)
- repo first seen: `2026-02-07T09:54:36Z`
- repo last seen: `2026-04-22T07:48:40Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **5**
- snapshot authored PRs/issues: **2 PRs / 3 issues**
- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
- account age: **3990 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70056: fix(gateway): clean up store and set running=false on stop timeout](https://github.com/openclaw/openclaw/pull/70056) — open
- [PR #65561: fix(runtime): add missing tsdown entries for lazy runtime modules](https://github.com/openclaw/openclaw/pull/65561) — open
- [Issue #70024: Bug: channel stop timeout leaves channel permanently dead — running: true with stale store entries](https://github.com/openclaw/openclaw/issues/70024) — open
- [Issue #65548: Bug: Telegram/Discord incoming message processing crash after commit 74f31241ed](https://github.com/openclaw/openclaw/issues/65548) — open
- [Issue #32850: fix(telegram): missing setStatus integration prevents health monitoring](https://github.com/openclaw/openclaw/issues/32850) — closed

### `leaderlemon`

- profile: [github.com/leaderlemon](https://github.com/leaderlemon)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aleaderlemon)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aleaderlemon)
- repo first seen: `2026-04-13T09:58:26Z`
- repo last seen: `2026-04-16T18:16:52Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **5**
- snapshot authored PRs/issues: **2 PRs / 3 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **1559 days**
- recent public PR activity: **3 PRs** (1 merged / 1 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #67768: fix(webchat): trust Qwen vision models when not found in catalog](https://github.com/openclaw/openclaw/pull/67768) — open
- [PR #67066: fix(dreaming): use ingestion date for dayBucket instead of file date](https://github.com/openclaw/openclaw/pull/67066) — closed
- [Issue #67759: WebChat image recognition fails when using coding.dashscope base URL for Qwen models](https://github.com/openclaw/openclaw/issues/67759) — open
- [Issue #67061: Dreaming: dayBucket uses file date instead of ingestion date, preventing dailyCount from growing and blocking short-term promotion](https://github.com/openclaw/openclaw/issues/67061) — closed
- [Issue #65846: [Bug]: Agent process does not exit after task completion when used via CLI](https://github.com/openclaw/openclaw/issues/65846) — open

### `RedParrotBerkeley`

- profile: [github.com/RedParrotBerkeley](https://github.com/RedParrotBerkeley)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ARedParrotBerkeley)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ARedParrotBerkeley)
- repo first seen: `2026-04-10T16:29:40Z`
- repo last seen: `2026-04-17T17:22:57Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **5**
- snapshot authored PRs/issues: **2 PRs / 3 issues**
- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
- account age: **1107 days**
- recent public PR activity: **7 PRs** (4 merged / 1 closed-unmerged / 2 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #68217: Harden localized docs link scheme checks](https://github.com/openclaw/openclaw/pull/68217) — open
- [PR #65065: Add missing message channel admin subcommands](https://github.com/openclaw/openclaw/pull/65065) — open
- [Issue #66927: Feature: deterministic handoff from user-invocable skills to plugin tools](https://github.com/openclaw/openclaw/issues/66927) — open
- [Issue #64929: Browser tool is unexpectedly slow in local managed Brave mode due to per-action CDP attach/discovery overhead](https://github.com/openclaw/openclaw/issues/64929) — open
- [Issue #64402: Discord provider advertises channel/thread create actions, but agent runtime lacks a documented/invokable path](https://github.com/openclaw/openclaw/issues/64402) — open

### `prasad-yashdeep`

- profile: [github.com/prasad-yashdeep](https://github.com/prasad-yashdeep)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aprasad-yashdeep)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aprasad-yashdeep)
- repo first seen: `2026-02-14T05:08:39Z`
- repo last seen: `2026-04-22T13:24:52Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **2 PRs / 2 issues**
- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
- account age: **2711 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: `Active-Learning-and-Teaching`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70185: fix(wiki): register memory publicArtifacts in CLI-metadata mode](https://github.com/openclaw/openclaw/pull/70185) — open
- [PR #59170: feat: per-agent session visibility and agentToAgent scoping](https://github.com/openclaw/openclaw/pull/59170) — open
- [Issue #70181: CLI `wiki bridge import` returns 0 artifacts while runtime bridge works correctly](https://github.com/openclaw/openclaw/issues/70181) — open
- [Issue #59149: Feature Request: Per-agent agentToAgent and session visibility scoping](https://github.com/openclaw/openclaw/issues/59149) — open

### `acwilan`

- profile: [github.com/acwilan](https://github.com/acwilan)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aacwilan)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aacwilan)
- repo first seen: `2026-04-14T01:21:33Z`
- repo last seen: `2026-04-17T23:44:10Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **2 PRs / 1 issues**
- snapshot discussion activity: **2 comments / 2 reviews / 2 review comments**
- account age: **5769 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #68331: feat: per-agent TTS and STT config overrides [AI-assisted]](https://github.com/openclaw/openclaw/pull/68331) — open
- [PR #66331: Agents: add per-agent TTS and STT overrides](https://github.com/openclaw/openclaw/pull/66331) — open
- [Issue #66252: [Feature]: Per-Agent TTS/STT Configuration Overrides for Multi-Language Support](https://github.com/openclaw/openclaw/issues/66252) — open

### `aliyevaladddin`

- profile: [github.com/aliyevaladddin](https://github.com/aliyevaladddin)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aaliyevaladddin)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aaliyevaladddin)
- repo first seen: `2026-04-15T01:10:25Z`
- repo last seen: `2026-04-22T16:25:27Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **2 PRs / 1 issues**
- snapshot discussion activity: **3 comments / 1 reviews / 0 review comments**
- account age: **333 days**
- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos**

Example artifacts:
- [PR #70206:  Pull Request: OpenClaw Stabilization & Production Hardening](https://github.com/openclaw/openclaw/pull/70206) — closed
- [PR #66898: Pull Request: Windows Native Wrapper & Hardened Installer 🛡️🦞](https://github.com/openclaw/openclaw/pull/66898) — closed
- [Issue #69823: [Feature]: [RFC] Native Windows Companion App for OpenClaw Ecosystem](https://github.com/openclaw/openclaw/issues/69823) — open

### `amzzzzzzz`

- profile: [github.com/amzzzzzzz](https://github.com/amzzzzzzz)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aamzzzzzzz)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aamzzzzzzz)
- repo first seen: `2026-02-12T03:22:43Z`
- repo last seen: `2026-04-18T21:59:01Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **2 PRs / 1 issues**
- snapshot discussion activity: **15 comments / 1 reviews / 1 review comments**
- account age: **850 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68701: fix: strip invalid webchat delivery recipients](https://github.com/openclaw/openclaw/pull/68701) — open
- [PR #53260: feat(diagnostics): add tool.call and tool.result events](https://github.com/openclaw/openclaw/pull/53260) — open
- [Issue #32990: BlueBubbles (webhook channel) incorrectly triggers stale-socket health monitor restart during quiet periods](https://github.com/openclaw/openclaw/issues/32990) — closed

### `dashhuang`

- profile: [github.com/dashhuang](https://github.com/dashhuang)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Adashhuang)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Adashhuang)
- repo first seen: `2026-03-01T06:25:56Z`
- repo last seen: `2026-04-22T07:35:25Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **2 PRs / 1 issues**
- snapshot discussion activity: **13 comments / 1 reviews / 1 review comments**
- account age: **1155 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70051: [codex] suppress heartbeat-isolated exec self-wake loop](https://github.com/openclaw/openclaw/pull/70051) — open, draft
- [PR #63696: fix(agents): suppress duplicate user persistence on fallback retries](https://github.com/openclaw/openclaw/pull/63696) — open
- [Issue #30374: Model failover never triggers for AWS Bedrock (aws-sdk auth) on rate limit](https://github.com/openclaw/openclaw/issues/30374) — closed

### `HongzhuLiu`

- profile: [github.com/HongzhuLiu](https://github.com/HongzhuLiu)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AHongzhuLiu)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AHongzhuLiu)
- repo first seen: `2026-04-14T09:36:49Z`
- repo last seen: `2026-04-17T08:08:44Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **2 PRs / 1 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **4135 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #68041: fix: load all plugins for wiki/memory CLI + preserve memory capability during snapshot loads](https://github.com/openclaw/openclaw/pull/68041) — open
- [PR #66473: fix: don't classify 400/422 with no body as format error](https://github.com/openclaw/openclaw/pull/66473) — closed
- [Issue #66462: Embedded Pi agent enters compaction loop on repeated 400 errors with no response body (openai-completions API)](https://github.com/openclaw/openclaw/issues/66462) — open

### `Ivan-Fn`

- profile: [github.com/Ivan-Fn](https://github.com/Ivan-Fn)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AIvan-Fn)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AIvan-Fn)
- repo first seen: `2026-03-24T19:08:31Z`
- repo last seen: `2026-04-22T18:59:09Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **2 PRs / 1 issues**
- snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
- account age: **5249 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70153: fix(auto-reply): persist CLI turn transcript after successful reply](https://github.com/openclaw/openclaw/pull/70153) — open
- [PR #65028: fix: classify "No conversation found" as session_expired](https://github.com/openclaw/openclaw/pull/65028) — open
- [Issue #53906: [Bug]: Rate limit cooldown cascade blocks all recovery — model switch, fallback, and restart all fail](https://github.com/openclaw/openclaw/issues/53906) — open

### `jaredar1232`

- profile: [github.com/jaredar1232](https://github.com/jaredar1232)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajaredar1232)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajaredar1232)
- repo first seen: `2026-04-10T18:25:32Z`
- repo last seen: `2026-04-21T20:28:50Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **2 PRs / 1 issues**
- snapshot discussion activity: **21 comments / 8 reviews / 8 review comments**
- account age: **2329 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69201: fix(spawn): propagate parent deliveryContext to sessions_spawn children](https://github.com/openclaw/openclaw/pull/69201) — open
- [PR #64657: Slack: route subagent completion messages to originating thread](https://github.com/openclaw/openclaw/pull/64657) — open
- [Issue #64454: [Bug]: Slack extension: subagent completion messages bypass thread routing (missing subagent_delivery_target hook)](https://github.com/openclaw/openclaw/issues/64454) — open

### `maxramsay`

- profile: [github.com/maxramsay](https://github.com/maxramsay)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amaxramsay)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amaxramsay)
- repo first seen: `2026-04-02T23:44:07Z`
- repo last seen: `2026-04-21T23:12:50Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **2 PRs / 1 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **5555 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69857: Ollama: gate synthetic auth on local baseUrl classification (realigns #59954)](https://github.com/openclaw/openclaw/pull/69857) — open
- [PR #59954: Ollama: fix Cloud auth by distinguishing remote from local providers](https://github.com/openclaw/openclaw/pull/59954) — closed
- [Issue #69855: Session-level provider caching bypasses declared model chain after any fallback success (silent provider drift)](https://github.com/openclaw/openclaw/issues/69855) — closed

### `Pearcekieser`

- profile: [github.com/Pearcekieser](https://github.com/Pearcekieser)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3APearcekieser)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3APearcekieser)
- repo first seen: `2026-04-11T00:45:04Z`
- repo last seen: `2026-04-17T03:25:29Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **2 PRs / 1 issues**
- snapshot discussion activity: **2 comments / 1 reviews / 0 review comments**
- account age: **4652 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #67506: test: avoid hanging boundary+tooling shard](https://github.com/openclaw/openclaw/pull/67506) — open
- [PR #64558: fix(browser): repair isolated download seam](https://github.com/openclaw/openclaw/pull/64558) — open
- [Issue #67507: CI node shard can hang after boundary+tooling combined project run](https://github.com/openclaw/openclaw/issues/67507) — open

### `phenomenoner`

- profile: [github.com/phenomenoner](https://github.com/phenomenoner)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aphenomenoner)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aphenomenoner)
- repo first seen: `2026-02-07T09:43:23Z`
- repo last seen: `2026-04-21T07:38:28Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **2 PRs / 1 issues**
- snapshot discussion activity: **16 comments / 0 reviews / 0 review comments**
- account age: **1856 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #69627: feat: harden embedded runner lifecycle seam](https://github.com/openclaw/openclaw/pull/69627) — open
- [PR #66490: security: harden external content marker sanitization](https://github.com/openclaw/openclaw/pull/66490) — closed
- [Issue #23317: Timeout-driven auth rotation/cooldown on timeouts causes premature provider fallback (proposal: retry/backoff same profile)](https://github.com/openclaw/openclaw/issues/23317) — closed

### `ScientificProgrammer`

- profile: [github.com/ScientificProgrammer](https://github.com/ScientificProgrammer)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AScientificProgrammer)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AScientificProgrammer)
- repo first seen: `2026-04-10T22:44:57Z`
- repo last seen: `2026-04-20T05:35:24Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **2 PRs / 1 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **4728 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68614: fix(googlechat): add timeout and fallback for deferred responses](https://github.com/openclaw/openclaw/pull/68614) — open
- [PR #67328: fix(config): resolve "Unsupported schema node" for meta.lastTouchedAt](https://github.com/openclaw/openclaw/pull/67328) — open
- [Issue #64522: CLI initialization crashes in production due to hardcoded QA scenario dependency](https://github.com/openclaw/openclaw/issues/64522) — open

### `scotthuang`

- profile: [github.com/scotthuang](https://github.com/scotthuang)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ascotthuang)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ascotthuang)
- repo first seen: `2026-03-01T03:31:44Z`
- repo last seen: `2026-04-22T18:59:05Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **2 PRs / 1 issues**
- snapshot discussion activity: **13 comments / 4 reviews / 4 review comments**
- account age: **5107 days**
- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #69817: fix(agents): skip sessions_send A2A flow for parent-owned ACP children](https://github.com/openclaw/openclaw/pull/69817) — closed, merged
- [PR #66997: fix(ui): skip chat history reload during active sends to prevent mess…](https://github.com/openclaw/openclaw/pull/66997) — closed, merged
- [Issue #70309: [Feature]: Add MCP service connectivity status panel in Control UI](https://github.com/openclaw/openclaw/issues/70309) — open

### `Thatgfsj`

- profile: [github.com/Thatgfsj](https://github.com/Thatgfsj)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AThatgfsj)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AThatgfsj)
- repo first seen: `2026-03-24T11:53:29Z`
- repo last seen: `2026-04-21T17:35:17Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **2 PRs / 1 issues**
- snapshot discussion activity: **3 comments / 2 reviews / 2 review comments**
- account age: **683 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69056: fix(gateway): handle SIGUSR1 gracefully on Windows](https://github.com/openclaw/openclaw/pull/69056) — open
- [PR #53651: fix(webchat): restore chat history, queue, and draft on page refresh](https://github.com/openclaw/openclaw/pull/53651) — open
- [Issue #69057: gateway restart fails on Windows with ERR_UNKNOWN_SIGNAL (SIGUSR1)](https://github.com/openclaw/openclaw/issues/69057) — open

### `yidianyiko`

- profile: [github.com/yidianyiko](https://github.com/yidianyiko)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ayidianyiko)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ayidianyiko)
- repo first seen: `2026-04-14T04:16:32Z`
- repo last seen: `2026-04-22T08:38:20Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **2 PRs / 1 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **3875 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70073: fix(plugins): use module path for bundled jiti loads](https://github.com/openclaw/openclaw/pull/70073) — open
- [PR #66337: fix(gateway): use provider runtime hooks in startup warmup](https://github.com/openclaw/openclaw/pull/66337) — open
- [Issue #69783: [Bug]: Bun global install hangs in openclaw infer image providers while loading bundled image providers](https://github.com/openclaw/openclaw/issues/69783) — open

### `acinader`

- profile: [github.com/acinader](https://github.com/acinader)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aacinader)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aacinader)
- repo first seen: `2026-04-10T14:12:10Z`
- repo last seen: `2026-04-18T05:34:31Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 6 reviews / 6 review comments**
- account age: **5497 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: `parse-server-modules`, `HamlinSchool`, `SugarCapital`
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68417: fix(exec-approvals): allow ~/.openclaw symlink when OPENCLAW_STATE_DIR is set](https://github.com/openclaw/openclaw/pull/68417) — open
- [PR #64344: fix(secrets): distinguish ${ENV_VAR} from plaintext in audit](https://github.com/openclaw/openclaw/pull/64344) — open

### `afurm`

- profile: [github.com/afurm](https://github.com/afurm)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aafurm)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aafurm)
- repo first seen: `2026-02-24T14:40:28Z`
- repo last seen: `2026-04-18T05:51:13Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **10 comments / 0 reviews / 0 review comments**
- account age: **4479 days**
- recent public PR activity: **12 PRs** (1 merged / 4 closed-unmerged / 7 open; merged rate **8%**, closed-unmerged rate **33%**, open rate **58%**)
- public orgs: `ruby`, `near-ndc`
- compact scores: follow-through **weak**, breadth **high**, automation risk **low**
- heuristic read: **broad repo spread; high open PR share; targets high-star repos**

Example artifacts:
- [PR #68424: fix(web-search): restore SecretRef runtime compatibility for bundled providers](https://github.com/openclaw/openclaw/pull/68424) — closed, merged
- [PR #27818: Media: sanitize Content-Disposition filenames from remote fetches](https://github.com/openclaw/openclaw/pull/27818) — closed

### `Bluetegu`

- profile: [github.com/Bluetegu](https://github.com/Bluetegu)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ABluetegu)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ABluetegu)
- repo first seen: `2026-03-08T22:59:51Z`
- repo last seen: `2026-04-22T23:06:03Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
- account age: **5155 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #70381: fix(whatsapp): setting systemPrompt to "" suppresses the wildcard prompt](https://github.com/openclaw/openclaw/pull/70381) — open
- [PR #59553: WhatsApp: add group and direct system prompt support](https://github.com/openclaw/openclaw/pull/59553) — closed, merged

### `ghost`

- profile: [github.com/ghost](https://github.com/ghost)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aghost)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aghost)
- repo first seen: `2026-01-02T03:42:44Z`
- repo last seen: `2026-04-21T19:49:01Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **59 comments / 0 reviews / 0 review comments**
- account age: **6552 days**
- recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
- public orgs: none visible
- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
- heuristic read: **no visible non-self stars**

Example artifacts:
- [PR #69826: fix(gateway): don't restart for plugins.installs.*.{resolvedAt,installedAt} metadata writes](https://github.com/openclaw/openclaw/pull/69826) — closed
- [PR #85: feat: add gateway password auth support and fix Swift 6.2 concurrency](https://github.com/openclaw/openclaw/pull/85) — closed, merged

### `HowdyDooToYou`

- profile: [github.com/HowdyDooToYou](https://github.com/HowdyDooToYou)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AHowdyDooToYou)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AHowdyDooToYou)
- repo first seen: `2026-04-02T13:08:42Z`
- repo last seen: `2026-04-19T17:09:43Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **287 days**
- recent public PR activity: **3 PRs** (1 merged / 1 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **young account; no visible non-self stars**

Example artifacts:
- [PR #69029: fix: resolve model alias P1/P2 review feedback](https://github.com/openclaw/openclaw/pull/69029) — open
- [PR #59681: fix(agents): resolve model aliases in sessions_spawn](https://github.com/openclaw/openclaw/pull/59681) — open

### `hugh-agent`

- profile: [github.com/hugh-agent](https://github.com/hugh-agent)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ahugh-agent)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ahugh-agent)
- repo first seen: `2026-03-12T15:51:39Z`
- repo last seen: `2026-04-22T00:23:10Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **11 comments / 0 reviews / 0 review comments**
- account age: **48 days**
- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69757: Fix Telegram reply mode by chat type](https://github.com/openclaw/openclaw/pull/69757) — open
- [PR #45166: feat(telegram): add replyToModeByChatType](https://github.com/openclaw/openclaw/pull/45166) — closed

### `jason-allen-oneal`

- profile: [github.com/jason-allen-oneal](https://github.com/jason-allen-oneal)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajason-allen-oneal)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajason-allen-oneal)
- repo first seen: `2026-04-08T00:48:46Z`
- repo last seen: `2026-04-22T20:01:38Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **4281 days**
- recent public PR activity: **23 PRs** (11 merged / 3 closed-unmerged / 9 open; merged rate **48%**, closed-unmerged rate **13%**, open rate **39%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #70326: fix: skip bundled plugin load failures in status flows](https://github.com/openclaw/openclaw/pull/70326) — open
- [PR #62785: fix(openai): handle legacy reasoning.effort=none for GPT-5 Responses](https://github.com/openclaw/openclaw/pull/62785) — closed

### `jasonxargs-boop`

- profile: [github.com/jasonxargs-boop](https://github.com/jasonxargs-boop)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajasonxargs-boop)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajasonxargs-boop)
- repo first seen: `2026-04-11T07:57:11Z`
- repo last seen: `2026-04-16T06:29:56Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **48 days**
- recent public PR activity: **2 PRs** (1 merged / 1 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #67558: fix(memory-core): filter non-markdown events in directory watcher on macOS/Node 25](https://github.com/openclaw/openclaw/pull/67558) — closed
- [PR #64711: fix(memory-core): fix macOS chokidar glob issue by watching memory dir directly](https://github.com/openclaw/openclaw/pull/64711) — closed, merged

### `javierdici`

- profile: [github.com/javierdici](https://github.com/javierdici)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajavierdici)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajavierdici)
- repo first seen: `2026-04-13T03:33:17Z`
- repo last seen: `2026-04-19T06:57:08Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1088 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #68850: fix(ui): clean synthetic session selector labels](https://github.com/openclaw/openclaw/pull/68850) — open
- [PR #65689: Render provider errors in chat history](https://github.com/openclaw/openclaw/pull/65689) — open

### `jdc4429`

- profile: [github.com/jdc4429](https://github.com/jdc4429)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajdc4429)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajdc4429)
- repo first seen: `2026-04-12T20:57:07Z`
- repo last seen: `2026-04-19T03:46:12Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 82 reviews / 82 review comments**
- account age: **3611 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68808: Jdc4429 custom build](https://github.com/openclaw/openclaw/pull/68808) — open
- [PR #65554: Jdc4429 media support v2 - Updated to work with latest version 2026.4.11](https://github.com/openclaw/openclaw/pull/65554) — open

### `jiazhizhuo`

- profile: [github.com/jiazhizhuo](https://github.com/jiazhizhuo)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajiazhizhuo)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajiazhizhuo)
- repo first seen: `2026-03-18T02:15:19Z`
- repo last seen: `2026-04-17T09:33:58Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **5 comments / 1 reviews / 0 review comments**
- account age: **3801 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68061: feat(webchat): add mermaid diagram support](https://github.com/openclaw/openclaw/pull/68061) — open
- [PR #62852: feat(webchat): add mermaid diagram support](https://github.com/openclaw/openclaw/pull/62852) — closed

### `joeia26`

- profile: [github.com/joeia26](https://github.com/joeia26)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajoeia26)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajoeia26)
- repo first seen: `2026-04-09T09:49:43Z`
- repo last seen: `2026-04-18T15:32:23Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **10 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #68617: fix(acp): keep /acp commands local in bound sessions](https://github.com/openclaw/openclaw/pull/68617) — open
- [PR #63672: fix(cron): honor explicit channel/to/accountId for isolated delivery](https://github.com/openclaw/openclaw/pull/63672) — closed

