diff --git "a/new-contributors-report.md" "b/new-contributors-report.md"
--- "a/new-contributors-report.md"
+++ "b/new-contributors-report.md"
@@ -1,393 +1,397 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260411T144729Z`
-- Generated: `2026-04-11T15:33:47Z`
+- Snapshot: `20260413T085906Z`
+- Generated: `2026-04-13T09:45:12Z`
 - Activity window: `60d`
-- Contributors: `379`
+- Contributors: `383`
 
 ## Summary
 
 | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
-| `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2030d | `2025-03-19T10:58:02Z` | 73 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
-| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4931d | `2025-03-31T13:54:54Z` | 69 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
-| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5832d | `2026-01-21T16:52:29Z` | 66 | 5 | strong | moderate | low | extremely high recent PR volume |
-| `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1501d | `2024-09-26T09:23:39Z` | 60 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3928d | `2026-01-16T14:47:41Z` | 40 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2584d | `2023-10-25T14:56:56Z` | 40 | 2 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2354d | `2024-11-15T13:51:28Z` | 36 | 1 | strong | moderate | low | high recent PR volume; targets high-star repos |
-| `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3955d | `2023-11-20T15:51:09Z` | 36 | 0 | strong | low | low | targets high-star repos |
-| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2290d | `2025-01-06T17:52:26Z` | 33 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
-| `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1985d | `2025-08-26T12:13:50Z` | 33 | 1 | mixed | low | low | targets high-star repos |
-| `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1955d | `2025-09-17T20:29:13Z` | 31 | 20 | strong | moderate | low | targets high-star repos |
-| `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3133d | `2024-10-21T07:08:47Z` | 26 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
-| `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3691d | `2025-08-10T08:43:09Z` | 24 | 0 | mixed | moderate | low | extremely high recent PR volume |
-| `ManasVardhan` | [profile](https://github.com/ManasVardhan) | no | NONE | 2482d | `2026-02-15T11:10:48Z` | 22 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
-| `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1972d | `2025-10-03T15:26:01Z` | 21 | 0 | strong | low | low | targets high-star repos |
-| `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1807d | `2026-01-13T09:15:18Z` | 19 | 0 | strong | low | low | targets high-star repos |
-| `BillionClaw` | [profile](https://github.com/BillionClaw) | no | FIRST_TIME_CONTRIBUTOR | 29d | `2026-03-16T16:17:54Z` | 18 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1600d | `2025-01-20T12:27:19Z` | 16 | 0 | strong | low | low | targets high-star repos |
-| `weiguangli-io` | [profile](https://github.com/weiguangli-io) | no | CONTRIBUTOR | 2224d | `2026-02-09T02:10:15Z` | 16 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
-| `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2990d | `2025-12-16T08:22:52Z` | 15 | 1 | strong | moderate | low | targets high-star repos |
-| `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3358d | `2024-10-24T15:39:49Z` | 14 | 0 | strong | moderate | low | targets high-star repos |
-| `omkar-334` | [profile](https://github.com/omkar-334) | no | CONTRIBUTOR | 2862d | `2025-12-12T17:57:18Z` | 14 | 0 | mixed | high | medium | high recent PR volume; broad repo spread |
-| `Sai-Suraj-27` | [profile](https://github.com/Sai-Suraj-27) | no | CONTRIBUTOR | 1738d | `2026-01-23T17:10:04Z` | 14 | 0 | strong | low | low | targets high-star repos |
-| `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 2943d | `2025-12-02T16:00:11Z` | 13 | 6 | strong | moderate | low | high recent PR volume; targets high-star repos |
-| `NielsRogge` | [profile](https://github.com/NielsRogge) | no | MEMBER | 2591d | `2023-01-13T15:08:12Z` | 13 | 3 | mixed | moderate | low | high recent PR volume |
-| `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3585d | `2025-08-14T10:03:14Z` | 13 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
-| `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2348d | `2025-11-03T14:20:21Z` | 13 | 2 | strong | low | low | — |
-| `LincolnBurrows2017` | [profile](https://github.com/LincolnBurrows2017) | no | FIRST_TIME_CONTRIBUTOR | 3344d | `2026-03-13T04:48:06Z` | 13 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2686d | `2024-12-13T13:39:10Z` | 12 | 11 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
-| `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1408d | `2026-01-08T18:13:10Z` | 12 | 0 | strong | moderate | low | — |
-| `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6563d | `2025-09-08T13:05:54Z` | 12 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
-| `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1390d | `2024-03-21T04:37:45Z` | 11 | 4 | strong | moderate | low | high recent PR volume |
-| `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2619d | `2025-11-26T16:58:10Z` | 11 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `MekkCyber` | [profile](https://github.com/MekkCyber) | no | CONTRIBUTOR | 1625d | `2024-12-04T15:49:05Z` | 11 | 0 | strong | low | low | — |
-| `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1460d | `2025-12-24T11:54:53Z` | 10 | 0 | mixed | moderate | low | targets high-star repos |
-| `dario-fumarola` | [profile](https://github.com/dario-fumarola) | no | NONE | 1744d | `2026-02-18T21:12:22Z` | 9 | 0 | weak | high | low | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
-| `DimiChatzipavlis` | [profile](https://github.com/DimiChatzipavlis) | no | FIRST_TIME_CONTRIBUTOR | 744d | `2026-02-11T16:22:54Z` | 9 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `fumadari` | [profile](https://github.com/fumadari) | no | NONE | 830d | `2026-02-17T17:20:50Z` | 9 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
-| `danielalanbates` | [profile](https://github.com/danielalanbates) | no | NONE | 332d | `2026-02-21T04:32:30Z` | 8 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `gambletan` | [profile](https://github.com/gambletan) | no | NONE | 35d | `2026-03-13T05:22:03Z` | 8 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `s-zx` | [profile](https://github.com/s-zx) | no | NONE | 2015d | `2026-03-08T19:38:00Z` | 8 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4677d | `2025-07-25T12:59:52Z` | 7 | 0 | mixed | low | low | targets high-star repos |
-| `hkc5` | [profile](https://github.com/hkc5) | no | NONE | 967d | `2026-03-19T12:33:00Z` | 7 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
-| `Qubitium` | [profile](https://github.com/Qubitium) | no | CONTRIBUTOR | 5674d | `2025-10-03T18:23:49Z` | 7 | 0 | strong | moderate | low | extremely high recent PR volume |
-| `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5702d | `2024-10-17T15:17:05Z` | 7 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
-| `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2564d | `2026-02-25T22:23:20Z` | 6 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
-| `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1641d | `2026-01-27T10:34:17Z` | 6 | 0 | mixed | moderate | low | targets high-star repos |
-| `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4250d | `2026-01-17T10:42:01Z` | 5 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
-| `LysandreJik` | [profile](https://github.com/LysandreJik) | no | MEMBER | 3170d | `2024-08-30T13:38:48Z` | 5 | 2 | mixed | low | low | targets high-star repos |
-| `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2620d | `2025-12-10T12:31:18Z` | 5 | 1 | strong | moderate | low | targets high-star repos |
-| `aman-coder03` | [profile](https://github.com/aman-coder03) | no | FIRST_TIME_CONTRIBUTOR | 779d | `2026-02-16T15:14:20Z` | 5 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
-| `Krishnachaitanyakc` | [profile](https://github.com/Krishnachaitanyakc) | no | CONTRIBUTOR | 3492d | `2026-03-25T02:14:38Z` | 5 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `mariam851` | [profile](https://github.com/mariam851) | no | CONTRIBUTOR | 1170d | `2026-02-15T08:51:26Z` | 5 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `mvanhorn` | [profile](https://github.com/mvanhorn) | no | CONTRIBUTOR | ?d | `2026-03-09T14:59:27Z` | 5 | 0 | n/a | n/a | n/a | summary unavailable |
-| `sxu75374` | [profile](https://github.com/sxu75374) | no | NONE | 2021d | `2026-02-27T04:48:08Z` | 5 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
-| `math-hiyoko` | [profile](https://github.com/math-hiyoko) | no | CONTRIBUTOR | 2384d | `2026-02-08T01:31:10Z` | 4 | 7 | strong | low | low | targets high-star repos |
-| `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5032d | `2026-03-13T14:45:22Z` | 4 | 6 | mixed | moderate | low | — |
-| `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3833d | `2026-01-21T06:14:39Z` | 4 | 3 | weak | low | low | targets high-star repos |
+| `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2031d | `2025-03-19T10:58:02Z` | 73 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
+| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4933d | `2025-03-31T13:54:54Z` | 69 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
+| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5834d | `2026-01-21T16:52:29Z` | 68 | 5 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
+| `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1503d | `2024-09-26T09:23:39Z` | 60 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3930d | `2025-06-20T09:58:55Z` | 54 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2585d | `2023-10-25T14:56:56Z` | 41 | 2 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2356d | `2024-11-15T13:51:28Z` | 36 | 1 | strong | moderate | low | high recent PR volume; targets high-star repos |
+| `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3957d | `2023-11-20T15:51:09Z` | 36 | 0 | strong | low | low | targets high-star repos |
+| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2292d | `2025-01-06T17:52:26Z` | 33 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
+| `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1986d | `2025-08-26T12:13:50Z` | 33 | 1 | mixed | low | low | targets high-star repos |
+| `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1956d | `2025-09-17T20:29:13Z` | 31 | 20 | strong | moderate | low | targets high-star repos |
+| `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3134d | `2024-10-21T07:08:47Z` | 26 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
+| `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3692d | `2025-08-10T08:43:09Z` | 24 | 0 | mixed | moderate | low | extremely high recent PR volume |
+| `ManasVardhan` | [profile](https://github.com/ManasVardhan) | no | NONE | 2484d | `2026-02-15T11:10:48Z` | 22 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1973d | `2025-10-03T15:26:01Z` | 21 | 0 | strong | low | low | targets high-star repos |
+| `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1808d | `2026-01-13T09:15:18Z` | 19 | 0 | strong | low | low | targets high-star repos |
+| `BillionClaw` | [profile](https://github.com/BillionClaw) | no | FIRST_TIME_CONTRIBUTOR | 30d | `2026-03-16T16:17:54Z` | 18 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1602d | `2025-01-20T12:27:19Z` | 16 | 0 | strong | low | low | targets high-star repos |
+| `weiguangli-io` | [profile](https://github.com/weiguangli-io) | no | CONTRIBUTOR | 2226d | `2026-02-09T02:10:15Z` | 16 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2992d | `2025-12-16T08:22:52Z` | 15 | 1 | strong | moderate | low | targets high-star repos |
+| `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2349d | `2025-07-04T08:41:29Z` | 14 | 2 | strong | low | low | — |
+| `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3360d | `2024-10-24T15:39:49Z` | 14 | 0 | strong | moderate | low | targets high-star repos |
+| `omkar-334` | [profile](https://github.com/omkar-334) | no | CONTRIBUTOR | 2864d | `2025-12-12T17:57:18Z` | 14 | 0 | mixed | high | medium | high recent PR volume; broad repo spread |
+| `Sai-Suraj-27` | [profile](https://github.com/Sai-Suraj-27) | no | CONTRIBUTOR | 1740d | `2026-01-23T17:10:04Z` | 14 | 0 | strong | low | low | targets high-star repos |
+| `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 2944d | `2025-12-02T16:00:11Z` | 13 | 6 | strong | moderate | low | high recent PR volume; targets high-star repos |
+| `NielsRogge` | [profile](https://github.com/NielsRogge) | no | MEMBER | 2593d | `2023-01-13T15:08:12Z` | 13 | 3 | mixed | moderate | low | high recent PR volume |
+| `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3587d | `2025-08-14T10:03:14Z` | 13 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
+| `LincolnBurrows2017` | [profile](https://github.com/LincolnBurrows2017) | no | FIRST_TIME_CONTRIBUTOR | 3345d | `2026-03-13T04:48:06Z` | 13 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2687d | `2024-12-13T13:39:10Z` | 12 | 11 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
+| `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1410d | `2026-01-08T18:13:10Z` | 12 | 0 | strong | moderate | low | — |
+| `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6565d | `2025-09-08T13:05:54Z` | 12 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share |
+| `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1392d | `2024-03-21T04:37:45Z` | 11 | 4 | strong | moderate | low | high recent PR volume |
+| `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2621d | `2025-11-26T16:58:10Z` | 11 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `dario-fumarola` | [profile](https://github.com/dario-fumarola) | no | NONE | 1746d | `2026-02-18T21:12:22Z` | 9 | 0 | weak | high | low | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `DimiChatzipavlis` | [profile](https://github.com/DimiChatzipavlis) | no | FIRST_TIME_CONTRIBUTOR | 746d | `2026-02-11T16:22:54Z` | 9 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4679d | `2025-07-25T12:59:52Z` | 9 | 0 | mixed | low | low | — |
+| `fumadari` | [profile](https://github.com/fumadari) | no | NONE | 832d | `2026-02-17T17:20:50Z` | 9 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
+| `danielalanbates` | [profile](https://github.com/danielalanbates) | no | NONE | 334d | `2026-02-21T04:32:30Z` | 8 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `gambletan` | [profile](https://github.com/gambletan) | no | NONE | 37d | `2026-03-13T05:22:03Z` | 8 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `s-zx` | [profile](https://github.com/s-zx) | no | NONE | 2016d | `2026-03-08T19:38:00Z` | 8 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `hkc5` | [profile](https://github.com/hkc5) | no | NONE | 969d | `2026-03-19T12:33:00Z` | 7 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `Qubitium` | [profile](https://github.com/Qubitium) | no | CONTRIBUTOR | 5676d | `2025-10-03T18:23:49Z` | 7 | 0 | strong | moderate | low | extremely high recent PR volume |
+| `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5704d | `2024-10-17T15:17:05Z` | 7 | 0 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
+| `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2565d | `2026-02-25T22:23:20Z` | 6 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
+| `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1643d | `2026-01-27T10:34:17Z` | 6 | 0 | mixed | moderate | low | targets high-star repos |
+| `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4252d | `2026-01-17T10:42:01Z` | 5 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
+| `LysandreJik` | [profile](https://github.com/LysandreJik) | no | MEMBER | 3172d | `2024-08-30T13:38:48Z` | 5 | 2 | mixed | low | low | targets high-star repos |
+| `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2622d | `2025-12-10T12:31:18Z` | 5 | 1 | strong | moderate | low | targets high-star repos |
+| `aman-coder03` | [profile](https://github.com/aman-coder03) | no | FIRST_TIME_CONTRIBUTOR | 781d | `2026-02-16T15:14:20Z` | 5 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
+| `Krishnachaitanyakc` | [profile](https://github.com/Krishnachaitanyakc) | no | CONTRIBUTOR | 3493d | `2026-03-25T02:14:38Z` | 5 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `mariam851` | [profile](https://github.com/mariam851) | no | CONTRIBUTOR | 1171d | `2026-02-15T08:51:26Z` | 5 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `mvanhorn` | [profile](https://github.com/mvanhorn) | no | CONTRIBUTOR | 5647d | `2026-03-09T14:59:27Z` | 5 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; targets high-star repos |
+| `sxu75374` | [profile](https://github.com/sxu75374) | no | NONE | 2023d | `2026-02-27T04:48:08Z` | 5 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5034d | `2026-03-13T14:45:22Z` | 4 | 6 | mixed | moderate | low | — |
+| `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3835d | `2026-01-21T06:14:39Z` | 4 | 3 | weak | low | low | targets high-star repos |
 | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 4 | 0 | n/a | n/a | n/a | summary unavailable |
-| `JaredforReal` | [profile](https://github.com/JaredforReal) | no | CONTRIBUTOR | 971d | `2026-01-19T05:05:55Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
-| `manavshrivastavagit` | [profile](https://github.com/manavshrivastavagit) | no | NONE | 4694d | `2026-02-24T20:35:18Z` | 4 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 61d | `2026-02-18T23:07:23Z` | 4 | 0 | mixed | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
-| `RudrenduPaul` | [profile](https://github.com/RudrenduPaul) | yes | FIRST_TIME_CONTRIBUTOR | 2906d | `2026-04-09T09:34:42Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
-| `RyanMullins` | [profile](https://github.com/RyanMullins) | no | CONTRIBUTOR | 5406d | `2026-03-12T13:32:25Z` | 4 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `Zephyr-Blessed` | [profile](https://github.com/Zephyr-Blessed) | no | FIRST_TIME_CONTRIBUTOR | 58d | `2026-02-17T11:04:52Z` | 4 | 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 |
-| `Charly21r` | [profile](https://github.com/Charly21r) | no | FIRST_TIME_CONTRIBUTOR | 352d | `2026-03-13T09:00:25Z` | 3 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `Cursx` | [profile](https://github.com/Cursx) | no | NONE | 3068d | `2026-03-31T01:44:52Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
-| `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 501d | `2026-03-22T17:27:20Z` | 3 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
-| `jayakumarpujar` | [profile](https://github.com/jayakumarpujar) | no | NONE | 2658d | `2026-03-01T01:47:44Z` | 3 | 0 | mixed | low | low | — |
-| `jnMetaCode` | [profile](https://github.com/jnMetaCode) | no | CONTRIBUTOR | 4005d | `2026-03-08T09:21:22Z` | 3 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
-| `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2846d | `2026-03-13T10:24:11Z` | 3 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `Lidang-Jiang` | [profile](https://github.com/Lidang-Jiang) | no | CONTRIBUTOR | 1224d | `2026-03-27T02:44:21Z` | 3 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `matisgagneux21` | [profile](https://github.com/matisgagneux21) | no | CONTRIBUTOR | 47d | `2026-02-23T00:10:48Z` | 3 | 0 | mixed | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `onel` | [profile](https://github.com/onel) | no | NONE | 5045d | `2026-02-26T22:44:41Z` | 3 | 0 | mixed | moderate | low | many recent closed-unmerged PRs |
-| `paipeline` | [profile](https://github.com/paipeline) | no | NONE | 1786d | `2026-02-22T14:37:25Z` | 3 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `preetam1407` | [profile](https://github.com/preetam1407) | no | CONTRIBUTOR | 1934d | `2026-02-14T12:44:18Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `saivedant169` | [profile](https://github.com/saivedant169) | no | NONE | 1706d | `2026-03-14T16:47:42Z` | 3 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; targets high-star repos |
-| `tirth8205` | [profile](https://github.com/tirth8205) | no | NONE | 2089d | `2026-02-17T23:31:31Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
-| `jp1924` | [profile](https://github.com/jp1924) | no | CONTRIBUTOR | 1627d | `2024-10-22T01:33:27Z` | 13 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
-| `engmohamedsalah` | [profile](https://github.com/engmohamedsalah) | no | NONE | 4739d | `2026-01-10T13:15:19Z` | 5 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `redpanda1995` | [profile](https://github.com/redpanda1995) | no | FIRST_TIME_CONTRIBUTOR | 96d | `2026-02-07T19:04:11Z` | 4 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
-| `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2068d | `2025-12-23T11:18:14Z` | 4 | 0 | strong | moderate | low | targets high-star repos |
-| `xenova` | [profile](https://github.com/xenova) | no | MEMBER | 3311d | `2025-11-18T16:26:23Z` | 3 | 3 | strong | moderate | low | high recent PR volume; targets high-star repos |
-| `gabe-l-hart` | [profile](https://github.com/gabe-l-hart) | no | CONTRIBUTOR | 5235d | `2026-02-04T17:55:19Z` | 3 | 1 | strong | high | low | broad repo spread |
-| `quic-meetkuma` | [profile](https://github.com/quic-meetkuma) | no | CONTRIBUTOR | 410d | `2025-12-04T10:14:17Z` | 2 | 4 | mixed | low | low | no visible non-self stars; targets high-star repos |
-| `w4nderlust` | [profile](https://github.com/w4nderlust) | no | CONTRIBUTOR | 5734d | `2026-04-03T04:55:51Z` | 2 | 2 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `ionut-anghelina` | [profile](https://github.com/ionut-anghelina) | no | FIRST_TIME_CONTRIBUTOR | 551d | `2026-03-30T08:23:07Z` | 2 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2044d | `2026-03-04T00:51:26Z` | 2 | 1 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `23atharvaS` | [profile](https://github.com/23atharvaS) | no | FIRST_TIME_CONTRIBUTOR | 156d | `2026-02-17T05:25:26Z` | 2 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
-| `akhilc08` | [profile](https://github.com/akhilc08) | no | NONE | 397d | `2026-04-03T17:43:21Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
-| `akintunero` | [profile](https://github.com/akintunero) | no | CONTRIBUTOR | 3945d | `2026-03-30T13:48:47Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
-| `asuryateja` | [profile](https://github.com/asuryateja) | no | CONTRIBUTOR | 1710d | `2026-03-26T21:05:17Z` | 2 | 0 | mixed | moderate | low | high open PR share |
-| `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4495d | `2024-10-17T11:56:32Z` | 2 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
-| `burtenshaw` | [profile](https://github.com/burtenshaw) | no | MEMBER | 3605d | `2026-03-03T11:35:13Z` | 2 | 0 | strong | high | low | high recent PR volume; broad repo spread |
-| `dagecko` | [profile](https://github.com/dagecko) | no | FIRST_TIME_CONTRIBUTOR | 4473d | `2026-03-26T06:19:29Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
-| `DatLe203` | [profile](https://github.com/DatLe203) | yes | NONE | 761d | `2026-04-07T14:30:38Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `eladsegal` | [profile](https://github.com/eladsegal) | yes | CONTRIBUTOR | 3914d | `2026-04-09T05:56:31Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `ErenAta16` | [profile](https://github.com/ErenAta16) | no | FIRST_TIME_CONTRIBUTOR | 893d | `2026-03-27T13:43:38Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `excepshenal` | [profile](https://github.com/excepshenal) | no | FIRST_TIME_CONTRIBUTOR | 2476d | `2026-02-21T00:06:16Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `FaizanImran-blip` | [profile](https://github.com/FaizanImran-blip) | no | FIRST_TIME_CONTRIBUTOR | 388d | `2026-03-30T19:10:48Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `guoyangzhen` | [profile](https://github.com/guoyangzhen) | no | NONE | 2584d | `2026-03-20T13:03:54Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `haosenwang1018` | [profile](https://github.com/haosenwang1018) | no | NONE | 720d | `2026-02-26T00:58:35Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share |
-| `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2863d | `2026-03-14T18:33:53Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `jackcook` | [profile](https://github.com/jackcook) | no | CONTRIBUTOR | 4651d | `2026-02-13T05:15:44Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `kallewoof` | [profile](https://github.com/kallewoof) | no | CONTRIBUTOR | 5832d | `2026-03-24T23:50:07Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `KartikPawade` | [profile](https://github.com/KartikPawade) | no | CONTRIBUTOR | 1836d | `2026-03-06T18:49:59Z` | 2 | 0 | mixed | moderate | low | targets high-star repos |
-| `Kash6` | [profile](https://github.com/Kash6) | no | CONTRIBUTOR | 2220d | `2026-04-01T18:07:49Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
-| `KetanP1618` | [profile](https://github.com/KetanP1618) | no | FIRST_TIME_CONTRIBUTOR | 1626d | `2026-04-06T17:41:14Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
-| `kmbhattt-aws` | [profile](https://github.com/kmbhattt-aws) | no | FIRST_TIME_CONTRIBUTOR | 31d | `2026-03-11T01:01:18Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
-| `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3375d | `2026-03-09T09:03:10Z` | 2 | 0 | weak | low | low | targets high-star repos |
-| `knQzx` | [profile](https://github.com/knQzx) | no | FIRST_TIME_CONTRIBUTOR | 1950d | `2026-03-28T16:37:49Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
-| `Kokonico` | [profile](https://github.com/Kokonico) | no | NONE | 1561d | `2026-02-27T19:30:30Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `kushalkkb` | [profile](https://github.com/kushalkkb) | no | NONE | 1035d | `2026-03-06T17:24:10Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `leopold-tzafon` | [profile](https://github.com/leopold-tzafon) | no | CONTRIBUTOR | 445d | `2026-02-19T15:45:13Z` | 2 | 0 | strong | low | low | targets high-star repos |
-| `mario-sanz` | [profile](https://github.com/mario-sanz) | no | CONTRIBUTOR | 2016d | `2026-02-24T13:54:30Z` | 2 | 0 | weak | low | low | targets high-star repos |
-| `matdou` | [profile](https://github.com/matdou) | no | FIRST_TIME_CONTRIBUTOR | 1496d | `2026-03-26T23:00:35Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `maxsloef-goodfire` | [profile](https://github.com/maxsloef-goodfire) | no | CONTRIBUTOR | 308d | `2026-03-21T20:25:51Z` | 2 | 0 | mixed | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
-| `MaybeSam05` | [profile](https://github.com/MaybeSam05) | no | FIRST_TIME_CONTRIBUTOR | 2109d | `2026-03-11T22:52:23Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
-| `mmahjoub5` | [profile](https://github.com/mmahjoub5) | no | FIRST_TIME_CONTRIBUTOR | 2402d | `2026-02-15T04:01:26Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `onwp` | [profile](https://github.com/onwp) | no | CONTRIBUTOR | 2569d | `2026-04-01T05:05:40Z` | 2 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
-| `osman-akkawi` | [profile](https://github.com/osman-akkawi) | no | NONE | 820d | `2026-03-27T17:04:14Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `philippguevorguian` | [profile](https://github.com/philippguevorguian) | no | NONE | 1990d | `2025-10-10T14:52:07Z` | 2 | 0 | mixed | low | low | — |
-| `r266-tech` | [profile](https://github.com/r266-tech) | no | CONTRIBUTOR | 200d | `2026-03-22T17:28:57Z` | 2 | 0 | weak | very high | medium | young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `sdharani91` | [profile](https://github.com/sdharani91) | no | FIRST_TIME_CONTRIBUTOR | 3359d | `2026-03-18T05:45:40Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3712d | `2026-03-19T10:22:40Z` | 2 | 0 | mixed | moderate | low | targets high-star repos |
-| `sharziki` | [profile](https://github.com/sharziki) | yes | FIRST_TIME_CONTRIBUTOR | 1553d | `2026-04-11T02:31:44Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
-| `shtse8` | [profile](https://github.com/shtse8) | no | CONTRIBUTOR | 4303d | `2026-02-12T23:40:45Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
-| `sirzechs66` | [profile](https://github.com/sirzechs66) | no | FIRST_TIME_CONTRIBUTOR | 1240d | `2026-03-30T12:18:41Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `thakoreh` | [profile](https://github.com/thakoreh) | no | NONE | 2941d | `2026-02-23T21:27:09Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
-| `tonglei19961121` | [profile](https://github.com/tonglei19961121) | no | NONE | 2267d | `2026-02-27T11:44:01Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `tyler-romero` | [profile](https://github.com/tyler-romero) | no | CONTRIBUTOR | 3472d | `2026-02-10T18:34:03Z` | 2 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
-| `tysoncung` | [profile](https://github.com/tysoncung) | no | CONTRIBUTOR | 2692d | `2026-02-17T02:03:30Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
-| `umbilnm` | [profile](https://github.com/umbilnm) | no | CONTRIBUTOR | 1631d | `2026-03-08T19:38:32Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `wilnn` | [profile](https://github.com/wilnn) | no | CONTRIBUTOR | 1752d | `2026-03-10T22:37:36Z` | 2 | 0 | strong | low | low | targets high-star repos |
-| `yunhaoli24` | [profile](https://github.com/yunhaoli24) | no | NONE | 2220d | `2026-03-12T04:46:19Z` | 2 | 0 | weak | moderate | low | targets high-star repos |
-| `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 557d | `2025-06-12T08:51:40Z` | 6 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
-| `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2867d | `2024-06-13T14:13:17Z` | 5 | 1 | strong | low | low | targets high-star repos |
-| `Deep-unlearning` | [profile](https://github.com/Deep-unlearning) | no | MEMBER | 2318d | `2024-12-11T18:43:56Z` | 5 | 0 | strong | low | low | — |
-| `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3332d | `2026-01-08T16:47:50Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2798d | `2025-11-10T23:38:23Z` | 3 | 0 | mixed | moderate | low | — |
-| `githubnemo` | [profile](https://github.com/githubnemo) | no | MEMBER | 5821d | `2026-01-26T11:34:05Z` | 3 | 0 | strong | moderate | low | targets high-star repos |
-| `lordaarush` | [profile](https://github.com/lordaarush) | no | CONTRIBUTOR | 2138d | `2026-02-03T14:43:03Z` | 3 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `Olexandr88` | [profile](https://github.com/Olexandr88) | no | CONTRIBUTOR | 1616d | `2025-12-26T13:28:31Z` | 3 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
-| `MHRDYN7` | [profile](https://github.com/MHRDYN7) | no | CONTRIBUTOR | 1308d | `2025-08-04T17:37:52Z` | 2 | 2 | weak | low | low | high open PR share; targets high-star repos |
-| `merveenoyan` | [profile](https://github.com/merveenoyan) | no | MEMBER | 2455d | `2025-10-30T12:45:06Z` | 2 | 1 | mixed | moderate | low | — |
-| `pavel-esir` | [profile](https://github.com/pavel-esir) | no | CONTRIBUTOR | 4559d | `2026-02-09T11:45:22Z` | 2 | 1 | mixed | low | low | — |
-| `thisisiron` | [profile](https://github.com/thisisiron) | no | CONTRIBUTOR | 3442d | `2025-08-20T15:17:54Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `ethanknights` | [profile](https://github.com/ethanknights) | no | CONTRIBUTOR | 3050d | `2025-06-27T22:12:42Z` | 2 | 0 | strong | low | low | targets high-star repos |
-| `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4203d | `2025-11-26T16:41:09Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `lmaksym` | [profile](https://github.com/lmaksym) | no | FIRST_TIME_CONTRIBUTOR | 4107d | `2026-01-19T22:09:49Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
-| `pragnyanramtha` | [profile](https://github.com/pragnyanramtha) | no | FIRST_TIME_CONTRIBUTOR | 443d | `2026-02-08T09:24:35Z` | 2 | 0 | mixed | moderate | low | — |
-| `Siddhartha7340` | [profile](https://github.com/Siddhartha7340) | no | FIRST_TIME_CONTRIBUTOR | 1472d | `2026-01-17T05:16:36Z` | 2 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `tohtana` | [profile](https://github.com/tohtana) | no | CONTRIBUTOR | 1844d | `2026-02-08T22:04:44Z` | 2 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `vasanthrpjan1-boop` | [profile](https://github.com/vasanthrpjan1-boop) | no | CONTRIBUTOR | 249d | `2026-02-08T14:25:35Z` | 2 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
-| `veeceey` | [profile](https://github.com/veeceey) | no | NONE | 3051d | `2026-02-07T19:20:43Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `baonudesifeizhai` | [profile](https://github.com/baonudesifeizhai) | no | FIRST_TIME_CONTRIBUTOR | 1776d | `2026-02-10T01:32:32Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
-| `bigshanedogg` | [profile](https://github.com/bigshanedogg) | no | FIRST_TIME_CONTRIBUTOR | 3668d | `2026-03-23T19:34:30Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
-| `ouroborosscr` | [profile](https://github.com/ouroborosscr) | no | FIRST_TIMER | 1962d | `2026-03-21T15:38:54Z` | 1 | 2 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `abhijeet-dhumal` | [profile](https://github.com/abhijeet-dhumal) | no | CONTRIBUTOR | 1783d | `2026-03-06T07:07:19Z` | 1 | 1 | weak | high | low | high recent PR volume; broad repo spread; high open PR share; no visible non-self stars |
-| `ainergiz` | [profile](https://github.com/ainergiz) | no | CONTRIBUTOR | 870d | `2026-02-21T20:56:04Z` | 1 | 1 | strong | low | low | targets high-star repos |
-| `Anakintano` | [profile](https://github.com/Anakintano) | no | FIRST_TIME_CONTRIBUTOR | 1140d | `2026-03-09T07:54:58Z` | 1 | 1 | mixed | moderate | low | — |
-| `andylizf` | [profile](https://github.com/andylizf) | no | FIRST_TIME_CONTRIBUTOR | 3272d | `2026-03-24T04:53:11Z` | 1 | 1 | strong | moderate | low | targets high-star repos |
-| `BSchilperoort` | [profile](https://github.com/BSchilperoort) | no | NONE | 4003d | `2026-03-18T11:08:09Z` | 1 | 1 | strong | low | low | — |
-| `Butanium` | [profile](https://github.com/Butanium) | no | CONTRIBUTOR | 2389d | `2026-03-25T01:39:23Z` | 1 | 1 | mixed | high | low | high recent PR volume; broad repo spread |
-| `caiovicentino` | [profile](https://github.com/caiovicentino) | no | NONE | 464d | `2026-04-03T01:52:14Z` | 1 | 1 | weak | low | low | — |
-| `cjkindel` | [profile](https://github.com/cjkindel) | no | NONE | 4183d | `2026-03-24T21:01:11Z` | 1 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread |
-| `danielquintas8` | [profile](https://github.com/danielquintas8) | no | CONTRIBUTOR | 2013d | `2026-03-30T16:23:11Z` | 1 | 1 | mixed | low | low | high open PR share; targets high-star repos |
-| `DogWala` | [profile](https://github.com/DogWala) | no | FIRST_TIME_CONTRIBUTOR | 1326d | `2026-03-12T15:47:16Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `dtiourine` | [profile](https://github.com/dtiourine) | no | FIRST_TIME_CONTRIBUTOR | 1362d | `2026-02-17T18:52:49Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `florian6973` | [profile](https://github.com/florian6973) | yes | FIRST_TIME_CONTRIBUTOR | 2044d | `2026-04-07T23:31:43Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `Fr0do` | [profile](https://github.com/Fr0do) | no | CONTRIBUTOR | 3910d | `2026-03-27T19:19:16Z` | 1 | 1 | mixed | low | low | — |
-| `gh-wf` | [profile](https://github.com/gh-wf) | no | NONE | 1330d | `2026-03-19T15:13:12Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `HallerPatrick` | [profile](https://github.com/HallerPatrick) | no | CONTRIBUTOR | 3468d | `2026-03-31T14:44:05Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `HanFa` | [profile](https://github.com/HanFa) | no | CONTRIBUTOR | 3531d | `2026-03-29T04:06:21Z` | 1 | 1 | mixed | low | low | high open PR share; targets high-star repos |
-| `inisis` | [profile](https://github.com/inisis) | no | CONTRIBUTOR | 2665d | `2026-03-24T02:42:32Z` | 1 | 1 | strong | low | low | — |
-| `IvanFan-Van` | [profile](https://github.com/IvanFan-Van) | no | FIRST_TIME_CONTRIBUTOR | 1541d | `2026-03-20T04:29:57Z` | 1 | 1 | strong | low | low | — |
-| `jesperschlegel` | [profile](https://github.com/jesperschlegel) | yes | FIRST_TIME_CONTRIBUTOR | 3700d | `2026-04-07T17:51:38Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `jmriosal` | [profile](https://github.com/jmriosal) | no | FIRST_TIMER | 352d | `2026-02-22T20:14:10Z` | 1 | 1 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
-| `josh-kean` | [profile](https://github.com/josh-kean) | no | FIRST_TIME_CONTRIBUTOR | 2841d | `2026-03-22T17:57:33Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `lhallee` | [profile](https://github.com/lhallee) | no | CONTRIBUTOR | 2004d | `2026-02-19T21:33:16Z` | 1 | 1 | strong | moderate | low | — |
-| `linfeng-du` | [profile](https://github.com/linfeng-du) | no | CONTRIBUTOR | 3025d | `2026-02-27T02:57:03Z` | 1 | 1 | strong | low | low | targets high-star repos |
-| `m-matthias` | [profile](https://github.com/m-matthias) | no | CONTRIBUTOR | 3762d | `2026-03-19T12:56:22Z` | 1 | 1 | strong | low | low | no visible non-self stars; targets high-star repos |
-| `mango766` | [profile](https://github.com/mango766) | no | CONTRIBUTOR | 1766d | `2026-03-16T04:08:09Z` | 1 | 1 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `masoudpz` | [profile](https://github.com/masoudpz) | no | FIRST_TIME_CONTRIBUTOR | 4672d | `2026-04-02T00:31:07Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `medhakimbedhief` | [profile](https://github.com/medhakimbedhief) | no | CONTRIBUTOR | 2235d | `2026-03-03T03:19:25Z` | 1 | 1 | strong | low | low | targets high-star repos |
-| `michalrzak` | [profile](https://github.com/michalrzak) | no | FIRST_TIME_CONTRIBUTOR | 2137d | `2026-03-11T16:42:30Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `ntenenz` | [profile](https://github.com/ntenenz) | no | CONTRIBUTOR | 4261d | `2026-03-13T20:09:58Z` | 1 | 1 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 824d | `2026-03-25T14:55:10Z` | 1 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
-| `rabbierabbie` | [profile](https://github.com/rabbierabbie) | no | NONE | 772d | `2026-03-10T14:40:08Z` | 1 | 1 | mixed | moderate | low | — |
-| `Regata3010` | [profile](https://github.com/Regata3010) | yes | CONTRIBUTOR | 1424d | `2026-04-08T04:07:37Z` | 1 | 1 | strong | low | low | no visible non-self stars; targets high-star repos |
-| `rpathade` | [profile](https://github.com/rpathade) | no | FIRST_TIME_CONTRIBUTOR | 1999d | `2026-03-29T22:46:13Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
-| `ShahVandit` | [profile](https://github.com/ShahVandit) | no | FIRST_TIME_CONTRIBUTOR | 1881d | `2026-02-02T02:33:32Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars |
-| `stuckvgn` | [profile](https://github.com/stuckvgn) | no | NONE | 1141d | `2026-02-25T14:03:32Z` | 1 | 1 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
-| `syncdoth` | [profile](https://github.com/syncdoth) | no | FIRST_TIME_CONTRIBUTOR | 2685d | `2026-03-21T06:05:36Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `zhulinchng` | [profile](https://github.com/zhulinchng) | no | CONTRIBUTOR | 3423d | `2026-03-19T01:40:58Z` | 1 | 1 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `zzc0430` | [profile](https://github.com/zzc0430) | no | NONE | 2333d | `2026-02-27T10:52:57Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `04cb` | [profile](https://github.com/04cb) | no | NONE | 1329d | `2026-03-07T05:36:25Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
-| `0xDELUXA` | [profile](https://github.com/0xDELUXA) | no | CONTRIBUTOR | 335d | `2026-03-06T18:03:49Z` | 1 | 0 | mixed | high | low | young account; high recent PR volume; broad repo spread |
-| `aarushisingh04` | [profile](https://github.com/aarushisingh04) | no | CONTRIBUTOR | 1346d | `2026-03-27T18:26:03Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share |
-| `aashay-sarvam` | [profile](https://github.com/aashay-sarvam) | no | FIRST_TIME_CONTRIBUTOR | 878d | `2026-03-10T11:55:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `aashirpersonal` | [profile](https://github.com/aashirpersonal) | no | NONE | 952d | `2026-03-15T16:52:03Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `Aatman09` | [profile](https://github.com/Aatman09) | no | FIRST_TIME_CONTRIBUTOR | 897d | `2026-02-14T03:19:57Z` | 1 | 0 | weak | low | low | high open PR share |
-| `aayushbaluni` | [profile](https://github.com/aayushbaluni) | no | NONE | 1994d | `2026-03-17T17:20:35Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