### `josmithiii`

- profile: [github.com/josmithiii](https://github.com/josmithiii)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajosmithiii)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajosmithiii)
- repo first seen: `2026-04-14T06:34:16Z`
- repo last seen: `2026-04-18T14:44:00Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **4984 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #68607: fix(google): strip thinkingBudget=0 for gemini-2.5-pro thinking-required model](https://github.com/openclaw/openclaw/pull/68607) — closed, merged
- [PR #66384: fix(google): strip thinkingBudget=0 for gemini-2.5-pro thinking-required model](https://github.com/openclaw/openclaw/pull/66384) — closed

### `kvnkho`

- profile: [github.com/kvnkho](https://github.com/kvnkho)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Akvnkho)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Akvnkho)
- repo first seen: `2026-04-13T21:57:52Z`
- repo last seen: `2026-04-17T23:04:43Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
- account age: **3116 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: `orlmlds`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68322: fix(kilocode): send auth header in model discovery to include BYOK models](https://github.com/openclaw/openclaw/pull/68322) — open
- [PR #66175: fix(kilocode): send auth header in model discovery to include BYOK models](https://github.com/openclaw/openclaw/pull/66175) — closed

### `lazyeo`

- profile: [github.com/lazyeo](https://github.com/lazyeo)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Alazyeo)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Alazyeo)
- repo first seen: `2026-03-12T12:42:29Z`
- repo last seen: `2026-04-22T03:06:19Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **4795 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69684: fix(slack): ignore edit/delete system events for AI re-trigger](https://github.com/openclaw/openclaw/pull/69684) — open
- [PR #44043: fix(slack): ignore edit/delete events for AI re-trigger](https://github.com/openclaw/openclaw/pull/44043) — closed

### `leochame`

- profile: [github.com/leochame](https://github.com/leochame)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aleochame)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aleochame)
- repo first seen: `2026-04-13T03:41:33Z`
- repo last seen: `2026-04-16T09:43:39Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 2 reviews / 1 review comments**
- account age: **495 days**
- recent public PR activity: **4 PRs** (1 merged / 0 closed-unmerged / 3 open; merged rate **25%**, closed-unmerged rate **0%**, open rate **75%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #67601: fix(memory-core): stop dreaming from promoting transport metadata](https://github.com/openclaw/openclaw/pull/67601) — open
- [PR #65692: tool result microcompress](https://github.com/openclaw/openclaw/pull/65692) — open

### `Lutz2015`

- profile: [github.com/Lutz2015](https://github.com/Lutz2015)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ALutz2015)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ALutz2015)
- repo first seen: `2026-04-10T05:26:49Z`
- repo last seen: `2026-04-16T09:30:13Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 2 reviews / 1 review comments**
- account age: **3824 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #67604: fix(openclaw): reclaim idle cron parent sessions after completed runs](https://github.com/openclaw/openclaw/pull/67604) — open
- [PR #64110: feat: Deleting scheduled tasks also clears tasks in the queue.](https://github.com/openclaw/openclaw/pull/64110) — open

### `m0x14o`

- profile: [github.com/m0x14o](https://github.com/m0x14o)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Am0x14o)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Am0x14o)
- repo first seen: `2026-04-13T06:58:44Z`
- repo last seen: `2026-04-18T03:05:16Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3930 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68377: fix(daemon): preserve launchd proxy env on reinstall](https://github.com/openclaw/openclaw/pull/68377) — open
- [PR #65770: feat: persist subagent announce source run IDs](https://github.com/openclaw/openclaw/pull/65770) — open

### `maor-eini`

- profile: [github.com/maor-eini](https://github.com/maor-eini)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amaor-eini)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amaor-eini)
- repo first seen: `2026-04-15T11:08:41Z`
- repo last seen: `2026-04-19T18:22:08Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **5212 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #69052: fix(whatsapp): harden auth restore and clean inbound prompts](https://github.com/openclaw/openclaw/pull/69052) — closed, draft
- [PR #67138: Support paired-channel default message targets](https://github.com/openclaw/openclaw/pull/67138) — closed

### `notamicrodose`

- profile: [github.com/notamicrodose](https://github.com/notamicrodose)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Anotamicrodose)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Anotamicrodose)
- repo first seen: `2026-04-14T06:48:41Z`
- repo last seen: `2026-04-16T13:19:53Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **5 comments / 2 reviews / 2 review comments**
- account age: **1835 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #67668: feat(openrouter): add image generation provider](https://github.com/openclaw/openclaw/pull/67668) — open
- [PR #67245: fix(docs): correct imageGenerationModel → imageModel in config examples](https://github.com/openclaw/openclaw/pull/67245) — closed

### `pandego`

- profile: [github.com/pandego](https://github.com/pandego)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Apandego)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Apandego)
- repo first seen: `2026-02-20T21:19:18Z`
- repo last seen: `2026-04-20T07:05:52Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **69 comments / 4 reviews / 4 review comments**
- account age: **4334 days**
- recent public PR activity: **9 PRs** (2 merged / 0 closed-unmerged / 7 open; merged rate **22%**, closed-unmerged rate **0%**, open rate **78%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share**

Example artifacts:
- [PR #68641: Fix Control UI image history rendering](https://github.com/openclaw/openclaw/pull/68641) — open
- [PR #65460: perf(cli): lazy-load browser help subcommands](https://github.com/openclaw/openclaw/pull/65460) — open

### `srinivaspavan9`

- profile: [github.com/srinivaspavan9](https://github.com/srinivaspavan9)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asrinivaspavan9)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asrinivaspavan9)
- repo first seen: `2026-04-11T16:02:12Z`
- repo last seen: `2026-04-22T02:04:02Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **9 comments / 3 reviews / 3 review comments**
- account age: **3036 days**
- recent public PR activity: **3 PRs** (1 merged / 1 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #69366: fix(ui): hide async exec system events and heartbeat acks from chat transcript](https://github.com/openclaw/openclaw/pull/69366) — open
- [PR #65638: fix(cron): preserve all fields in announce delivery by removing summarization instruction](https://github.com/openclaw/openclaw/pull/65638) — open

### `thewilloftheshadow`

- profile: [github.com/thewilloftheshadow](https://github.com/thewilloftheshadow)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Athewilloftheshadow)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Athewilloftheshadow)
- repo first seen: `2025-12-17T05:45:19Z`
- repo last seen: `2026-04-21T16:51:34Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **767 comments / 0 reviews / 0 review comments**
- account age: **3014 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: `DiscordSRV`, `groupme-js`, `buape`, `jt99network`, `trackedout`, `openclaw`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69611: feat(channels): stream tool progress into preview edits](https://github.com/openclaw/openclaw/pull/69611) — closed, merged
- [PR #65205: feat(discord): add canvas-first Discord Activities support](https://github.com/openclaw/openclaw/pull/65205) — open

### `wongcyrus`

- profile: [github.com/wongcyrus](https://github.com/wongcyrus)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Awongcyrus)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Awongcyrus)
- repo first seen: `2026-03-24T06:07:04Z`
- repo last seen: `2026-04-20T03:18:22Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **4508 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69172: Fix/google overrides](https://github.com/openclaw/openclaw/pull/69172) — open
- [PR #53449: Add support for proxying Gemini web search](https://github.com/openclaw/openclaw/pull/53449) — open

### `yhyatt`

- profile: [github.com/yhyatt](https://github.com/yhyatt)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ayhyatt)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ayhyatt)
- repo first seen: `2026-03-05T14:02:25Z`
- repo last seen: `2026-04-22T17:19:54Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **4 comments / 2 reviews / 2 review comments**
- account age: **4120 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70273: fix(whatsapp): default to unavailable presence to prevent phone notification suppression](https://github.com/openclaw/openclaw/pull/70273) — open
- [PR #53918: fix(whatsapp): resolve configured default account in single-arg setActiveWebListener overload](https://github.com/openclaw/openclaw/pull/53918) — open

### `JIRBOY`

- profile: [github.com/JIRBOY](https://github.com/JIRBOY)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AJIRBOY)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AJIRBOY)
- repo first seen: `2026-04-11T06:03:38Z`
- repo last seen: `2026-04-22T04:19:59Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **16**
- snapshot authored PRs/issues: **1 PRs / 15 issues**
- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
- account age: **2565 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68327: fix(gateway): reduce startup latency by ~36s](https://github.com/openclaw/openclaw/pull/68327) — open
- [Issue #69978: Feature Request: Add /watchdog command and suppress duplicate watchdog warnings per run](https://github.com/openclaw/openclaw/issues/69978) — open
- [Issue #69877: Gateway startup error: history failed with timeout on first launch](https://github.com/openclaw/openclaw/issues/69877) — open
- [Issue #68782: Add selective installation for plugins, skills, and channels — reduce install size and startup overhead](https://github.com/openclaw/openclaw/issues/68782) — open

### `bradfreels`

- profile: [github.com/bradfreels](https://github.com/bradfreels)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abradfreels)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abradfreels)
- repo first seen: `2026-02-25T13:46:48Z`
- repo last seen: `2026-04-22T23:25:33Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **8**
- snapshot authored PRs/issues: **1 PRs / 7 issues**
- snapshot discussion activity: **13 comments / 0 reviews / 0 review comments**
- account age: **603 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69345: fix: mark cron delivery as not-requested when mode is "none" (#69281)](https://github.com/openclaw/openclaw/pull/69345) — open
- [Issue #70388: [Bug]: github-copilot provider fails for OpenAI-family models (gpt-5.x): "no model endpoints available" + auth profile cooldown](https://github.com/openclaw/openclaw/issues/70388) — open
- [Issue #70322: github-copilot claude-opus-4.7: output_config.effort="low" rejected, poisons auth profile](https://github.com/openclaw/openclaw/issues/70322) — open
- [Issue #69320: [Bug] Dreaming cron hits hard-coded 10-minute timeout; no config override for systemEvent jobs](https://github.com/openclaw/openclaw/issues/69320) — open

### `barronlroth`

- profile: [github.com/barronlroth](https://github.com/barronlroth)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abarronlroth)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abarronlroth)
- repo first seen: `2026-02-16T19:50:20Z`
- repo last seen: `2026-04-21T15:29:58Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **7**
- snapshot authored PRs/issues: **1 PRs / 6 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **4583 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #67515: feat(google): add Gemini TTS provider](https://github.com/openclaw/openclaw/pull/67515) — closed, merged
- [Issue #69767: [Bug] Async/subagent completion can be announced before the result payload exists](https://github.com/openclaw/openclaw/issues/69767) — open
- [Issue #68323: feat(tts): add provider-agnostic TTS personas in speech-core](https://github.com/openclaw/openclaw/issues/68323) — open
- [Issue #67539: [Feature]: Add provider-specific TTS prompt hints](https://github.com/openclaw/openclaw/issues/67539) — open

### `lukeboyett`

- profile: [github.com/lukeboyett](https://github.com/lukeboyett)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Alukeboyett)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Alukeboyett)
- repo first seen: `2026-02-09T19:59:59Z`
- repo last seen: `2026-04-21T21:27:35Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **7**
- snapshot authored PRs/issues: **1 PRs / 6 issues**
- snapshot discussion activity: **18 comments / 14 reviews / 14 review comments**
- account age: **2640 days**
- recent public PR activity: **11 PRs** (0 merged / 1 closed-unmerged / 10 open; merged rate **0%**, closed-unmerged rate **9%**, open rate **91%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share**

Example artifacts:
- [PR #67508: fix(agents): prefer target agent's bound Matrix account for subagent spawns](https://github.com/openclaw/openclaw/pull/67508) — closed, merged
- [Issue #69492: Track B: system-event-shape consumer-path leakage; propose per-event audience classification](https://github.com/openclaw/openclaw/issues/69492) — open
- [Issue #68629: build:docker missing write-npm-update-compat-sidecars step causes intermittent Install Smoke failures](https://github.com/openclaw/openclaw/issues/68629) — closed
- [Issue #67749: resolveFirstBoundAccountId should honor guild/team/role constraints on AgentRouteBinding](https://github.com/openclaw/openclaw/issues/67749) — closed

### `p3nchan`

- profile: [github.com/p3nchan](https://github.com/p3nchan)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ap3nchan)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ap3nchan)
- repo first seen: `2026-02-27T05:49:54Z`
- repo last seen: `2026-04-16T18:55:01Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **6**
- snapshot authored PRs/issues: **1 PRs / 5 issues**
- snapshot discussion activity: **19 comments / 0 reviews / 0 review comments**
- account age: **4657 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #67782: fix(telegram): skip delete before non-empty command sync](https://github.com/openclaw/openclaw/pull/67782) — open
- [Issue #51100: [Bug]: Gateway process ignores SIGTERM during Telegram polling recovery — requires SIGKILL](https://github.com/openclaw/openclaw/issues/51100) — closed
- [Issue #38607: Discord: CJK text splits at wrong character boundaries when message exceeds 2000 chars](https://github.com/openclaw/openclaw/issues/38607) — open
- [Issue #38597: CJK text splitting breaks mid-character at Discord 2000-char boundary](https://github.com/openclaw/openclaw/issues/38597) — open

### `bottenbenny`

- profile: [github.com/bottenbenny](https://github.com/bottenbenny)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abottenbenny)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abottenbenny)
- repo first seen: `2026-03-24T14:59:27Z`
- repo last seen: `2026-04-19T21:04:02Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **5**
- snapshot authored PRs/issues: **1 PRs / 4 issues**
- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
- account age: **26 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #69089: fix(update): move refreshGatewayServiceEnv assignment outside isLoaded() check](https://github.com/openclaw/openclaw/pull/69089) — open
- [Issue #68977: [Enhancement] Add scoped idempotency key support to enqueueSystemEvent](https://github.com/openclaw/openclaw/issues/68977) — open
- [Issue #53952: [control-ui] Support 24-hour time format](https://github.com/openclaw/openclaw/issues/53952) — open
- [Issue #53883: [control-ui] Save fails with SecretRef validation error despite valid config](https://github.com/openclaw/openclaw/issues/53883) — open

### `chrispatil`

- profile: [github.com/chrispatil](https://github.com/chrispatil)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Achrispatil)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Achrispatil)
- repo first seen: `2026-04-14T21:49:48Z`
- repo last seen: `2026-04-20T23:25:13Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **5**
- snapshot authored PRs/issues: **1 PRs / 4 issues**
- snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
- account age: **1278 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69379: fix(compaction): preflight/memoryFlush gates respect reserveTokens above floor](https://github.com/openclaw/openclaw/pull/69379) — open
- [Issue #69368: Model fallback chain not attempted on HTTP 502 / "terminated" / infrastructure errors from primary provider](https://github.com/openclaw/openclaw/issues/69368) — open
- [Issue #68066: Gateway writes streamed usage.cost.total for OpenRouter calls — up to 4× under actual billed amount on tier-priced models](https://github.com/openclaw/openclaw/issues/68066) — open
- [Issue #67222: Security audit `discord.commands.native.no_allowlists` remediation text points to wrong config path](https://github.com/openclaw/openclaw/issues/67222) — open

### `PrinceOfEgypt`

- profile: [github.com/PrinceOfEgypt](https://github.com/PrinceOfEgypt)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3APrinceOfEgypt)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3APrinceOfEgypt)
- repo first seen: `2026-03-05T01:47:29Z`
- repo last seen: `2026-04-22T15:36:07Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **5**
- snapshot authored PRs/issues: **1 PRs / 4 issues**
- snapshot discussion activity: **13 comments / 0 reviews / 0 review comments**
- account age: **4925 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69399: feat: add opt-in fallback notices outside verbose mode](https://github.com/openclaw/openclaw/pull/69399) — open
- [Issue #68595: Dreaming: REM scorer promotes line-number references and filenames as themes](https://github.com/openclaw/openclaw/issues/68595) — open
- [Issue #67197: Feature: allow model fallback notices outside verbose mode](https://github.com/openclaw/openclaw/issues/67197) — open
- [Issue #62515: Dreaming config: `timezone` field rejected by schema despite being shown in docs](https://github.com/openclaw/openclaw/issues/62515) — closed

### `happydog-bot`

- profile: [github.com/happydog-bot](https://github.com/happydog-bot)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ahappydog-bot)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ahappydog-bot)
- repo first seen: `2026-04-13T22:43:21Z`
- repo last seen: `2026-04-21T17:58:42Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **1 PRs / 3 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1403 days**
- recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
- public orgs: none visible
- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
- heuristic read: **no visible non-self stars**

Example artifacts:
- [PR #69802: skills/obsidian: switch to official Obsidian CLI](https://github.com/openclaw/openclaw/pull/69802) — open
- [Issue #69762: Embedded agent JSON parse error during tool completion (position 1246)](https://github.com/openclaw/openclaw/issues/69762) — open
- [Issue #68619: `openclaw docs` fails on macOS — TLS handshake error against docs.openclaw.ai](https://github.com/openclaw/openclaw/issues/68619) — open
- [Issue #66189: [Bug]: subagent-registry.runtime.js missing from dist — run_task with runtime "subagent" silently fails](https://github.com/openclaw/openclaw/issues/66189) — closed

### `howardclaw26`

- profile: [github.com/howardclaw26](https://github.com/howardclaw26)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ahowardclaw26)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ahowardclaw26)
- repo first seen: `2026-04-15T17:13:01Z`
- repo last seen: `2026-04-22T17:23:40Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **1 PRs / 3 issues**
- snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
- account age: **19 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #70268: fix: route wake hooks to explicit sessions](https://github.com/openclaw/openclaw/pull/70268) — open
- [Issue #67307: Feature: heartbeat/session ownership claims to avoid duplicate pickup](https://github.com/openclaw/openclaw/issues/67307) — open
- [Issue #67306: Feature: JSON Schema support on agent/infer CLI surfaces](https://github.com/openclaw/openclaw/issues/67306) — open
- [Issue #67305: Feature: readiness-aware queue collect/until-ready flush mode](https://github.com/openclaw/openclaw/issues/67305) — open

### `safrano9999`

- profile: [github.com/safrano9999](https://github.com/safrano9999)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asafrano9999)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asafrano9999)
- repo first seen: `2026-02-07T11:41:27Z`
- repo last seen: `2026-04-20T11:30:03Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **1 PRs / 3 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **173 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **young account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #69143: Docker: add OPENCLAW_DOCKER_PLATFORM for cross-platform image builds](https://github.com/openclaw/openclaw/pull/69143) — open
- [Issue #69314: [Feature]: Add optional OPENCLAW_DOCKER_PLATFORM support to ./scripts/docker/setup.sh for cross-platform builds](https://github.com/openclaw/openclaw/issues/69314) — open
- [Issue #68684: Docker setup: 127.0.0.1 doesn't work for local AI providers (LM Studio, Ollama) — host.docker.internal required](https://github.com/openclaw/openclaw/issues/68684) — open
- [Issue #66508: Dream Diary: Timestamp tabs show red strikethrough on click](https://github.com/openclaw/openclaw/issues/66508) — open

### `zote`

- profile: [github.com/zote](https://github.com/zote)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Azote)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Azote)
- repo first seen: `2026-02-01T08:58:02Z`
- repo last seen: `2026-04-21T00:29:14Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **1 PRs / 3 issues**
- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
- account age: **6363 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: `PagueVeloz`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69495: feat(heartbeat): support model fallbacks via {primary,fallbacks} (#69434)](https://github.com/openclaw/openclaw/pull/69495) — open
- [Issue #69505: Feature Request: assistantPrefix on agentTurn payload (and agent defaults) to guarantee reply starts with fixed text](https://github.com/openclaw/openclaw/issues/69505) — open
- [Issue #69434: Heartbeat: support model fallbacks (single point of failure when provider quota is exhausted)](https://github.com/openclaw/openclaw/issues/69434) — open
- [Issue #68134: memory-core: managed dreaming cron stuck with lastError="disabled", not surfaced in logs](https://github.com/openclaw/openclaw/issues/68134) — open

### `aalekh-sarvam`

- profile: [github.com/aalekh-sarvam](https://github.com/aalekh-sarvam)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aaalekh-sarvam)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aaalekh-sarvam)
- repo first seen: `2026-04-21T09:55:53Z`
- repo last seen: `2026-04-21T12:54:51Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **1 PRs / 2 issues**
- snapshot discussion activity: **1 comments / 2 reviews / 2 review comments**
- account age: **431 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69680: fix(memory): use sqlite-vec KNN for searchVector (~190× speedup)](https://github.com/openclaw/openclaw/pull/69680) — open
- [Issue #69667: Embedding context size is hardcoded — make local memorySearch.contextSize configurable](https://github.com/openclaw/openclaw/issues/69667) — open
- [Issue #69666: memory_search vector query uses non-indexed full scan instead of sqlite-vec KNN — ~190× speedup available](https://github.com/openclaw/openclaw/issues/69666) — open

### `Conan-Scott`

- profile: [github.com/Conan-Scott](https://github.com/Conan-Scott)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AConan-Scott)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AConan-Scott)
- repo first seen: `2026-04-05T01:45:33Z`
- repo last seen: `2026-04-17T02:36:36Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **1 PRs / 2 issues**
- snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
- account age: **19 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #67916: fix(ui): don't block local attachments before bootstrap roots load](https://github.com/openclaw/openclaw/pull/67916) — open
- [Issue #67915: [Bug]: Local assistant attachments shown as "Unavailable — Outside allowed folders" despite correct server config](https://github.com/openclaw/openclaw/issues/67915) — open
- [Issue #63033: [Bug]: Agent-sent TTS audio not delivered via webchat — block vs final payload mismatch](https://github.com/openclaw/openclaw/issues/63033) — closed

### `foxtrot026`

- profile: [github.com/foxtrot026](https://github.com/foxtrot026)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Afoxtrot026)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Afoxtrot026)
- repo first seen: `2026-03-01T01:31:07Z`
- repo last seen: `2026-04-22T23:08:31Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **1 PRs / 2 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **60 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #70382: fix(discord): Safely resolve Discord thread parentId](https://github.com/openclaw/openclaw/pull/70382) — open
- [Issue #67832: Feature Request: Direct Session Spawn API/CLI](https://github.com/openclaw/openclaw/issues/67832) — open
- [Issue #30204: Bug: OpenRouter usage.cost (number) causes /bin/bash cost tracking](https://github.com/openclaw/openclaw/issues/30204) — closed

### `njxiaohan`

- profile: [github.com/njxiaohan](https://github.com/njxiaohan)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Anjxiaohan)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Anjxiaohan)
- repo first seen: `2026-04-15T01:24:50Z`
- repo last seen: `2026-04-17T06:39:59Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **1 PRs / 2 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **3977 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68014: fix(ui): preserve optimistically-added user messages during loadChatHistory](https://github.com/openclaw/openclaw/pull/68014) — open
- [Issue #67961: Bug: User messages not displayed immediately in Control UI (optimistic update lost after history reload)](https://github.com/openclaw/openclaw/issues/67961) — open
- [Issue #66908: npm link gets broken after openclaw update via Control UI](https://github.com/openclaw/openclaw/issues/66908) — open

### `silas-dandelion-cult`

- profile: [github.com/silas-dandelion-cult](https://github.com/silas-dandelion-cult)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asilas-dandelion-cult)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asilas-dandelion-cult)
- repo first seen: `2026-03-22T16:42:40Z`
- repo last seen: `2026-04-20T16:27:17Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **1 PRs / 2 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **47 days**
- recent public PR activity: **14 PRs** (6 merged / 6 closed-unmerged / 2 open; merged rate **43%**, closed-unmerged rate **43%**, open rate **14%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; many recent closed-unmerged PRs; no visible non-self stars**

Example artifacts:
- [PR #69394: fix(auto-reply): suppress entire payload when trailing NO_REPLY token present](https://github.com/openclaw/openclaw/pull/69394) — open
- [Issue #62351: Session lock deadlock on model timeout + failover rotation](https://github.com/openclaw/openclaw/issues/62351) — closed
- [Issue #52369: Ambient attunement baby version: bounded atmospheric signaling prototype](https://github.com/openclaw/openclaw/issues/52369) — open

### `tanjinlimkelvin-dot`

- profile: [github.com/tanjinlimkelvin-dot](https://github.com/tanjinlimkelvin-dot)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Atanjinlimkelvin-dot)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Atanjinlimkelvin-dot)
- repo first seen: `2026-04-15T14:30:20Z`
- repo last seen: `2026-04-22T11:55:21Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **1 PRs / 2 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **43 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #68996: fix(google): route Gemma models through native Generative AI API](https://github.com/openclaw/openclaw/pull/68996) — open
- [Issue #68984: [Bug] Google provider does not work with Gemma models - OpenAI API format incompatibility](https://github.com/openclaw/openclaw/issues/68984) — open
- [Issue #67232: opencode-go plugin: missing Qwen3.5 Plus and Qwen3.6 Plus in model catalog](https://github.com/openclaw/openclaw/issues/67232) — closed

### `zijunl`

- profile: [github.com/zijunl](https://github.com/zijunl)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Azijunl)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Azijunl)
- repo first seen: `2026-03-24T18:59:08Z`
- repo last seen: `2026-04-22T10:24:59Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **1 PRs / 2 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **3158 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #70122: fix(cli-session): only hash static extraSystemPrompt for session reuse](https://github.com/openclaw/openclaw/pull/70122) — closed, merged
- [Issue #70100: Bug: CLI backend session reset every turn due to per-message metadata in extraSystemPromptHash](https://github.com/openclaw/openclaw/issues/70100) — closed
- [Issue #53889: Session deadlock: dangling toolCall with no toolResult blocks agent loop permanently](https://github.com/openclaw/openclaw/issues/53889) — open

### `aboimpinto`

- profile: [github.com/aboimpinto](https://github.com/aboimpinto)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aaboimpinto)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aaboimpinto)
- repo first seen: `2026-04-16T12:26:00Z`
- repo last seen: `2026-04-16T12:37:20Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **5251 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #67662: fix(run): preserve model-scoped cooldown writes on incomplete turns](https://github.com/openclaw/openclaw/pull/67662) — open
- [Issue #67661: Model-scoped cooldowns are not persisted for incomplete-turn exhaustion paths](https://github.com/openclaw/openclaw/issues/67661) — open

### `allenliang2022`

- profile: [github.com/allenliang2022](https://github.com/allenliang2022)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aallenliang2022)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aallenliang2022)
- repo first seen: `2026-04-17T11:19:39Z`
- repo last seen: `2026-04-19T07:38:41Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **1544 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68089: mattermost: fix /oc_* slash command 503 from duplicate slash-state instance](https://github.com/openclaw/openclaw/pull/68089) — open
- [Issue #68868: fix(context-overflow-diag): jinja template "No user query" errors are misclassified as context overflow](https://github.com/openclaw/openclaw/issues/68868) — open

### `antongoryachev`

- profile: [github.com/antongoryachev](https://github.com/antongoryachev)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aantongoryachev)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aantongoryachev)
- repo first seen: `2026-04-20T13:41:15Z`
- repo last seen: `2026-04-20T13:42:30Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **189 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **young account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #69348: fix(sessions): snapshot estimatedCostUsd to mirror token snapshot semantics](https://github.com/openclaw/openclaw/pull/69348) — closed
- [Issue #69347: [Bug]: sessions.json.estimatedCostUsd inflated 1x-72x by three persist sites that accumulate cost while snapshotting tokens](https://github.com/openclaw/openclaw/issues/69347) — closed

### `Bortlesboat`

- profile: [github.com/Bortlesboat](https://github.com/Bortlesboat)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ABortlesboat)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ABortlesboat)
- repo first seen: `2026-03-12T11:35:28Z`
- repo last seen: `2026-04-19T21:24:32Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **13 comments / 0 reviews / 0 review comments**
- account age: **703 days**
- recent public PR activity: **42 PRs** (2 merged / 5 closed-unmerged / 35 open; merged rate **5%**, closed-unmerged rate **12%**, open rate **83%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
- heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**

Example artifacts:
- [PR #69093: build: avoid readlink crashes in Windows runtime deps fingerprinting](https://github.com/openclaw/openclaw/pull/69093) — open, draft
- [Issue #65011: Feature: Control UI Update Manager for native auto-update, health-safe rollout, and clear operator feedback](https://github.com/openclaw/openclaw/issues/65011) — open

### `BradGroux`

- profile: [github.com/BradGroux](https://github.com/BradGroux)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ABradGroux)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ABradGroux)
- repo first seen: `2026-02-05T22:55:40Z`
- repo last seen: `2026-04-20T06:29:46Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **104 comments / 0 reviews / 0 review comments**
- account age: **4873 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: `openclaw`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69217: Hide transcript-only OpenClaw history artifacts](https://github.com/openclaw/openclaw/pull/69217) — open
- [Issue #69208: Umbrella: duplicate transcript, replay, and context assembly across channels](https://github.com/openclaw/openclaw/issues/69208) — open

### `Chased1k`

- profile: [github.com/Chased1k](https://github.com/Chased1k)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AChased1k)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AChased1k)
- repo first seen: `2026-04-16T22:10:39Z`
- repo last seen: `2026-04-20T02:19:41Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **3580 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68310: fix(pi-embedded-runner): retry silent stopReason=error turns (non-frontier models)](https://github.com/openclaw/openclaw/pull/68310) — closed, merged
- [Issue #68281: GLM 5.1 / non-frontier models: stopReason=error + output=0 turns silently abort with no retry path](https://github.com/openclaw/openclaw/issues/68281) — closed

### `CHE10X`

- profile: [github.com/CHE10X](https://github.com/CHE10X)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ACHE10X)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ACHE10X)
- repo first seen: `2026-04-10T16:29:14Z`
- repo last seen: `2026-04-21T02:49:51Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2126 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69552: Hide subagent sessions from chat session picker](https://github.com/openclaw/openclaw/pull/69552) — open
- [Issue #64400: Fix: CLI `doctor` and `status` trigger false restarts due to hardcoded 3000ms loopback timeouts](https://github.com/openclaw/openclaw/issues/64400) — open

### `d1rshan`

- profile: [github.com/d1rshan](https://github.com/d1rshan)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ad1rshan)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ad1rshan)
- repo first seen: `2026-04-17T06:12:09Z`
- repo last seen: `2026-04-19T14:03:57Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **732 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: `codehubbers`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68005: fix(ui): remove duplicate section headers in single-section settings view ](https://github.com/openclaw/openclaw/pull/68005) — open
- [Issue #68003: [Bug]: Duplicate section title/description appears in Control UI single-section settings pages](https://github.com/openclaw/openclaw/issues/68003) — open

### `darconadalabarga`

- profile: [github.com/darconadalabarga](https://github.com/darconadalabarga)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Adarconadalabarga)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Adarconadalabarga)
- repo first seen: `2026-04-10T22:11:58Z`
- repo last seen: `2026-04-22T22:14:12Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **48 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #70363: feat(auto-reply):
  run-generation fence for stronger interruptibility (refs #70319)](https://github.com/openclaw/openclaw/pull/70363) — open, draft
- [Issue #70319: Stronger run interruptibility: unified generation invalidation and stale-output fencing](https://github.com/openclaw/openclaw/issues/70319) — open

### `de1tydev`

- profile: [github.com/de1tydev](https://github.com/de1tydev)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ade1tydev)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ade1tydev)
- repo first seen: `2026-04-20T08:30:48Z`
- repo last seen: `2026-04-20T12:17:18Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **4337 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69270: fix(compaction): restore session invariants across compaction and reset](https://github.com/openclaw/openclaw/pull/69270) — open
- [Issue #69269: Bug: compaction/reset paths can break session invariants (messageProvider + token accounting)](https://github.com/openclaw/openclaw/issues/69269) — open

### `Dithilli`

- profile: [github.com/Dithilli](https://github.com/Dithilli)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ADithilli)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ADithilli)
- repo first seen: `2026-02-19T14:54:20Z`
- repo last seen: `2026-04-17T20:56:21Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
- account age: **2832 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68277: docs(troubleshooting): document isolated-cron payload.model silent-fallback workaround](https://github.com/openclaw/openclaw/pull/68277) — open
- [Issue #65026: Replies leak to Discord when originating from webchat](https://github.com/openclaw/openclaw/issues/65026) — closed

### `Dodo1021`

- profile: [github.com/Dodo1021](https://github.com/Dodo1021)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ADodo1021)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ADodo1021)
- repo first seen: `2026-03-24T00:01:31Z`
- repo last seen: `2026-04-16T19:10:03Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **659 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #67788: fix: improve cli help and gateway guidance](https://github.com/openclaw/openclaw/pull/67788) — open
- [Issue #53234: Feature Request: Native Kapso support as WhatsApp provider](https://github.com/openclaw/openclaw/issues/53234) — open

### `dyz2102`

- profile: [github.com/dyz2102](https://github.com/dyz2102)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Adyz2102)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Adyz2102)
- repo first seen: `2026-04-18T23:47:21Z`
- repo last seen: `2026-04-18T23:56:28Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3517 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: `ResumeHack`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68733: Prefer API audio providers before local fallback](https://github.com/openclaw/openclaw/pull/68733) — open, draft
- [Issue #68727: Audio auto transcription can prefer local Whisper over API provider and break Groq multipart uploads](https://github.com/openclaw/openclaw/issues/68727) — open

### `earon-han`

- profile: [github.com/earon-han](https://github.com/earon-han)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aearon-han)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aearon-han)
- repo first seen: `2026-04-16T09:54:34Z`
- repo last seen: `2026-04-21T05:02:12Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **1 comments / 3 reviews / 2 review comments**
- account age: **117 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **young account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #67623: fix: Change the scope of the variable SANDBOX_BACKEND_FACTORIES from …](https://github.com/openclaw/openclaw/pull/67623) — open
- [Issue #67610: [Bug]: requireSandboxBackendFactory throw error after sandbox plugin registered in openclaw starting stage](https://github.com/openclaw/openclaw/issues/67610) — open

### `esqandil`

- profile: [github.com/esqandil](https://github.com/esqandil)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aesqandil)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aesqandil)
- repo first seen: `2026-04-13T13:40:20Z`
- repo last seen: `2026-04-19T10:03:03Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **155 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **young account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #68909: fix(daemon): probe system bus and cgroup-aware dedup for gateway status](https://github.com/openclaw/openclaw/pull/68909) — open
- [Issue #65963: Dreaming: session sprawl, missing model override, no auto-cleanup](https://github.com/openclaw/openclaw/issues/65963) — open

### `felix-miao`

- profile: [github.com/felix-miao](https://github.com/felix-miao)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Afelix-miao)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Afelix-miao)
- repo first seen: `2026-04-22T13:59:03Z`
- repo last seen: `2026-04-22T14:31:41Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **1 comments / 2 reviews / 2 review comments**
- account age: **82 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #70210: fix(agent): honor sessions_spawn ACP model overrides](https://github.com/openclaw/openclaw/pull/70210) — closed, merged
- [Issue #70200: sessions_spawn: model parameter silently dropped on ACP runtime branch](https://github.com/openclaw/openclaw/issues/70200) — closed

### `haishmg`

- profile: [github.com/haishmg](https://github.com/haishmg)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ahaishmg)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ahaishmg)
- repo first seen: `2026-04-20T06:31:34Z`
- repo last seen: `2026-04-20T11:25:44Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **6 comments / 6 reviews / 6 review comments**
- account age: **4712 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69297: fix(whatsapp): Add group admin privacy controls](https://github.com/openclaw/openclaw/pull/69297) — open
- [Issue #69233: [Feature]: WhatsApp Group Admin Privacy Feature](https://github.com/openclaw/openclaw/issues/69233) — open

### `HaseebDev`

- profile: [github.com/HaseebDev](https://github.com/HaseebDev)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AHaseebDev)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AHaseebDev)
- repo first seen: `2026-04-19T02:58:49Z`
- repo last seen: `2026-04-19T07:38:23Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **2568 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68819: fix: resolve Windows .cmd shims to underlying .exe before spawn](https://github.com/openclaw/openclaw/pull/68819) — open
- [Issue #68788: [Bug]: Windows: spawn claude ENOENT "claude" missing from cmdCommands shim allowlist](https://github.com/openclaw/openclaw/issues/68788) — open

### `huiwen01`

- profile: [github.com/huiwen01](https://github.com/huiwen01)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ahuiwen01)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ahuiwen01)
- repo first seen: `2026-04-16T19:02:56Z`
- repo last seen: `2026-04-22T14:23:03Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **1699 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #67783: fix(feishu): target typing reaction on inbound](https://github.com/openclaw/openclaw/pull/67783) — open
- [Issue #70209: [Bug]: lark typing reaction applied to main thread message when customer reply in a thread](https://github.com/openclaw/openclaw/issues/70209) — open

### `hyamie`

- profile: [github.com/hyamie](https://github.com/hyamie)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ahyamie)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ahyamie)
- repo first seen: `2026-04-15T15:40:25Z`
- repo last seen: `2026-04-16T14:09:30Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **167 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **young account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #67697: feat(memory-core): persist session trigger, exclude cron/heartbeat from dreaming](https://github.com/openclaw/openclaw/pull/67697) — open
- [Issue #67272: [Feature]: Session trigger metadata + exclude cron-triggered sessions from memory-core Dreaming ingestion by default](https://github.com/openclaw/openclaw/issues/67272) — open

### `jacko2bot`

- profile: [github.com/jacko2bot](https://github.com/jacko2bot)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajacko2bot)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajacko2bot)
- repo first seen: `2026-04-17T23:40:43Z`
- repo last seen: `2026-04-18T13:37:24Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **63 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #68388: fix(cli-backend): restore compaction lifecycle and rotate claude-cli sessions after compaction](https://github.com/openclaw/openclaw/pull/68388) — open
- [Issue #68329: cli-backend never triggers compaction (native or plugin) — context grows unbounded](https://github.com/openclaw/openclaw/issues/68329) — open

### `jackson-jia-914`

- profile: [github.com/jackson-jia-914](https://github.com/jackson-jia-914)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajackson-jia-914)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajackson-jia-914)
- repo first seen: `2026-04-21T01:57:48Z`
- repo last seen: `2026-04-21T08:20:13Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **0 comments / 5 reviews / 5 review comments**
- account age: **110 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **young account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69548: feat(memory): add staggerMs option to dreaming cron schedule](https://github.com/openclaw/openclaw/pull/69548) — open
- [Issue #69531: [Feature]: Add staggerMs option to dreaming cron schedule](https://github.com/openclaw/openclaw/issues/69531) — open

### `Jcxu97`

- profile: [github.com/Jcxu97](https://github.com/Jcxu97)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AJcxu97)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AJcxu97)
- repo first seen: `2026-04-17T22:19:18Z`
- repo last seen: `2026-04-17T23:03:07Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **1158 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68318: fix(media): route FormData transcriptions through bundled undici realm (#68294)](https://github.com/openclaw/openclaw/pull/68318) — open
- [Issue #68294: OpenAI-compatible audio transcription: HTTP 400 'not multipart/form-data' on Node 24 due to cross-realm FormData/undici dispatcher mismatch](https://github.com/openclaw/openclaw/issues/68294) — open

### `jdm0830`

- profile: [github.com/jdm0830](https://github.com/jdm0830)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajdm0830)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajdm0830)
- repo first seen: `2026-04-22T17:34:35Z`
- repo last seen: `2026-04-22T17:39:51Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **2618 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #70288: fix(dispatch): return queuedFinal: true when plugin-bound handler claims message](https://github.com/openclaw/openclaw/pull/70288) — open
- [Issue #70286: Silent-reply fires before plugin async response when inbound_claim returns {handled: true}](https://github.com/openclaw/openclaw/issues/70286) — open

### `jgallowa07`

- profile: [github.com/jgallowa07](https://github.com/jgallowa07)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajgallowa07)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajgallowa07)
- repo first seen: `2026-04-16T04:11:01Z`
- repo last seen: `2026-04-16T17:44:20Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3459 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: `matsengrp`, `tskit-dev`, `popsim-consortium`
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #67761: fix: remove truncated preview from inbound system events](https://github.com/openclaw/openclaw/pull/67761) — open
- [Issue #67503: Inbound message envelope header truncates message body, causing model confusion](https://github.com/openclaw/openclaw/issues/67503) — open

### `JinluZhang`

- profile: [github.com/JinluZhang](https://github.com/JinluZhang)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AJinluZhang)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AJinluZhang)
- repo first seen: `2026-04-21T13:12:38Z`
- repo last seen: `2026-04-21T13:13:41Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2625 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69716: fix(skills): refresh stale session skill snapshots after restart](https://github.com/openclaw/openclaw/pull/69716) — open
- [Issue #69715: Bug: stale skillsSnapshot can hide newly added skills after restart](https://github.com/openclaw/openclaw/issues/69715) — open

### `Jmarzab`

- profile: [github.com/Jmarzab](https://github.com/Jmarzab)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AJmarzab)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AJmarzab)
- repo first seen: `2026-04-08T23:46:37Z`
- repo last seen: `2026-04-19T20:39:14Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **445 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69084: fix(webchat): hide heartbeat chat output using showAlerts](https://github.com/openclaw/openclaw/pull/69084) — open
- [Issue #63431: Nested workspace (workspace-local/local) is accepted, initialized, and recreated after deletion](https://github.com/openclaw/openclaw/issues/63431) — open

### `JoeshpCheung`

- profile: [github.com/JoeshpCheung](https://github.com/JoeshpCheung)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AJoeshpCheung)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AJoeshpCheung)
- repo first seen: `2026-04-18T15:28:55Z`
- repo last seen: `2026-04-19T08:06:59Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
- account age: **2752 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68638: fix(loader): avoid memory and compaction side effects during non-activating loads](https://github.com/openclaw/openclaw/pull/68638) — open
- [Issue #68615: Bug: message-channel runs can still route to stale codex/openai-codex paths after Codex is disabled](https://github.com/openclaw/openclaw/issues/68615) — open

### `kiote`

- profile: [github.com/kiote](https://github.com/kiote)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Akiote)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Akiote)
- repo first seen: `2026-04-20T07:04:10Z`
- repo last seen: `2026-04-20T07:08:12Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **6070 days**
- recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69244: feat(github-copilot): add missing Copilot models to defaults](https://github.com/openclaw/openclaw/pull/69244) — open
- [Issue #69241: GitHub Copilot provider: add Claude Opus 4.7 to default model list](https://github.com/openclaw/openclaw/issues/69241) — open

### `KRouhana`

- profile: [github.com/KRouhana](https://github.com/KRouhana)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AKRouhana)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AKRouhana)
- repo first seen: `2026-04-10T04:12:05Z`
- repo last seen: `2026-04-17T01:45:39Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **2963 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #67894: fix(doctor): stop optional bundled runtime deps from triggering broken repair](https://github.com/openclaw/openclaw/pull/67894) — closed
- [Issue #64070: [Bug]: doctor reports @discordjs/opus as missing bundled runtime dep on ARM64, but doctor --fix cannot recover](https://github.com/openclaw/openclaw/issues/64070) — closed

### `lemonheaded`

- profile: [github.com/lemonheaded](https://github.com/lemonheaded)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Alemonheaded)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Alemonheaded)
- repo first seen: `2026-04-17T20:02:09Z`
- repo last seen: `2026-04-17T20:07:04Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **294 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **young account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #68266: fix(telegram): pass video dimensions to prevent portrait video distortion](https://github.com/openclaw/openclaw/pull/68266) — open
- [Issue #68268: [Feature]: Friendly Telegram topic names in session list](https://github.com/openclaw/openclaw/issues/68268) — open

### `matsuri1987`

- profile: [github.com/matsuri1987](https://github.com/matsuri1987)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amatsuri1987)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amatsuri1987)
- repo first seen: `2026-04-20T09:20:13Z`
- repo last seen: `2026-04-20T09:44:56Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1249 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69285: fix(cron): return undefined for delivered when delivery not requested](https://github.com/openclaw/openclaw/pull/69285) — closed, merged
- [Issue #69281: Bug: Cron jobs with delivery.mode: "none" incorrectly show "not-delivered" error](https://github.com/openclaw/openclaw/issues/69281) — closed

### `medikoo`

- profile: [github.com/medikoo](https://github.com/medikoo)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amedikoo)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amedikoo)
- repo first seen: `2026-03-24T20:13:29Z`
- repo last seen: `2026-04-22T20:39:08Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **6076 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: `expressjs`, `node-forward`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70335: fix: load logging config in flattened builds](https://github.com/openclaw/openclaw/pull/70335) — open
- [Issue #53932: [Feature]: Disable image optimization when images are uploaded to Slack](https://github.com/openclaw/openclaw/issues/53932) — open

### `montrellcruse`

- profile: [github.com/montrellcruse](https://github.com/montrellcruse)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amontrellcruse)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amontrellcruse)
- repo first seen: `2026-03-24T14:55:33Z`
- repo last seen: `2026-04-22T05:49:12Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1110 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #70001: fix(update): refresh gateway version env on restart](https://github.com/openclaw/openclaw/pull/70001) — open
- [Issue #53751: Google image generation fails with HTTP 404: x-goog-api-key header auth not accepted by generateContent endpoint](https://github.com/openclaw/openclaw/issues/53751) — open

### `nakamotoliu`

- profile: [github.com/nakamotoliu](https://github.com/nakamotoliu)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Anakamotoliu)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Anakamotoliu)
- repo first seen: `2026-04-12T10:30:56Z`
- repo last seen: `2026-04-20T11:55:10Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **83 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #69228: browser: support per-profile headless override](https://github.com/openclaw/openclaw/pull/69228) — open
- [Issue #65297: [Bug]: Telegram message.send returns ok for image buffer upload, but no media is delivered](https://github.com/openclaw/openclaw/issues/65297) — open

### `pdd-cli`

- profile: [github.com/pdd-cli](https://github.com/pdd-cli)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Apdd-cli)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Apdd-cli)
- repo first seen: `2026-02-26T17:34:20Z`
- repo last seen: `2026-04-20T21:26:00Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **61 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #69472: auto-reply: suppress reasoning-prefaced silent replies](https://github.com/openclaw/openclaw/pull/69472) — open
- [Issue #69470: NO_REPLY silent reply suppression fails when model prefaces with reasoning or emits doubled token](https://github.com/openclaw/openclaw/issues/69470) — open