-| `Abhijeetsingh610` | [profile](https://github.com/Abhijeetsingh610) | no | FIRST_TIME_CONTRIBUTOR | 1579d | `2026-02-13T20:48:03Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `abidlabs` | [profile](https://github.com/abidlabs) | yes | MEMBER | 5069d | `2026-04-08T22:36:08Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
-| `Abubakar-rashid` | [profile](https://github.com/Abubakar-rashid) | no | NONE | 625d | `2026-02-13T11:27:42Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `adil-a` | [profile](https://github.com/adil-a) | no | CONTRIBUTOR | 2630d | `2026-02-26T17:57:16Z` | 1 | 0 | strong | low | low | high recent PR volume |
-| `adityuhkapoor` | [profile](https://github.com/adityuhkapoor) | no | NONE | 2819d | `2026-02-18T06:35:09Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `agentspan` | [profile](https://github.com/agentspan) | yes | NONE | 10d | `2026-04-08T08:40:08Z` | 1 | 0 | weak | low | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
-| `ai-man-codes` | [profile](https://github.com/ai-man-codes) | no | FIRST_TIME_CONTRIBUTOR | 555d | `2026-03-20T17:48:23Z` | 1 | 0 | strong | moderate | low | targets high-star repos |
-| `ajmeese7` | [profile](https://github.com/ajmeese7) | no | NONE | 3680d | `2026-03-15T19:56:44Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share |
-| `akashadsare` | [profile](https://github.com/akashadsare) | no | FIRST_TIME_CONTRIBUTOR | 2182d | `2026-02-15T18:07:11Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `akeemlh` | [profile](https://github.com/akeemlh) | no | FIRST_TIME_CONTRIBUTOR | 2093d | `2026-02-13T18:33:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `Aki-07` | [profile](https://github.com/Aki-07) | no | CONTRIBUTOR | 1586d | `2026-02-13T17:02:41Z` | 1 | 0 | strong | low | low | targets high-star repos |
-| `AkshajKashyap` | [profile](https://github.com/AkshajKashyap) | no | FIRST_TIME_CONTRIBUTOR | 868d | `2026-03-25T00:11:43Z` | 1 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `Akshay404error` | [profile](https://github.com/Akshay404error) | no | FIRST_TIMER | 587d | `2026-03-27T08:33:01Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `alexandercarruthers` | [profile](https://github.com/alexandercarruthers) | no | CONTRIBUTOR | 2594d | `2026-02-22T18:02:43Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
-| `alexmalyshev` | [profile](https://github.com/alexmalyshev) | no | CONTRIBUTOR | 5532d | `2026-02-20T04:47:07Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `alvarobartt` | [profile](https://github.com/alvarobartt) | no | MEMBER | 2969d | `2026-02-23T15:25:47Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
-| `andrewor14` | [profile](https://github.com/andrewor14) | yes | CONTRIBUTOR | 4991d | `2026-04-08T15:42:16Z` | 1 | 0 | mixed | moderate | low | — |
-| `anshuS1310` | [profile](https://github.com/anshuS1310) | no | CONTRIBUTOR | 143d | `2026-03-21T09:59:07Z` | 1 | 0 | mixed | moderate | medium | young account; high open PR share; no visible non-self stars |
-| `ansley` | [profile](https://github.com/ansley) | yes | NONE | 2290d | `2026-04-09T14:31:40Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `anuq` | [profile](https://github.com/anuq) | no | NONE | 3274d | `2026-03-14T19:21:21Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
-| `ArivunidhiA` | [profile](https://github.com/ArivunidhiA) | no | FIRST_TIME_CONTRIBUTOR | 826d | `2026-02-17T07:18:00Z` | 1 | 0 | mixed | moderate | low | no visible non-self stars |
-| `AutumnAurelium` | [profile](https://github.com/AutumnAurelium) | no | CONTRIBUTOR | 1719d | `2026-02-17T01:07:13Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
-| `avarga1` | [profile](https://github.com/avarga1) | no | NONE | 2171d | `2026-04-07T02:22:26Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
-| `aws-zhanxun` | [profile](https://github.com/aws-zhanxun) | no | CONTRIBUTOR | 1724d | `2026-03-30T07:06:19Z` | 1 | 0 | strong | low | low | targets high-star repos |
-| `balak4` | [profile](https://github.com/balak4) | no | CONTRIBUTOR | 2764d | `2026-02-25T01:40:57Z` | 1 | 0 | strong | moderate | low | — |
-| `balgaly` | [profile](https://github.com/balgaly) | no | NONE | 3770d | `2026-04-05T15:38:58Z` | 1 | 0 | weak | high | low | broad repo spread; many recent closed-unmerged PRs |
-| `balvisio` | [profile](https://github.com/balvisio) | no | CONTRIBUTOR | 5032d | `2026-02-19T02:58:50Z` | 1 | 0 | mixed | moderate | low | — |
-| `beelapranay` | [profile](https://github.com/beelapranay) | no | FIRST_TIME_CONTRIBUTOR | 2424d | `2026-02-14T01:12:07Z` | 1 | 0 | strong | moderate | low | — |
-| `bensons` | [profile](https://github.com/bensons) | no | FIRST_TIME_CONTRIBUTOR | 5182d | `2026-03-17T04:59:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `black-yt` | [profile](https://github.com/black-yt) | no | NONE | 1821d | `2026-03-10T01:52:18Z` | 1 | 0 | weak | low | low | — |
-| `caffeinism` | [profile](https://github.com/caffeinism) | no | CONTRIBUTOR | 2890d | `2026-02-13T09:28:32Z` | 1 | 0 | strong | low | low | targets high-star repos |
-| `carcel-yu` | [profile](https://github.com/carcel-yu) | no | CONTRIBUTOR | 2061d | `2026-03-02T05:34:49Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `chandan11248` | [profile](https://github.com/chandan11248) | no | FIRST_TIME_CONTRIBUTOR | 723d | `2026-03-15T15:23:33Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `cluster2600` | [profile](https://github.com/cluster2600) | no | CONTRIBUTOR | 2061d | `2026-02-18T19:25:52Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
-| `code-runner77` | [profile](https://github.com/code-runner77) | no | FIRST_TIMER | 189d | `2026-03-29T17:28:59Z` | 1 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `cogniera` | [profile](https://github.com/cogniera) | no | FIRST_TIME_CONTRIBUTOR | 218d | `2026-02-17T22:29:44Z` | 1 | 0 | strong | moderate | low | young account |
-| `CyrilSterling` | [profile](https://github.com/CyrilSterling) | no | FIRST_TIME_CONTRIBUTOR | 2823d | `2026-03-13T13:02:26Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `Defalt-Meh` | [profile](https://github.com/Defalt-Meh) | no | FIRST_TIME_CONTRIBUTOR | 657d | `2026-03-15T23:26:31Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `Desel72` | [profile](https://github.com/Desel72) | no | NONE | 4465d | `2026-03-11T13:03:19Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; targets high-star repos |
-| `Dippp10` | [profile](https://github.com/Dippp10) | yes | FIRST_TIME_CONTRIBUTOR | 760d | `2026-04-11T14:17:32Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
-| `divyanks` | [profile](https://github.com/divyanks) | no | NONE | 4322d | `2026-03-17T16:51:46Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3520d | `2026-04-02T19:05:35Z` | 1 | 0 | mixed | low | low | targets high-star repos |
-| `echarlaix` | [profile](https://github.com/echarlaix) | no | MEMBER | 1856d | `2026-03-09T18:15:17Z` | 1 | 0 | strong | moderate | low | — |
-| `EhteshamSid` | [profile](https://github.com/EhteshamSid) | yes | NONE | 1662d | `2026-04-07T18:40:05Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars |
-| `ENg-122` | [profile](https://github.com/ENg-122) | no | NONE | 1758d | `2026-04-03T09:08:28Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `ezylopx5` | [profile](https://github.com/ezylopx5) | no | NONE | 601d | `2026-04-01T19:25:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `frogNotToad` | [profile](https://github.com/frogNotToad) | no | CONTRIBUTOR | 581d | `2026-03-06T16:58:14Z` | 1 | 0 | strong | low | low | targets high-star repos |
-| `gabrielfruet` | [profile](https://github.com/gabrielfruet) | no | FIRST_TIME_CONTRIBUTOR | 1676d | `2026-02-15T13:27:44Z` | 1 | 0 | strong | moderate | low | — |
-| `gagandhakrey` | [profile](https://github.com/gagandhakrey) | no | NONE | 2279d | `2026-04-05T03:45:23Z` | 1 | 0 | weak | high | low | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
-| `giulio-leone` | [profile](https://github.com/giulio-leone) | no | NONE | 4417d | `2026-02-28T06:22:19Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `gowthamr-tech` | [profile](https://github.com/gowthamr-tech) | no | CONTRIBUTOR | 336d | `2026-02-16T15:00:00Z` | 1 | 0 | strong | low | low | young account; no visible non-self stars |
-| `GS-GOAT` | [profile](https://github.com/GS-GOAT) | no | NONE | 1743d | `2026-02-21T13:45:15Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `hangjun-ezra` | [profile](https://github.com/hangjun-ezra) | no | CONTRIBUTOR | 645d | `2026-02-25T03:52:04Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
-| `hanouticelina` | [profile](https://github.com/hanouticelina) | yes | MEMBER | 2968d | `2026-04-10T11:59:37Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
-| `hardikmeisheri` | [profile](https://github.com/hardikmeisheri) | no | FIRST_TIMER | 3942d | `2026-02-28T16:49:27Z` | 1 | 0 | strong | low | low | targets high-star repos |
-| `HelloAnner` | [profile](https://github.com/HelloAnner) | yes | FIRST_TIME_CONTRIBUTOR | 1653d | `2026-04-11T06:22:52Z` | 1 | 0 | mixed | low | low | high open PR share |
-| `HemanthSai7` | [profile](https://github.com/HemanthSai7) | no | FIRST_TIME_CONTRIBUTOR | 2001d | `2026-03-29T20:35:56Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `hemantmm` | [profile](https://github.com/hemantmm) | no | FIRST_TIME_CONTRIBUTOR | 1641d | `2026-03-23T16:29:46Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `heycorgi` | [profile](https://github.com/heycorgi) | no | NONE | 1510d | `2026-03-23T15:33:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `himani27301` | [profile](https://github.com/himani27301) | no | FIRST_TIME_CONTRIBUTOR | 102d | `2026-03-09T15:46:14Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
-| `hongping-zh` | [profile](https://github.com/hongping-zh) | no | FIRST_TIME_CONTRIBUTOR | 1066d | `2026-03-03T04:42:57Z` | 1 | 0 | weak | moderate | low | high open PR share |
-| `huyxdang` | [profile](https://github.com/huyxdang) | no | NONE | 707d | `2026-02-16T13:31:17Z` | 1 | 0 | mixed | low | low | — |
-| `Hyungkeun-Park-Nota` | [profile](https://github.com/Hyungkeun-Park-Nota) | no | CONTRIBUTOR | 415d | `2026-03-25T01:19:59Z` | 1 | 0 | mixed | low | low | — |
-| `iamaber` | [profile](https://github.com/iamaber) | no | NONE | 2038d | `2026-02-28T14:24:32Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `IgnazioDS` | [profile](https://github.com/IgnazioDS) | no | NONE | 1073d | `2026-03-30T19:13:52Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
-| `imstevenpmwork` | [profile](https://github.com/imstevenpmwork) | no | MEMBER | 2314d | `2026-02-26T20:09:20Z` | 1 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
-| `itzyesse99-lgtm` | [profile](https://github.com/itzyesse99-lgtm) | no | NONE | 59d | `2026-02-16T12:01:26Z` | 1 | 0 | weak | high | medium | very new account; broad repo spread; many recent closed-unmerged PRs; no visible non-self stars |
-| `jagwar` | [profile](https://github.com/jagwar) | yes | MEMBER | 3685d | `2026-04-07T21:35:38Z` | 1 | 0 | strong | low | low | targets high-star repos |
+| `manavshrivastavagit` | [profile](https://github.com/manavshrivastavagit) | no | NONE | 4695d | `2026-02-24T20:35:18Z` | 4 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 63d | `2026-02-18T23:07:23Z` | 4 | 0 | mixed | very high | medium | very new account; extremely high recent PR volume; very broad repo spread; targets high-star repos |
+| `RudrenduPaul` | [profile](https://github.com/RudrenduPaul) | no | FIRST_TIME_CONTRIBUTOR | 2908d | `2026-04-09T09:34:42Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
+| `RyanMullins` | [profile](https://github.com/RyanMullins) | no | CONTRIBUTOR | 5408d | `2026-03-12T13:32:25Z` | 4 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `Zephyr-Blessed` | [profile](https://github.com/Zephyr-Blessed) | no | FIRST_TIME_CONTRIBUTOR | 60d | `2026-02-17T11:04:52Z` | 4 | 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 |
+| `Charly21r` | [profile](https://github.com/Charly21r) | no | FIRST_TIME_CONTRIBUTOR | 354d | `2026-03-13T09:00:25Z` | 3 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `Cursx` | [profile](https://github.com/Cursx) | no | NONE | 3069d | `2026-03-31T01:44:52Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
+| `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 503d | `2026-03-22T17:27:20Z` | 3 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
+| `jayakumarpujar` | [profile](https://github.com/jayakumarpujar) | no | NONE | 2659d | `2026-03-01T01:47:44Z` | 3 | 0 | mixed | low | low | — |
+| `jnMetaCode` | [profile](https://github.com/jnMetaCode) | no | CONTRIBUTOR | 4007d | `2026-03-08T09:21:22Z` | 3 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2847d | `2026-03-13T10:24:11Z` | 3 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `Lidang-Jiang` | [profile](https://github.com/Lidang-Jiang) | no | CONTRIBUTOR | 1226d | `2026-03-27T02:44:21Z` | 3 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `matisgagneux21` | [profile](https://github.com/matisgagneux21) | no | CONTRIBUTOR | 49d | `2026-02-23T00:10:48Z` | 3 | 0 | mixed | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `onel` | [profile](https://github.com/onel) | no | NONE | 5046d | `2026-02-26T22:44:41Z` | 3 | 0 | mixed | moderate | low | many recent closed-unmerged PRs |
+| `paipeline` | [profile](https://github.com/paipeline) | no | NONE | 1788d | `2026-02-22T14:37:25Z` | 3 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `preetam1407` | [profile](https://github.com/preetam1407) | no | CONTRIBUTOR | 1935d | `2026-02-14T12:44:18Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `saivedant169` | [profile](https://github.com/saivedant169) | no | NONE | 1708d | `2026-03-14T16:47:42Z` | 3 | 0 | mixed | very high | medium | high recent PR volume; very broad repo spread; targets high-star repos |
+| `tirth8205` | [profile](https://github.com/tirth8205) | no | NONE | 2091d | `2026-02-17T23:31:31Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
+| `jp1924` | [profile](https://github.com/jp1924) | no | CONTRIBUTOR | 1629d | `2024-10-22T01:33:27Z` | 13 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
+| `MekkCyber` | [profile](https://github.com/MekkCyber) | no | CONTRIBUTOR | 1626d | `2024-12-04T15:49:05Z` | 11 | 0 | strong | low | low | — |
+| `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1462d | `2025-12-24T11:54:53Z` | 10 | 0 | mixed | moderate | low | targets high-star repos |
+| `engmohamedsalah` | [profile](https://github.com/engmohamedsalah) | no | NONE | 4740d | `2026-01-10T13:15:19Z` | 5 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `math-hiyoko` | [profile](https://github.com/math-hiyoko) | no | CONTRIBUTOR | 2386d | `2026-02-08T01:31:10Z` | 4 | 7 | strong | low | low | targets high-star repos |
+| `redpanda1995` | [profile](https://github.com/redpanda1995) | no | FIRST_TIME_CONTRIBUTOR | 98d | `2026-02-07T19:04:11Z` | 4 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
+| `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2070d | `2025-12-23T11:18:14Z` | 4 | 0 | strong | moderate | low | targets high-star repos |
+| `xenova` | [profile](https://github.com/xenova) | no | MEMBER | 3312d | `2025-11-18T16:26:23Z` | 3 | 3 | strong | moderate | low | high recent PR volume; targets high-star repos |
+| `gabe-l-hart` | [profile](https://github.com/gabe-l-hart) | no | CONTRIBUTOR | 5237d | `2026-02-04T17:55:19Z` | 3 | 1 | strong | high | low | broad repo spread |
+| `w4nderlust` | [profile](https://github.com/w4nderlust) | no | CONTRIBUTOR | 5735d | `2026-04-03T04:55:51Z` | 2 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
+| `ionut-anghelina` | [profile](https://github.com/ionut-anghelina) | no | FIRST_TIME_CONTRIBUTOR | 552d | `2026-03-30T08:23:07Z` | 2 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2046d | `2026-03-04T00:51:26Z` | 2 | 1 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `23atharvaS` | [profile](https://github.com/23atharvaS) | no | FIRST_TIME_CONTRIBUTOR | 157d | `2026-02-17T05:25:26Z` | 2 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
+| `akhilc08` | [profile](https://github.com/akhilc08) | no | NONE | 399d | `2026-04-03T17:43:21Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
+| `akintunero` | [profile](https://github.com/akintunero) | no | CONTRIBUTOR | 3946d | `2026-03-30T13:48:47Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
+| `albertorkive` | [profile](https://github.com/albertorkive) | yes | FIRST_TIME_CONTRIBUTOR | 694d | `2026-04-12T17:02:14Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars |
+| `asuryateja` | [profile](https://github.com/asuryateja) | no | CONTRIBUTOR | 1711d | `2026-03-26T21:05:17Z` | 2 | 0 | mixed | moderate | low | high open PR share |
+| `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4496d | `2024-10-17T11:56:32Z` | 2 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
+| `burtenshaw` | [profile](https://github.com/burtenshaw) | no | MEMBER | 3607d | `2026-03-03T11:35:13Z` | 2 | 0 | strong | high | low | high recent PR volume; broad repo spread |
+| `dagecko` | [profile](https://github.com/dagecko) | no | FIRST_TIME_CONTRIBUTOR | 4475d | `2026-03-26T06:19:29Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `DatLe203` | [profile](https://github.com/DatLe203) | no | NONE | 762d | `2026-04-07T14:30:38Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `eladsegal` | [profile](https://github.com/eladsegal) | no | CONTRIBUTOR | 3915d | `2026-04-09T05:56:31Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `ErenAta16` | [profile](https://github.com/ErenAta16) | no | FIRST_TIME_CONTRIBUTOR | 895d | `2026-03-27T13:43:38Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `excepshenal` | [profile](https://github.com/excepshenal) | no | FIRST_TIME_CONTRIBUTOR | 2477d | `2026-02-21T00:06:16Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `FaizanImran-blip` | [profile](https://github.com/FaizanImran-blip) | no | FIRST_TIME_CONTRIBUTOR | 389d | `2026-03-30T19:10:48Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `guoyangzhen` | [profile](https://github.com/guoyangzhen) | no | NONE | 2586d | `2026-03-20T13:03:54Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `haosenwang1018` | [profile](https://github.com/haosenwang1018) | no | NONE | ?d | `2026-02-26T00:58:35Z` | 2 | 0 | n/a | n/a | n/a | summary unavailable |
+| `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2865d | `2026-03-14T18:33:53Z` | 2 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `hijingsong` | [profile](https://github.com/hijingsong) | yes | FIRST_TIME_CONTRIBUTOR | 21d | `2026-04-11T16:23:48Z` | 2 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
+| `jackcook` | [profile](https://github.com/jackcook) | no | CONTRIBUTOR | 4653d | `2026-02-13T05:15:44Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `kallewoof` | [profile](https://github.com/kallewoof) | no | CONTRIBUTOR | 5834d | `2026-03-24T23:50:07Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `KartikPawade` | [profile](https://github.com/KartikPawade) | no | CONTRIBUTOR | 1838d | `2026-03-06T18:49:59Z` | 2 | 0 | mixed | moderate | low | targets high-star repos |
+| `Kash6` | [profile](https://github.com/Kash6) | no | CONTRIBUTOR | 2221d | `2026-04-01T18:07:49Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
+| `KetanP1618` | [profile](https://github.com/KetanP1618) | no | FIRST_TIME_CONTRIBUTOR | 1628d | `2026-04-06T17:41:14Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
+| `kmbhattt-aws` | [profile](https://github.com/kmbhattt-aws) | no | FIRST_TIME_CONTRIBUTOR | 33d | `2026-03-11T01:01:18Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
+| `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3377d | `2026-03-09T09:03:10Z` | 2 | 0 | weak | low | low | targets high-star repos |
+| `knQzx` | [profile](https://github.com/knQzx) | no | FIRST_TIME_CONTRIBUTOR | 1952d | `2026-03-28T16:37:49Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
+| `Kokonico` | [profile](https://github.com/Kokonico) | no | NONE | 1563d | `2026-02-27T19:30:30Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `kushalkkb` | [profile](https://github.com/kushalkkb) | no | NONE | 1037d | `2026-03-06T17:24:10Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `leopold-tzafon` | [profile](https://github.com/leopold-tzafon) | no | CONTRIBUTOR | 447d | `2026-02-19T15:45:13Z` | 2 | 0 | strong | low | low | targets high-star repos |
+| `mario-sanz` | [profile](https://github.com/mario-sanz) | no | CONTRIBUTOR | 2018d | `2026-02-24T13:54:30Z` | 2 | 0 | weak | low | low | targets high-star repos |
+| `matdou` | [profile](https://github.com/matdou) | no | FIRST_TIME_CONTRIBUTOR | 1498d | `2026-03-26T23:00:35Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `maxsloef-goodfire` | [profile](https://github.com/maxsloef-goodfire) | no | CONTRIBUTOR | 310d | `2026-03-21T20:25:51Z` | 2 | 0 | mixed | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
+| `MaybeSam05` | [profile](https://github.com/MaybeSam05) | no | FIRST_TIME_CONTRIBUTOR | 2111d | `2026-03-11T22:52:23Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
+| `mmahjoub5` | [profile](https://github.com/mmahjoub5) | no | FIRST_TIME_CONTRIBUTOR | 2404d | `2026-02-15T04:01:26Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `onwp` | [profile](https://github.com/onwp) | no | CONTRIBUTOR | 2571d | `2026-04-01T05:05:40Z` | 2 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
+| `osman-akkawi` | [profile](https://github.com/osman-akkawi) | no | NONE | 822d | `2026-03-27T17:04:14Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `philippguevorguian` | [profile](https://github.com/philippguevorguian) | no | NONE | 1992d | `2025-10-10T14:52:07Z` | 2 | 0 | mixed | low | low | — |
+| `r266-tech` | [profile](https://github.com/r266-tech) | no | CONTRIBUTOR | 202d | `2026-03-22T17:28:57Z` | 2 | 0 | weak | very high | medium | young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `sdharani91` | [profile](https://github.com/sdharani91) | no | FIRST_TIME_CONTRIBUTOR | 3361d | `2026-03-18T05:45:40Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3713d | `2026-03-19T10:22:40Z` | 2 | 0 | mixed | moderate | low | targets high-star repos |
+| `sharziki` | [profile](https://github.com/sharziki) | no | FIRST_TIME_CONTRIBUTOR | 1555d | `2026-04-11T02:31:44Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `shtse8` | [profile](https://github.com/shtse8) | no | CONTRIBUTOR | 4305d | `2026-02-12T23:40:45Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `sirzechs66` | [profile](https://github.com/sirzechs66) | no | FIRST_TIME_CONTRIBUTOR | 1242d | `2026-03-30T12:18:41Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `thakoreh` | [profile](https://github.com/thakoreh) | no | NONE | 2943d | `2026-02-23T21:27:09Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `tonglei19961121` | [profile](https://github.com/tonglei19961121) | no | NONE | 2269d | `2026-02-27T11:44:01Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `tyler-romero` | [profile](https://github.com/tyler-romero) | no | CONTRIBUTOR | 3474d | `2026-02-10T18:34:03Z` | 2 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
+| `tysoncung` | [profile](https://github.com/tysoncung) | no | CONTRIBUTOR | 2694d | `2026-02-17T02:03:30Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `umbilnm` | [profile](https://github.com/umbilnm) | no | CONTRIBUTOR | 1632d | `2026-03-08T19:38:32Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `UsamaKenway` | [profile](https://github.com/UsamaKenway) | no | FIRST_TIME_CONTRIBUTOR | 2381d | `2026-04-07T18:39:33Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `wilnn` | [profile](https://github.com/wilnn) | no | CONTRIBUTOR | 1753d | `2026-03-10T22:37:36Z` | 2 | 0 | strong | low | low | targets high-star repos |
+| `yunhaoli24` | [profile](https://github.com/yunhaoli24) | no | NONE | 2221d | `2026-03-12T04:46:19Z` | 2 | 0 | weak | moderate | low | targets high-star repos |
+| `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 559d | `2025-06-12T08:51:40Z` | 6 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
+| `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2868d | `2024-06-13T14:13:17Z` | 5 | 1 | strong | low | low | targets high-star repos |
+| `Deep-unlearning` | [profile](https://github.com/Deep-unlearning) | no | MEMBER | 2319d | `2024-12-11T18:43:56Z` | 5 | 0 | strong | low | low | — |
+| `JaredforReal` | [profile](https://github.com/JaredforReal) | no | CONTRIBUTOR | 973d | `2026-01-19T05:05:55Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
+| `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3334d | `2026-01-08T16:47:50Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2799d | `2025-11-10T23:38:23Z` | 3 | 0 | mixed | moderate | low | — |
+| `githubnemo` | [profile](https://github.com/githubnemo) | no | MEMBER | 5823d | `2026-01-26T11:34:05Z` | 3 | 0 | strong | moderate | low | targets high-star repos |
+| `lordaarush` | [profile](https://github.com/lordaarush) | no | CONTRIBUTOR | 2139d | `2026-02-03T14:43:03Z` | 3 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `Olexandr88` | [profile](https://github.com/Olexandr88) | no | CONTRIBUTOR | 1618d | `2025-12-26T13:28:31Z` | 3 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
+| `MHRDYN7` | [profile](https://github.com/MHRDYN7) | no | CONTRIBUTOR | 1309d | `2025-08-04T17:37:52Z` | 2 | 2 | weak | low | low | high open PR share; targets high-star repos |
+| `thisisiron` | [profile](https://github.com/thisisiron) | no | CONTRIBUTOR | 3444d | `2025-08-20T15:17:54Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
+| `ethanknights` | [profile](https://github.com/ethanknights) | no | CONTRIBUTOR | 3052d | `2025-06-27T22:12:42Z` | 2 | 0 | strong | low | low | targets high-star repos |
+| `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4205d | `2025-11-26T16:41:09Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `lmaksym` | [profile](https://github.com/lmaksym) | no | FIRST_TIME_CONTRIBUTOR | 4109d | `2026-01-19T22:09:49Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
+| `pragnyanramtha` | [profile](https://github.com/pragnyanramtha) | no | FIRST_TIME_CONTRIBUTOR | 444d | `2026-02-08T09:24:35Z` | 2 | 0 | mixed | moderate | low | — |
+| `Siddhartha7340` | [profile](https://github.com/Siddhartha7340) | no | FIRST_TIME_CONTRIBUTOR | 1473d | `2026-01-17T05:16:36Z` | 2 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `tohtana` | [profile](https://github.com/tohtana) | no | CONTRIBUTOR | 1845d | `2026-02-08T22:04:44Z` | 2 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `vasanthrpjan1-boop` | [profile](https://github.com/vasanthrpjan1-boop) | no | CONTRIBUTOR | 250d | `2026-02-08T14:25:35Z` | 2 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
+| `veeceey` | [profile](https://github.com/veeceey) | no | NONE | 3052d | `2026-02-07T19:20:43Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `baonudesifeizhai` | [profile](https://github.com/baonudesifeizhai) | no | FIRST_TIME_CONTRIBUTOR | 1778d | `2026-02-10T01:32:32Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
+| `bigshanedogg` | [profile](https://github.com/bigshanedogg) | no | FIRST_TIME_CONTRIBUTOR | 3669d | `2026-03-23T19:34:30Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
+| `ouroborosscr` | [profile](https://github.com/ouroborosscr) | no | FIRST_TIMER | 1963d | `2026-03-21T15:38:54Z` | 1 | 2 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `abhijeet-dhumal` | [profile](https://github.com/abhijeet-dhumal) | no | CONTRIBUTOR | 1784d | `2026-03-06T07:07:19Z` | 1 | 1 | mixed | high | low | high recent PR volume; broad repo spread; high open PR share; no visible non-self stars |
+| `ainergiz` | [profile](https://github.com/ainergiz) | no | CONTRIBUTOR | 872d | `2026-02-21T20:56:04Z` | 1 | 1 | strong | low | low | targets high-star repos |
+| `Anakintano` | [profile](https://github.com/Anakintano) | no | FIRST_TIME_CONTRIBUTOR | 1142d | `2026-03-09T07:54:58Z` | 1 | 1 | mixed | moderate | low | — |
+| `andylizf` | [profile](https://github.com/andylizf) | no | FIRST_TIME_CONTRIBUTOR | 3273d | `2026-03-24T04:53:11Z` | 1 | 1 | strong | moderate | low | targets high-star repos |
+| `BSchilperoort` | [profile](https://github.com/BSchilperoort) | no | NONE | 4005d | `2026-03-18T11:08:09Z` | 1 | 1 | strong | low | low | — |
+| `Butanium` | [profile](https://github.com/Butanium) | no | CONTRIBUTOR | 2391d | `2026-03-25T01:39:23Z` | 1 | 1 | mixed | high | low | high recent PR volume; broad repo spread |
+| `caiovicentino` | [profile](https://github.com/caiovicentino) | no | NONE | 466d | `2026-04-03T01:52:14Z` | 1 | 1 | weak | low | low | — |
+| `cjkindel` | [profile](https://github.com/cjkindel) | no | NONE | 4185d | `2026-03-24T21:01:11Z` | 1 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread |
+| `danielquintas8` | [profile](https://github.com/danielquintas8) | no | CONTRIBUTOR | 2015d | `2026-03-30T16:23:11Z` | 1 | 1 | mixed | low | low | high open PR share; targets high-star repos |
+| `DogWala` | [profile](https://github.com/DogWala) | no | FIRST_TIME_CONTRIBUTOR | 1328d | `2026-03-12T15:47:16Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
+| `dtiourine` | [profile](https://github.com/dtiourine) | no | FIRST_TIME_CONTRIBUTOR | 1364d | `2026-02-17T18:52:49Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
+| `florian6973` | [profile](https://github.com/florian6973) | no | FIRST_TIME_CONTRIBUTOR | 2046d | `2026-04-07T23:31:43Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
+| `Fr0do` | [profile](https://github.com/Fr0do) | no | CONTRIBUTOR | 3912d | `2026-03-27T19:19:16Z` | 1 | 1 | mixed | low | low | — |
+| `gh-wf` | [profile](https://github.com/gh-wf) | no | NONE | 1332d | `2026-03-19T15:13:12Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `HallerPatrick` | [profile](https://github.com/HallerPatrick) | no | CONTRIBUTOR | 3470d | `2026-03-31T14:44:05Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `HanFa` | [profile](https://github.com/HanFa) | no | CONTRIBUTOR | 3532d | `2026-03-29T04:06:21Z` | 1 | 1 | mixed | low | low | targets high-star repos |
+| `inisis` | [profile](https://github.com/inisis) | no | CONTRIBUTOR | 2666d | `2026-03-24T02:42:32Z` | 1 | 1 | strong | low | low | — |
+| `IvanFan-Van` | [profile](https://github.com/IvanFan-Van) | no | FIRST_TIME_CONTRIBUTOR | 1543d | `2026-03-20T04:29:57Z` | 1 | 1 | strong | low | low | — |
+| `jesperschlegel` | [profile](https://github.com/jesperschlegel) | no | FIRST_TIME_CONTRIBUTOR | 3701d | `2026-04-07T17:51:38Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `jmriosal` | [profile](https://github.com/jmriosal) | no | FIRST_TIMER | 354d | `2026-02-22T20:14:10Z` | 1 | 1 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
+| `josh-kean` | [profile](https://github.com/josh-kean) | no | FIRST_TIME_CONTRIBUTOR | 2843d | `2026-03-22T17:57:33Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
+| `lhallee` | [profile](https://github.com/lhallee) | no | CONTRIBUTOR | 2005d | `2026-02-19T21:33:16Z` | 1 | 1 | strong | moderate | low | — |
+| `linfeng-du` | [profile](https://github.com/linfeng-du) | no | CONTRIBUTOR | 3026d | `2026-02-27T02:57:03Z` | 1 | 1 | strong | low | low | targets high-star repos |
+| `m-matthias` | [profile](https://github.com/m-matthias) | no | CONTRIBUTOR | 3763d | `2026-03-19T12:56:22Z` | 1 | 1 | strong | low | low | no visible non-self stars; targets high-star repos |
+| `mango766` | [profile](https://github.com/mango766) | no | CONTRIBUTOR | 1768d | `2026-03-16T04:08:09Z` | 1 | 1 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `masoudpz` | [profile](https://github.com/masoudpz) | no | FIRST_TIME_CONTRIBUTOR | 4674d | `2026-04-02T00:31:07Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
+| `medhakimbedhief` | [profile](https://github.com/medhakimbedhief) | no | CONTRIBUTOR | 2236d | `2026-03-03T03:19:25Z` | 1 | 1 | strong | low | low | targets high-star repos |
+| `michalrzak` | [profile](https://github.com/michalrzak) | no | FIRST_TIME_CONTRIBUTOR | 2138d | `2026-03-11T16:42:30Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
+| `ntenenz` | [profile](https://github.com/ntenenz) | no | CONTRIBUTOR | 4263d | `2026-03-13T20:09:58Z` | 1 | 1 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 825d | `2026-03-25T14:55:10Z` | 1 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
+| `rabbierabbie` | [profile](https://github.com/rabbierabbie) | no | NONE | 774d | `2026-03-10T14:40:08Z` | 1 | 1 | mixed | moderate | low | — |
+| `Regata3010` | [profile](https://github.com/Regata3010) | no | CONTRIBUTOR | 1426d | `2026-04-08T04:07:37Z` | 1 | 1 | strong | low | low | no visible non-self stars; targets high-star repos |
+| `rpathade` | [profile](https://github.com/rpathade) | no | FIRST_TIME_CONTRIBUTOR | 2001d | `2026-03-29T22:46:13Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
+| `ShahVandit` | [profile](https://github.com/ShahVandit) | no | FIRST_TIME_CONTRIBUTOR | 1882d | `2026-02-02T02:33:32Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars |
+| `stuckvgn` | [profile](https://github.com/stuckvgn) | no | NONE | 1142d | `2026-02-25T14:03:32Z` | 1 | 1 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
+| `syncdoth` | [profile](https://github.com/syncdoth) | no | FIRST_TIME_CONTRIBUTOR | 2686d | `2026-03-21T06:05:36Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
+| `zhulinchng` | [profile](https://github.com/zhulinchng) | no | CONTRIBUTOR | 3424d | `2026-03-19T01:40:58Z` | 1 | 1 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `zzc0430` | [profile](https://github.com/zzc0430) | no | NONE | 2335d | `2026-02-27T10:52:57Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `04cb` | [profile](https://github.com/04cb) | no | NONE | 1331d | `2026-03-07T05:36:25Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
+| `0xDELUXA` | [profile](https://github.com/0xDELUXA) | no | CONTRIBUTOR | 337d | `2026-03-06T18:03:49Z` | 1 | 0 | mixed | high | low | young account; high recent PR volume; broad repo spread |
+| `aarushisingh04` | [profile](https://github.com/aarushisingh04) | no | CONTRIBUTOR | 1347d | `2026-03-27T18:26:03Z` | 1 | 0 | weak | moderate | low | high open PR share |
+| `aashay-sarvam` | [profile](https://github.com/aashay-sarvam) | no | FIRST_TIME_CONTRIBUTOR | 880d | `2026-03-10T11:55:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `aashirpersonal` | [profile](https://github.com/aashirpersonal) | no | NONE | 954d | `2026-03-15T16:52:03Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `Aatman09` | [profile](https://github.com/Aatman09) | no | FIRST_TIME_CONTRIBUTOR | 899d | `2026-02-14T03:19:57Z` | 1 | 0 | weak | low | low | high open PR share |
+| `aayushbaluni` | [profile](https://github.com/aayushbaluni) | no | NONE | 1996d | `2026-03-17T17:20:35Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `Abhijeetsingh610` | [profile](https://github.com/Abhijeetsingh610) | no | FIRST_TIME_CONTRIBUTOR | 1580d | `2026-02-13T20:48:03Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `abidlabs` | [profile](https://github.com/abidlabs) | no | MEMBER | 5070d | `2026-04-08T22:36:08Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
+| `Abubakar-rashid` | [profile](https://github.com/Abubakar-rashid) | no | NONE | 626d | `2026-02-13T11:27:42Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `adil-a` | [profile](https://github.com/adil-a) | no | CONTRIBUTOR | 2632d | `2026-02-26T17:57:16Z` | 1 | 0 | strong | low | low | high recent PR volume |
+| `adityuhkapoor` | [profile](https://github.com/adityuhkapoor) | no | NONE | 2821d | `2026-02-18T06:35:09Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `Aftabbs` | [profile](https://github.com/Aftabbs) | yes | FIRST_TIME_CONTRIBUTOR | 1315d | `2026-04-12T08:48:26Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
+| `agentspan` | [profile](https://github.com/agentspan) | no | NONE | 12d | `2026-04-08T08:40:08Z` | 1 | 0 | weak | low | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
+| `ai-man-codes` | [profile](https://github.com/ai-man-codes) | no | FIRST_TIME_CONTRIBUTOR | 556d | `2026-03-20T17:48:23Z` | 1 | 0 | mixed | moderate | low | targets high-star repos |
+| `ajmeese7` | [profile](https://github.com/ajmeese7) | no | NONE | 3682d | `2026-03-15T19:56:44Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share |
+| `akashadsare` | [profile](https://github.com/akashadsare) | no | FIRST_TIME_CONTRIBUTOR | 2184d | `2026-02-15T18:07:11Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `akeemlh` | [profile](https://github.com/akeemlh) | no | FIRST_TIME_CONTRIBUTOR | 2095d | `2026-02-13T18:33:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `Aki-07` | [profile](https://github.com/Aki-07) | no | CONTRIBUTOR | 1588d | `2026-02-13T17:02:41Z` | 1 | 0 | strong | low | low | targets high-star repos |
+| `AkshajKashyap` | [profile](https://github.com/AkshajKashyap) | no | FIRST_TIME_CONTRIBUTOR | 870d | `2026-03-25T00:11:43Z` | 1 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `Akshay404error` | [profile](https://github.com/Akshay404error) | no | FIRST_TIMER | 589d | `2026-03-27T08:33:01Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `alexandercarruthers` | [profile](https://github.com/alexandercarruthers) | no | CONTRIBUTOR | 2596d | `2026-02-22T18:02:43Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
+| `alexmalyshev` | [profile](https://github.com/alexmalyshev) | no | CONTRIBUTOR | 5534d | `2026-02-20T04:47:07Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `alvarobartt` | [profile](https://github.com/alvarobartt) | no | MEMBER | 2970d | `2026-02-23T15:25:47Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
+| `andrewor14` | [profile](https://github.com/andrewor14) | no | CONTRIBUTOR | 4993d | `2026-04-08T15:42:16Z` | 1 | 0 | mixed | moderate | low | — |
+| `anshuS1310` | [profile](https://github.com/anshuS1310) | no | CONTRIBUTOR | 144d | `2026-03-21T09:59:07Z` | 1 | 0 | mixed | moderate | medium | young account; high open PR share; no visible non-self stars |
+| `ansley` | [profile](https://github.com/ansley) | no | NONE | 2292d | `2026-04-09T14:31:40Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `anuq` | [profile](https://github.com/anuq) | no | NONE | 3276d | `2026-03-14T19:21:21Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
+| `ArivunidhiA` | [profile](https://github.com/ArivunidhiA) | no | FIRST_TIME_CONTRIBUTOR | 827d | `2026-02-17T07:18:00Z` | 1 | 0 | mixed | moderate | low | no visible non-self stars |
+| `AutumnAurelium` | [profile](https://github.com/AutumnAurelium) | no | CONTRIBUTOR | 1721d | `2026-02-17T01:07:13Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
+| `avarga1` | [profile](https://github.com/avarga1) | no | NONE | 2173d | `2026-04-07T02:22:26Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
+| `aws-zhanxun` | [profile](https://github.com/aws-zhanxun) | no | CONTRIBUTOR | 1726d | `2026-03-30T07:06:19Z` | 1 | 0 | strong | low | low | targets high-star repos |
+| `balak4` | [profile](https://github.com/balak4) | no | CONTRIBUTOR | 2766d | `2026-02-25T01:40:57Z` | 1 | 0 | strong | moderate | low | — |
+| `balgaly` | [profile](https://github.com/balgaly) | no | NONE | 3771d | `2026-04-05T15:38:58Z` | 1 | 0 | weak | high | low | broad repo spread; many recent closed-unmerged PRs |
+| `balvisio` | [profile](https://github.com/balvisio) | no | CONTRIBUTOR | 5034d | `2026-02-19T02:58:50Z` | 1 | 0 | mixed | moderate | low | — |
+| `beelapranay` | [profile](https://github.com/beelapranay) | no | FIRST_TIME_CONTRIBUTOR | 2426d | `2026-02-14T01:12:07Z` | 1 | 0 | strong | moderate | low | — |
+| `bensons` | [profile](https://github.com/bensons) | no | FIRST_TIME_CONTRIBUTOR | 5184d | `2026-03-17T04:59:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `black-yt` | [profile](https://github.com/black-yt) | no | NONE | 1822d | `2026-03-10T01:52:18Z` | 1 | 0 | weak | low | low | — |
+| `Brianzhengca` | [profile](https://github.com/Brianzhengca) | yes | NONE | 3167d | `2026-04-11T21:41:32Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `caffeinism` | [profile](https://github.com/caffeinism) | no | CONTRIBUTOR | 2891d | `2026-02-13T09:28:32Z` | 1 | 0 | strong | low | low | targets high-star repos |
+| `carcel-yu` | [profile](https://github.com/carcel-yu) | no | CONTRIBUTOR | 2063d | `2026-03-02T05:34:49Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `chandan11248` | [profile](https://github.com/chandan11248) | no | FIRST_TIME_CONTRIBUTOR | 725d | `2026-03-15T15:23:33Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `cluster2600` | [profile](https://github.com/cluster2600) | no | CONTRIBUTOR | 2063d | `2026-02-18T19:25:52Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