### `richddr`

- profile: [github.com/richddr](https://github.com/richddr)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Arichddr)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Arichddr)
- repo first seen: `2026-04-18T05:59:24Z`
- repo last seen: `2026-04-18T06:14:14Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **5213 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68433: Prewarm mirrored outbound sessions before first callback](https://github.com/openclaw/openclaw/pull/68433) — open
- [Issue #68429: [Bug]: Telegram inline-button first callback can run before session bootstrap context is loaded](https://github.com/openclaw/openclaw/issues/68429) — open

### `skernelx`

- profile: [github.com/skernelx](https://github.com/skernelx)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Askernelx)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Askernelx)
- repo first seen: `2026-03-07T09:49:30Z`
- repo last seen: `2026-04-18T04:22:52Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **118 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **young account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #68397: fix(sessions_spawn): silently strip ACP-only fields for runtime=subagent](https://github.com/openclaw/openclaw/pull/68397) — open
- [Issue #38737: Feature: gateway-level auto-escalation from specialist agents to coordinator with synchronous handoff](https://github.com/openclaw/openclaw/issues/38737) — open

### `V0hgg`

- profile: [github.com/V0hgg](https://github.com/V0hgg)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AV0hgg)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AV0hgg)
- repo first seen: `2026-04-21T09:59:44Z`
- repo last seen: `2026-04-21T10:08:57Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1903 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69675: docs(acp): clarify thread-bound follow-up orchestration](https://github.com/openclaw/openclaw/pull/69675) — open
- [Issue #69669: ACP: keep thread-bound follow-ups parent-orchestrated by default, not raw pass-through](https://github.com/openclaw/openclaw/issues/69669) — open

### `zexho994`

- profile: [github.com/zexho994](https://github.com/zexho994)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Azexho994)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Azexho994)
- repo first seen: `2026-03-13T02:06:04Z`
- repo last seen: `2026-04-17T06:31:44Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **2 comments / 4 reviews / 4 review comments**
- account age: **3046 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: `remember-again`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #67677: fix(cron): add single-job get path for id-based inspection](https://github.com/openclaw/openclaw/pull/67677) — closed
- [Issue #67671: [Feature]: add single-job inspection by id](https://github.com/openclaw/openclaw/issues/67671) — open

### `zhengsx`

- profile: [github.com/zhengsx](https://github.com/zhengsx)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Azhengsx)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Azhengsx)
- repo first seen: `2026-04-19T14:57:37Z`
- repo last seen: `2026-04-19T15:01:36Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **4862 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68993: fix: handle partial DmChannel in slash command dispatch](https://github.com/openclaw/openclaw/pull/68993) — open
- [Issue #68990: Discord slash commands crash in DM channels: Cannot access rawData on partial Channel](https://github.com/openclaw/openclaw/issues/68990) — closed

### `zhyongrui`

- profile: [github.com/zhyongrui](https://github.com/zhyongrui)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Azhyongrui)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Azhyongrui)
- repo first seen: `2026-04-16T03:32:52Z`
- repo last seen: `2026-04-16T16:20:04Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **351 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **young account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #67734: fix(feishu): silence sdk logs during setup probe](https://github.com/openclaw/openclaw/pull/67734) — open
- [Issue #67497: [Bug]: Feishu setup/status probe leaks SDK '[info]: [ 'client ready' ]' into wizard output](https://github.com/openclaw/openclaw/issues/67497) — open

### `404notfoundhh`

- profile: [github.com/404notfoundhh](https://github.com/404notfoundhh)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3A404notfoundhh)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3A404notfoundhh)
- repo first seen: `2026-04-19T07:23:14Z`
- repo last seen: `2026-04-19T07:23:14Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2590 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68860: Agents: emit turn events from embedded sessions](https://github.com/openclaw/openclaw/pull/68860) — open

### `a137460387`

- profile: [github.com/a137460387](https://github.com/a137460387)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aa137460387)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aa137460387)
- repo first seen: `2026-04-16T01:29:59Z`
- repo last seen: `2026-04-16T01:29:59Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **577 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #67466: fix(feishu): reduce startup latency by parallelizing probe and capping timeouts](https://github.com/openclaw/openclaw/pull/67466) — open

### `aauren`

- profile: [github.com/aauren](https://github.com/aauren)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aaauren)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aaauren)
- repo first seen: `2026-04-22T01:43:42Z`
- repo last seen: `2026-04-22T01:43:42Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **5195 days**
- recent public PR activity: **4 PRs** (4 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #69925: perf(plugins): prefer native jiti for bundled plugin dist modules](https://github.com/openclaw/openclaw/pull/69925) — closed, merged

### `abacha`

- profile: [github.com/abacha](https://github.com/abacha)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aabacha)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aabacha)
- repo first seen: `2026-04-20T13:36:36Z`
- repo last seen: `2026-04-20T14:05:29Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **5891 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: `simplific`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69344: fix(tui): increase token chunking limit and preserve code-like fragments](https://github.com/openclaw/openclaw/pull/69344) — open

### `abajirao`

- profile: [github.com/abajirao](https://github.com/abajirao)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aabajirao)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aabajirao)
- repo first seen: `2026-04-20T13:39:46Z`
- repo last seen: `2026-04-22T03:24:51Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 4 reviews / 4 review comments**
- account age: **5407 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69346: fix(embedded-runner): actionable diagnostic for empty-stream config errors](https://github.com/openclaw/openclaw/pull/69346) — open

### `abliteration-ai`

- profile: [github.com/abliteration-ai](https://github.com/abliteration-ai)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aabliteration-ai)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aabliteration-ai)
- repo first seen: `2026-04-17T03:32:43Z`
- repo last seen: `2026-04-21T19:19:44Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **144 days**
- recent public PR activity: **6 PRs** (1 merged / 2 closed-unmerged / 3 open; merged rate **17%**, closed-unmerged rate **33%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
- heuristic read: **young account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #67948: feat: add provider Abliteration](https://github.com/openclaw/openclaw/pull/67948) — open

### `acartine`

- profile: [github.com/acartine](https://github.com/acartine)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aacartine)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aacartine)
- repo first seen: `2026-04-22T13:35:02Z`
- repo last seen: `2026-04-22T13:39:16Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **5744 days**
- recent public PR activity: **5 PRs** (4 merged / 1 closed-unmerged / 0 open; merged rate **80%**, closed-unmerged rate **20%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #70190: fix(telegram): align grammy version spec to installed 1.41.x](https://github.com/openclaw/openclaw/pull/70190) — closed

### `acewhitegui`

- profile: [github.com/acewhitegui](https://github.com/acewhitegui)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aacewhitegui)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aacewhitegui)
- repo first seen: `2026-04-17T07:57:02Z`
- repo last seen: `2026-04-17T07:57:02Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3315 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68036: perf(sessions): add readonly option to skip structuredClone on cache hits](https://github.com/openclaw/openclaw/pull/68036) — open

### `ACMILANTX`

- profile: [github.com/ACMILANTX](https://github.com/ACMILANTX)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AACMILANTX)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AACMILANTX)
- repo first seen: `2026-04-21T14:43:46Z`
- repo last seen: `2026-04-21T14:43:46Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **4701 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69744: Fix scoped plugin CLI loading for memory wiki bridge artifacts](https://github.com/openclaw/openclaw/pull/69744) — closed

### `adamdaum`

- profile: [github.com/adamdaum](https://github.com/adamdaum)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aadamdaum)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aadamdaum)
- repo first seen: `2026-04-15T21:35:55Z`
- repo last seen: `2026-04-22T21:00:43Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **4735 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70341: fix(exec): resolve Windows PowerShell cmdlet allowlist miss](https://github.com/openclaw/openclaw/pull/70341) — open

### `adhajar`

- profile: [github.com/adhajar](https://github.com/adhajar)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aadhajar)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aadhajar)
- repo first seen: `2026-04-20T23:13:27Z`
- repo last seen: `2026-04-20T23:13:27Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **157 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **young account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #69491: feat(amazon-bedrock): forward default Anthropic betas through the bedrock-converse stream route](https://github.com/openclaw/openclaw/pull/69491) — open

### `adminsairolotech-bit`

- profile: [github.com/adminsairolotech-bit](https://github.com/adminsairolotech-bit)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aadminsairolotech-bit)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aadminsairolotech-bit)
- repo first seen: `2026-04-20T14:06:02Z`
- repo last seen: `2026-04-20T14:06:02Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **25 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69357: feat: Add Puter AI Provider Plugin (V1 MVP)](https://github.com/openclaw/openclaw/pull/69357) — closed

### `AgnesAI-SG`

- profile: [github.com/AgnesAI-SG](https://github.com/AgnesAI-SG)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AAgnesAI-SG)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AAgnesAI-SG)
- repo first seen: `2026-04-21T12:59:48Z`
- repo last seen: `2026-04-22T03:55:21Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 1 reviews / 1 review comments**
- account age: **369 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69710: feat(provider): add agnes-ai bundled provider](https://github.com/openclaw/openclaw/pull/69710) — open

### `ahbi1006-hue`

- profile: [github.com/ahbi1006-hue](https://github.com/ahbi1006-hue)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aahbi1006-hue)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aahbi1006-hue)
- repo first seen: `2026-04-18T07:30:52Z`
- repo last seen: `2026-04-18T07:30:52Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **12 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #68455: feat(feishu): allow custom accountId during Feishu channel onboarding](https://github.com/openclaw/openclaw/pull/68455) — open

### `AlainSainteCroix`

- profile: [github.com/AlainSainteCroix](https://github.com/AlainSainteCroix)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AAlainSainteCroix)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AAlainSainteCroix)
- repo first seen: `2026-04-16T20:37:03Z`
- repo last seen: `2026-04-17T01:25:59Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
- account age: **631 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #67811: fix(webchat): skip history reload on session.message during active run](https://github.com/openclaw/openclaw/pull/67811) — closed

### `AlexAlves87`

- profile: [github.com/AlexAlves87](https://github.com/AlexAlves87)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AAlexAlves87)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AAlexAlves87)
- repo first seen: `2026-03-29T22:57:36Z`
- repo last seen: `2026-04-21T07:50:57Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **401 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69633: feat(ui): add SPA-side support for WebView2 native bridge](https://github.com/openclaw/openclaw/pull/69633) — open, draft

### `alexanderxfgl-bit`

- profile: [github.com/alexanderxfgl-bit](https://github.com/alexanderxfgl-bit)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aalexanderxfgl-bit)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aalexanderxfgl-bit)
- repo first seen: `2026-04-17T12:32:56Z`
- repo last seen: `2026-04-17T19:40:00Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 21 reviews / 21 review comments**
- account age: **66 days**
- recent public PR activity: **39 PRs** (6 merged / 10 closed-unmerged / 23 open; merged rate **15%**, closed-unmerged rate **26%**, open rate **59%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
- heuristic read: **very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars**

Example artifacts:
- [PR #68112: fix(cron): prevent scheduler death when startup catch-up fails](https://github.com/openclaw/openclaw/pull/68112) — open

### `alithnar-bot`

- profile: [github.com/alithnar-bot](https://github.com/alithnar-bot)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aalithnar-bot)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aalithnar-bot)
- repo first seen: `2026-04-19T07:34:45Z`
- repo last seen: `2026-04-19T07:34:45Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **76 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #68866: fix(auth): invalidate stale runtime auth snapshots when auth files change](https://github.com/openclaw/openclaw/pull/68866) — open

### `alvian888`

- profile: [github.com/alvian888](https://github.com/alvian888)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aalvian888)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aalvian888)
- repo first seen: `2026-04-21T18:22:58Z`
- repo last seen: `2026-04-21T18:32:33Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **433 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69806: test: stabilize config validation tests and npm execpath handling](https://github.com/openclaw/openclaw/pull/69806) — open

### `andrejtr`

- profile: [github.com/andrejtr](https://github.com/andrejtr)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aandrejtr)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aandrejtr)
- repo first seen: `2026-04-22T20:49:22Z`
- repo last seen: `2026-04-22T20:49:22Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2189 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70339: fix(feishu): lazy-load setup client to avoid missing staged runtime deps during onboard](https://github.com/openclaw/openclaw/pull/70339) — open

### `aniaan`

- profile: [github.com/aniaan](https://github.com/aniaan)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aaniaan)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aaniaan)
- repo first seen: `2026-04-19T04:23:08Z`
- repo last seen: `2026-04-19T04:23:08Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2846 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68816: feat(moonshot): default to Kimi K2.6 with K2.6-only thinking.keep support](https://github.com/openclaw/openclaw/pull/68816) — closed, merged

### `anirudhmarc`

- profile: [github.com/anirudhmarc](https://github.com/anirudhmarc)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aanirudhmarc)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aanirudhmarc)
- repo first seen: `2026-04-22T02:44:00Z`
- repo last seen: `2026-04-22T16:00:41Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 2 reviews / 2 review comments**
- account age: **2779 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69953: fix(amazon-bedrock): inject cache points for application inference profile ARNs](https://github.com/openclaw/openclaw/pull/69953) — closed, merged

### `anniesurla`

- profile: [github.com/anniesurla](https://github.com/anniesurla)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aanniesurla)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aanniesurla)
- repo first seen: `2026-04-18T00:06:08Z`
- repo last seen: `2026-04-18T00:13:07Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
- account age: **1352 days**
- recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68339: fix(nvidia): wire onboarding auth and document NIM endpoint](https://github.com/openclaw/openclaw/pull/68339) — open

### `Anonymous-paper-page`

- profile: [github.com/Anonymous-paper-page](https://github.com/Anonymous-paper-page)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AAnonymous-paper-page)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AAnonymous-paper-page)
- repo first seen: `2026-04-19T19:15:02Z`
- repo last seen: `2026-04-19T19:15:02Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **0 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69073: Add @openclaw/speech-hands-provider: self-reflection ASR media-understanding provider](https://github.com/openclaw/openclaw/pull/69073) — open, draft

### `anurag-bg-neu`

- profile: [github.com/anurag-bg-neu](https://github.com/anurag-bg-neu)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aanurag-bg-neu)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aanurag-bg-neu)
- repo first seen: `2026-04-21T03:17:47Z`
- repo last seen: `2026-04-22T01:52:16Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **225 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **young account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #69567: security(ci): mask derived base64 auth header in custom checkout blocks](https://github.com/openclaw/openclaw/pull/69567) — open

### `Aobing-code`

- profile: [github.com/Aobing-code](https://github.com/Aobing-code)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AAobing-code)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AAobing-code)
- repo first seen: `2026-03-07T02:55:33Z`
- repo last seen: `2026-04-17T12:18:37Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **15 comments / 0 reviews / 0 review comments**
- account age: **761 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68103: Add nvidia api support](https://github.com/openclaw/openclaw/pull/68103) — open

### `armanddp`

- profile: [github.com/armanddp](https://github.com/armanddp)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aarmanddp)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aarmanddp)
- repo first seen: `2026-01-23T14:50:14Z`
- repo last seen: `2026-04-19T12:13:50Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **9 comments / 0 reviews / 0 review comments**
- account age: **6581 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: `bankio`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68947: fix(reply): restore export-session inline scripts](https://github.com/openclaw/openclaw/pull/68947) — open

### `arminanton`

- profile: [github.com/arminanton](https://github.com/arminanton)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aarminanton)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aarminanton)
- repo first seen: `2026-04-21T07:04:22Z`
- repo last seen: `2026-04-21T08:24:00Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 2 reviews / 2 review comments**
- account age: **3213 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69618: feat(messages): add responseFooter templates and enrich /usage full](https://github.com/openclaw/openclaw/pull/69618) — open

### `artificialdimension`

- profile: [github.com/artificialdimension](https://github.com/artificialdimension)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aartificialdimension)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aartificialdimension)
- repo first seen: `2026-04-18T19:34:56Z`
- repo last seen: `2026-04-18T19:34:56Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **70 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #68676: build: enable legacy-peer-deps for npm installs (madge@8 vs TS 6)](https://github.com/openclaw/openclaw/pull/68676) — open

### `artisticlight`

- profile: [github.com/artisticlight](https://github.com/artisticlight)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aartisticlight)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aartisticlight)
- repo first seen: `2026-03-20T05:25:27Z`
- repo last seen: `2026-04-22T22:54:01Z`
- first seen in snapshot: **yes**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **5267 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70375: feat: durable jobs substrate and transition disposition enforcement](https://github.com/openclaw/openclaw/pull/70375) — open

### `atlaspetco`

- profile: [github.com/atlaspetco](https://github.com/atlaspetco)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aatlaspetco)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aatlaspetco)
- repo first seen: `2026-04-18T16:50:49Z`
- repo last seen: `2026-04-18T16:50:49Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **286 days**
- recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
- public orgs: none visible
- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
- heuristic read: **young account; no visible non-self stars**

Example artifacts:
- [PR #68645: fix(cron): close task ledger on timeout + add runTimeoutSeconds wall-clock kill](https://github.com/openclaw/openclaw/pull/68645) — open, draft

### `auyua9`

- profile: [github.com/auyua9](https://github.com/auyua9)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aauyua9)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aauyua9)
- repo first seen: `2026-04-16T12:51:30Z`
- repo last seen: `2026-04-16T12:55:22Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **13 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #67674: Remove stale canon package scripts](https://github.com/openclaw/openclaw/pull/67674) — closed

### `avirweb`

- profile: [github.com/avirweb](https://github.com/avirweb)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aavirweb)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aavirweb)
- repo first seen: `2026-02-07T17:32:01Z`
- repo last seen: `2026-04-18T18:44:28Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **9 comments / 0 reviews / 0 review comments**
- account age: **81 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #68654: perf: reduce lazy CLI startup plugin loading](https://github.com/openclaw/openclaw/pull/68654) — open

### `ayteks`

- profile: [github.com/ayteks](https://github.com/ayteks)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aayteks)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aayteks)
- repo first seen: `2026-04-16T06:33:41Z`
- repo last seen: `2026-04-16T06:33:41Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3206 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #67559: 🤖 Autopilot: Agent Runbook Generator](https://github.com/openclaw/openclaw/pull/67559) — open

### `azaricstefan`

- profile: [github.com/azaricstefan](https://github.com/azaricstefan)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aazaricstefan)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aazaricstefan)
- repo first seen: `2026-04-20T15:34:44Z`
- repo last seen: `2026-04-20T15:34:44Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **4211 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69372: fix: refresh control-ui canvas capabilities](https://github.com/openclaw/openclaw/pull/69372) — open

### `badgerbees`

- profile: [github.com/badgerbees](https://github.com/badgerbees)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abadgerbees)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abadgerbees)
- repo first seen: `2026-04-21T12:51:57Z`
- repo last seen: `2026-04-21T12:51:57Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1631 days**
- recent public PR activity: **13 PRs** (3 merged / 1 closed-unmerged / 9 open; merged rate **23%**, closed-unmerged rate **8%**, open rate **69%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share**

Example artifacts:
- [PR #69707: fix(memory-lancedb): truncate embeddings locally](https://github.com/openclaw/openclaw/pull/69707) — open

### `bernib5`

- profile: [github.com/bernib5](https://github.com/bernib5)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abernib5)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abernib5)
- repo first seen: `2026-04-22T21:05:33Z`
- repo last seen: `2026-04-22T21:05:33Z`
- first seen in snapshot: **yes**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1907 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70344: fix: prevent sessions_send boundary leaks and suppress tool-use prelude text](https://github.com/openclaw/openclaw/pull/70344) — open

### `billriesner`

- profile: [github.com/billriesner](https://github.com/billriesner)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abillriesner)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abillriesner)
- repo first seen: `2026-04-18T13:05:13Z`
- repo last seen: `2026-04-18T13:05:13Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **312 days**
- recent public PR activity: **4 PRs** (3 merged / 0 closed-unmerged / 1 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **young account**

Example artifacts:
- [PR #68560: fix: strip base64 image data from tool results before persistence](https://github.com/openclaw/openclaw/pull/68560) — open

### `bmadwaves`

- profile: [github.com/bmadwaves](https://github.com/bmadwaves)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abmadwaves)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abmadwaves)
- repo first seen: `2026-04-17T16:54:06Z`
- repo last seen: `2026-04-18T20:14:24Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **443 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #68213: fix(discord): treat heartbeat ACKs as liveness signal for stale-socket detection](https://github.com/openclaw/openclaw/pull/68213) — open

### `bobrenze-bot`

- profile: [github.com/bobrenze-bot](https://github.com/bobrenze-bot)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abobrenze-bot)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abobrenze-bot)
- repo first seen: `2026-01-31T16:41:08Z`
- repo last seen: `2026-04-20T17:22:44Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **79 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69404: fix(sessions): enforce maintenance by default and prune on load to prevent gateway OOM](https://github.com/openclaw/openclaw/pull/69404) — closed, merged

### `bohell`

- profile: [github.com/bohell](https://github.com/bohell)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abohell)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abohell)
- repo first seen: `2026-04-19T00:35:02Z`
- repo last seen: `2026-04-21T08:37:33Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **3914 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68737: fix(mattermost): auto-reconnect WebSocket after consecutive health check failures](https://github.com/openclaw/openclaw/pull/68737) — open

### `BowieSequoia`

- profile: [github.com/BowieSequoia](https://github.com/BowieSequoia)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ABowieSequoia)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ABowieSequoia)
- repo first seen: `2026-04-16T22:01:14Z`
- repo last seen: `2026-04-16T22:01:14Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **13 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #67836: feat(memory-core): Memory v2 foundation — sidecar, ingest, rerank (all default-off)](https://github.com/openclaw/openclaw/pull/67836) — open

### `BruceMacD`

- profile: [github.com/BruceMacD](https://github.com/BruceMacD)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ABruceMacD)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ABruceMacD)
- repo first seen: `2026-01-31T06:12:37Z`
- repo last seen: `2026-04-21T15:52:01Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
- account age: **4547 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: `ollama`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68463: onboard (ollama): populate cloud-only model list from ollama.com/api/tags](https://github.com/openclaw/openclaw/pull/68463) — closed, merged

### `burtenshaw`

- profile: [github.com/burtenshaw](https://github.com/burtenshaw)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aburtenshaw)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aburtenshaw)
- repo first seen: `2026-04-21T19:51:51Z`
- repo last seen: `2026-04-21T19:51:51Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3615 days**
- recent public PR activity: **12 PRs** (7 merged / 2 closed-unmerged / 3 open; merged rate **58%**, closed-unmerged rate **17%**, open rate **25%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #69827: [SKILL] add skill for running local models](https://github.com/openclaw/openclaw/pull/69827) — closed

### `c6zks4gssn-droid`

- profile: [github.com/c6zks4gssn-droid](https://github.com/c6zks4gssn-droid)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ac6zks4gssn-droid)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ac6zks4gssn-droid)
- repo first seen: `2026-04-16T22:24:01Z`
- repo last seen: `2026-04-16T22:24:01Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **47 days**
- recent public PR activity: **4 PRs** (0 merged / 2 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
- heuristic read: **very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #67841: Add Dev Container, Benchmarking & SBOM workflows](https://github.com/openclaw/openclaw/pull/67841) — open