+| `code-runner77` | [profile](https://github.com/code-runner77) | no | FIRST_TIMER | 191d | `2026-03-29T17:28:59Z` | 1 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `cogniera` | [profile](https://github.com/cogniera) | no | FIRST_TIME_CONTRIBUTOR | 220d | `2026-02-17T22:29:44Z` | 1 | 0 | strong | moderate | low | young account |
+| `CyrilSterling` | [profile](https://github.com/CyrilSterling) | no | FIRST_TIME_CONTRIBUTOR | 2825d | `2026-03-13T13:02:26Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `Defalt-Meh` | [profile](https://github.com/Defalt-Meh) | no | FIRST_TIME_CONTRIBUTOR | 659d | `2026-03-15T23:26:31Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `Desel72` | [profile](https://github.com/Desel72) | no | NONE | 4466d | `2026-03-11T13:03:19Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; targets high-star repos |
+| `Dippp10` | [profile](https://github.com/Dippp10) | no | FIRST_TIME_CONTRIBUTOR | ?d | `2026-04-11T14:17:32Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
+| `divyanks` | [profile](https://github.com/divyanks) | no | NONE | 4324d | `2026-03-17T16:51:46Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3522d | `2026-04-02T19:05:35Z` | 1 | 0 | mixed | low | low | targets high-star repos |
+| `echarlaix` | [profile](https://github.com/echarlaix) | no | MEMBER | 1858d | `2026-03-09T18:15:17Z` | 1 | 0 | strong | moderate | low | — |
+| `EhteshamSid` | [profile](https://github.com/EhteshamSid) | no | NONE | 1664d | `2026-04-07T18:40:05Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars |
+| `ENg-122` | [profile](https://github.com/ENg-122) | no | NONE | 1760d | `2026-04-03T09:08:28Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `ezylopx5` | [profile](https://github.com/ezylopx5) | no | NONE | 603d | `2026-04-01T19:25:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `frogNotToad` | [profile](https://github.com/frogNotToad) | no | CONTRIBUTOR | 583d | `2026-03-06T16:58:14Z` | 1 | 0 | strong | low | low | targets high-star repos |
+| `gabrielfruet` | [profile](https://github.com/gabrielfruet) | no | FIRST_TIME_CONTRIBUTOR | 1678d | `2026-02-15T13:27:44Z` | 1 | 0 | strong | moderate | low | — |
+| `gagandhakrey` | [profile](https://github.com/gagandhakrey) | no | NONE | 2281d | `2026-04-05T03:45:23Z` | 1 | 0 | weak | high | low | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `GitGlimpse895` | [profile](https://github.com/GitGlimpse895) | yes | FIRST_TIME_CONTRIBUTOR | 2d | `2026-04-12T10:14:58Z` | 1 | 0 | weak | moderate | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
+| `giulio-leone` | [profile](https://github.com/giulio-leone) | no | NONE | 4419d | `2026-02-28T06:22:19Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `gowthamr-tech` | [profile](https://github.com/gowthamr-tech) | no | CONTRIBUTOR | 338d | `2026-02-16T15:00:00Z` | 1 | 0 | strong | low | low | young account; no visible non-self stars |
+| `GS-GOAT` | [profile](https://github.com/GS-GOAT) | no | NONE | 1744d | `2026-02-21T13:45:15Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `hangjun-ezra` | [profile](https://github.com/hangjun-ezra) | no | CONTRIBUTOR | 647d | `2026-02-25T03:52:04Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
+| `hanouticelina` | [profile](https://github.com/hanouticelina) | no | MEMBER | 2970d | `2026-04-10T11:59:37Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
+| `hardikmeisheri` | [profile](https://github.com/hardikmeisheri) | no | FIRST_TIMER | 3943d | `2026-02-28T16:49:27Z` | 1 | 0 | strong | low | low | targets high-star repos |
+| `HelloAnner` | [profile](https://github.com/HelloAnner) | no | NONE | 1655d | `2026-04-11T06:22:52Z` | 1 | 0 | mixed | low | low | — |
+| `HemanthSai7` | [profile](https://github.com/HemanthSai7) | no | FIRST_TIME_CONTRIBUTOR | 2003d | `2026-03-29T20:35:56Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `hemantmm` | [profile](https://github.com/hemantmm) | no | FIRST_TIME_CONTRIBUTOR | 1642d | `2026-03-23T16:29:46Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `heycorgi` | [profile](https://github.com/heycorgi) | no | NONE | 1511d | `2026-03-23T15:33:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `himani27301` | [profile](https://github.com/himani27301) | no | FIRST_TIME_CONTRIBUTOR | 104d | `2026-03-09T15:46:14Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
+| `hongping-zh` | [profile](https://github.com/hongping-zh) | no | FIRST_TIME_CONTRIBUTOR | 1068d | `2026-03-03T04:42:57Z` | 1 | 0 | weak | moderate | low | high open PR share |
+| `huyxdang` | [profile](https://github.com/huyxdang) | no | NONE | 709d | `2026-02-16T13:31:17Z` | 1 | 0 | mixed | low | low | — |
+| `Hyungkeun-Park-Nota` | [profile](https://github.com/Hyungkeun-Park-Nota) | no | CONTRIBUTOR | 417d | `2026-03-25T01:19:59Z` | 1 | 0 | mixed | low | low | — |
+| `iamaber` | [profile](https://github.com/iamaber) | no | NONE | 2040d | `2026-02-28T14:24:32Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `IgnazioDS` | [profile](https://github.com/IgnazioDS) | no | NONE | 1075d | `2026-03-30T19:13:52Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
+| `imstevenpmwork` | [profile](https://github.com/imstevenpmwork) | no | MEMBER | 2315d | `2026-02-26T20:09:20Z` | 1 | 0 | mixed | low | low | high recent PR volume; targets high-star repos |
+| `itzyesse99-lgtm` | [profile](https://github.com/itzyesse99-lgtm) | no | NONE | 61d | `2026-02-16T12:01:26Z` | 1 | 0 | weak | high | medium | very new account; broad repo spread; many recent closed-unmerged PRs; no visible non-self stars |
+| `jagwar` | [profile](https://github.com/jagwar) | no | MEMBER | 3686d | `2026-04-07T21:35:38Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `Jaredw2289-svg` | [profile](https://github.com/Jaredw2289-svg) | no | NONE | ?d | `2026-03-04T06:03:56Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
-| `JasonCZMeng` | [profile](https://github.com/JasonCZMeng) | no | NONE | 3593d | `2026-03-07T18:33:40Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
+| `JasonCZMeng` | [profile](https://github.com/JasonCZMeng) | no | NONE | 3595d | `2026-03-07T18:33:40Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Jay-IIT` | [profile](https://github.com/Jay-IIT) | no | FIRST_TIME_CONTRIBUTOR | ?d | `2026-02-17T05:12:11Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
-| `jblox26` | [profile](https://github.com/jblox26) | no | NONE | 70d | `2026-03-05T14:50:06Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; targets high-star repos |
-| `Jess-Co-Del` | [profile](https://github.com/Jess-Co-Del) | no | FIRST_TIME_CONTRIBUTOR | 2196d | `2026-03-23T17:02:50Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `jIab-b` | [profile](https://github.com/jIab-b) | yes | FIRST_TIME_CONTRIBUTOR | 575d | `2026-04-07T09:11:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `JiwaniZakir` | [profile](https://github.com/JiwaniZakir) | no | CONTRIBUTOR | 1379d | `2026-03-17T05:11:16Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share |
-| `joaquinhuigomez` | [profile](https://github.com/joaquinhuigomez) | no | NONE | 1077d | `2026-03-28T12:13:57Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `JokeYoonic` | [profile](https://github.com/JokeYoonic) | no | FIRST_TIME_CONTRIBUTOR | 765d | `2026-03-13T16:28:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `JonoLF` | [profile](https://github.com/JonoLF) | no | FIRST_TIME_CONTRIBUTOR | 1360d | `2026-02-23T15:09:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `JonusClapshaw` | [profile](https://github.com/JonusClapshaw) | no | NONE | 2423d | `2026-02-24T22:09:56Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; no visible non-self stars |
-| `joshuaswanson` | [profile](https://github.com/joshuaswanson) | no | FIRST_TIME_CONTRIBUTOR | 3491d | `2026-03-12T23:47:11Z` | 1 | 0 | weak | very high | low | high recent PR volume; very broad repo spread |
-| `JoursBleu` | [profile](https://github.com/JoursBleu) | no | CONTRIBUTOR | 3487d | `2026-03-08T09:57:38Z` | 1 | 0 | weak | moderate | low | targets high-star repos |
-| `juliabush` | [profile](https://github.com/juliabush) | yes | NONE | 520d | `2026-04-07T21:37:00Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `kamalrajkannan78` | [profile](https://github.com/kamalrajkannan78) | no | CONTRIBUTOR | 808d | `2026-04-07T05:24:43Z` | 1 | 0 | strong | low | low | high recent PR volume; no visible non-self stars |
-| `karthiksuki` | [profile](https://github.com/karthiksuki) | no | FIRST_TIMER | 2051d | `2026-02-14T19:16:31Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `kathrynle20` | [profile](https://github.com/kathrynle20) | no | CONTRIBUTOR | 2318d | `2026-02-25T22:15:15Z` | 1 | 0 | strong | low | low | — |
-| `Ker102` | [profile](https://github.com/Ker102) | no | NONE | 206d | `2026-03-13T13:13:58Z` | 1 | 0 | mixed | moderate | low | young account; high recent PR volume |
-| `kulkarni-rohan` | [profile](https://github.com/kulkarni-rohan) | no | FIRST_TIME_CONTRIBUTOR | 3156d | `2026-03-14T20:01:00Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `lakprigan` | [profile](https://github.com/lakprigan) | no | FIRST_TIMER | 4751d | `2026-02-16T19:16:36Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `layla1824` | [profile](https://github.com/layla1824) | no | FIRST_TIMER | 2235d | `2026-03-26T16:48:53Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `leaderofARS` | [profile](https://github.com/leaderofARS) | no | CONTRIBUTOR | 604d | `2026-03-01T07:34:43Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
-| `liding-nv` | [profile](https://github.com/liding-nv) | no | CONTRIBUTOR | 221d | `2026-03-02T13:22:21Z` | 1 | 0 | mixed | low | low | young account; no visible non-self stars |
-| `likejazz` | [profile](https://github.com/likejazz) | no | CONTRIBUTOR | 5237d | `2026-02-26T14:30:24Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `lowzhao` | [profile](https://github.com/lowzhao) | no | CONTRIBUTOR | 3238d | `2026-04-06T08:41:40Z` | 1 | 0 | strong | low | low | targets high-star repos |
-| `LucasMa2025` | [profile](https://github.com/LucasMa2025) | no | FIRST_TIMER | 74d | `2026-03-14T17:13:34Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `lucianommartins` | [profile](https://github.com/lucianommartins) | no | CONTRIBUTOR | 3498d | `2026-04-05T22:07:53Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
-| `maanas1234` | [profile](https://github.com/maanas1234) | no | CONTRIBUTOR | 577d | `2026-03-31T17:31:37Z` | 1 | 0 | strong | low | low | targets high-star repos |
-| `madhav1k` | [profile](https://github.com/madhav1k) | no | FIRST_TIME_CONTRIBUTOR | 2053d | `2026-04-06T17:47:07Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `marvinzh` | [profile](https://github.com/marvinzh) | no | FIRST_TIME_CONTRIBUTOR | 4423d | `2026-04-07T06:49:34Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
-| `materight` | [profile](https://github.com/materight) | no | CONTRIBUTOR | 3310d | `2026-02-13T17:53:16Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `milesial` | [profile](https://github.com/milesial) | no | CONTRIBUTOR | 3191d | `2026-03-31T01:59:28Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `mitre88` | [profile](https://github.com/mitre88) | no | CONTRIBUTOR | 3196d | `2026-03-04T00:42:43Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `mobicham` | [profile](https://github.com/mobicham) | no | CONTRIBUTOR | 2956d | `2026-03-18T20:18:41Z` | 1 | 0 | strong | moderate | low | — |
-| `mohamad-tohidi` | [profile](https://github.com/mohamad-tohidi) | yes | FIRST_TIME_CONTRIBUTOR | 1008d | `2026-04-11T10:00:07Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `mohdfaour03` | [profile](https://github.com/mohdfaour03) | yes | FIRST_TIME_CONTRIBUTOR | 1146d | `2026-04-08T13:38:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `moktamd` | [profile](https://github.com/moktamd) | no | NONE | 1368d | `2026-03-11T10:32:26Z` | 1 | 0 | mixed | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `mrutkows` | [profile](https://github.com/mrutkows) | yes | FIRST_TIME_CONTRIBUTOR | 4327d | `2026-04-09T17:46:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `mtthw13` | [profile](https://github.com/mtthw13) | no | FIRST_TIME_CONTRIBUTOR | 2822d | `2026-02-17T01:39:33Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `n0kovo` | [profile](https://github.com/n0kovo) | no | FIRST_TIME_CONTRIBUTOR | 3740d | `2026-02-28T00:24:32Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `N3u0ns` | [profile](https://github.com/N3u0ns) | no | NONE | 2356d | `2026-03-01T13:53:58Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
-| `NabilMch` | [profile](https://github.com/NabilMch) | no | NONE | 2332d | `2026-02-28T15:11:37Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `nakigami` | [profile](https://github.com/nakigami) | no | NONE | 2954d | `2026-03-08T01:30:39Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `NathanHB` | [profile](https://github.com/NathanHB) | no | MEMBER | 3175d | `2026-03-27T13:02:59Z` | 1 | 0 | strong | moderate | low | — |
-| `neo` | [profile](https://github.com/neo) | no | CONTRIBUTOR | 4205d | `2026-03-12T19:59:28Z` | 1 | 0 | strong | low | low | targets high-star repos |
-| `nexiouscaliver` | [profile](https://github.com/nexiouscaliver) | no | FIRST_TIME_CONTRIBUTOR | 2142d | `2026-02-14T12:26:19Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `NicoleRobin` | [profile](https://github.com/NicoleRobin) | no | NONE | 4090d | `2026-03-21T03:25:56Z` | 1 | 0 | strong | low | low | targets high-star repos |
-| `NicoSimo` | [profile](https://github.com/NicoSimo) | no | NONE | 2220d | `2026-02-13T14:40:54Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs |
-| `nikste` | [profile](https://github.com/nikste) | no | NONE | 4012d | `2026-02-22T23:40:56Z` | 1 | 0 | strong | low | low | high recent PR volume |
-| `omyaaa1` | [profile](https://github.com/omyaaa1) | no | NONE | 514d | `2026-03-19T04:48:58Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `orbisai0security` | [profile](https://github.com/orbisai0security) | no | NONE | 155d | `2026-03-30T15:02:06Z` | 1 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `overcastbulb` | [profile](https://github.com/overcastbulb) | no | NONE | 1525d | `2026-02-27T14:37:19Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
-| `owwll` | [profile](https://github.com/owwll) | yes | NONE | 631d | `2026-04-10T21:13:32Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `partacc` | [profile](https://github.com/partacc) | yes | NONE | 276d | `2026-04-07T20:07:02Z` | 1 | 0 | n/a | low | low | young account; no visible non-self stars |
-| `parthchopra07` | [profile](https://github.com/parthchopra07) | no | FIRST_TIMER | 1540d | `2026-02-22T18:32:16Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `pdufour` | [profile](https://github.com/pdufour) | no | FIRST_TIME_CONTRIBUTOR | 5242d | `2026-04-04T00:15:04Z` | 1 | 0 | weak | moderate | low | high open PR share |
-| `pdwi2020` | [profile](https://github.com/pdwi2020) | no | FIRST_TIME_CONTRIBUTOR | 1991d | `2026-02-15T07:26:52Z` | 1 | 0 | weak | high | low | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
-| `pnehete23` | [profile](https://github.com/pnehete23) | no | NONE | 862d | `2026-03-26T08:52:10Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `popotest` | [profile](https://github.com/popotest) | no | NONE | 73d | `2026-03-26T15:33:19Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `prakhar-agarwal` | [profile](https://github.com/prakhar-agarwal) | no | FIRST_TIME_CONTRIBUTOR | 4770d | `2026-03-22T05:20:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `pramilajangid` | [profile](https://github.com/pramilajangid) | no | NONE | 3037d | `2026-03-24T09:57:20Z` | 1 | 0 | mixed | moderate | low | — |
-| `pranay-3108` | [profile](https://github.com/pranay-3108) | no | NONE | 345d | `2026-03-11T05:13:57Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
-| `rain-1` | [profile](https://github.com/rain-1) | no | FIRST_TIME_CONTRIBUTOR | 3701d | `2026-03-10T07:09:07Z` | 1 | 0 | mixed | moderate | low | — |
-| `RicardoLee510520` | [profile](https://github.com/RicardoLee510520) | no | FIRST_TIMER | 163d | `2026-03-19T06:30:53Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
-| `RishabhMehra` | [profile](https://github.com/RishabhMehra) | no | FIRST_TIMER | 3354d | `2026-02-25T12:49:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `Rohang2005` | [profile](https://github.com/Rohang2005) | no | NONE | 811d | `2026-03-04T08:13:38Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `roycho96` | [profile](https://github.com/roycho96) | no | FIRST_TIME_CONTRIBUTOR | 2155d | `2026-03-20T15:08:32Z` | 1 | 0 | mixed | moderate | low | high open PR share |
-| `rsmed31` | [profile](https://github.com/rsmed31) | no | NONE | 1316d | `2026-03-14T23:57:14Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `rudybear` | [profile](https://github.com/rudybear) | no | FIRST_TIME_CONTRIBUTOR | 5021d | `2026-02-17T07:18:13Z` | 1 | 0 | weak | moderate | low | high open PR share |
-| `rwtarpit` | [profile](https://github.com/rwtarpit) | no | FIRST_TIME_CONTRIBUTOR | 587d | `2026-02-15T17:27:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `Ryan-J-MAX` | [profile](https://github.com/Ryan-J-MAX) | no | NONE | 1871d | `2026-02-24T10:48:54Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
-| `ryota-komatsu` | [profile](https://github.com/ryota-komatsu) | no | FIRST_TIME_CONTRIBUTOR | 1790d | `2026-04-06T18:01:42Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `sahildando` | [profile](https://github.com/sahildando) | yes | NONE | 1236d | `2026-04-07T21:12:29Z` | 1 | 0 | mixed | high | low | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
-| `sahilleth` | [profile](https://github.com/sahilleth) | no | NONE | 52d | `2026-03-19T05:50:29Z` | 1 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars |
-| `sahilmaniyar888` | [profile](https://github.com/sahilmaniyar888) | no | NONE | 821d | `2026-03-02T11:40:49Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `SamArun28` | [profile](https://github.com/SamArun28) | no | NONE | 32d | `2026-03-10T09:38:29Z` | 1 | 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 |
-| `samuelleecong` | [profile](https://github.com/samuelleecong) | no | FIRST_TIME_CONTRIBUTOR | 2182d | `2026-02-19T16:31:44Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `sandesh-bhandari-dev` | [profile](https://github.com/sandesh-bhandari-dev) | no | NONE | 45d | `2026-03-05T01:40:47Z` | 1 | 0 | weak | moderate | medium | very new account; many recent closed-unmerged PRs; targets high-star repos |
-| `saslifat-gif` | [profile](https://github.com/saslifat-gif) | no | NONE | 223d | `2026-04-02T14:08:15Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
-| `saurav0369` | [profile](https://github.com/saurav0369) | no | CONTRIBUTOR | 344d | `2026-02-14T10:11:40Z` | 1 | 0 | mixed | moderate | low | young account; targets high-star repos |
-| `shaealh` | [profile](https://github.com/shaealh) | no | FIRST_TIME_CONTRIBUTOR | 65d | `2026-03-13T05:05:01Z` | 1 | 0 | mixed | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
-| `shhKnight30` | [profile](https://github.com/shhKnight30) | no | CONTRIBUTOR | 925d | `2026-04-04T10:29:57Z` | 1 | 0 | strong | low | low | targets high-star repos |
-| `Shikhar-S` | [profile](https://github.com/Shikhar-S) | yes | FIRST_TIME_CONTRIBUTOR | 3758d | `2026-04-10T04:26:05Z` | 1 | 0 | weak | low | low | high open PR share |
-| `Sid-V5` | [profile](https://github.com/Sid-V5) | no | FIRST_TIME_CONTRIBUTOR | 1014d | `2026-02-15T19:51:35Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
-| `somAzzz` | [profile](https://github.com/somAzzz) | no | FIRST_TIMER | 3167d | `2026-02-25T22:43:41Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `stargazerwh` | [profile](https://github.com/stargazerwh) | no | NONE | 2930d | `2026-02-21T14:34:30Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `svlandeg` | [profile](https://github.com/svlandeg) | no | CONTRIBUTOR | 4224d | `2026-02-11T15:54:04Z` | 1 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; targets high-star repos |
-| `Talhax55z` | [profile](https://github.com/Talhax55z) | no | FIRST_TIME_CONTRIBUTOR | 74d | `2026-04-03T16:36:25Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars |
-| `taovinci0` | [profile](https://github.com/taovinci0) | no | NONE | 442d | `2026-02-14T00:00:00Z` | 1 | 0 | weak | high | medium | broad repo spread; many recent closed-unmerged PRs; no visible non-self stars |
-| `tejasae-afk` | [profile](https://github.com/tejasae-afk) | no | NONE | 402d | `2026-03-13T21:22:07Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
-| `TinderZ` | [profile](https://github.com/TinderZ) | no | CONTRIBUTOR | 744d | `2026-02-19T02:35:08Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `UsamaKenway` | [profile](https://github.com/UsamaKenway) | yes | FIRST_TIME_CONTRIBUTOR | 2379d | `2026-04-07T18:39:33Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `VanshikaSohal` | [profile](https://github.com/VanshikaSohal) | no | CONTRIBUTOR | 558d | `2026-03-22T18:45:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `vimal-crypto` | [profile](https://github.com/vimal-crypto) | no | FIRST_TIME_CONTRIBUTOR | 976d | `2026-03-11T12:37:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `vishalpatil-45` | [profile](https://github.com/vishalpatil-45) | no | NONE | 424d | `2026-02-25T08:27:32Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars |
-| `vivekvar-dl` | [profile](https://github.com/vivekvar-dl) | no | NONE | 2067d | `2026-03-21T03:12:37Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
-| `vxa8502` | [profile](https://github.com/vxa8502) | no | NONE | 426d | `2026-03-13T22:49:59Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `w601sxs` | [profile](https://github.com/w601sxs) | no | FIRST_TIME_CONTRIBUTOR | 4831d | `2026-04-01T15:02:15Z` | 1 | 0 | mixed | low | low | — |
-| `XingyuHu109` | [profile](https://github.com/XingyuHu109) | no | FIRST_TIME_CONTRIBUTOR | 1512d | `2026-03-05T21:14:38Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `xr843` | [profile](https://github.com/xr843) | no | NONE | 1027d | `2026-03-18T23:53:54Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
-| `xu-song` | [profile](https://github.com/xu-song) | no | CONTRIBUTOR | 3890d | `2026-04-01T14:50:33Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `yacinemebarki` | [profile](https://github.com/yacinemebarki) | no | FIRST_TIME_CONTRIBUTOR | 476d | `2026-03-30T21:18:47Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
-| `yashbora9` | [profile](https://github.com/yashbora9) | no | FIRST_TIMER | 2174d | `2026-02-15T19:32:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `yoginlangalia` | [profile](https://github.com/yoginlangalia) | no | NONE | 220d | `2026-02-27T06:40:02Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
-| `yushiran` | [profile](https://github.com/yushiran) | no | CONTRIBUTOR | 1867d | `2026-02-23T19:50:05Z` | 1 | 0 | mixed | moderate | low | — |
-| `zendy199x` | [profile](https://github.com/zendy199x) | no | NONE | 2538d | `2026-03-29T15:50:04Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
-| `zozo123` | [profile](https://github.com/zozo123) | no | NONE | 5572d | `2026-04-05T19:00:26Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
-| `zvik` | [profile](https://github.com/zvik) | no | FIRST_TIMER | 4378d | `2026-03-03T07:50:39Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
+| `jblox26` | [profile](https://github.com/jblox26) | no | NONE | 72d | `2026-03-05T14:50:06Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; targets high-star repos |
+| `Jess-Co-Del` | [profile](https://github.com/Jess-Co-Del) | no | FIRST_TIME_CONTRIBUTOR | 2198d | `2026-03-23T17:02:50Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `jIab-b` | [profile](https://github.com/jIab-b) | no | FIRST_TIME_CONTRIBUTOR | 577d | `2026-04-07T09:11:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `JiwaniZakir` | [profile](https://github.com/JiwaniZakir) | no | CONTRIBUTOR | 1381d | `2026-03-17T05:11:16Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share |
+| `joaquinhuigomez` | [profile](https://github.com/joaquinhuigomez) | no | NONE | 1079d | `2026-03-28T12:13:57Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `JokeYoonic` | [profile](https://github.com/JokeYoonic) | no | FIRST_TIME_CONTRIBUTOR | 767d | `2026-03-13T16:28:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `JonoLF` | [profile](https://github.com/JonoLF) | no | FIRST_TIME_CONTRIBUTOR | 1361d | `2026-02-23T15:09:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `JonusClapshaw` | [profile](https://github.com/JonusClapshaw) | no | NONE | 2425d | `2026-02-24T22:09:56Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; no visible non-self stars |
+| `joshuaswanson` | [profile](https://github.com/joshuaswanson) | no | FIRST_TIME_CONTRIBUTOR | 3493d | `2026-03-12T23:47:11Z` | 1 | 0 | weak | very high | low | high recent PR volume; very broad repo spread |
+| `JoursBleu` | [profile](https://github.com/JoursBleu) | no | CONTRIBUTOR | 3489d | `2026-03-08T09:57:38Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
+| `juliabush` | [profile](https://github.com/juliabush) | no | NONE | 522d | `2026-04-07T21:37:00Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `kamalrajkannan78` | [profile](https://github.com/kamalrajkannan78) | no | CONTRIBUTOR | 809d | `2026-04-07T05:24:43Z` | 1 | 0 | strong | moderate | low | high recent PR volume; no visible non-self stars |
+| `karthiksuki` | [profile](https://github.com/karthiksuki) | no | FIRST_TIMER | 2053d | `2026-02-14T19:16:31Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `kathrynle20` | [profile](https://github.com/kathrynle20) | no | CONTRIBUTOR | 2319d | `2026-02-25T22:15:15Z` | 1 | 0 | strong | low | low | — |
+| `Ker102` | [profile](https://github.com/Ker102) | no | NONE | 207d | `2026-03-13T13:13:58Z` | 1 | 0 | mixed | moderate | low | young account; high recent PR volume |
+| `kulkarni-rohan` | [profile](https://github.com/kulkarni-rohan) | no | FIRST_TIME_CONTRIBUTOR | 3158d | `2026-03-14T20:01:00Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `lakprigan` | [profile](https://github.com/lakprigan) | no | FIRST_TIMER | 4753d | `2026-02-16T19:16:36Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `layla1824` | [profile](https://github.com/layla1824) | no | FIRST_TIMER | 2237d | `2026-03-26T16:48:53Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `leaderofARS` | [profile](https://github.com/leaderofARS) | no | CONTRIBUTOR | 606d | `2026-03-01T07:34:43Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
+| `liding-nv` | [profile](https://github.com/liding-nv) | no | CONTRIBUTOR | 223d | `2026-03-02T13:22:21Z` | 1 | 0 | mixed | low | low | young account; no visible non-self stars |
+| `likejazz` | [profile](https://github.com/likejazz) | no | CONTRIBUTOR | 5239d | `2026-02-26T14:30:24Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `lowzhao` | [profile](https://github.com/lowzhao) | no | CONTRIBUTOR | 3240d | `2026-04-06T08:41:40Z` | 1 | 0 | strong | low | low | targets high-star repos |
+| `LucasMa2025` | [profile](https://github.com/LucasMa2025) | no | FIRST_TIMER | 76d | `2026-03-14T17:13:34Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `lucianommartins` | [profile](https://github.com/lucianommartins) | no | CONTRIBUTOR | 3500d | `2026-04-05T22:07:53Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
+| `maanas1234` | [profile](https://github.com/maanas1234) | no | CONTRIBUTOR | 579d | `2026-03-31T17:31:37Z` | 1 | 0 | strong | low | low | targets high-star repos |
+| `madhav1k` | [profile](https://github.com/madhav1k) | no | FIRST_TIME_CONTRIBUTOR | 2055d | `2026-04-06T17:47:07Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `marvinzh` | [profile](https://github.com/marvinzh) | no | FIRST_TIME_CONTRIBUTOR | 4425d | `2026-04-07T06:49:34Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
+| `materight` | [profile](https://github.com/materight) | no | CONTRIBUTOR | 3311d | `2026-02-13T17:53:16Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `milesial` | [profile](https://github.com/milesial) | no | CONTRIBUTOR | 3193d | `2026-03-31T01:59:28Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `mitre88` | [profile](https://github.com/mitre88) | no | CONTRIBUTOR | 3198d | `2026-03-04T00:42:43Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `mobicham` | [profile](https://github.com/mobicham) | no | CONTRIBUTOR | 2957d | `2026-03-18T20:18:41Z` | 1 | 0 | strong | moderate | low | — |
+| `mohamad-tohidi` | [profile](https://github.com/mohamad-tohidi) | no | FIRST_TIME_CONTRIBUTOR | 1009d | `2026-04-11T10:00:07Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `mohdfaour03` | [profile](https://github.com/mohdfaour03) | no | FIRST_TIME_CONTRIBUTOR | 1148d | `2026-04-08T13:38:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `moktamd` | [profile](https://github.com/moktamd) | no | NONE | 1370d | `2026-03-11T10:32:26Z` | 1 | 0 | mixed | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `mrutkows` | [profile](https://github.com/mrutkows) | no | FIRST_TIME_CONTRIBUTOR | 4328d | `2026-04-09T17:46:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `mtthw13` | [profile](https://github.com/mtthw13) | no | FIRST_TIME_CONTRIBUTOR | 2823d | `2026-02-17T01:39:33Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `n0kovo` | [profile](https://github.com/n0kovo) | no | FIRST_TIME_CONTRIBUTOR | 3742d | `2026-02-28T00:24:32Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `N3u0ns` | [profile](https://github.com/N3u0ns) | no | NONE | 2358d | `2026-03-01T13:53:58Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
+| `NabilMch` | [profile](https://github.com/NabilMch) | no | NONE | 2334d | `2026-02-28T15:11:37Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `nakigami` | [profile](https://github.com/nakigami) | no | NONE | 2956d | `2026-03-08T01:30:39Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `NathanHB` | [profile](https://github.com/NathanHB) | no | MEMBER | 3177d | `2026-03-27T13:02:59Z` | 1 | 0 | strong | moderate | low | — |
+| `neo` | [profile](https://github.com/neo) | no | CONTRIBUTOR | 4207d | `2026-03-12T19:59:28Z` | 1 | 0 | strong | low | low | targets high-star repos |
+| `nexiouscaliver` | [profile](https://github.com/nexiouscaliver) | no | FIRST_TIME_CONTRIBUTOR | 2144d | `2026-02-14T12:26:19Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `NicoleRobin` | [profile](https://github.com/NicoleRobin) | no | NONE | 4092d | `2026-03-21T03:25:56Z` | 1 | 0 | strong | low | low | targets high-star repos |
+| `NicoSimo` | [profile](https://github.com/NicoSimo) | no | NONE | 2222d | `2026-02-13T14:40:54Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs |
+| `nikste` | [profile](https://github.com/nikste) | no | NONE | 4013d | `2026-02-22T23:40:56Z` | 1 | 0 | strong | low | low | high recent PR volume |
+| `omyaaa1` | [profile](https://github.com/omyaaa1) | no | NONE | 515d | `2026-03-19T04:48:58Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `orbisai0security` | [profile](https://github.com/orbisai0security) | no | NONE | 157d | `2026-03-30T15:02:06Z` | 1 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `overcastbulb` | [profile](https://github.com/overcastbulb) | no | NONE | 1526d | `2026-02-27T14:37:19Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
+| `owwll` | [profile](https://github.com/owwll) | no | NONE | 632d | `2026-04-10T21:13:32Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `partacc` | [profile](https://github.com/partacc) | no | NONE | 278d | `2026-04-07T20:07:02Z` | 1 | 0 | n/a | low | low | young account; no visible non-self stars |
+| `parthchopra07` | [profile](https://github.com/parthchopra07) | no | FIRST_TIMER | 1542d | `2026-02-22T18:32:16Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `pdufour` | [profile](https://github.com/pdufour) | no | FIRST_TIME_CONTRIBUTOR | 5244d | `2026-04-04T00:15:04Z` | 1 | 0 | weak | moderate | low | high open PR share |
+| `pdwi2020` | [profile](https://github.com/pdwi2020) | no | FIRST_TIME_CONTRIBUTOR | 1993d | `2026-02-15T07:26:52Z` | 1 | 0 | weak | high | low | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `pnehete23` | [profile](https://github.com/pnehete23) | no | NONE | 864d | `2026-03-26T08:52:10Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `popotest` | [profile](https://github.com/popotest) | no | NONE | 74d | `2026-03-26T15:33:19Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `prakhar-agarwal` | [profile](https://github.com/prakhar-agarwal) | no | FIRST_TIME_CONTRIBUTOR | 4772d | `2026-03-22T05:20:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `pramilajangid` | [profile](https://github.com/pramilajangid) | no | NONE | 3039d | `2026-03-24T09:57:20Z` | 1 | 0 | mixed | moderate | low | — |
+| `pranay-3108` | [profile](https://github.com/pranay-3108) | no | NONE | 346d | `2026-03-11T05:13:57Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
+| `rain-1` | [profile](https://github.com/rain-1) | no | FIRST_TIME_CONTRIBUTOR | 3703d | `2026-03-10T07:09:07Z` | 1 | 0 | mixed | moderate | low | high open PR share |
+| `RicardoLee510520` | [profile](https://github.com/RicardoLee510520) | no | FIRST_TIMER | 164d | `2026-03-19T06:30:53Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
+| `RishabhMehra` | [profile](https://github.com/RishabhMehra) | no | FIRST_TIMER | 3356d | `2026-02-25T12:49:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `Rohang2005` | [profile](https://github.com/Rohang2005) | no | NONE | 813d | `2026-03-04T08:13:38Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `roycho96` | [profile](https://github.com/roycho96) | no | FIRST_TIME_CONTRIBUTOR | 2157d | `2026-03-20T15:08:32Z` | 1 | 0 | mixed | moderate | low | high open PR share |
+| `rsmed31` | [profile](https://github.com/rsmed31) | no | NONE | 1318d | `2026-03-14T23:57:14Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `ruben-aghayan` | [profile](https://github.com/ruben-aghayan) | yes | FIRST_TIME_CONTRIBUTOR | 3212d | `2026-04-13T03:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `rudybear` | [profile](https://github.com/rudybear) | no | FIRST_TIME_CONTRIBUTOR | 5023d | `2026-02-17T07:18:13Z` | 1 | 0 | weak | moderate | low | high open PR share |
+| `rwtarpit` | [profile](https://github.com/rwtarpit) | no | FIRST_TIME_CONTRIBUTOR | 588d | `2026-02-15T17:27:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `Ryan-J-MAX` | [profile](https://github.com/Ryan-J-MAX) | no | NONE | 1873d | `2026-02-24T10:48:54Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
+| `ryota-komatsu` | [profile](https://github.com/ryota-komatsu) | no | FIRST_TIME_CONTRIBUTOR | 1792d | `2026-04-06T18:01:42Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `sahildando` | [profile](https://github.com/sahildando) | no | NONE | 1237d | `2026-04-07T21:12:29Z` | 1 | 0 | mixed | high | low | broad repo spread; targets high-star repos |
+| `sahilleth` | [profile](https://github.com/sahilleth) | no | NONE | 54d | `2026-03-19T05:50:29Z` | 1 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars |
+| `sahilmaniyar888` | [profile](https://github.com/sahilmaniyar888) | no | NONE | 823d | `2026-03-02T11:40:49Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `SamArun28` | [profile](https://github.com/SamArun28) | no | NONE | 34d | `2026-03-10T09:38:29Z` | 1 | 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 |
+| `samuelleecong` | [profile](https://github.com/samuelleecong) | no | FIRST_TIME_CONTRIBUTOR | 2184d | `2026-02-19T16:31:44Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `sandesh-bhandari-dev` | [profile](https://github.com/sandesh-bhandari-dev) | no | NONE | 47d | `2026-03-05T01:40:47Z` | 1 | 0 | weak | moderate | medium | very new account; many recent closed-unmerged PRs; targets high-star repos |
+| `saslifat-gif` | [profile](https://github.com/saslifat-gif) | no | NONE | 225d | `2026-04-02T14:08:15Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
+| `saurav0369` | [profile](https://github.com/saurav0369) | no | CONTRIBUTOR | 346d | `2026-02-14T10:11:40Z` | 1 | 0 | mixed | moderate | low | young account; targets high-star repos |
+| `shaealh` | [profile](https://github.com/shaealh) | no | FIRST_TIME_CONTRIBUTOR | 67d | `2026-03-13T05:05:01Z` | 1 | 0 | mixed | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
+| `shhKnight30` | [profile](https://github.com/shhKnight30) | no | CONTRIBUTOR | 926d | `2026-04-04T10:29:57Z` | 1 | 0 | strong | low | low | targets high-star repos |
+| `Shikhar-S` | [profile](https://github.com/Shikhar-S) | no | FIRST_TIME_CONTRIBUTOR | 3760d | `2026-04-10T04:26:05Z` | 1 | 0 | weak | low | low | high open PR share |
+| `Sid-V5` | [profile](https://github.com/Sid-V5) | no | FIRST_TIME_CONTRIBUTOR | 1016d | `2026-02-15T19:51:35Z` | 1 | 0 | weak | moderate | low | high open PR share |
+| `somAzzz` | [profile](https://github.com/somAzzz) | no | FIRST_TIMER | 3169d | `2026-02-25T22:43:41Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `songyuc` | [profile](https://github.com/songyuc) | yes | FIRST_TIME_CONTRIBUTOR | 3288d | `2026-04-12T12:53:49Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `stargazerwh` | [profile](https://github.com/stargazerwh) | no | NONE | 2931d | `2026-02-21T14:34:30Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `Talhax55z` | [profile](https://github.com/Talhax55z) | no | FIRST_TIME_CONTRIBUTOR | 75d | `2026-04-03T16:36:25Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars |
+| `taovinci0` | [profile](https://github.com/taovinci0) | no | NONE | 444d | `2026-02-14T00:00:00Z` | 1 | 0 | weak | high | medium | broad repo spread; many recent closed-unmerged PRs; no visible non-self stars |
+| `tejasae-afk` | [profile](https://github.com/tejasae-afk) | no | NONE | 404d | `2026-03-13T21:22:07Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
+| `TinderZ` | [profile](https://github.com/TinderZ) | no | CONTRIBUTOR | 745d | `2026-02-19T02:35:08Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `VanshikaSohal` | [profile](https://github.com/VanshikaSohal) | no | CONTRIBUTOR | 559d | `2026-03-22T18:45:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `vimal-crypto` | [profile](https://github.com/vimal-crypto) | no | FIRST_TIME_CONTRIBUTOR | 978d | `2026-03-11T12:37:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `vishalpatil-45` | [profile](https://github.com/vishalpatil-45) | no | NONE | 426d | `2026-02-25T08:27:32Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars |
+| `vivekvar-dl` | [profile](https://github.com/vivekvar-dl) | no | NONE | 2069d | `2026-03-21T03:12:37Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
+| `vxa8502` | [profile](https://github.com/vxa8502) | no | NONE | 427d | `2026-03-13T22:49:59Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `w601sxs` | [profile](https://github.com/w601sxs) | no | FIRST_TIME_CONTRIBUTOR | 4833d | `2026-04-01T15:02:15Z` | 1 | 0 | mixed | low | low | — |
+| `XingyuHu109` | [profile](https://github.com/XingyuHu109) | no | FIRST_TIME_CONTRIBUTOR | 1514d | `2026-03-05T21:14:38Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `xr843` | [profile](https://github.com/xr843) | no | NONE | 1029d | `2026-03-18T23:53:54Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
+| `xu-song` | [profile](https://github.com/xu-song) | no | CONTRIBUTOR | 3892d | `2026-04-01T14:50:33Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `yacinemebarki` | [profile](https://github.com/yacinemebarki) | no | FIRST_TIME_CONTRIBUTOR | 477d | `2026-03-30T21:18:47Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
+| `yashbora9` | [profile](https://github.com/yashbora9) | no | FIRST_TIMER | 2176d | `2026-02-15T19:32:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `yoginlangalia` | [profile](https://github.com/yoginlangalia) | no | NONE | 221d | `2026-02-27T06:40:02Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
+| `yushiran` | [profile](https://github.com/yushiran) | no | CONTRIBUTOR | 1868d | `2026-02-23T19:50:05Z` | 1 | 0 | mixed | moderate | low | — |
+| `zendy199x` | [profile](https://github.com/zendy199x) | no | NONE | 2540d | `2026-03-29T15:50:04Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
+| `zFlux` | [profile](https://github.com/zFlux) | yes | FIRST_TIME_CONTRIBUTOR | 4237d | `2026-04-12T03:38:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `zozo123` | [profile](https://github.com/zozo123) | no | NONE | 5574d | `2026-04-05T19:00:26Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `zvik` | [profile](https://github.com/zvik) | no | FIRST_TIMER | 4380d | `2026-03-03T07:50:39Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 
 ## Contributors
 