### `castaples`

- profile: [github.com/castaples](https://github.com/castaples)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Acastaples)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Acastaples)
- repo first seen: `2026-04-22T07:46:54Z`
- repo last seen: `2026-04-22T08:45:30Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
- account age: **4534 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70054: fix(agents): strip thinking blocks with invalid signatures before API replay](https://github.com/openclaw/openclaw/pull/70054) — open

### `cesararevalo`

- profile: [github.com/cesararevalo](https://github.com/cesararevalo)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Acesararevalo)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Acesararevalo)
- repo first seen: `2026-04-18T11:01:34Z`
- repo last seen: `2026-04-18T22:50:03Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 2 reviews / 2 review comments**
- account age: **5858 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68523: Fix to Slack HTTP Registry](https://github.com/openclaw/openclaw/pull/68523) — open

### `chaiyaphum`

- profile: [github.com/chaiyaphum](https://github.com/chaiyaphum)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Achaiyaphum)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Achaiyaphum)
- repo first seen: `2026-04-19T18:21:08Z`
- repo last seen: `2026-04-19T18:21:08Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **4910 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #69061: b-fia: stock analysis plugin (Python backend + tools)](https://github.com/openclaw/openclaw/pull/69061) — closed

### `christnorman`

- profile: [github.com/christnorman](https://github.com/christnorman)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Achristnorman)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Achristnorman)
- repo first seen: `2026-04-18T20:08:44Z`
- repo last seen: `2026-04-18T20:17:07Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
- account age: **975 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68681: fix(memory-core): suppress expected dreaming cleanup scope warnings](https://github.com/openclaw/openclaw/pull/68681) — open

### `claytonlin1110`

- profile: [github.com/claytonlin1110](https://github.com/claytonlin1110)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aclaytonlin1110)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aclaytonlin1110)
- repo first seen: `2026-04-20T13:34:23Z`
- repo last seen: `2026-04-20T18:32:23Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **1253 days**
- recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
- public orgs: none visible
- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
- heuristic read: **no visible non-self stars**

Example artifacts:
- [PR #69342: fix: support per-model provider extraParams](https://github.com/openclaw/openclaw/pull/69342) — open

### `clemenshelm`

- profile: [github.com/clemenshelm](https://github.com/clemenshelm)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aclemenshelm)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aclemenshelm)
- repo first seen: `2026-02-22T05:57:34Z`
- repo last seen: `2026-04-20T08:02:35Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **16 comments / 9 reviews / 9 review comments**
- account age: **6022 days**
- recent public PR activity: **19 PRs** (14 merged / 0 closed-unmerged / 5 open; merged rate **74%**, closed-unmerged rate **0%**, open rate **26%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #67586: fix: register AbortController for agent RPC runs so chat.abort works](https://github.com/openclaw/openclaw/pull/67586) — open

### `cmaldonado80`

- profile: [github.com/cmaldonado80](https://github.com/cmaldonado80)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Acmaldonado80)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Acmaldonado80)
- repo first seen: `2026-04-20T20:41:32Z`
- repo last seen: `2026-04-20T20:41:32Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3702 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69454: Control UI: reduce unnecessary gateway churn and prevent stale index caching](https://github.com/openclaw/openclaw/pull/69454) — open

### `coastfly007`

- profile: [github.com/coastfly007](https://github.com/coastfly007)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Acoastfly007)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Acoastfly007)
- repo first seen: `2026-04-21T20:34:50Z`
- repo last seen: `2026-04-21T20:34:50Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **19 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69835: fix: forward explicit gateway workspace and drop missing bootstrap noise](https://github.com/openclaw/openclaw/pull/69835) — open

### `Code4livingg`

- profile: [github.com/Code4livingg](https://github.com/Code4livingg)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ACode4livingg)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ACode4livingg)
- repo first seen: `2026-04-22T11:53:16Z`
- repo last seen: `2026-04-22T11:53:16Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **372 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #70155: fix: handle non-string values in cron list pad helper (fixes #70128)](https://github.com/openclaw/openclaw/pull/70155) — closed

### `CoKeFish`

- profile: [github.com/CoKeFish](https://github.com/CoKeFish)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ACoKeFish)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ACoKeFish)
- repo first seen: `2026-04-19T21:22:26Z`
- repo last seen: `2026-04-19T21:22:26Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2940 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69091: fix(agents): propagate provider errorMessage in transport stream throws](https://github.com/openclaw/openclaw/pull/69091) — open

### `colygon`

- profile: [github.com/colygon](https://github.com/colygon)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Acolygon)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Acolygon)
- repo first seen: `2026-04-16T06:23:40Z`
- repo last seen: `2026-04-16T06:23:40Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **4913 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: `dispatchlabs`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #67556: feat: add Nebius Token Factory as a built-in provider](https://github.com/openclaw/openclaw/pull/67556) — open

### `creativerezz`

- profile: [github.com/creativerezz](https://github.com/creativerezz)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Acreativerezz)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Acreativerezz)
- repo first seen: `2026-04-21T08:24:58Z`
- repo last seen: `2026-04-21T08:25:16Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **3923 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69638: fix(gateway): accept Rabbit token payloads in password mode](https://github.com/openclaw/openclaw/pull/69638) — open

### `D3rPaPaH0d3n`

- profile: [github.com/D3rPaPaH0d3n](https://github.com/D3rPaPaH0d3n)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AD3rPaPaH0d3n)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AD3rPaPaH0d3n)
- repo first seen: `2026-04-16T20:15:02Z`
- repo last seen: `2026-04-16T20:15:02Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1082 days**
- recent public PR activity: **3 PRs** (2 merged / 0 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #67804: Claude/analyze android app ohrk i](https://github.com/openclaw/openclaw/pull/67804) — open

### `danicuki`

- profile: [github.com/danicuki](https://github.com/danicuki)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Adanicuki)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Adanicuki)
- repo first seen: `2026-04-20T17:42:06Z`
- repo last seen: `2026-04-20T20:49:28Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
- account age: **6204 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: `choreos`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69413: signal: detect bot mentions from native envelope metadata](https://github.com/openclaw/openclaw/pull/69413) — open

### `davehappyminion`

- profile: [github.com/davehappyminion](https://github.com/davehappyminion)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Adavehappyminion)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Adavehappyminion)
- repo first seen: `2026-04-19T15:41:09Z`
- repo last seen: `2026-04-22T02:19:57Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
- account age: **80 days**
- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **very new account; targets high-star repos**

Example artifacts:
- [PR #69940: fix(cron): rewrite generic message provider in trace + guard accountId spoof](https://github.com/openclaw/openclaw/pull/69940) — closed, merged

### `Deepnoa`

- profile: [github.com/Deepnoa](https://github.com/Deepnoa)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ADeepnoa)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ADeepnoa)
- repo first seen: `2026-04-20T06:31:02Z`
- repo last seen: `2026-04-20T06:31:02Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **415 days**
- recent public PR activity: **37 PRs** (33 merged / 2 closed-unmerged / 2 open; merged rate **89%**, closed-unmerged rate **5%**, open rate **5%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **high recent PR volume**

Example artifacts:
- [PR #69232: [codex] add runs alias for sense-worker command](https://github.com/openclaw/openclaw/pull/69232) — open, draft

### `desty`

- profile: [github.com/desty](https://github.com/desty)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Adesty)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Adesty)
- repo first seen: `2026-04-19T06:34:08Z`
- repo last seen: `2026-04-19T06:34:08Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **5749 days**
- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**

Example artifacts:
- [PR #68845: Telegram: unskip sticker e2e tests](https://github.com/openclaw/openclaw/pull/68845) — open, draft

### `devlux76`

- profile: [github.com/devlux76](https://github.com/devlux76)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Adevlux76)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Adevlux76)
- repo first seen: `2026-04-16T21:12:28Z`
- repo last seen: `2026-04-16T21:12:28Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1756 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #67826: Telegram: harden setup allowFrom and target resolution](https://github.com/openclaw/openclaw/pull/67826) — open

### `DexDevCode`

- profile: [github.com/DexDevCode](https://github.com/DexDevCode)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ADexDevCode)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ADexDevCode)
- repo first seen: `2026-04-16T10:12:28Z`
- repo last seen: `2026-04-16T12:03:46Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **66 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #67616: [AI-assisted] feat(memory): add configurable embedding batch timeout](https://github.com/openclaw/openclaw/pull/67616) — open

### `dkattan`

- profile: [github.com/dkattan](https://github.com/dkattan)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Adkattan)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Adkattan)
- repo first seen: `2026-03-18T21:01:17Z`
- repo last seen: `2026-04-22T09:56:45Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **5185 days**
- recent public PR activity: **7 PRs** (5 merged / 1 closed-unmerged / 1 open; merged rate **71%**, closed-unmerged rate **14%**, open rate **14%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #70109: fix(reply): fail loudly when reply media is lost](https://github.com/openclaw/openclaw/pull/70109) — open

### `donlaiq`

- profile: [github.com/donlaiq](https://github.com/donlaiq)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Adonlaiq)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Adonlaiq)
- repo first seen: `2026-04-16T19:48:34Z`
- repo last seen: `2026-04-16T19:48:34Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **4151 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #67795: Update install.sh](https://github.com/openclaw/openclaw/pull/67795) — open

### `donut-wenzhang`

- profile: [github.com/donut-wenzhang](https://github.com/donut-wenzhang)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Adonut-wenzhang)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Adonut-wenzhang)
- repo first seen: `2026-03-18T03:48:04Z`
- repo last seen: `2026-04-16T08:23:28Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **90 days**
- recent public PR activity: **9 PRs** (7 merged / 2 closed-unmerged / 0 open; merged rate **78%**, closed-unmerged rate **22%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **young account; no visible non-self stars**

Example artifacts:
- [PR #67588: fix: expose bootCompleted in /readyz for onboarding trigger timing](https://github.com/openclaw/openclaw/pull/67588) — closed

### `DoraleCitrus`

- profile: [github.com/DoraleCitrus](https://github.com/DoraleCitrus)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ADoraleCitrus)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ADoraleCitrus)
- repo first seen: `2026-04-17T04:22:20Z`
- repo last seen: `2026-04-17T04:32:12Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **526 days**
- recent public PR activity: **4 PRs** (3 merged / 1 closed-unmerged / 0 open; merged rate **75%**, closed-unmerged rate **25%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #67964: UI: add GDUFE console dashboard](https://github.com/openclaw/openclaw/pull/67964) — closed

### `drakulavich`

- profile: [github.com/drakulavich](https://github.com/drakulavich)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Adrakulavich)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Adrakulavich)
- repo first seen: `2026-03-15T09:17:34Z`
- repo last seen: `2026-04-16T07:40:15Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **6051 days**
- recent public PR activity: **70 PRs** (69 merged / 0 closed-unmerged / 1 open; merged rate **99%**, closed-unmerged rate **0%**, open rate **1%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **high recent PR volume**

Example artifacts:
- [PR #67571: feat(media-understanding): add native Kesha Voice Kit CLI output parser](https://github.com/openclaw/openclaw/pull/67571) — open

### `dyaskur`

- profile: [github.com/dyaskur](https://github.com/dyaskur)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Adyaskur)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Adyaskur)
- repo first seen: `2026-04-19T13:38:32Z`
- repo last seen: `2026-04-20T02:56:17Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 3 reviews / 3 review comments**
- account age: **4184 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68967: feat(googlechat): add sessionThread option to bind OpenClaw sessions to Google Chat threads](https://github.com/openclaw/openclaw/pull/68967) — open

### `edokeh`

- profile: [github.com/edokeh](https://github.com/edokeh)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aedokeh)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aedokeh)
- repo first seen: `2026-04-18T16:57:39Z`
- repo last seen: `2026-04-20T16:16:41Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **5855 days**
- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**

Example artifacts:
- [PR #68647: feat: support CORS for Gateway HTTP endpoint: add opt-in CORS config](https://github.com/openclaw/openclaw/pull/68647) — open

### `eejohnso-ops`

- profile: [github.com/eejohnso-ops](https://github.com/eejohnso-ops)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aeejohnso-ops)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aeejohnso-ops)
- repo first seen: `2026-04-16T11:34:29Z`
- repo last seen: `2026-04-16T11:34:29Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **181 days**
- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **young account; targets high-star repos**

Example artifacts:
- [PR #67643: matrix: fix sessions_spawn --thread subagent session spawning](https://github.com/openclaw/openclaw/pull/67643) — closed, merged

### `EOLreidc`

- profile: [github.com/EOLreidc](https://github.com/EOLreidc)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AEOLreidc)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AEOLreidc)
- repo first seen: `2026-04-16T23:38:07Z`
- repo last seen: `2026-04-17T22:46:50Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 5 reviews / 5 review comments**
- account age: **923 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #67853: Fix memory_search wiki fallback and plugin tool registry reuse](https://github.com/openclaw/openclaw/pull/67853) — open

### `EpaL`

- profile: [github.com/EpaL](https://github.com/EpaL)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AEpaL)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AEpaL)
- repo first seen: `2026-02-21T18:43:07Z`
- repo last seen: `2026-04-18T20:15:13Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **5731 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68686: fix(agents): preserve CLI session on auth-profile/epoch changes](https://github.com/openclaw/openclaw/pull/68686) — open

### `epicseven-cup`

- profile: [github.com/epicseven-cup](https://github.com/epicseven-cup)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aepicseven-cup)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aepicseven-cup)
- repo first seen: `2026-04-20T05:56:23Z`
- repo last seen: `2026-04-21T23:48:49Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
- account age: **2306 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: `ubnetdef`, `makeopensource`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69218: place permission under each branch of bot permissions for discord docs](https://github.com/openclaw/openclaw/pull/69218) — closed, merged

### `ericyoshida`

- profile: [github.com/ericyoshida](https://github.com/ericyoshida)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aericyoshida)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aericyoshida)
- repo first seen: `2026-04-16T22:26:53Z`
- repo last seen: `2026-04-16T22:26:53Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2537 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #67842: Fix/message tool description user facing](https://github.com/openclaw/openclaw/pull/67842) — open

### `eve-builds`

- profile: [github.com/eve-builds](https://github.com/eve-builds)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aeve-builds)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aeve-builds)
- repo first seen: `2026-04-21T01:22:13Z`
- repo last seen: `2026-04-21T05:14:27Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **43 days**
- recent public PR activity: **16 PRs** (14 merged / 2 closed-unmerged / 0 open; merged rate **88%**, closed-unmerged rate **12%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **very new account; no visible non-self stars**

Example artifacts:
- [PR #69521: feat(extensions): add HeyGen video generation provider](https://github.com/openclaw/openclaw/pull/69521) — closed, draft

### `eyjohn`

- profile: [github.com/eyjohn](https://github.com/eyjohn)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aeyjohn)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aeyjohn)
- repo first seen: `2026-04-16T17:33:15Z`
- repo last seen: `2026-04-16T18:22:20Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
- account age: **4680 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #67758: fix(google): correct gemini preview model versions](https://github.com/openclaw/openclaw/pull/67758) — open

### `fangguisheng520`

- profile: [github.com/fangguisheng520](https://github.com/fangguisheng520)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Afangguisheng520)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Afangguisheng520)
- repo first seen: `2026-04-18T01:00:50Z`
- repo last seen: `2026-04-18T01:00:50Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **188 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **young account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #68345: Modify several web pages by hard-coding the language into multiple la…](https://github.com/openclaw/openclaw/pull/68345) — open

### `FantoX`

- profile: [github.com/FantoX](https://github.com/FantoX)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AFantoX)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AFantoX)
- repo first seen: `2026-04-19T08:46:47Z`
- repo last seen: `2026-04-19T08:46:47Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **962 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68885: feat: implement video frame extraction skill using ffmpeg-static and ffprobe-installer](https://github.com/openclaw/openclaw/pull/68885) — open

### `feniix`

- profile: [github.com/feniix](https://github.com/feniix)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Afeniix)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Afeniix)
- repo first seen: `2026-04-16T21:30:52Z`
- repo last seen: `2026-04-16T21:49:59Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **6161 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: `Spantree`
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #67830: feat: send compaction start and completion notices](https://github.com/openclaw/openclaw/pull/67830) — closed, merged

### `foxer0952`

- profile: [github.com/foxer0952](https://github.com/foxer0952)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Afoxer0952)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Afoxer0952)
- repo first seen: `2026-04-18T06:19:19Z`
- repo last seen: `2026-04-18T06:19:19Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **0 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #68435: feat(gateway): accept audio/file content blocks in /v1/chat/completions](https://github.com/openclaw/openclaw/pull/68435) — open

### `fraction12`

- profile: [github.com/fraction12](https://github.com/fraction12)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Afraction12)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Afraction12)
- repo first seen: `2026-04-18T19:30:48Z`
- repo last seen: `2026-04-18T19:48:19Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 4 reviews / 4 review comments**
- account age: **3454 days**
- recent public PR activity: **14 PRs** (12 merged / 1 closed-unmerged / 1 open; merged rate **86%**, closed-unmerged rate **7%**, open rate **7%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #68673: fix: collapse no-progress update_plan churn (AI-assisted)](https://github.com/openclaw/openclaw/pull/68673) — open

### `friday-james`

- profile: [github.com/friday-james](https://github.com/friday-james)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Afriday-james)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Afriday-james)
- repo first seen: `2026-04-22T11:30:31Z`
- repo last seen: `2026-04-22T11:30:31Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2365 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70146: fix(telegram): lower webhook callback timeout to 5s to prevent Telegram read timeouts](https://github.com/openclaw/openclaw/pull/70146) — closed, merged

### `Frrrrrrrrank`

- profile: [github.com/Frrrrrrrrank](https://github.com/Frrrrrrrrank)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AFrrrrrrrrank)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AFrrrrrrrrank)
- repo first seen: `2026-04-17T10:59:47Z`
- repo last seen: `2026-04-22T11:27:09Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
- account age: **1833 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68079: feat(providers/zai): inject X-Session-Id header for prompt cache stickiness](https://github.com/openclaw/openclaw/pull/68079) — open

### `g18166599417-svg`

- profile: [github.com/g18166599417-svg](https://github.com/g18166599417-svg)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ag18166599417-svg)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ag18166599417-svg)
- repo first seen: `2026-04-20T07:10:25Z`
- repo last seen: `2026-04-20T07:10:25Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **18 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69245: feat: enable cache-ttl context pruning for openai-completions providers](https://github.com/openclaw/openclaw/pull/69245) — open

### `gaineyllc`

- profile: [github.com/gaineyllc](https://github.com/gaineyllc)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Againeyllc)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Againeyllc)
- repo first seen: `2026-04-18T22:29:01Z`
- repo last seen: `2026-04-18T22:48:16Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
- account age: **3039 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #68711: fix(openai-completions): enable streaming usage for vLLM + local OpenAI-compat servers](https://github.com/openclaw/openclaw/pull/68711) — open

### `gaurav0107`

- profile: [github.com/gaurav0107](https://github.com/gaurav0107)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Agaurav0107)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Agaurav0107)
- repo first seen: `2026-04-22T17:38:56Z`
- repo last seen: `2026-04-22T18:14:05Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 2 reviews / 2 review comments**
- account age: **3969 days**
- recent public PR activity: **10 PRs** (1 merged / 3 closed-unmerged / 6 open; merged rate **10%**, closed-unmerged rate **30%**, open rate **60%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70287: fix(msteams): drop unsupported $search on msteams:search (AI-assisted)](https://github.com/openclaw/openclaw/pull/70287) — open

### `gauravprasadgp`

- profile: [github.com/gauravprasadgp](https://github.com/gauravprasadgp)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Agauravprasadgp)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Agauravprasadgp)
- repo first seen: `2026-04-22T07:51:34Z`
- repo last seen: `2026-04-22T07:51:34Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3010 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: `td-locus`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70058: fix(skills): add watcher polling fallback](https://github.com/openclaw/openclaw/pull/70058) — open

### `goldmar`

- profile: [github.com/goldmar](https://github.com/goldmar)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Agoldmar)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Agoldmar)
- repo first seen: `2026-03-09T21:20:51Z`
- repo last seen: `2026-04-22T22:52:55Z`
- first seen in snapshot: **yes**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **5699 days**
- recent public PR activity: **7 PRs** (6 merged / 0 closed-unmerged / 1 open; merged rate **86%**, closed-unmerged rate **0%**, open rate **14%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #70374: fix(telegram): route message.send through gateway when available](https://github.com/openclaw/openclaw/pull/70374) — open

### `graadient`

- profile: [github.com/graadient](https://github.com/graadient)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Agraadient)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Agraadient)
- repo first seen: `2026-04-22T11:43:54Z`
- repo last seen: `2026-04-22T11:43:54Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3670 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70151: Avoid false empty-turn failures when the assistant reply lands late](https://github.com/openclaw/openclaw/pull/70151) — open, draft

### `groovetandon`

- profile: [github.com/groovetandon](https://github.com/groovetandon)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Agroovetandon)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Agroovetandon)
- repo first seen: `2026-04-16T01:30:13Z`
- repo last seen: `2026-04-16T01:30:13Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3339 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #67467: Fix Slack cron delivery inference for agentTurn jobs](https://github.com/openclaw/openclaw/pull/67467) — closed

### `haobaicai`

- profile: [github.com/haobaicai](https://github.com/haobaicai)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ahaobaicai)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ahaobaicai)
- repo first seen: `2026-04-17T02:28:36Z`
- repo last seen: `2026-04-17T02:28:36Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2668 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #67921: refactor: make channel startup non-blocking to improve gateway readiness](https://github.com/openclaw/openclaw/pull/67921) — open

### `hchen13`

- profile: [github.com/hchen13](https://github.com/hchen13)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ahchen13)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ahchen13)
- repo first seen: `2026-03-13T02:04:45Z`
- repo last seen: `2026-04-17T14:51:38Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 4 reviews / 4 review comments**
- account age: **4768 days**
- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**

Example artifacts:
- [PR #68128: fix(telegram): release undici dispatcher sockets on polling transport rebuild](https://github.com/openclaw/openclaw/pull/68128) — closed

### `henkterharmsel`

- profile: [github.com/henkterharmsel](https://github.com/henkterharmsel)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ahenkterharmsel)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ahenkterharmsel)
- repo first seen: `2026-04-18T12:54:22Z`
- repo last seen: `2026-04-18T12:54:22Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **5701 days**
- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share**

Example artifacts:
- [PR #68554: fix(sessions): remove redundant skipCache disk re-read inside session store lock](https://github.com/openclaw/openclaw/pull/68554) — open

### `HFConsultant`

- profile: [github.com/HFConsultant](https://github.com/HFConsultant)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AHFConsultant)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AHFConsultant)
- repo first seen: `2026-04-22T18:12:18Z`
- repo last seen: `2026-04-22T21:07:12Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **2233 days**
- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #70298: fix(agents): use atomic store helper for CLI session clearing](https://github.com/openclaw/openclaw/pull/70298) — closed, merged

### `hgezim`

- profile: [github.com/hgezim](https://github.com/hgezim)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ahgezim)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ahgezim)
- repo first seen: `2026-04-20T21:05:45Z`
- repo last seen: `2026-04-20T21:05:45Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **6068 days**
- recent public PR activity: **3 PRs** (2 merged / 0 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #69463: feat(observability): add configurable session tracing headers for LLM requests](https://github.com/openclaw/openclaw/pull/69463) — open