@@ -403,8 +407,8 @@
 - repo primary artifacts: **73**
 - snapshot authored PRs/issues: **73 PRs / 0 issues**
 - snapshot discussion activity: **190 comments / 251 reviews / 388 review comments**
-- account age: **2030 days**
-- recent public PR activity: **53 PRs** (46 merged / 5 closed-unmerged / 2 open; merged rate **87%**, closed-unmerged rate **9%**, open rate **4%**)
+- account age: **2031 days**
+- recent public PR activity: **49 PRs** (44 merged / 3 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **6%**, open rate **4%**)
 - public orgs: `huggingface`
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
 - heuristic read: **high recent PR volume; targets high-star repos**
@@ -420,14 +424,14 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
 - repo first seen: `2025-03-31T13:54:54Z`
-- repo last seen: `2026-04-10T11:30:40Z`
+- repo last seen: `2026-04-13T08:00:52Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **69**
 - snapshot authored PRs/issues: **69 PRs / 0 issues**
-- snapshot discussion activity: **92 comments / 152 reviews / 117 review comments**
-- account age: **4931 days**
-- recent public PR activity: **48 PRs** (39 merged / 3 closed-unmerged / 6 open; merged rate **81%**, closed-unmerged rate **6%**, open rate **12%**)
+- snapshot discussion activity: **92 comments / 160 reviews / 122 review comments**
+- account age: **4933 days**
+- recent public PR activity: **47 PRs** (39 merged / 2 closed-unmerged / 6 open; merged rate **83%**, closed-unmerged rate **4%**, open rate **13%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
 - heuristic read: **high recent PR volume; targets high-star repos**
@@ -443,22 +447,22 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
 - repo first seen: `2026-01-21T16:52:29Z`
-- repo last seen: `2026-04-09T14:22:46Z`
+- repo last seen: `2026-04-13T07:49:55Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **71**
-- snapshot authored PRs/issues: **66 PRs / 5 issues**
-- snapshot discussion activity: **133 comments / 148 reviews / 135 review comments**
-- account age: **5832 days**
-- recent public PR activity: **103 PRs** (91 merged / 3 closed-unmerged / 9 open; merged rate **88%**, closed-unmerged rate **3%**, open rate **9%**)
+- repo primary artifacts: **73**
+- snapshot authored PRs/issues: **68 PRs / 5 issues**
+- snapshot discussion activity: **135 comments / 150 reviews / 142 review comments**
+- account age: **5834 days**
+- recent public PR activity: **102 PRs** (89 merged / 3 closed-unmerged / 10 open; merged rate **87%**, closed-unmerged rate **3%**, open rate **10%**)
 - public orgs: `AFPy`, `faitmain`, `circus-tent`
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **extremely high recent PR volume**
+- heuristic read: **extremely high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #45392: remove cache file from tree](https://github.com/huggingface/transformers/pull/45392) — closed, merged
+- [PR #45391: audio tester class](https://github.com/huggingface/transformers/pull/45391) — open
 - [PR #45344: refactor: display test duration](https://github.com/huggingface/transformers/pull/45344) — closed, merged
-- [PR #45339: chore: added circleci python script to ruff and ty checkers](https://github.com/huggingface/transformers/pull/45339) — closed, merged
-- [PR #45337: chore: remove test_hub for now](https://github.com/huggingface/transformers/pull/45337) — closed, merged
 - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — open
 - [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — open
 - [Issue #44238: CI: failing slow runs fails to report properly](https://github.com/huggingface/transformers/issues/44238) — closed
@@ -475,8 +479,8 @@ Example artifacts:
 - repo primary artifacts: **60**
 - snapshot authored PRs/issues: **60 PRs / 0 issues**
 - snapshot discussion activity: **395 comments / 576 reviews / 1369 review comments**
-- account age: **1501 days**
-- recent public PR activity: **50 PRs** (33 merged / 5 closed-unmerged / 12 open; merged rate **66%**, closed-unmerged rate **10%**, open rate **24%**)
+- account age: **1503 days**
+- recent public PR activity: **47 PRs** (30 merged / 5 closed-unmerged / 12 open; merged rate **64%**, closed-unmerged rate **11%**, open rate **26%**)
 - public orgs: `huggingface`, `deeppavlov`
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
 - heuristic read: **high recent PR volume; targets high-star repos**
@@ -491,23 +495,23 @@ Example artifacts:
 - profile: [github.com/kaixuanliu](https://github.com/kaixuanliu)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
-- repo first seen: `2026-01-16T14:47:41Z`
-- repo last seen: `2026-04-10T08:01:06Z`
+- repo first seen: `2025-06-20T09:58:55Z`
+- repo last seen: `2026-04-13T08:28:21Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **44**
-- snapshot authored PRs/issues: **40 PRs / 4 issues**
-- snapshot discussion activity: **46 comments / 32 reviews / 32 review comments**
-- account age: **3928 days**
-- recent public PR activity: **31 PRs** (26 merged / 5 closed-unmerged / 0 open; merged rate **84%**, closed-unmerged rate **16%**, open rate **0%**)
+- repo primary artifacts: **58**
+- snapshot authored PRs/issues: **54 PRs / 4 issues**
+- snapshot discussion activity: **46 comments / 44 reviews / 44 review comments**
+- account age: **3930 days**
+- recent public PR activity: **30 PRs** (24 merged / 5 closed-unmerged / 1 open; merged rate **80%**, closed-unmerged rate **17%**, open rate **3%**)
 - 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 #45394: fix(x_clip): auto-fix failing tests](https://github.com/huggingface/transformers/pull/45394) — open, draft
 - [PR #45288: fix(cohere_asr): auto-fix failing tests](https://github.com/huggingface/transformers/pull/45288) — closed, draft
 - [PR #45287: fix(videomt): auto-fix failing tests](https://github.com/huggingface/transformers/pull/45287) — closed, draft
-- [PR #45286: fix(nomic_bert): auto-fix failing tests](https://github.com/huggingface/transformers/pull/45286) — closed, draft
 - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
 - [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — open
 - [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — closed
@@ -518,22 +522,22 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
 - repo first seen: `2023-10-25T14:56:56Z`
-- repo last seen: `2026-04-10T10:51:57Z`
+- repo last seen: `2026-04-13T09:04:44Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **42**
-- snapshot authored PRs/issues: **40 PRs / 2 issues**
-- snapshot discussion activity: **123 comments / 412 reviews / 903 review comments**
-- account age: **2584 days**
-- recent public PR activity: **58 PRs** (35 merged / 4 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **7%**, open rate **33%**)
+- repo primary artifacts: **43**
+- snapshot authored PRs/issues: **41 PRs / 2 issues**
+- snapshot discussion activity: **123 comments / 417 reviews / 904 review comments**
+- account age: **2585 days**
+- recent public PR activity: **58 PRs** (34 merged / 4 closed-unmerged / 20 open; merged rate **59%**, closed-unmerged rate **7%**, open rate **34%**)
 - 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 #45395: Fix IndexError with DeepSpeed ZeRO-3 when kernels rotary is active](https://github.com/huggingface/transformers/pull/45395) — open
 - [PR #45359: Fix Kimi-K2.5 tokenizer regression and _patch_mistral_regex AttributeError](https://github.com/huggingface/transformers/pull/45359) — open
 - [PR #45210: Fix pypi release](https://github.com/huggingface/transformers/pull/45210) — closed, merged
-- [PR #45139: Fix vllm cis](https://github.com/huggingface/transformers/pull/45139) — closed, merged
 - [Issue #44052: Fix skipped tests for glm_moe_dsa model](https://github.com/huggingface/transformers/issues/44052) — closed
 - [Issue #42710: Outstanding issues / PR before we can release v5](https://github.com/huggingface/transformers/issues/42710) — closed
 
@@ -548,9 +552,9 @@ Example artifacts:
 - repo association: **MEMBER**
 - repo primary artifacts: **37**
 - snapshot authored PRs/issues: **36 PRs / 1 issues**
-- snapshot discussion activity: **146 comments / 226 reviews / 351 review comments**
-- account age: **2354 days**
-- recent public PR activity: **35 PRs** (28 merged / 3 closed-unmerged / 4 open; merged rate **80%**, closed-unmerged rate **9%**, open rate **11%**)
+- snapshot discussion activity: **146 comments / 230 reviews / 355 review comments**
+- account age: **2356 days**
+- recent public PR activity: **32 PRs** (25 merged / 3 closed-unmerged / 4 open; merged rate **78%**, closed-unmerged rate **9%**, open rate **12%**)
 - public orgs: `huggingface`
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **high recent PR volume; targets high-star repos**
@@ -567,14 +571,14 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
 - repo first seen: `2023-11-20T15:51:09Z`
-- repo last seen: `2026-04-10T14:22:36Z`
+- repo last seen: `2026-04-11T16:40:17Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **36**
 - snapshot authored PRs/issues: **36 PRs / 0 issues**
-- snapshot discussion activity: **483 comments / 194 reviews / 115 review comments**
-- account age: **3955 days**
-- recent public PR activity: **21 PRs** (20 merged / 1 closed-unmerged / 0 open; merged rate **95%**, closed-unmerged rate **5%**, open rate **0%**)
+- snapshot discussion activity: **484 comments / 194 reviews / 115 review comments**
+- account age: **3957 days**
+- recent public PR activity: **19 PRs** (18 merged / 1 closed-unmerged / 0 open; merged rate **95%**, closed-unmerged rate **5%**, open rate **0%**)
 - public orgs: `huggingface`
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
 - heuristic read: **targets high-star repos**
@@ -596,8 +600,8 @@ Example artifacts:
 - repo primary artifacts: **34**
 - snapshot authored PRs/issues: **33 PRs / 1 issues**
 - snapshot discussion activity: **24 comments / 97 reviews / 139 review comments**
-- account age: **2290 days**
-- recent public PR activity: **33 PRs** (27 merged / 0 closed-unmerged / 6 open; merged rate **82%**, closed-unmerged rate **0%**, open rate **18%**)
+- account age: **2292 days**
+- recent public PR activity: **31 PRs** (25 merged / 0 closed-unmerged / 6 open; merged rate **81%**, closed-unmerged rate **0%**, open rate **19%**)
 - public orgs: `huggingface`
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
 - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
@@ -619,9 +623,9 @@ Example artifacts:
 - repo association: **MEMBER**
 - repo primary artifacts: **34**
 - snapshot authored PRs/issues: **33 PRs / 1 issues**
-- snapshot discussion activity: **396 comments / 682 reviews / 2892 review comments**
-- account age: **1985 days**
-- recent public PR activity: **20 PRs** (12 merged / 3 closed-unmerged / 5 open; merged rate **60%**, closed-unmerged rate **15%**, open rate **25%**)
+- snapshot discussion activity: **396 comments / 688 reviews / 2898 review comments**
+- account age: **1986 days**
+- recent public PR activity: **18 PRs** (11 merged / 3 closed-unmerged / 4 open; merged rate **61%**, closed-unmerged rate **17%**, open rate **22%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
 - heuristic read: **targets high-star repos**
@@ -638,14 +642,14 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharshaljanjani)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharshaljanjani)
 - repo first seen: `2025-09-17T20:29:13Z`
-- repo last seen: `2026-04-09T08:37:50Z`
+- repo last seen: `2026-04-13T04:46:04Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **51**
 - snapshot authored PRs/issues: **31 PRs / 20 issues**
-- snapshot discussion activity: **89 comments / 102 reviews / 102 review comments**
-- account age: **1955 days**
-- recent public PR activity: **21 PRs** (15 merged / 0 closed-unmerged / 6 open; merged rate **71%**, closed-unmerged rate **0%**, open rate **29%**)
+- snapshot discussion activity: **90 comments / 102 reviews / 102 review comments**
+- account age: **1956 days**
+- recent public PR activity: **20 PRs** (14 merged / 0 closed-unmerged / 6 open; merged rate **70%**, closed-unmerged rate **0%**, open rate **30%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **targets high-star repos**
@@ -670,8 +674,8 @@ Example artifacts:
 - repo primary artifacts: **26**
 - snapshot authored PRs/issues: **26 PRs / 0 issues**
 - snapshot discussion activity: **28 comments / 42 reviews / 29 review comments**
-- account age: **3133 days**
-- recent public PR activity: **20 PRs** (11 merged / 5 closed-unmerged / 4 open; merged rate **55%**, closed-unmerged rate **25%**, open rate **20%**)
+- account age: **3134 days**
+- recent public PR activity: **19 PRs** (10 merged / 5 closed-unmerged / 4 open; merged rate **53%**, closed-unmerged rate **26%**, open rate **21%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
 - heuristic read: **no visible non-self stars; targets high-star repos**
@@ -693,8 +697,8 @@ Example artifacts:
 - repo primary artifacts: **24**
 - snapshot authored PRs/issues: **24 PRs / 0 issues**
 - snapshot discussion activity: **6 comments / 8 reviews / 8 review comments**
-- account age: **3691 days**
-- recent public PR activity: **196 PRs** (145 merged / 26 closed-unmerged / 25 open; merged rate **74%**, closed-unmerged rate **13%**, open rate **13%**)
+- account age: **3692 days**
+- recent public PR activity: **196 PRs** (142 merged / 26 closed-unmerged / 28 open; merged rate **72%**, closed-unmerged rate **13%**, open rate **14%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
 - heuristic read: **extremely high recent PR volume**
@@ -716,7 +720,7 @@ Example artifacts:
 - repo primary artifacts: **22**
 - snapshot authored PRs/issues: **22 PRs / 0 issues**
 - snapshot discussion activity: **15 comments / 0 reviews / 0 review comments**
-- account age: **2482 days**
+- account age: **2484 days**
 - recent public PR activity: **60 PRs** (16 merged / 44 closed-unmerged / 0 open; merged rate **27%**, closed-unmerged rate **73%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
@@ -739,7 +743,7 @@ Example artifacts:
 - repo primary artifacts: **21**
 - snapshot authored PRs/issues: **21 PRs / 0 issues**
 - snapshot discussion activity: **38 comments / 153 reviews / 320 review comments**
-- account age: **1972 days**
+- account age: **1973 days**
 - recent public PR activity: **14 PRs** (11 merged / 0 closed-unmerged / 3 open; merged rate **79%**, closed-unmerged rate **0%**, open rate **21%**)
 - public orgs: `huggingface`
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
@@ -756,13 +760,13 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
 - repo first seen: `2026-01-13T09:15:18Z`
-- repo last seen: `2026-04-08T16:30:18Z`
+- repo last seen: `2026-04-13T06:40:15Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **19**
 - snapshot authored PRs/issues: **19 PRs / 0 issues**
-- snapshot discussion activity: **29 comments / 102 reviews / 117 review comments**
-- account age: **1807 days**
+- snapshot discussion activity: **30 comments / 103 reviews / 117 review comments**
+- account age: **1808 days**
 - recent public PR activity: **14 PRs** (12 merged / 0 closed-unmerged / 2 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**
@@ -785,7 +789,7 @@ Example artifacts:
 - repo primary artifacts: **18**
 - snapshot authored PRs/issues: **18 PRs / 0 issues**
 - snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
-- account age: **29 days**
+- account age: **30 days**
 - recent public PR activity: **484 PRs** (50 merged / 298 closed-unmerged / 136 open; merged rate **10%**, closed-unmerged rate **62%**, open rate **28%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
@@ -808,8 +812,8 @@ Example artifacts:
 - repo primary artifacts: **16**
 - snapshot authored PRs/issues: **16 PRs / 0 issues**
 - snapshot discussion activity: **27 comments / 108 reviews / 226 review comments**
-- account age: **1600 days**
-- recent public PR activity: **12 PRs** (9 merged / 0 closed-unmerged / 3 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
+- account age: **1602 days**
+- recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
 - heuristic read: **targets high-star repos**
@@ -831,8 +835,8 @@ Example artifacts:
 - repo primary artifacts: **16**
 - snapshot authored PRs/issues: **16 PRs / 0 issues**
 - snapshot discussion activity: **17 comments / 4 reviews / 4 review comments**
-- account age: **2224 days**
-- recent public PR activity: **181 PRs** (42 merged / 118 closed-unmerged / 21 open; merged rate **23%**, closed-unmerged rate **65%**, open rate **12%**)
+- account age: **2226 days**
+- recent public PR activity: **154 PRs** (32 merged / 101 closed-unmerged / 21 open; merged rate **21%**, closed-unmerged rate **66%**, open rate **14%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
 - heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
@@ -848,13 +852,13 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asywangyi)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asywangyi)
 - repo first seen: `2025-12-16T08:22:52Z`
-- repo last seen: `2026-04-10T12:51:53Z`
+- repo last seen: `2026-04-13T00:52:58Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **16**
 - snapshot authored PRs/issues: **15 PRs / 1 issues**
-- snapshot discussion activity: **14 comments / 10 reviews / 10 review comments**
-- account age: **2990 days**
+- snapshot discussion activity: **15 comments / 10 reviews / 10 review comments**
+- account age: **2992 days**
 - recent public PR activity: **15 PRs** (11 merged / 0 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
@@ -866,6 +870,31 @@ Example artifacts:
 - [PR #45040: Llama3 video fix](https://github.com/huggingface/transformers/pull/45040) — open
 - [Issue #42890: tests/models/sam_hq/test_modeling_sam_hq.py::SamHQModelIntegrationTest may fail since a lot of cases are lack of set_seed()](https://github.com/huggingface/transformers/issues/42890) — closed
 