### `hieptuanle`

- profile: [github.com/hieptuanle](https://github.com/hieptuanle)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ahieptuanle)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ahieptuanle)
- repo first seen: `2026-04-19T17:31:20Z`
- repo last seen: `2026-04-19T17:31:20Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **4855 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69038: fix(mattermost): anchor slash command state to globalThis to fix dual-instance 503s](https://github.com/openclaw/openclaw/pull/69038) — open

### `hkalkoti1`

- profile: [github.com/hkalkoti1](https://github.com/hkalkoti1)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ahkalkoti1)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ahkalkoti1)
- repo first seen: `2026-04-20T18:35:24Z`
- repo last seen: `2026-04-20T20:11:24Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 2 reviews / 2 review comments**
- account age: **601 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69428: fix(msteams): paginate thread replies and keep recent context](https://github.com/openclaw/openclaw/pull/69428) — open

### `horsenuggets`

- profile: [github.com/horsenuggets](https://github.com/horsenuggets)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ahorsenuggets)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ahorsenuggets)
- repo first seen: `2026-04-19T22:59:55Z`
- repo last seen: `2026-04-19T22:59:55Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2070 days**
- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**

Example artifacts:
- [PR #69113: Terraform: fix repo settings to match existing, add tfstate to gitignore](https://github.com/openclaw/openclaw/pull/69113) — closed

### `hszhsz`

- profile: [github.com/hszhsz](https://github.com/hszhsz)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ahszhsz)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ahszhsz)
- repo first seen: `2026-04-21T01:43:39Z`
- repo last seen: `2026-04-21T01:43:39Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **4576 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69529: fix: prevent defaultAccountId leak in cross-provider message sends](https://github.com/openclaw/openclaw/pull/69529) — open

### `huangrichao2020`

- profile: [github.com/huangrichao2020](https://github.com/huangrichao2020)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ahuangrichao2020)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ahuangrichao2020)
- repo first seen: `2026-04-22T18:49:51Z`
- repo last seen: `2026-04-22T19:08:59Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 1 reviews / 0 review comments**
- account age: **2016 days**
- recent public PR activity: **17 PRs** (2 merged / 1 closed-unmerged / 14 open; merged rate **12%**, closed-unmerged rate **6%**, open rate **82%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
- heuristic read: **broad repo spread; high open PR share; targets high-star repos**

Example artifacts:
- [PR #70305: docs: refresh README banner artwork](https://github.com/openclaw/openclaw/pull/70305) — open

### `huangzynn`

- profile: [github.com/huangzynn](https://github.com/huangzynn)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ahuangzynn)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ahuangzynn)
- repo first seen: `2026-04-16T02:22:50Z`
- repo last seen: `2026-04-17T01:29:08Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 3 reviews / 3 review comments**
- account age: **1274 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #67480: fix(skills): prevent nested redirect when skills root already has skills](https://github.com/openclaw/openclaw/pull/67480) — open

### `imoes`

- profile: [github.com/imoes](https://github.com/imoes)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aimoes)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aimoes)
- repo first seen: `2026-04-22T12:38:11Z`
- repo last seen: `2026-04-22T12:38:11Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3137 days**
- recent public PR activity: **5 PRs** (0 merged / 2 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **40%**, open rate **60%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #70170: feat(duckduckgo): include DuckDuckGo in onboarding setup wizard](https://github.com/openclaw/openclaw/pull/70170) — open

### `infocentr`

- profile: [github.com/infocentr](https://github.com/infocentr)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ainfocentr)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ainfocentr)
- repo first seen: `2026-04-18T09:28:18Z`
- repo last seen: `2026-04-18T09:28:18Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2808 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68495: Skills: add exec dispatch for slash commands](https://github.com/openclaw/openclaw/pull/68495) — open

### `insomnius`

- profile: [github.com/insomnius](https://github.com/insomnius)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ainsomnius)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ainsomnius)
- repo first seen: `2026-04-16T11:54:42Z`
- repo last seen: `2026-04-16T11:54:42Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3552 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #67650: doc: add assistant_view in features](https://github.com/openclaw/openclaw/pull/67650) — open

### `iT2afL0rd`

- profile: [github.com/iT2afL0rd](https://github.com/iT2afL0rd)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AiT2afL0rd)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AiT2afL0rd)
- repo first seen: `2026-04-22T00:42:41Z`
- repo last seen: `2026-04-22T00:42:41Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **4197 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #69895: fix(telegram): defer grammy import to avoid doctor crash on fresh ins…](https://github.com/openclaw/openclaw/pull/69895) — closed

### `iteemoo6`

- profile: [github.com/iteemoo6](https://github.com/iteemoo6)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aiteemoo6)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aiteemoo6)
- repo first seen: `2026-04-21T08:08:14Z`
- repo last seen: `2026-04-21T08:08:14Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1091 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69637: docs: add PENDING.md workspace pattern for durable commitment tracking](https://github.com/openclaw/openclaw/pull/69637) — open

### `itsuzef`

- profile: [github.com/itsuzef](https://github.com/itsuzef)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aitsuzef)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aitsuzef)
- repo first seen: `2026-02-21T23:47:03Z`
- repo last seen: `2026-04-17T22:59:50Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **2465 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68321: feat(elevenlabs): register eleven_v3 in TTS model allowlist](https://github.com/openclaw/openclaw/pull/68321) — open

### `ivyhabscheid`

- profile: [github.com/ivyhabscheid](https://github.com/ivyhabscheid)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aivyhabscheid)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aivyhabscheid)
- repo first seen: `2026-04-16T18:44:59Z`
- repo last seen: `2026-04-16T18:44:59Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **12 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #67781: fix(google): handle Vertex 1M context models and empty final payloads](https://github.com/openclaw/openclaw/pull/67781) — open

### `jack-ra`

- profile: [github.com/jack-ra](https://github.com/jack-ra)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajack-ra)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajack-ra)
- repo first seen: `2026-04-18T04:40:05Z`
- repo last seen: `2026-04-18T04:40:05Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **4832 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68407: fix(acp): bypass agent dispatch for /status, /acp, and /unfocus commands](https://github.com/openclaw/openclaw/pull/68407) — open

### `janetnoodle`

- profile: [github.com/janetnoodle](https://github.com/janetnoodle)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajanetnoodle)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajanetnoodle)
- repo first seen: `2026-04-20T16:28:25Z`
- repo last seen: `2026-04-20T16:28:25Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **9 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69395: Fix TTS media paths by saving audio under managed media](https://github.com/openclaw/openclaw/pull/69395) — open

### `januaryeffect`

- profile: [github.com/januaryeffect](https://github.com/januaryeffect)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajanuaryeffect)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajanuaryeffect)
- repo first seen: `2026-04-19T11:13:28Z`
- repo last seen: `2026-04-19T11:13:28Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **91 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **young account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #68934: fix(canvas-host): dedupe signal-polyfill in a2ui bundle](https://github.com/openclaw/openclaw/pull/68934) — open

### `jaoa12or`

- profile: [github.com/jaoa12or](https://github.com/jaoa12or)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajaoa12or)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajaoa12or)
- repo first seen: `2026-04-19T17:17:50Z`
- repo last seen: `2026-04-19T17:17:50Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3314 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #69032: feat: add heartbeat.trigger handler and sandbox Docker host path tran…](https://github.com/openclaw/openclaw/pull/69032) — closed

### `jaredar1232tetris`

- profile: [github.com/jaredar1232tetris](https://github.com/jaredar1232tetris)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajaredar1232tetris)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajaredar1232tetris)
- repo first seen: `2026-04-20T04:41:16Z`
- repo last seen: `2026-04-20T04:48:07Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **19 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69195: fix(spawn): propagate parent deliveryContext to sessions_spawn children](https://github.com/openclaw/openclaw/pull/69195) — closed

### `Jaswir`

- profile: [github.com/Jaswir](https://github.com/Jaswir)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AJaswir)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AJaswir)
- repo first seen: `2026-04-20T21:43:30Z`
- repo last seen: `2026-04-20T21:43:30Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3803 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69474: fix(gateway): restore webchat pure-image turn handling (#69358)](https://github.com/openclaw/openclaw/pull/69474) — closed, merged

### `JavieSanchezB`

- profile: [github.com/JavieSanchezB](https://github.com/JavieSanchezB)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AJavieSanchezB)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AJavieSanchezB)
- repo first seen: `2026-04-20T03:01:35Z`
- repo last seen: `2026-04-20T04:04:38Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
- account age: **3794 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69168: refactor: replace custom age formatting with compact duration formatt…](https://github.com/openclaw/openclaw/pull/69168) — open

### `Jay-ju`

- profile: [github.com/Jay-ju](https://github.com/Jay-ju)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AJay-ju)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AJay-ju)
- repo first seen: `2026-04-17T09:23:25Z`
- repo last seen: `2026-04-17T09:23:25Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3831 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68060: feat(memory-lancedb): add smart extraction with atomic fact decomposition](https://github.com/openclaw/openclaw/pull/68060) — open

### `JeevaByte`

- profile: [github.com/JeevaByte](https://github.com/JeevaByte)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AJeevaByte)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AJeevaByte)
- repo first seen: `2026-04-17T23:10:37Z`
- repo last seen: `2026-04-17T23:10:37Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2055 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68325: telegram: add allowBots parity for inbound filtering](https://github.com/openclaw/openclaw/pull/68325) — open

### `jguin`

- profile: [github.com/jguin](https://github.com/jguin)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajguin)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajguin)
- repo first seen: `2026-04-17T00:34:37Z`
- repo last seen: `2026-04-17T00:34:37Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **4370 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #67867: fix(discord): normalize ACP child thread binding targets](https://github.com/openclaw/openclaw/pull/67867) — closed

### `jiasi-latent`

- profile: [github.com/jiasi-latent](https://github.com/jiasi-latent)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajiasi-latent)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajiasi-latent)
- repo first seen: `2026-04-16T00:46:25Z`
- repo last seen: `2026-04-16T00:46:25Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **97 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **young account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #67451: fix: handle group prefix in WhatsApp target normalization](https://github.com/openclaw/openclaw/pull/67451) — open, draft

### `jiecloud`

- profile: [github.com/jiecloud](https://github.com/jiecloud)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajiecloud)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajiecloud)
- repo first seen: `2026-04-16T16:02:04Z`
- repo last seen: `2026-04-16T16:02:04Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1939 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #67733: fix: guard against undefined in onboard trim calls](https://github.com/openclaw/openclaw/pull/67733) — open

### `jinbowang1`

- profile: [github.com/jinbowang1](https://github.com/jinbowang1)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajinbowang1)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajinbowang1)
- repo first seen: `2026-04-20T16:18:24Z`
- repo last seen: `2026-04-20T16:25:50Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **1970 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69391: docs(coding-agent): add "recovering from a destructive spawn" note](https://github.com/openclaw/openclaw/pull/69391) — open

### `john-vainio`

- profile: [github.com/john-vainio](https://github.com/john-vainio)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajohn-vainio)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajohn-vainio)
- repo first seen: `2026-04-17T05:05:56Z`
- repo last seen: `2026-04-17T17:49:38Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **1529 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #67983: feat(plugins): expose tool list on llm_input hook event](https://github.com/openclaw/openclaw/pull/67983) — open

### `Jonahdu`

- profile: [github.com/Jonahdu](https://github.com/Jonahdu)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AJonahdu)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AJonahdu)
- repo first seen: `2026-04-19T18:26:27Z`
- repo last seen: `2026-04-19T18:26:27Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **514 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69063: fix(slack): dedupe delivery in streaming fallback catch path](https://github.com/openclaw/openclaw/pull/69063) — open

### `jpruit20`

- profile: [github.com/jpruit20](https://github.com/jpruit20)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajpruit20)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajpruit20)
- repo first seen: `2026-04-19T16:53:07Z`
- repo last seen: `2026-04-19T16:53:07Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **291 days**
- recent public PR activity: **3 PRs** (2 merged / 0 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **young account; no visible non-self stars**

Example artifacts:
- [PR #69026: fix(tui): raise streaming watchdog threshold to 120s and suppress false-positive warning](https://github.com/openclaw/openclaw/pull/69026) — open

### `juggsnjava-git`

- profile: [github.com/juggsnjava-git](https://github.com/juggsnjava-git)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajuggsnjava-git)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajuggsnjava-git)
- repo first seen: `2026-04-19T01:27:27Z`
- repo last seen: `2026-04-19T01:27:27Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **0 days**
- recent public PR activity: **3 PRs** (0 merged / 2 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **67%**, open rate **33%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; many recent closed-unmerged PRs; no visible non-self stars**

Example artifacts:
- [PR #68759: Juggsnjava git patch 1](https://github.com/openclaw/openclaw/pull/68759) — closed

### `juliopx`

- profile: [github.com/juliopx](https://github.com/juliopx)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajuliopx)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajuliopx)
- repo first seen: `2026-03-19T15:53:01Z`
- repo last seen: `2026-04-18T07:45:52Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **4257 days**
- recent public PR activity: **2 PRs** (1 merged / 1 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #68459: feat: loop mode, hyperfocus refactor, steer mid-turn, llama.cpp thinking](https://github.com/openclaw/openclaw/pull/68459) — closed

### `jzakirov`

- profile: [github.com/jzakirov](https://github.com/jzakirov)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajzakirov)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajzakirov)
- repo first seen: `2026-01-26T17:37:41Z`
- repo last seen: `2026-04-22T15:48:20Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **24 comments / 4 reviews / 4 review comments**
- account age: **3811 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70118: fix(auto-reply): run message_sending before inbound delivery](https://github.com/openclaw/openclaw/pull/70118) — open

### `kaseonedge`

- profile: [github.com/kaseonedge](https://github.com/kaseonedge)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Akaseonedge)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Akaseonedge)
- repo first seen: `2026-04-21T02:18:44Z`
- repo last seen: `2026-04-21T02:18:44Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3837 days**
- recent public PR activity: **11 PRs** (10 merged / 0 closed-unmerged / 1 open; merged rate **91%**, closed-unmerged rate **0%**, open rate **9%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #69542: feat(acp): add backend provider failover for UNAVAILABLE errors](https://github.com/openclaw/openclaw/pull/69542) — open

### `KateWilkins`

- profile: [github.com/KateWilkins](https://github.com/KateWilkins)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AKateWilkins)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AKateWilkins)
- repo first seen: `2026-02-04T19:04:27Z`
- repo last seen: `2026-04-22T20:55:16Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 18 reviews / 18 review comments**
- account age: **4070 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68694: FEAT: Add tts and image generation support to xai extension](https://github.com/openclaw/openclaw/pull/68694) — closed, merged

### `kejw05`

- profile: [github.com/kejw05](https://github.com/kejw05)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Akejw05)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Akejw05)
- repo first seen: `2026-04-19T12:49:21Z`
- repo last seen: `2026-04-19T12:49:35Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **49 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #68958: fix: Remove comments from tsconfig.json to resolve JSON parsing error](https://github.com/openclaw/openclaw/pull/68958) — open

### `kenchung`

- profile: [github.com/kenchung](https://github.com/kenchung)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Akenchung)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Akenchung)
- repo first seen: `2026-04-21T03:35:38Z`
- repo last seen: `2026-04-22T17:12:50Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 11 reviews / 11 review comments**
- account age: **5407 days**
- recent public PR activity: **9 PRs** (6 merged / 0 closed-unmerged / 3 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #69578: feat(heygen): add Video Agent provider plugin](https://github.com/openclaw/openclaw/pull/69578) — open

### `Kerr1st`

- profile: [github.com/Kerr1st](https://github.com/Kerr1st)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AKerr1st)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AKerr1st)
- repo first seen: `2026-02-27T03:31:40Z`
- repo last seen: `2026-04-22T03:07:33Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
- account age: **3725 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69932: Fix/bluebubbles private api fallback](https://github.com/openclaw/openclaw/pull/69932) — open

### `kevinheneveld`

- profile: [github.com/kevinheneveld](https://github.com/kevinheneveld)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Akevinheneveld)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Akevinheneveld)
- repo first seen: `2026-03-19T00:00:30Z`
- repo last seen: `2026-04-22T23:24:12Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **5269 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68262: fix: hide internal prompts from chat history](https://github.com/openclaw/openclaw/pull/68262) — open

### `Kieldro`

- profile: [github.com/Kieldro](https://github.com/Kieldro)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AKieldro)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AKieldro)
- repo first seen: `2026-04-16T04:18:26Z`
- repo last seen: `2026-04-16T04:18:26Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **5383 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #67504: fix: use EX_CONFIG (78) exit code in config-guard to prevent crash loop](https://github.com/openclaw/openclaw/pull/67504) — open

### `kilo5-eng`

- profile: [github.com/kilo5-eng](https://github.com/kilo5-eng)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Akilo5-eng)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Akilo5-eng)
- repo first seen: `2026-04-16T17:10:30Z`
- repo last seen: `2026-04-16T23:26:49Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **74 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #67754:  feat: add EMBEDDING_MODEL env for custom voyage models](https://github.com/openclaw/openclaw/pull/67754) — closed

### `kiranvs46`

- profile: [github.com/kiranvs46](https://github.com/kiranvs46)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Akiranvs46)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Akiranvs46)
- repo first seen: `2026-04-17T02:41:18Z`
- repo last seen: `2026-04-17T03:35:38Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **4347 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #67932: docker: allow host-header origin fallback in Compose for local Docker setups](https://github.com/openclaw/openclaw/pull/67932) — closed

### `Komzpa`

- profile: [github.com/Komzpa](https://github.com/Komzpa)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AKomzpa)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AKomzpa)
- repo first seen: `2026-04-19T19:29:53Z`
- repo last seen: `2026-04-19T19:29:53Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **5442 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: `kothic`, `minsk-hackerspace`, `postgis`, `osm-ru-board`, `tilemill-project`, `konturio`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69076: [codex] classify manual cancellations as killed](https://github.com/openclaw/openclaw/pull/69076) — open

### `kylejfrost`

- profile: [github.com/kylejfrost](https://github.com/kylejfrost)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Akylejfrost)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Akylejfrost)
- repo first seen: `2026-04-20T14:42:23Z`
- repo last seen: `2026-04-21T00:10:47Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **4984 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69363: fix(agents): ignore SessionStart hook session_ids when resuming claude-cli](https://github.com/openclaw/openclaw/pull/69363) — open

### `Kzino`

- profile: [github.com/Kzino](https://github.com/Kzino)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AKzino)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AKzino)
- repo first seen: `2026-04-18T16:27:08Z`
- repo last seen: `2026-04-18T16:27:08Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3193 days**
- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68640: Add Vorim AI skill — agent identity, permissions, trust & audit trails](https://github.com/openclaw/openclaw/pull/68640) — open

### `Laihiujin`

- profile: [github.com/Laihiujin](https://github.com/Laihiujin)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ALaihiujin)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ALaihiujin)
- repo first seen: `2026-04-16T03:34:07Z`
- repo last seen: `2026-04-16T03:34:07Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1705 days**
- recent public PR activity: **3 PRs** (0 merged / 3 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs**

Example artifacts:
- [PR #67498: apps: add OpenClaw Beta Tauri desktop packaging for Windows and macOS](https://github.com/openclaw/openclaw/pull/67498) — closed

### `langningchen-openclaw`

- profile: [github.com/langningchen-openclaw](https://github.com/langningchen-openclaw)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Alangningchen-openclaw)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Alangningchen-openclaw)
- repo first seen: `2026-04-17T14:34:30Z`
- repo last seen: `2026-04-18T11:09:31Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **0 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #68149: feat(daemon): use PowerShell Register-ScheduledTask for Windows auto-start](https://github.com/openclaw/openclaw/pull/68149) — open

### `Lee-Si-Yoon`

- profile: [github.com/Lee-Si-Yoon](https://github.com/Lee-Si-Yoon)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ALee-Si-Yoon)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ALee-Si-Yoon)
- repo first seen: `2026-04-20T03:19:12Z`
- repo last seen: `2026-04-20T05:01:36Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **1938 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69174: feat: add FriendliAI model provider](https://github.com/openclaw/openclaw/pull/69174) — open

### `LeoDu0314`

- profile: [github.com/LeoDu0314](https://github.com/LeoDu0314)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ALeoDu0314)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ALeoDu0314)
- repo first seen: `2026-04-22T06:42:50Z`
- repo last seen: `2026-04-22T06:42:50Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1699 days**
- recent public PR activity: **15 PRs** (14 merged / 0 closed-unmerged / 1 open; merged rate **93%**, closed-unmerged rate **0%**, open rate **7%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #70030: fix(moonshot): preserve native Kimi tool_call IDs in openai-completions replay](https://github.com/openclaw/openclaw/pull/70030) — open

### `leonidas1712`

- profile: [github.com/leonidas1712](https://github.com/leonidas1712)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aleonidas1712)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aleonidas1712)
- repo first seen: `2026-04-18T07:30:02Z`
- repo last seen: `2026-04-18T15:38:30Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
- account age: **3582 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68454: fix(openrouter): replace legacy base URL during model-config merge](https://github.com/openclaw/openclaw/pull/68454) — closed

### `liemrich`

- profile: [github.com/liemrich](https://github.com/liemrich)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aliemrich)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aliemrich)
- repo first seen: `2026-04-16T01:38:06Z`
- repo last seen: `2026-04-21T12:22:12Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **5 comments / 1 reviews / 1 review comments**
- account age: **2215 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #67477: fix(whatsapp): emit hooks for auto-replies](https://github.com/openclaw/openclaw/pull/67477) — open

### `linuxhgw`

- profile: [github.com/linuxhgw](https://github.com/linuxhgw)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Alinuxhgw)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Alinuxhgw)
- repo first seen: `2026-04-17T18:30:52Z`
- repo last seen: `2026-04-17T18:30:52Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3473 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68244: Add new file 'r' with initial content](https://github.com/openclaw/openclaw/pull/68244) — open

### `Little-viva1`

- profile: [github.com/Little-viva1](https://github.com/Little-viva1)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ALittle-viva1)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ALittle-viva1)
- repo first seen: `2026-04-18T16:06:34Z`
- repo last seen: `2026-04-18T16:12:19Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **639 days**
- recent public PR activity: **2 PRs** (1 merged / 1 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #68630: fix(feishu): harden Mira clarification card action writebacks](https://github.com/openclaw/openclaw/pull/68630) — closed

### `lives4code`

- profile: [github.com/lives4code](https://github.com/lives4code)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Alives4code)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Alives4code)
- repo first seen: `2026-04-18T20:53:04Z`
- repo last seen: `2026-04-20T11:33:41Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
- account age: **2539 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #68693: Add memory to tools documentation ai assisted](https://github.com/openclaw/openclaw/pull/68693) — open

### `ljbudgie`

- profile: [github.com/ljbudgie](https://github.com/ljbudgie)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aljbudgie)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aljbudgie)
- repo first seen: `2026-04-18T20:51:45Z`
- repo last seen: `2026-04-18T21:33:56Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 3 reviews / 3 review comments**
- account age: **294 days**
- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **young account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #68692: Formalize Burgess Principle governance in OpenClaw](https://github.com/openclaw/openclaw/pull/68692) — closed