+### `IlyasMoutawwakil`
+
+- profile: [github.com/IlyasMoutawwakil](https://github.com/IlyasMoutawwakil)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
+- repo first seen: `2025-07-04T08:41:29Z`
+- repo last seen: `2026-04-13T08:46:10Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **16**
+- snapshot authored PRs/issues: **14 PRs / 2 issues**
+- snapshot discussion activity: **29 comments / 129 reviews / 107 review comments**
+- account age: **2349 days**
+- recent public PR activity: **20 PRs** (16 merged / 2 closed-unmerged / 2 open; merged rate **80%**, closed-unmerged rate **10%**, open rate **10%**)
+- public orgs: `huggingface`, `Chouafa`
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #45396: Extract dynamic vision/audio tensors into standalone pure functions](https://github.com/huggingface/transformers/pull/45396) — open, draft
+- [PR #44970: Fix CPU 16 bytes alignment issue using equivalent fallback](https://github.com/huggingface/transformers/pull/44970) — closed, merged
+- [PR #44832: DeepGEMM](https://github.com/huggingface/transformers/pull/44832) — closed, merged
+- [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
+- [Issue #43317: device_map=auto fails to load the dequantized model on gpu+cpu offload](https://github.com/huggingface/transformers/issues/43317) — closed
+
 ### `michaelbenayoun`
 
 - profile: [github.com/michaelbenayoun](https://github.com/michaelbenayoun)
@@ -878,7 +907,7 @@ Example artifacts:
 - repo primary artifacts: **14**
 - snapshot authored PRs/issues: **14 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 6 reviews / 6 review comments**
-- account age: **3358 days**
+- account age: **3360 days**
 - recent public PR activity: **21 PRs** (18 merged / 0 closed-unmerged / 3 open; merged rate **86%**, closed-unmerged rate **0%**, open rate **14%**)
 - public orgs: `huggingface`
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
@@ -901,8 +930,8 @@ Example artifacts:
 - repo primary artifacts: **14**
 - snapshot authored PRs/issues: **14 PRs / 0 issues**
 - snapshot discussion activity: **14 comments / 0 reviews / 0 review comments**
-- account age: **2862 days**
-- recent public PR activity: **84 PRs** (48 merged / 4 closed-unmerged / 32 open; merged rate **57%**, closed-unmerged rate **5%**, open rate **38%**)
+- account age: **2864 days**
+- recent public PR activity: **81 PRs** (46 merged / 4 closed-unmerged / 31 open; merged rate **57%**, closed-unmerged rate **5%**, open rate **38%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **high**, automation risk **medium**
 - heuristic read: **high recent PR volume; broad repo spread**
@@ -924,7 +953,7 @@ Example artifacts:
 - repo primary artifacts: **14**
 - snapshot authored PRs/issues: **14 PRs / 0 issues**
 - snapshot discussion activity: **21 comments / 25 reviews / 25 review comments**
-- account age: **1738 days**
+- account age: **1740 days**
 - recent public PR activity: **12 PRs** (11 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
@@ -947,7 +976,7 @@ Example artifacts:
 - repo primary artifacts: **19**
 - snapshot authored PRs/issues: **13 PRs / 6 issues**
 - snapshot discussion activity: **42 comments / 149 reviews / 146 review comments**
-- account age: **2943 days**
+- account age: **2944 days**
 - recent public PR activity: **39 PRs** (36 merged / 3 closed-unmerged / 0 open; merged rate **92%**, closed-unmerged rate **8%**, open rate **0%**)
 - public orgs: `nltk`, `huggingface`, `embeddings-benchmark`, `Hugging-Face-Helping-Hand`
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
@@ -967,13 +996,13 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ANielsRogge)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ANielsRogge)
 - repo first seen: `2023-01-13T15:08:12Z`
-- repo last seen: `2026-03-30T12:33:41Z`
+- repo last seen: `2026-04-12T11:23:39Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **16**
 - snapshot authored PRs/issues: **13 PRs / 3 issues**
-- snapshot discussion activity: **20 comments / 29 reviews / 29 review comments**
-- account age: **2591 days**
+- snapshot discussion activity: **20 comments / 31 reviews / 31 review comments**
+- account age: **2593 days**
 - recent public PR activity: **96 PRs** (66 merged / 20 closed-unmerged / 10 open; merged rate **69%**, closed-unmerged rate **21%**, open rate **10%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
@@ -999,10 +1028,10 @@ Example artifacts:
 - repo primary artifacts: **15**
 - snapshot authored PRs/issues: **13 PRs / 2 issues**
 - snapshot discussion activity: **20 comments / 47 reviews / 20 review comments**
-- account age: **3585 days**
-- recent public PR activity: **87 PRs** (80 merged / 3 closed-unmerged / 4 open; merged rate **92%**, closed-unmerged rate **3%**, open rate **5%**)
+- account age: **3587 days**
+- recent public PR activity: **79 PRs** (72 merged / 3 closed-unmerged / 4 open; merged rate **91%**, closed-unmerged rate **4%**, open rate **5%**)
 - public orgs: `huggingface`, `vllm-project`
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
@@ -1012,31 +1041,6 @@ Example artifacts:
 - [Issue #43522: Weights are not tied when model is loaded onto the `meta` device](https://github.com/huggingface/transformers/issues/43522) — closed
 - [Issue #42738: BERT-like models with RoPE](https://github.com/huggingface/transformers/issues/42738) — open
 