### `ljluestc`

- profile: [github.com/ljluestc](https://github.com/ljluestc)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aljluestc)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aljluestc)
- repo first seen: `2026-04-19T22:25:26Z`
- repo last seen: `2026-04-19T22:25:26Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2200 days**
- recent public PR activity: **5 PRs** (0 merged / 1 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **20%**, open rate **80%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69106: test(observability): add ingestor QA integration suite](https://github.com/openclaw/openclaw/pull/69106) — open, draft

### `lllyin`

- profile: [github.com/lllyin](https://github.com/lllyin)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Alllyin)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Alllyin)
- repo first seen: `2026-04-09T04:57:41Z`
- repo last seen: `2026-04-20T07:33:47Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **3801 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: `medieval-china`
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69256: fix(cron): prevent premature session cleanup when subagents are running](https://github.com/openclaw/openclaw/pull/69256) — open

### `longle325`

- profile: [github.com/longle325](https://github.com/longle325)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Alongle325)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Alongle325)
- repo first seen: `2026-04-21T07:51:52Z`
- repo last seen: `2026-04-21T07:51:52Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **997 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69634: fix(ui): code block copy button overlaps message-level copy action (#69605)](https://github.com/openclaw/openclaw/pull/69634) — open

### `lucasheriques`

- profile: [github.com/lucasheriques](https://github.com/lucasheriques)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Alucasheriques)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Alucasheriques)
- repo first seen: `2026-04-16T15:26:35Z`
- repo last seen: `2026-04-16T15:26:35Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3985 days**
- recent public PR activity: **6 PRs** (4 merged / 0 closed-unmerged / 2 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #67723: fix(agents): allow workspaceOnly inbound image loads from managed media dir](https://github.com/openclaw/openclaw/pull/67723) — open

### `Luckymingxuan`

- profile: [github.com/Luckymingxuan](https://github.com/Luckymingxuan)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ALuckymingxuan)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ALuckymingxuan)
- repo first seen: `2026-04-16T04:21:17Z`
- repo last seen: `2026-04-16T07:25:26Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 3 reviews / 3 review comments**
- account age: **796 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #67505: fix(ollama): model picker shows wrong models after selecting Ollama](https://github.com/openclaw/openclaw/pull/67505) — open

### `luke-skywalker-open-claw`

- profile: [github.com/luke-skywalker-open-claw](https://github.com/luke-skywalker-open-claw)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aluke-skywalker-open-claw)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aluke-skywalker-open-claw)
- repo first seen: `2026-03-14T18:47:01Z`
- repo last seen: `2026-04-22T23:01:48Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **60 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #70205: fix(gateway): aggregate usage cost across agents](https://github.com/openclaw/openclaw/pull/70205) — open

### `Luuuk12321`

- profile: [github.com/Luuuk12321](https://github.com/Luuuk12321)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ALuuuk12321)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ALuuuk12321)
- repo first seen: `2026-04-17T06:54:14Z`
- repo last seen: `2026-04-17T06:54:14Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2396 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68019: feat(memory-core): add multi-strategy chunking support](https://github.com/openclaw/openclaw/pull/68019) — open

### `Maaannnn`

- profile: [github.com/Maaannnn](https://github.com/Maaannnn)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AMaaannnn)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AMaaannnn)
- repo first seen: `2026-04-20T05:38:32Z`
- repo last seen: `2026-04-20T05:38:32Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1433 days**
- recent public PR activity: **5 PRs** (0 merged / 0 closed-unmerged / 5 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69212: agents: replay encrypted_content for volcengine seed thinking summary](https://github.com/openclaw/openclaw/pull/69212) — open

### `MagnusOSClaudeBot`

- profile: [github.com/MagnusOSClaudeBot](https://github.com/MagnusOSClaudeBot)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AMagnusOSClaudeBot)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AMagnusOSClaudeBot)
- repo first seen: `2026-04-22T17:48:13Z`
- repo last seen: `2026-04-22T17:48:13Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **31 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #70290: feat(tui): add compact branded status footer](https://github.com/openclaw/openclaw/pull/70290) — open

### `Manuel-Jentic`

- profile: [github.com/Manuel-Jentic](https://github.com/Manuel-Jentic)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AManuel-Jentic)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AManuel-Jentic)
- repo first seen: `2026-04-16T15:39:52Z`
- repo last seen: `2026-04-16T16:56:07Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 3 reviews / 3 review comments**
- account age: **354 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **young account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #67727: feat(messages): add botDebounceMs to inbound debounce config](https://github.com/openclaw/openclaw/pull/67727) — open

### `marcelogdeandrade`

- profile: [github.com/marcelogdeandrade](https://github.com/marcelogdeandrade)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amarcelogdeandrade)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amarcelogdeandrade)
- repo first seen: `2026-04-22T22:51:32Z`
- repo last seen: `2026-04-22T22:51:32Z`
- first seen in snapshot: **yes**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **4051 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70372: fix: suppress thinking narration leaking into channel messages for Anthropic/Bedrock](https://github.com/openclaw/openclaw/pull/70372) — open

### `markrachapoom`

- profile: [github.com/markrachapoom](https://github.com/markrachapoom)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amarkrachapoom)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amarkrachapoom)
- repo first seen: `2026-04-18T20:31:21Z`
- repo last seen: `2026-04-18T20:31:45Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **2004 days**
- recent public PR activity: **4 PRs** (2 merged / 2 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs**

Example artifacts:
- [PR #68688: fix(cli): pass safe cwd to spawned openclaw children](https://github.com/openclaw/openclaw/pull/68688) — closed

### `matheusccouto`

- profile: [github.com/matheusccouto](https://github.com/matheusccouto)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amatheusccouto)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amatheusccouto)
- repo first seen: `2026-04-21T23:36:55Z`
- repo last seen: `2026-04-21T23:36:55Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2971 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69872: fix(config): preserve symlinked config writes and SecretRef markers](https://github.com/openclaw/openclaw/pull/69872) — closed

### `matiasmichael`

- profile: [github.com/matiasmichael](https://github.com/matiasmichael)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amatiasmichael)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amatiasmichael)
- repo first seen: `2026-04-22T14:36:30Z`
- repo last seen: `2026-04-22T14:39:16Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **1102 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #70218: Add fal-gpt-image-2 skill: direct-Fal-API playbook for gpt-image-2 text & edit](https://github.com/openclaw/openclaw/pull/70218) — closed

### `melderan`

- profile: [github.com/melderan](https://github.com/melderan)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amelderan)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amelderan)
- repo first seen: `2026-04-19T05:16:56Z`
- repo last seen: `2026-04-19T05:16:56Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **5635 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68831: perf: share JITI instances across plugins with identical alias configs](https://github.com/openclaw/openclaw/pull/68831) — open

### `Men-cotton`

- profile: [github.com/Men-cotton](https://github.com/Men-cotton)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AMen-cotton)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AMen-cotton)
- repo first seen: `2026-04-21T15:28:35Z`
- repo last seen: `2026-04-21T15:28:35Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3348 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69766: Plugins: remove hardcoded Telegram and web-search IDs](https://github.com/openclaw/openclaw/pull/69766) — open

### `Menci`

- profile: [github.com/Menci](https://github.com/Menci)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AMenci)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AMenci)
- repo first seen: `2026-04-20T14:37:27Z`
- repo last seen: `2026-04-20T14:37:27Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **4063 days**
- recent public PR activity: **4 PRs** (3 merged / 0 closed-unmerged / 1 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
- public orgs: `microsoft`, `Moeditor`, `syzoj`, `OI-wiki`, `LibreOJ`, `RUC-Turing`, `Arcaea-Infinity`, `Web3-Club`, `proj-airi`, `MaigoLabs`, `GramSearch`, `memohai`
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #69362: fix(openai-responses): auto-recover from connection-bound item ID rejections](https://github.com/openclaw/openclaw/pull/69362) — closed, merged

### `misschengxi-crypto`

- profile: [github.com/misschengxi-crypto](https://github.com/misschengxi-crypto)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amisschengxi-crypto)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amisschengxi-crypto)
- repo first seen: `2026-04-22T11:38:35Z`
- repo last seen: `2026-04-22T11:38:35Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **57 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #70148: docs(channels): add QQvu (Pufferfish) channel page](https://github.com/openclaw/openclaw/pull/70148) — open

### `mofolo`

- profile: [github.com/mofolo](https://github.com/mofolo)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amofolo)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amofolo)
- repo first seen: `2026-04-16T05:46:07Z`
- repo last seen: `2026-04-20T04:30:00Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **5117 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #67536: fix(slack): route subagent completion messages back to originating thread](https://github.com/openclaw/openclaw/pull/67536) — closed

### `MohandesD`

- profile: [github.com/MohandesD](https://github.com/MohandesD)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AMohandesD)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AMohandesD)
- repo first seen: `2026-04-19T21:33:06Z`
- repo last seen: `2026-04-19T21:36:07Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **2736 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69096: feat(tts): add xAI OpenAI-compatible bridge](https://github.com/openclaw/openclaw/pull/69096) — closed

### `moneypennyrasener`

- profile: [github.com/moneypennyrasener](https://github.com/moneypennyrasener)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amoneypennyrasener)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amoneypennyrasener)
- repo first seen: `2026-04-22T05:47:29Z`
- repo last seen: `2026-04-22T05:47:29Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **68 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69999: feat(macos): wallboard shell — fullscreen WKWebView on external display (REL-433)](https://github.com/openclaw/openclaw/pull/69999) — open

### `moonjuhyun123`

- profile: [github.com/moonjuhyun123](https://github.com/moonjuhyun123)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amoonjuhyun123)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amoonjuhyun123)
- repo first seen: `2026-04-21T08:28:18Z`
- repo last seen: `2026-04-21T08:28:18Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1773 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69639: docs(agents): add architecture reading guides for three use cases](https://github.com/openclaw/openclaw/pull/69639) — open

### `MotherSphere`

- profile: [github.com/MotherSphere](https://github.com/MotherSphere)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AMotherSphere)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AMotherSphere)
- repo first seen: `2026-04-18T14:28:07Z`
- repo last seen: `2026-04-22T20:13:50Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **198 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: `Project-Colony`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **young account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #68599: agents/compaction: hint at toolResultMaxChars when overflow persists after compaction](https://github.com/openclaw/openclaw/pull/68599) — open

### `neilofneils404`

- profile: [github.com/neilofneils404](https://github.com/neilofneils404)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aneilofneils404)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aneilofneils404)
- repo first seen: `2026-04-16T22:29:09Z`
- repo last seen: `2026-04-16T22:29:17Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **74 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #67843: fix: pass directories to provider stream wrappers](https://github.com/openclaw/openclaw/pull/67843) — open

### `nir-insuretax`

- profile: [github.com/nir-insuretax](https://github.com/nir-insuretax)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Anir-insuretax)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Anir-insuretax)
- repo first seen: `2026-03-17T10:08:50Z`
- repo last seen: `2026-04-16T13:44:43Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 2 reviews / 2 review comments**
- account age: **38 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #67672: fix(slack): close WebSocket connections on provider stop to prevent leak](https://github.com/openclaw/openclaw/pull/67672) — open

### `nitinwadhawan`

- profile: [github.com/nitinwadhawan](https://github.com/nitinwadhawan)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Anitinwadhawan)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Anitinwadhawan)
- repo first seen: `2026-04-18T19:44:38Z`
- repo last seen: `2026-04-18T20:04:46Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
- account age: **4714 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #68677: Agents/tool-images: memoize resize to avoid per-turn sharp decode (#64418)](https://github.com/openclaw/openclaw/pull/68677) — open

### `Nizomidin21`

- profile: [github.com/Nizomidin21](https://github.com/Nizomidin21)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ANizomidin21)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ANizomidin21)
- repo first seen: `2026-04-22T06:55:50Z`
- repo last seen: `2026-04-22T06:55:50Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **351 days**
- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos**

Example artifacts:
- [PR #70034: feat(skills): add mrscraper-cli workspace skill](https://github.com/openclaw/openclaw/pull/70034) — closed

### `nkuhanas`

- profile: [github.com/nkuhanas](https://github.com/nkuhanas)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ankuhanas)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ankuhanas)
- repo first seen: `2026-04-22T02:36:19Z`
- repo last seen: `2026-04-22T02:36:19Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1442 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69948: feat(plugins): add api.runtime.interSession.send as a thin sessions.send facade](https://github.com/openclaw/openclaw/pull/69948) — open

### `nnlevy`

- profile: [github.com/nnlevy](https://github.com/nnlevy)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Annlevy)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Annlevy)
- repo first seen: `2026-04-18T08:00:14Z`
- repo last seen: `2026-04-18T08:00:14Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **5883 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68464: Harden subagent completion delivery](https://github.com/openclaw/openclaw/pull/68464) — open

### `novajune`

- profile: [github.com/novajune](https://github.com/novajune)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Anovajune)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Anovajune)
- repo first seen: `2026-04-21T15:03:32Z`
- repo last seen: `2026-04-21T15:03:32Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69752: fix(slack): preserve thread-specific routing](https://github.com/openclaw/openclaw/pull/69752) — closed

### `nrubioru`

- profile: [github.com/nrubioru](https://github.com/nrubioru)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Anrubioru)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Anrubioru)
- repo first seen: `2026-03-22T04:47:15Z`
- repo last seen: `2026-04-22T18:50:56Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **92 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **young account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #70306: fix(acp+gateway): clean final emit, fallback visibility, legacy unit resolve](https://github.com/openclaw/openclaw/pull/70306) — open

### `nufnaf`

- profile: [github.com/nufnaf](https://github.com/nufnaf)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Anufnaf)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Anufnaf)
- repo first seen: `2026-04-16T12:30:36Z`
- repo last seen: `2026-04-18T15:43:29Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 3 reviews / 3 review comments**
- account age: **4823 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #67665: fix(discord): normalize prefixed conversation ids in resolveChannelIdForBinding](https://github.com/openclaw/openclaw/pull/67665) — closed

### `OpenSpek`

- profile: [github.com/OpenSpek](https://github.com/OpenSpek)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AOpenSpek)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AOpenSpek)
- repo first seen: `2026-04-22T00:55:07Z`
- repo last seen: `2026-04-22T00:55:07Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **47 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #69904: fix: drop stale transient async notices after session advance](https://github.com/openclaw/openclaw/pull/69904) — open

### `palacici`

- profile: [github.com/palacici](https://github.com/palacici)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Apalacici)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Apalacici)
- repo first seen: `2026-04-20T06:36:59Z`
- repo last seen: `2026-04-20T06:36:59Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **850 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69237: fix: add enabledByDefault to memory-core plugin manifest](https://github.com/openclaw/openclaw/pull/69237) — open

### `palewire`

- profile: [github.com/palewire](https://github.com/palewire)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Apalewire)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Apalewire)
- repo first seen: `2026-04-18T16:38:20Z`
- repo last seen: `2026-04-19T13:26:40Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
- account age: **6550 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: `pastpages`, `california-civic-data-coalition`, `palermo-hollywood`
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68651: Gateway/config: add models.pricing.enabled to skip pricing bootstrap](https://github.com/openclaw/openclaw/pull/68651) — open

### `paramiao`

- profile: [github.com/paramiao](https://github.com/paramiao)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aparamiao)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aparamiao)
- repo first seen: `2026-04-16T13:42:00Z`
- repo last seen: `2026-04-16T13:52:07Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **5277 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #67686: feat(governance): add dispatch fidelity checker](https://github.com/openclaw/openclaw/pull/67686) — closed

### `patl4588`

- profile: [github.com/patl4588](https://github.com/patl4588)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Apatl4588)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Apatl4588)
- repo first seen: `2026-04-20T20:25:29Z`
- repo last seen: `2026-04-20T20:25:29Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **309 days**
- recent public PR activity: **85 PRs** (2 merged / 15 closed-unmerged / 68 open; merged rate **2%**, closed-unmerged rate **18%**, open rate **80%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
- heuristic read: **young account; high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars**

Example artifacts:
- [PR #69452: docs(providers): document Anthropic-compatible proxy config (aiusage example)](https://github.com/openclaw/openclaw/pull/69452) — open

### `patricklee001`

- profile: [github.com/patricklee001](https://github.com/patricklee001)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Apatricklee001)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Apatricklee001)
- repo first seen: `2026-04-17T14:39:01Z`
- repo last seen: `2026-04-17T14:39:01Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **46 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #68152: fix(ui): use i18n t() for Node option in exec approvals target select](https://github.com/openclaw/openclaw/pull/68152) — open

### `pejmanjohn`

- profile: [github.com/pejmanjohn](https://github.com/pejmanjohn)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Apejmanjohn)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Apejmanjohn)
- repo first seen: `2026-02-14T06:13:08Z`
- repo last seen: `2026-04-22T20:21:21Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **24 comments / 7 reviews / 7 review comments**
- account age: **5637 days**
- recent public PR activity: **2 PRs** (1 merged / 1 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #70300: fix(update): stage bundled plugin runtime deps after package install](https://github.com/openclaw/openclaw/pull/70300) — closed

### `peking2`

- profile: [github.com/peking2](https://github.com/peking2)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Apeking2)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Apeking2)
- repo first seen: `2026-04-18T14:09:14Z`
- repo last seen: `2026-04-18T14:09:14Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **4842 days**
- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**

Example artifacts:
- [PR #68592: docs: update README title to SoloClaw](https://github.com/openclaw/openclaw/pull/68592) — closed

### `Phymath`

- profile: [github.com/Phymath](https://github.com/Phymath)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3APhymath)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3APhymath)
- repo first seen: `2026-04-16T16:48:45Z`
- repo last seen: `2026-04-16T16:48:45Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3506 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #67748: Add resilient auto-reconnect with jittered exponential backoff for re…](https://github.com/openclaw/openclaw/pull/67748) — open

### `plokomarketing-ai`

- profile: [github.com/plokomarketing-ai](https://github.com/plokomarketing-ai)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aplokomarketing-ai)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aplokomarketing-ai)
- repo first seen: `2026-04-16T14:14:10Z`
- repo last seen: `2026-04-16T14:14:10Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **99 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **young account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #67699: fix(ui): prevent chat messages from disappearing after send when tools are used](https://github.com/openclaw/openclaw/pull/67699) — open

### `pmcholding`

- profile: [github.com/pmcholding](https://github.com/pmcholding)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Apmcholding)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Apmcholding)
- repo first seen: `2026-03-15T18:28:59Z`
- repo last seen: `2026-04-19T22:30:45Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
- account age: **1139 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69108: fix(agent): honor --session-id when --agent is present + add --new-session flag](https://github.com/openclaw/openclaw/pull/69108) — open, draft

### `poiskgit`

- profile: [github.com/poiskgit](https://github.com/poiskgit)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Apoiskgit)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Apoiskgit)
- repo first seen: `2026-04-17T10:13:36Z`
- repo last seen: `2026-04-18T15:20:31Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **1112 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68067: fix(telegram): honor removeAckAfterReply for status reactions](https://github.com/openclaw/openclaw/pull/68067) — closed, merged

### `qidu`

- profile: [github.com/qidu](https://github.com/qidu)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aqidu)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aqidu)
- repo first seen: `2026-04-16T12:43:51Z`
- repo last seen: `2026-04-16T12:43:51Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **5079 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #67669: Add custom-test sub command to verify configured custom providers](https://github.com/openclaw/openclaw/pull/67669) — open

### `quengh`

- profile: [github.com/quengh](https://github.com/quengh)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aquengh)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aquengh)
- repo first seen: `2026-03-06T01:52:49Z`
- repo last seen: `2026-04-17T06:46:19Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
- account age: **4774 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #67977: feat(active-memory): add allowedChatIds/deniedChatIds per-conversation filters](https://github.com/openclaw/openclaw/pull/67977) — open

### `QuentinWalker`

- profile: [github.com/QuentinWalker](https://github.com/QuentinWalker)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AQuentinWalker)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AQuentinWalker)
- repo first seen: `2026-04-14T04:01:24Z`
- repo last seen: `2026-04-22T02:43:35Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **3974 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69952: fix(wiki): load memory-core plugin runtime before bridge artifact import](https://github.com/openclaw/openclaw/pull/69952) — open

### `Quratulain-bilal`

- profile: [github.com/Quratulain-bilal](https://github.com/Quratulain-bilal)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AQuratulain-bilal)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AQuratulain-bilal)
- repo first seen: `2026-04-22T03:26:57Z`
- repo last seen: `2026-04-22T03:26:57Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **761 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69965: docs: add missing href attributes to 12 broken Card elements](https://github.com/openclaw/openclaw/pull/69965) — open

### `RaphaAI`

- profile: [github.com/RaphaAI](https://github.com/RaphaAI)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ARaphaAI)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ARaphaAI)
- repo first seen: `2026-04-18T19:13:57Z`
- repo last seen: `2026-04-18T19:13:57Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **7 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #68670: fix(minimax): promote thinking-only finals to text on openai-completions](https://github.com/openclaw/openclaw/pull/68670) — closed

### `revision-co-ltd`

- profile: [github.com/revision-co-ltd](https://github.com/revision-co-ltd)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Arevision-co-ltd)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Arevision-co-ltd)
- repo first seen: `2026-04-17T16:33:51Z`
- repo last seen: `2026-04-17T16:33:51Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **339 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **young account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #68197: feat(line): add optional requireMentionForNonText group gate](https://github.com/openclaw/openclaw/pull/68197) — open

### `ridermw`

- profile: [github.com/ridermw](https://github.com/ridermw)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aridermw)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aridermw)
- repo first seen: `2026-01-31T08:31:14Z`
- repo last seen: `2026-04-19T23:27:46Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **4548 days**
- recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share**

Example artifacts:
- [PR #69116: CopilotSdk: add @github/copilot-sdk-backed provider plugin](https://github.com/openclaw/openclaw/pull/69116) — open

### `robertdonnellyiii`

- profile: [github.com/robertdonnellyiii](https://github.com/robertdonnellyiii)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Arobertdonnellyiii)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Arobertdonnellyiii)
- repo first seen: `2026-04-22T03:21:53Z`
- repo last seen: `2026-04-22T03:21:53Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **7 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #69962: Withdrawn](https://github.com/openclaw/openclaw/pull/69962) — closed

### `rvajustin`

- profile: [github.com/rvajustin](https://github.com/rvajustin)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Arvajustin)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Arvajustin)
- repo first seen: `2026-04-17T17:57:49Z`
- repo last seen: `2026-04-17T17:57:49Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **4443 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: `apprio-health`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68235: fix: issue 53120](https://github.com/openclaw/openclaw/pull/68235) — open

### `rzyns`

- profile: [github.com/rzyns](https://github.com/rzyns)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Arzyns)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Arzyns)
- repo first seen: `2026-04-20T20:56:51Z`
- repo last seen: `2026-04-20T20:56:51Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **4777 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69458: fix(memory): keep active memory capability visible across plugin scopes](https://github.com/openclaw/openclaw/pull/69458) — open

### `samgibson-bot`

- profile: [github.com/samgibson-bot](https://github.com/samgibson-bot)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asamgibson-bot)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asamgibson-bot)
- repo first seen: `2026-04-20T20:41:53Z`
- repo last seen: `2026-04-20T20:41:53Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **75 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #69455: feat(cron): add bash-kind payload for zero-LLM cron execution](https://github.com/openclaw/openclaw/pull/69455) — closed

### `samimjafari`

- profile: [github.com/samimjafari](https://github.com/samimjafari)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asamimjafari)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asamimjafari)
- repo first seen: `2026-04-18T01:57:49Z`
- repo last seen: `2026-04-18T01:59:46Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **728 days**
- recent public PR activity: **2 PRs** (1 merged / 1 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #68356:  alpha](https://github.com/openclaw/openclaw/pull/68356) — closed

### `san-stark-1975`

- profile: [github.com/san-stark-1975](https://github.com/san-stark-1975)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asan-stark-1975)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asan-stark-1975)
- repo first seen: `2026-04-22T11:06:26Z`
- repo last seen: `2026-04-22T21:10:54Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 2 reviews / 2 review comments**
- account age: **0 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #70134: fix(models): fingerprint auth profiles semantically](https://github.com/openclaw/openclaw/pull/70134) — open

### `SavantLogics`

- profile: [github.com/SavantLogics](https://github.com/SavantLogics)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ASavantLogics)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ASavantLogics)
- repo first seen: `2026-04-22T00:19:12Z`
- repo last seen: `2026-04-22T00:19:12Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2964 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #69891: chore: update DEFAULT_HEARTBEAT_EVERY to 15m](https://github.com/openclaw/openclaw/pull/69891) — closed

### `scaraude`

- profile: [github.com/scaraude](https://github.com/scaraude)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ascaraude)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ascaraude)
- repo first seen: `2026-04-18T08:34:12Z`
- repo last seen: `2026-04-18T08:34:12Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2288 days**
- recent public PR activity: **6 PRs** (2 merged / 0 closed-unmerged / 4 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share**

Example artifacts:
- [PR #68477: feat(auth): add --profile to models auth login](https://github.com/openclaw/openclaw/pull/68477) — open

### `seanniu93`

- profile: [github.com/seanniu93](https://github.com/seanniu93)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aseanniu93)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aseanniu93)
- repo first seen: `2026-04-18T07:23:52Z`
- repo last seen: `2026-04-18T07:23:52Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **4213 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68450: fix(mcp): dispose bundled MCP runtimes after isolated one-shot runs](https://github.com/openclaw/openclaw/pull/68450) — open

### `SharkeyDev`

- profile: [github.com/SharkeyDev](https://github.com/SharkeyDev)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ASharkeyDev)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ASharkeyDev)
- repo first seen: `2026-03-09T22:56:49Z`
- repo last seen: `2026-04-21T02:42:33Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **899 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69549: exec tool: strip model-visible `security` / `ask` params](https://github.com/openclaw/openclaw/pull/69549) — open

### `ShayMeshGit`

- profile: [github.com/ShayMeshGit](https://github.com/ShayMeshGit)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AShayMeshGit)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AShayMeshGit)
- repo first seen: `2026-04-17T19:10:02Z`
- repo last seen: `2026-04-18T10:27:44Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **2606 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #68250: docs: use relative links in provider index to fix localization #68139](https://github.com/openclaw/openclaw/pull/68250) — closed

### `skolez`

- profile: [github.com/skolez](https://github.com/skolez)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Askolez)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Askolez)
- repo first seen: `2026-04-18T21:46:16Z`
- repo last seen: `2026-04-18T22:10:59Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **3543 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68702: fix(docker): enable host.docker.internal for local providers](https://github.com/openclaw/openclaw/pull/68702) — open

### `Steady-ai`

- profile: [github.com/Steady-ai](https://github.com/Steady-ai)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ASteady-ai)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ASteady-ai)
- repo first seen: `2026-04-18T22:24:42Z`
- repo last seen: `2026-04-18T22:24:42Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **432 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #68708: [codex] Guard browser route continue race](https://github.com/openclaw/openclaw/pull/68708) — open, draft

### `stiva1979-jpg`

- profile: [github.com/stiva1979-jpg](https://github.com/stiva1979-jpg)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Astiva1979-jpg)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Astiva1979-jpg)
- repo first seen: `2026-04-20T07:27:39Z`
- repo last seen: `2026-04-20T07:27:39Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **79 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69253: feat(gateway): add agent.identity.full method](https://github.com/openclaw/openclaw/pull/69253) — open

### `stubble99`

- profile: [github.com/stubble99](https://github.com/stubble99)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Astubble99)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Astubble99)
- repo first seen: `2026-04-22T07:03:02Z`
- repo last seen: `2026-04-22T07:03:02Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2328 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70037: fix(agents): preserve CLI session across heartbeat runs and gateway restarts](https://github.com/openclaw/openclaw/pull/70037) — open

### `szponeczek`

- profile: [github.com/szponeczek](https://github.com/szponeczek)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aszponeczek)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aszponeczek)
- repo first seen: `2026-04-21T11:59:49Z`
- repo last seen: `2026-04-22T14:32:19Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **46 days**
- recent public PR activity: **8 PRs** (7 merged / 0 closed-unmerged / 1 open; merged rate **88%**, closed-unmerged rate **0%**, open rate **12%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **very new account; no visible non-self stars**

Example artifacts:
- [PR #70215: fix(discord): thread runtime config through guild actions](https://github.com/openclaw/openclaw/pull/70215) — closed, merged

### `taitruong`

- profile: [github.com/taitruong](https://github.com/taitruong)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ataitruong)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ataitruong)
- repo first seen: `2026-04-20T21:07:06Z`
- repo last seen: `2026-04-20T22:05:50Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 4 reviews / 4 review comments**
- account age: **5460 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: `software-developer-org`, `arkprotocol`
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69464: fix(ollama): honor params.num_ctx on configured models (#44550)](https://github.com/openclaw/openclaw/pull/69464) — open

### `talktoajayprakash`

- profile: [github.com/talktoajayprakash](https://github.com/talktoajayprakash)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Atalktoajayprakash)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Atalktoajayprakash)
- repo first seen: `2026-04-17T05:49:19Z`
- repo last seen: `2026-04-17T05:49:19Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **4012 days**
- recent public PR activity: **3 PRs** (2 merged / 0 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #67997: docs(plugins): fix broken links in plugin.md for GitHub rendering](https://github.com/openclaw/openclaw/pull/67997) — open

### `taosiyuan163`

- profile: [github.com/taosiyuan163](https://github.com/taosiyuan163)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ataosiyuan163)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ataosiyuan163)
- repo first seen: `2026-04-17T17:44:59Z`
- repo last seen: `2026-04-22T12:04:22Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **3427 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68227: fix(protocol): require hello-ok auth](https://github.com/openclaw/openclaw/pull/68227) — open

### `TheDillonHall`

- profile: [github.com/TheDillonHall](https://github.com/TheDillonHall)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ATheDillonHall)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ATheDillonHall)
- repo first seen: `2026-04-17T21:36:47Z`
- repo last seen: `2026-04-17T21:36:47Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1109 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #68283: fix(approvals): back off native handler bootstrap retries](https://github.com/openclaw/openclaw/pull/68283) — open

### `thinhhh-beep`

- profile: [github.com/thinhhh-beep](https://github.com/thinhhh-beep)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Athinhhh-beep)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Athinhhh-beep)
- repo first seen: `2026-04-16T18:25:19Z`
- repo last seen: `2026-04-16T18:27:35Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **2 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #67772: fix: openai-codex 404 error by baking baseline config into provider-m…](https://github.com/openclaw/openclaw/pull/67772) — closed

### `TinyTb`

- profile: [github.com/TinyTb](https://github.com/TinyTb)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ATinyTb)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ATinyTb)
- repo first seen: `2026-02-05T18:45:41Z`
- repo last seen: `2026-04-22T18:01:55Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **21 comments / 1 reviews / 1 review comments**
- account age: **4534 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #67731: test(anthropic): pin Opus 4.7 variant resolution + thinking-default regression coverage](https://github.com/openclaw/openclaw/pull/67731) — open

### `Tmalone1250`

- profile: [github.com/Tmalone1250](https://github.com/Tmalone1250)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ATmalone1250)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ATmalone1250)
- repo first seen: `2026-04-18T20:13:45Z`
- repo last seen: `2026-04-18T20:49:38Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **590 days**
- recent public PR activity: **8 PRs** (0 merged / 5 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **62%**, open rate **38%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs**

Example artifacts:
- [PR #68685: fix(config): strip obsolete memorySearch keys before schema validation (#68664)](https://github.com/openclaw/openclaw/pull/68685) — open

### `tmlxrd`

- profile: [github.com/tmlxrd](https://github.com/tmlxrd)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Atmlxrd)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Atmlxrd)
- repo first seen: `2026-04-16T22:55:44Z`
- repo last seen: `2026-04-16T22:55:44Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2221 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #67848: fix(openai): align auth picker labels for API key vs Codex OAuth](https://github.com/openclaw/openclaw/pull/67848) — open

### `ToniDonDoni`

- profile: [github.com/ToniDonDoni](https://github.com/ToniDonDoni)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AToniDonDoni)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AToniDonDoni)
- repo first seen: `2026-04-07T23:42:54Z`
- repo last seen: `2026-04-17T21:01:48Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **11 comments / 0 reviews / 0 review comments**
- account age: **129 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **young account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #67913: fix(heartbeat): deliver exec events with disabled heartbeat interval](https://github.com/openclaw/openclaw/pull/67913) — closed

### `trevorlarson`

- profile: [github.com/trevorlarson](https://github.com/trevorlarson)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Atrevorlarson)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Atrevorlarson)
- repo first seen: `2026-04-20T06:21:54Z`
- repo last seen: `2026-04-20T21:02:00Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **4211 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69223: discord: split mixed replies on fenced code blocks](https://github.com/openclaw/openclaw/pull/69223) — closed

### `truffle-dev`

- profile: [github.com/truffle-dev](https://github.com/truffle-dev)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Atruffle-dev)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Atruffle-dev)
- repo first seen: `2026-04-22T13:18:18Z`
- repo last seen: `2026-04-22T13:18:18Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **73 days**
- recent public PR activity: **11 PRs** (2 merged / 0 closed-unmerged / 9 open; merged rate **18%**, closed-unmerged rate **0%**, open rate **82%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
- heuristic read: **very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #70183: fix(cron): coerce pad value so cron list survives non-string job id](https://github.com/openclaw/openclaw/pull/70183) — closed

### `Tsenghan`

- profile: [github.com/Tsenghan](https://github.com/Tsenghan)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ATsenghan)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ATsenghan)
- repo first seen: `2026-04-20T17:15:31Z`
- repo last seen: `2026-04-20T17:15:31Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **4214 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69402: fix: sync auth token to state after gateway hello for media preview URLs](https://github.com/openclaw/openclaw/pull/69402) — open

### `TTTT-T`

- profile: [github.com/TTTT-T](https://github.com/TTTT-T)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ATTTT-T)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ATTTT-T)
- repo first seen: `2026-04-18T12:12:52Z`
- repo last seen: `2026-04-18T12:12:52Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **495 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68537: [codex] fix(telegram): allow ACP bindings for direct chats](https://github.com/openclaw/openclaw/pull/68537) — open, draft

### `Tuarisa`

- profile: [github.com/Tuarisa](https://github.com/Tuarisa)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ATuarisa)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ATuarisa)
- repo first seen: `2026-04-17T18:27:59Z`
- repo last seen: `2026-04-17T18:27:59Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **4909 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68243: fix(media-understanding): register custom API stream handler before image completion](https://github.com/openclaw/openclaw/pull/68243) — open

### `ULing19`

- profile: [github.com/ULing19](https://github.com/ULing19)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AULing19)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AULing19)
- repo first seen: `2026-04-22T09:46:01Z`
- repo last seen: `2026-04-22T09:46:01Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1044 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70107: feat(skills): add community-contributed QQ/Tavily/Image-Deliver/Multimodal skills](https://github.com/openclaw/openclaw/pull/70107) — closed

### `Vansh5632`

- profile: [github.com/Vansh5632](https://github.com/Vansh5632)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AVansh5632)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AVansh5632)
- repo first seen: `2026-04-21T13:40:17Z`
- repo last seen: `2026-04-21T13:40:17Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1001 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: `sudonitj`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69721: test(ollama): cover native model id normalization](https://github.com/openclaw/openclaw/pull/69721) — open

### `VeroPwr`

- profile: [github.com/VeroPwr](https://github.com/VeroPwr)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AVeroPwr)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AVeroPwr)
- repo first seen: `2026-04-22T16:53:48Z`
- repo last seen: `2026-04-22T16:53:48Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **61 days**
- recent public PR activity: **4 PRs** (3 merged / 1 closed-unmerged / 0 open; merged rate **75%**, closed-unmerged rate **25%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **very new account**

Example artifacts:
- [PR #70271: feat(slack): implement triage pre-processing for inbound messages](https://github.com/openclaw/openclaw/pull/70271) — closed

### `visormatt`

- profile: [github.com/visormatt](https://github.com/visormatt)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Avisormatt)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Avisormatt)
- repo first seen: `2026-04-20T03:27:12Z`
- repo last seen: `2026-04-20T03:27:12Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **5585 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: `barguide`, `shiftsmartinc`, `mattscholta`, `rocketscms`, `OpenThrottle`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #69176: chore: poking around](https://github.com/openclaw/openclaw/pull/69176) — closed, draft

### `vivekchand`

- profile: [github.com/vivekchand](https://github.com/vivekchand)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Avivekchand)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Avivekchand)
- repo first seen: `2026-03-02T00:27:17Z`
- repo last seen: `2026-04-18T13:11:41Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
- account age: **5357 days**
- recent public PR activity: **100 PRs** (77 merged / 7 closed-unmerged / 16 open; merged rate **77%**, closed-unmerged rate **7%**, open rate **16%**)
- public orgs: `dwellbird`
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **extremely high recent PR volume**

Example artifacts:
- [PR #68569: fix(device-pairing): auto-expand operator scopes to include operator.read](https://github.com/openclaw/openclaw/pull/68569) — open

### `vivito`

- profile: [github.com/vivito](https://github.com/vivito)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Avivito)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Avivito)
- repo first seen: `2026-04-22T20:23:24Z`
- repo last seen: `2026-04-22T20:23:24Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **4178 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70332: fix(memory): harden dreaming diary pipeline](https://github.com/openclaw/openclaw/pull/70332) — open

### `werdelin`

- profile: [github.com/werdelin](https://github.com/werdelin)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Awerdelin)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Awerdelin)
- repo first seen: `2026-04-16T19:22:23Z`
- repo last seen: `2026-04-16T19:43:26Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **5860 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: `prehype`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #67794: fix(config): normalize object-format channel capabilities to string flags](https://github.com/openclaw/openclaw/pull/67794) — closed

### `wfpaopao`

- profile: [github.com/wfpaopao](https://github.com/wfpaopao)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Awfpaopao)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Awfpaopao)
- repo first seen: `2026-04-22T09:38:29Z`
- repo last seen: `2026-04-22T11:49:42Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **4388 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70105: fix(ui): keep debug event log stable while viewing history](https://github.com/openclaw/openclaw/pull/70105) — open

### `wwk5q8z6kk-bit`

- profile: [github.com/wwk5q8z6kk-bit](https://github.com/wwk5q8z6kk-bit)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Awwk5q8z6kk-bit)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Awwk5q8z6kk-bit)
- repo first seen: `2026-04-22T02:28:53Z`
- repo last seen: `2026-04-22T02:28:53Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **121 days**
- recent public PR activity: **4 PRs** (3 merged / 0 closed-unmerged / 1 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **young account**

Example artifacts:
- [PR #69947: fix: quiet noninteractive doctor checks](https://github.com/openclaw/openclaw/pull/69947) — open, draft

### `wzfukui`

- profile: [github.com/wzfukui](https://github.com/wzfukui)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Awzfukui)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Awzfukui)
- repo first seen: `2026-03-13T07:47:50Z`
- repo last seen: `2026-04-22T16:24:03Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **935 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70258: fix(auto-reply): restore route replies for exec-event completions](https://github.com/openclaw/openclaw/pull/70258) — open

### `WZH8898`

- profile: [github.com/WZH8898](https://github.com/WZH8898)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AWZH8898)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AWZH8898)
- repo first seen: `2026-04-22T03:40:03Z`
- repo last seen: `2026-04-22T03:40:03Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1860 days**
- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**

Example artifacts:
- [PR #69967: fix(ollama): forward top-level think on native /api/chat requests](https://github.com/openclaw/openclaw/pull/69967) — closed, merged

### `xilin2157-bot`

- profile: [github.com/xilin2157-bot](https://github.com/xilin2157-bot)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Axilin2157-bot)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Axilin2157-bot)
- repo first seen: `2026-04-16T07:21:00Z`
- repo last seen: `2026-04-16T07:21:00Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **52 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #67567: feat(gateway): dispose MCP runtimes on server close and session reset](https://github.com/openclaw/openclaw/pull/67567) — open

### `xuruiray`

- profile: [github.com/xuruiray](https://github.com/xuruiray)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Axuruiray)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Axuruiray)
- repo first seen: `2026-04-22T11:11:26Z`
- repo last seen: `2026-04-22T13:08:39Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **3804 days**
- recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
- public orgs: none visible
- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
- heuristic read: **no visible non-self stars**

Example artifacts:
- [PR #70136: feat(image-generation): make HTTP timeout configurable via imageGenerationModel.timeoutMs](https://github.com/openclaw/openclaw/pull/70136) — open

### `XxXKoZXxX`

- profile: [github.com/XxXKoZXxX](https://github.com/XxXKoZXxX)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AXxXKoZXxX)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AXxXKoZXxX)
- repo first seen: `2026-04-18T02:05:23Z`
- repo last seen: `2026-04-18T02:05:23Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1938 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68358: clawmerge](https://github.com/openclaw/openclaw/pull/68358) — closed

### `yaelsprikut`

- profile: [github.com/yaelsprikut](https://github.com/yaelsprikut)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ayaelsprikut)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ayaelsprikut)
- repo first seen: `2026-04-16T05:44:37Z`
- repo last seen: `2026-04-16T05:44:37Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **4411 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #67535: fix(cli): "Downgrade" Copy in Log Message](https://github.com/openclaw/openclaw/pull/67535) — open

### `yanghua`

- profile: [github.com/yanghua](https://github.com/yanghua)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ayanghua)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ayanghua)
- repo first seen: `2026-04-22T07:08:38Z`
- repo last seen: `2026-04-22T07:08:38Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **4976 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: `apachehudi-ci`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70040: feat(memory-lancedb): support Chinese memory trigger keywords](https://github.com/openclaw/openclaw/pull/70040) — open

### `YASSINENFAI`

- profile: [github.com/YASSINENFAI](https://github.com/YASSINENFAI)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AYASSINENFAI)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AYASSINENFAI)
- repo first seen: `2026-04-17T22:00:34Z`
- repo last seen: `2026-04-17T22:00:34Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **707 days**
- recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share**

Example artifacts:
- [PR #68290: fix(plugins): allow explicitly enabled plugins to load when plugins.enabled is false](https://github.com/openclaw/openclaw/pull/68290) — open

### `yeyitech`

- profile: [github.com/yeyitech](https://github.com/yeyitech)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ayeyitech)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ayeyitech)
- repo first seen: `2026-04-17T03:58:03Z`
- repo last seen: `2026-04-17T03:58:03Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **220 days**
- recent public PR activity: **62 PRs** (10 merged / 6 closed-unmerged / 46 open; merged rate **16%**, closed-unmerged rate **10%**, open rate **74%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
- heuristic read: **young account; high recent PR volume; high open PR share; targets high-star repos**

Example artifacts:
- [PR #67959: fix(channels): parallelize status probes](https://github.com/openclaw/openclaw/pull/67959) — open

### `yijingman`

- profile: [github.com/yijingman](https://github.com/yijingman)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ayijingman)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ayijingman)
- repo first seen: `2026-04-22T15:18:59Z`
- repo last seen: `2026-04-22T15:18:59Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **4375 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #70229: fix(sandbox): make no-new-privileges configurable](https://github.com/openclaw/openclaw/pull/70229) — open

### `YoungMoneyInvestments`

- profile: [github.com/YoungMoneyInvestments](https://github.com/YoungMoneyInvestments)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AYoungMoneyInvestments)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AYoungMoneyInvestments)
- repo first seen: `2026-02-23T16:58:16Z`
- repo last seen: `2026-04-18T19:26:06Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **932 days**
- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**

Example artifacts:
- [PR #68350: fix: harden channel reply routing](https://github.com/openclaw/openclaw/pull/68350) — open

### `yxjsxy`

- profile: [github.com/yxjsxy](https://github.com/yxjsxy)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ayxjsxy)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ayxjsxy)
- repo first seen: `2026-04-18T00:21:13Z`
- repo last seen: `2026-04-18T00:21:13Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3041 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68342: fix(ollama): allow baseUrl in plugin config schema](https://github.com/openclaw/openclaw/pull/68342) — closed

### `ZackaryShen`

- profile: [github.com/ZackaryShen](https://github.com/ZackaryShen)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AZackaryShen)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AZackaryShen)
- repo first seen: `2026-04-18T13:48:28Z`
- repo last seen: `2026-04-22T11:20:48Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 3 reviews / 3 review comments**
- account age: **2598 days**
- recent public PR activity: **15 PRs** (0 merged / 1 closed-unmerged / 14 open; merged rate **0%**, closed-unmerged rate **7%**, open rate **93%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **high**, automation risk **low**
- heuristic read: **broad repo spread; high open PR share**

Example artifacts:
- [PR #68583: fix: export cleanupProvisionalSession function (#68398)](https://github.com/openclaw/openclaw/pull/68583) — open

### `zaimaopeng`

- profile: [github.com/zaimaopeng](https://github.com/zaimaopeng)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Azaimaopeng)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Azaimaopeng)
- repo first seen: `2026-04-18T13:00:18Z`
- repo last seen: `2026-04-19T08:30:12Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
- account age: **569 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #68878: [codex] Optimize gateway session listing before full row construction](https://github.com/openclaw/openclaw/pull/68878) — open, draft

### `Zetarcos`

- profile: [github.com/Zetarcos](https://github.com/Zetarcos)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AZetarcos)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AZetarcos)
- repo first seen: `2026-04-17T07:36:00Z`
- repo last seen: `2026-04-17T10:23:39Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
- account age: **1265 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #68034: fix(discord): strip channel: prefix from conversationId in thread binding adapter](https://github.com/openclaw/openclaw/pull/68034) — closed, merged

### `zhonghe0615`

- profile: [github.com/zhonghe0615](https://github.com/zhonghe0615)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Azhonghe0615)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Azhonghe0615)
- repo first seen: `2026-04-20T07:27:38Z`
- repo last seen: `2026-04-20T07:27:38Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **4437 days**
- recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share**

Example artifacts:
- [PR #69252: fix(cron): retry transient recurring failures before next schedule](https://github.com/openclaw/openclaw/pull/69252) — open

### `zhuisDEV`

- profile: [github.com/zhuisDEV](https://github.com/zhuisDEV)
- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AzhuisDEV)
- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AzhuisDEV)
- repo first seen: `2026-04-20T06:28:08Z`
- repo last seen: `2026-04-22T04:21:30Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **1597 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #69230: fix(security): trust manifest registry in phantom plugin audit](https://github.com/openclaw/openclaw/pull/69230) — open