-### `IlyasMoutawwakil`
-
-- profile: [github.com/IlyasMoutawwakil](https://github.com/IlyasMoutawwakil)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
-- repo first seen: `2025-11-03T14:20:21Z`
-- repo last seen: `2026-04-10T08:07:02Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **15**
-- snapshot authored PRs/issues: **13 PRs / 2 issues**
-- snapshot discussion activity: **29 comments / 125 reviews / 105 review comments**
-- account age: **2348 days**
-- recent public PR activity: **20 PRs** (17 merged / 2 closed-unmerged / 1 open; merged rate **85%**, closed-unmerged rate **10%**, open rate **5%**)
-- public orgs: `huggingface`, `Chouafa`
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #44970: Fix CPU 16 bytes alignment issue using equivalent fallback](https://github.com/huggingface/transformers/pull/44970) — closed, merged
-- [PR #44832: DeepGEMM](https://github.com/huggingface/transformers/pull/44832) — closed, merged
-- [PR #44319: Support non-gated experts](https://github.com/huggingface/transformers/pull/44319) — closed, merged
-- [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
-- [Issue #43317: device_map=auto fails to load the dequantized model on gpu+cpu offload](https://github.com/huggingface/transformers/issues/43317) — closed
-
 ### `LincolnBurrows2017`
 
 - profile: [github.com/LincolnBurrows2017](https://github.com/LincolnBurrows2017)
@@ -1049,8 +1053,8 @@ Example artifacts:
 - repo primary artifacts: **13**
 - snapshot authored PRs/issues: **13 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **3344 days**
-- recent public PR activity: **134 PRs** (10 merged / 46 closed-unmerged / 78 open; merged rate **7%**, closed-unmerged rate **34%**, open rate **58%**)
+- account age: **3345 days**
+- recent public PR activity: **134 PRs** (11 merged / 46 closed-unmerged / 77 open; merged rate **8%**, closed-unmerged rate **34%**, open rate **57%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
 - heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
@@ -1072,8 +1076,8 @@ Example artifacts:
 - repo primary artifacts: **23**
 - snapshot authored PRs/issues: **12 PRs / 11 issues**
 - snapshot discussion activity: **32 comments / 36 reviews / 36 review comments**
-- account age: **2686 days**
-- recent public PR activity: **122 PRs** (96 merged / 5 closed-unmerged / 21 open; merged rate **79%**, closed-unmerged rate **4%**, open rate **17%**)
+- account age: **2687 days**
+- recent public PR activity: **115 PRs** (91 merged / 4 closed-unmerged / 20 open; merged rate **79%**, closed-unmerged rate **3%**, open rate **17%**)
 - public orgs: `huggingface`
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **extremely high recent PR volume; targets high-star repos**
@@ -1098,8 +1102,8 @@ Example artifacts:
 - repo primary artifacts: **12**
 - snapshot authored PRs/issues: **12 PRs / 0 issues**
 - snapshot discussion activity: **6 comments / 33 reviews / 33 review comments**
-- account age: **1408 days**
-- recent public PR activity: **19 PRs** (17 merged / 0 closed-unmerged / 2 open; merged rate **89%**, closed-unmerged rate **0%**, open rate **11%**)
+- account age: **1410 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: `huggingface`, `bitsandbytes-foundation`
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **—**
@@ -1121,11 +1125,11 @@ Example artifacts:
 - repo primary artifacts: **12**
 - snapshot authored PRs/issues: **12 PRs / 0 issues**
 - snapshot discussion activity: **27 comments / 32 reviews / 29 review comments**
-- account age: **6563 days**
-- recent public PR activity: **32 PRs** (16 merged / 0 closed-unmerged / 16 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
+- account age: **6565 days**
+- recent public PR activity: **31 PRs** (15 merged / 0 closed-unmerged / 16 open; merged rate **48%**, closed-unmerged rate **0%**, open rate **52%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **high**, automation risk **medium**
-- heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
+- heuristic read: **high recent PR volume; broad repo spread; high open PR share**
 
 Example artifacts:
 - [PR #44925: [MOE]  MoE routing capture and replay support](https://github.com/huggingface/transformers/pull/44925) — open
@@ -1144,8 +1148,8 @@ Example artifacts:
 - repo primary artifacts: **15**
 - snapshot authored PRs/issues: **11 PRs / 4 issues**
 - snapshot discussion activity: **37 comments / 17 reviews / 17 review comments**
-- account age: **1390 days**
-- recent public PR activity: **25 PRs** (20 merged / 2 closed-unmerged / 3 open; merged rate **80%**, closed-unmerged rate **8%**, open rate **12%**)
+- account age: **1392 days**
+- recent public PR activity: **25 PRs** (19 merged / 1 closed-unmerged / 5 open; merged rate **76%**, closed-unmerged rate **4%**, open rate **20%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **high recent PR volume**
@@ -1170,7 +1174,7 @@ Example artifacts:
 - repo primary artifacts: **11**
 - snapshot authored PRs/issues: **11 PRs / 0 issues**
 - snapshot discussion activity: **22 comments / 61 reviews / 51 review comments**
-- account age: **2619 days**
+- account age: **2621 days**
 - recent public PR activity: **7 PRs** (2 merged / 0 closed-unmerged / 5 open; merged rate **29%**, closed-unmerged rate **0%**, open rate **71%**)
 - public orgs: `huggingface`
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -1181,52 +1185,6 @@ Example artifacts:
 - [PR #44996:  from_pretrained distributed refactor (FSDP2 + TP)](https://github.com/huggingface/transformers/pull/44996) — closed, merged
 - [PR #44989: 🚨 Distributed training API](https://github.com/huggingface/transformers/pull/44989) — open, draft
 
-### `MekkCyber`
-
-- profile: [github.com/MekkCyber](https://github.com/MekkCyber)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMekkCyber)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMekkCyber)
-- repo first seen: `2024-12-04T15:49:05Z`
-- repo last seen: `2026-03-03T17:03:13Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **11**
-- snapshot authored PRs/issues: **11 PRs / 0 issues**
-- snapshot discussion activity: **6 comments / 49 reviews / 49 review comments**
-- account age: **1625 days**
-- recent public PR activity: **13 PRs** (12 merged / 1 closed-unmerged / 0 open; merged rate **92%**, closed-unmerged rate **8%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #43958: [kernels] update docker file](https://github.com/huggingface/transformers/pull/43958) — closed
-- [PR #43955: [kernels] fix kernel versions ](https://github.com/huggingface/transformers/pull/43955) — closed, merged
-- [PR #43934: [Quantization] Add metal quantization for MPS devices!](https://github.com/huggingface/transformers/pull/43934) — closed, merged
-
-### `YangKai0616`
-
-- profile: [github.com/YangKai0616](https://github.com/YangKai0616)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYangKai0616)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYangKai0616)
-- repo first seen: `2025-12-24T11:54:53Z`
-- repo last seen: `2026-03-11T08:14:11Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **10**
-- snapshot authored PRs/issues: **10 PRs / 0 issues**
-- snapshot discussion activity: **9 comments / 23 reviews / 23 review comments**
-- account age: **1460 days**
-- recent public PR activity: **17 PRs** (8 merged / 5 closed-unmerged / 4 open; merged rate **47%**, closed-unmerged rate **29%**, open rate **24%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #44540: Fix UnboundLocalError for tp_plan_alt when tp_plan is empty](https://github.com/huggingface/transformers/pull/44540) — closed, merged
-- [PR #44536: Supplement skip logic for XPU in the CPU-only tp tests](https://github.com/huggingface/transformers/pull/44536) — closed, merged
-- [PR #43905: XPU now supports backward for the FA2 fixed path](https://github.com/huggingface/transformers/pull/43905) — closed, merged
-
 ### `dario-fumarola`
 
 - profile: [github.com/dario-fumarola](https://github.com/dario-fumarola)
@@ -1239,7 +1197,7 @@ Example artifacts:
 - repo primary artifacts: **9**
 - snapshot authored PRs/issues: **9 PRs / 0 issues**
 - snapshot discussion activity: **10 comments / 0 reviews / 0 review comments**
-- account age: **1744 days**
+- account age: **1746 days**
 - recent public PR activity: **23 PRs** (4 merged / 14 closed-unmerged / 5 open; merged rate **17%**, closed-unmerged rate **61%**, open rate **22%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **high**, automation risk **low**
@@ -1262,10 +1220,10 @@ Example artifacts:
 - repo primary artifacts: **9**
 - snapshot authored PRs/issues: **9 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **744 days**
-- recent public PR activity: **10 PRs** (4 merged / 5 closed-unmerged / 1 open; merged rate **40%**, closed-unmerged rate **50%**, open rate **10%**)
+- account age: **746 days**
+- recent public PR activity: **8 PRs** (2 merged / 5 closed-unmerged / 1 open; merged rate **25%**, closed-unmerged rate **62%**, open rate **12%**)
 - public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
 - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
@@ -1273,6 +1231,29 @@ Example artifacts:
 - [PR #43962: Refactor CLI tests using native pytest assertions](https://github.com/huggingface/transformers/pull/43962) — closed
 - [PR #43961: Replace mutable default arguments with None](https://github.com/huggingface/transformers/pull/43961) — open
 
+### `ebezzam`
+
+- profile: [github.com/ebezzam](https://github.com/ebezzam)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
+- repo first seen: `2025-07-25T12:59:52Z`
+- repo last seen: `2026-03-31T13:04:02Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **9**
+- snapshot authored PRs/issues: **9 PRs / 0 issues**
+- snapshot discussion activity: **50 comments / 189 reviews / 625 review comments**
+- account age: **4679 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: `LCAV`
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #44392: [VibeVoice ASR] Use updated padding cache for ASR model.](https://github.com/huggingface/transformers/pull/44392) — closed, merged
+- [PR #44391: [VibeVoice ASR] Use newer cache object for modular](https://github.com/huggingface/transformers/pull/44391) — closed
+- [PR #44178: Add xcodec2 model](https://github.com/huggingface/transformers/pull/44178) — open
+
 ### `fumadari`
 
 - profile: [github.com/fumadari](https://github.com/fumadari)
@@ -1285,7 +1266,7 @@ Example artifacts:
 - repo primary artifacts: **9**
 - snapshot authored PRs/issues: **9 PRs / 0 issues**
 - snapshot discussion activity: **19 comments / 0 reviews / 0 review comments**
-- account age: **830 days**
+- account age: **832 days**
 - recent public PR activity: **12 PRs** (1 merged / 11 closed-unmerged / 0 open; merged rate **8%**, closed-unmerged rate **92%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
@@ -1308,7 +1289,7 @@ Example artifacts:
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **8 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **332 days**
+- account age: **334 days**
 - recent public PR activity: **335 PRs** (37 merged / 296 closed-unmerged / 2 open; merged rate **11%**, closed-unmerged rate **88%**, open rate **1%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
@@ -1331,7 +1312,7 @@ Example artifacts:
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **8 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 5 reviews / 0 review comments**
-- account age: **35 days**
+- account age: **37 days**
 - recent public PR activity: **357 PRs** (22 merged / 230 closed-unmerged / 105 open; merged rate **6%**, closed-unmerged rate **64%**, open rate **29%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
@@ -1354,7 +1335,7 @@ Example artifacts:
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **8 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2015 days**
+- account age: **2016 days**
 - recent public PR activity: **97 PRs** (6 merged / 40 closed-unmerged / 51 open; merged rate **6%**, closed-unmerged rate **41%**, open rate **53%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
@@ -1365,29 +1346,6 @@ Example artifacts:
 - [PR #44921: fix: use shape index access in compute_3d_position_ids for Qwen VL models](https://github.com/huggingface/transformers/pull/44921) — closed
 - [PR #44920: fix: propagate num_labels/id2label to text_config in Qwen3_5Config](https://github.com/huggingface/transformers/pull/44920) — closed
 
-### `ebezzam`
-
-- profile: [github.com/ebezzam](https://github.com/ebezzam)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
-- repo first seen: `2025-07-25T12:59:52Z`
-- repo last seen: `2026-03-31T13:04:02Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **7**
-- snapshot authored PRs/issues: **7 PRs / 0 issues**
-- snapshot discussion activity: **50 comments / 182 reviews / 618 review comments**
-- account age: **4677 days**
-- recent public PR activity: **8 PRs** (5 merged / 1 closed-unmerged / 2 open; merged rate **62%**, closed-unmerged rate **12%**, open rate **25%**)
-- public orgs: `LCAV`
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #44392: [VibeVoice ASR] Use updated padding cache for ASR model.](https://github.com/huggingface/transformers/pull/44392) — closed, merged
-- [PR #44391: [VibeVoice ASR] Use newer cache object for modular](https://github.com/huggingface/transformers/pull/44391) — closed
-- [PR #44178: Add xcodec2 model](https://github.com/huggingface/transformers/pull/44178) — open
-
 ### `hkc5`
 
 - profile: [github.com/hkc5](https://github.com/hkc5)
@@ -1400,7 +1358,7 @@ Example artifacts:
 - repo primary artifacts: **7**
 - snapshot authored PRs/issues: **7 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **967 days**
+- account age: **969 days**
 - recent public PR activity: **71 PRs** (3 merged / 68 closed-unmerged / 0 open; merged rate **4%**, closed-unmerged rate **96%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
@@ -1417,14 +1375,14 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AQubitium)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AQubitium)
 - repo first seen: `2025-10-03T18:23:49Z`
-- repo last seen: `2026-04-10T08:47:11Z`
+- repo last seen: `2026-04-12T03:37:56Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **7**
 - snapshot authored PRs/issues: **7 PRs / 0 issues**
-- snapshot discussion activity: **21 comments / 10 reviews / 10 review comments**
-- account age: **5674 days**
-- recent public PR activity: **234 PRs** (225 merged / 4 closed-unmerged / 5 open; merged rate **96%**, closed-unmerged rate **2%**, open rate **2%**)
+- snapshot discussion activity: **22 comments / 10 reviews / 10 review comments**
+- account age: **5676 days**
+- recent public PR activity: **252 PRs** (243 merged / 5 closed-unmerged / 4 open; merged rate **96%**, closed-unmerged rate **2%**, open rate **2%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **extremely high recent PR volume**
@@ -1446,11 +1404,11 @@ Example artifacts:
 - repo primary artifacts: **7**
 - snapshot authored PRs/issues: **7 PRs / 0 issues**
 - snapshot discussion activity: **11 comments / 31 reviews / 18 review comments**
-- account age: **5702 days**
-- recent public PR activity: **100 PRs** (84 merged / 8 closed-unmerged / 8 open; merged rate **84%**, closed-unmerged rate **8%**, open rate **8%**)
+- account age: **5704 days**
+- recent public PR activity: **102 PRs** (87 merged / 6 closed-unmerged / 9 open; merged rate **85%**, closed-unmerged rate **6%**, open rate **9%**)
 - public orgs: none visible
-- compact scores: follow-through **strong**, breadth **high**, automation risk **low**
-- heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **extremely high recent PR volume; targets high-star repos**
 
 Example artifacts:
 - [PR #45354: fix gemma4 gradient accumulation loss and last token incorrect labels](https://github.com/huggingface/transformers/pull/45354) — closed, merged
@@ -1469,7 +1427,7 @@ Example artifacts:
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
 - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **2564 days**
+- account age: **2565 days**
 - recent public PR activity: **54 PRs** (18 merged / 11 closed-unmerged / 25 open; merged rate **33%**, closed-unmerged rate **20%**, open rate **46%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
@@ -1492,8 +1450,8 @@ Example artifacts:
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
 - snapshot discussion activity: **16 comments / 26 reviews / 26 review comments**
-- account age: **1641 days**
-- recent public PR activity: **12 PRs** (9 merged / 2 closed-unmerged / 1 open; merged rate **75%**, closed-unmerged rate **17%**, open rate **8%**)
+- account age: **1643 days**
+- recent public PR activity: **11 PRs** (8 merged / 2 closed-unmerged / 1 open; merged rate **73%**, closed-unmerged rate **18%**, open rate **9%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
 - heuristic read: **targets high-star repos**
@@ -1515,8 +1473,8 @@ Example artifacts:
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **5 PRs / 3 issues**
 - snapshot discussion activity: **9 comments / 9 reviews / 6 review comments**
-- account age: **4250 days**
-- recent public PR activity: **163 PRs** (149 merged / 8 closed-unmerged / 6 open; merged rate **91%**, closed-unmerged rate **5%**, open rate **4%**)
+- account age: **4252 days**
+- recent public PR activity: **152 PRs** (135 merged / 9 closed-unmerged / 8 open; merged rate **89%**, closed-unmerged rate **6%**, open rate **5%**)
 - public orgs: `huggingface`, `aiinnova`, `bigscience-workshop`
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **extremely high recent PR volume; targets high-star repos**
@@ -1541,7 +1499,7 @@ Example artifacts:
 - repo primary artifacts: **7**
 - snapshot authored PRs/issues: **5 PRs / 2 issues**
 - snapshot discussion activity: **13 comments / 25 reviews / 34 review comments**
-- account age: **3170 days**
+- account age: **3172 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: `conda-forge`, `huggingface`, `ProjectBlackFalcon`, `PyTorch-Community-Voices`, `PyTorch-GitHub-Badge-Ecosystem-Day`, `Hugging-Face-Supporter`, `Hugging-Face-Helping-Hand`
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
@@ -1566,8 +1524,8 @@ Example artifacts:
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **5 PRs / 1 issues**
 - snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
-- account age: **2620 days**
-- recent public PR activity: **23 PRs** (18 merged / 1 closed-unmerged / 4 open; merged rate **78%**, closed-unmerged rate **4%**, open rate **17%**)
+- account age: **2622 days**
+- recent public PR activity: **21 PRs** (17 merged / 1 closed-unmerged / 3 open; merged rate **81%**, closed-unmerged rate **5%**, open rate **14%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **targets high-star repos**
@@ -1590,7 +1548,7 @@ Example artifacts:
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **5 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **779 days**
+- account age: **781 days**
 - recent public PR activity: **36 PRs** (8 merged / 7 closed-unmerged / 21 open; merged rate **22%**, closed-unmerged rate **19%**, open rate **58%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
@@ -1613,8 +1571,8 @@ Example artifacts:
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **5 PRs / 0 issues**
 - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **3492 days**
-- recent public PR activity: **170 PRs** (43 merged / 39 closed-unmerged / 88 open; merged rate **25%**, closed-unmerged rate **23%**, open rate **52%**)
+- account age: **3493 days**
+- recent public PR activity: **171 PRs** (45 merged / 41 closed-unmerged / 85 open; merged rate **26%**, closed-unmerged rate **24%**, open rate **50%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
 - heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
@@ -1636,7 +1594,7 @@ Example artifacts:
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **5 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1170 days**
+- account age: **1171 days**
 - recent public PR activity: **5 PRs** (1 merged / 3 closed-unmerged / 1 open; merged rate **20%**, closed-unmerged rate **60%**, open rate **20%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -1659,19 +1617,11 @@ Example artifacts:
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **5 PRs / 0 issues**
 - snapshot discussion activity: **10 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**)
+- account age: **5647 days**
+- recent public PR activity: **1000 PRs** (371 merged / 253 closed-unmerged / 386 open; merged rate **37%**, closed-unmerged rate **25%**, open rate **38%**)
 - public orgs: none visible
-- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
-- heuristic read: **summary unavailable**
-- enrichment fetch error: `graphql request failed: 502 <html>
-<head><title>502 Bad Gateway</title></head>
-<body>
-<center><h1>502 Bad Gateway</h1></center>
-<hr><center>nginx</center>
-</body>
-</html>
-`
+- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
+- heuristic read: **extremely high recent PR volume; very broad repo spread; targets high-star repos**
 
 Example artifacts:
 - [PR #44586: Fix Mixtral aux_loss not computed when output_router_logits=False](https://github.com/huggingface/transformers/pull/44586) — closed
@@ -1690,7 +1640,7 @@ Example artifacts:
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **5 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **2021 days**
+- account age: **2023 days**
 - recent public PR activity: **73 PRs** (2 merged / 64 closed-unmerged / 7 open; merged rate **3%**, closed-unmerged rate **88%**, open rate **10%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
@@ -1701,32 +1651,6 @@ Example artifacts:
 - [PR #44354: fix: off-by-one in decode_spans causes ValueError when topk == len(scores)](https://github.com/huggingface/transformers/pull/44354) — closed
 - [PR #44347: fix: resolve composite config in PagedAttentionCache and group_layers_by_attn_type](https://github.com/huggingface/transformers/pull/44347) — closed
 
-### `math-hiyoko`
-
-- profile: [github.com/math-hiyoko](https://github.com/math-hiyoko)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amath-hiyoko)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amath-hiyoko)
-- repo first seen: `2026-02-08T01:31:10Z`
-- repo last seen: `2026-03-14T04:24:20Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **11**
-- snapshot authored PRs/issues: **4 PRs / 7 issues**
-- snapshot discussion activity: **5 comments / 1 reviews / 1 review comments**
-- account age: **2384 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: **targets high-star repos**
-
-Example artifacts:
-- [PR #44513: Fix: Remove references to transformers run command](https://github.com/huggingface/transformers/pull/44513) — closed, merged
-- [PR #44510: Fix: Remove references to `text2text-generation`, `summarization` and `translation` pipeline tasks](https://github.com/huggingface/transformers/pull/44510) — closed, merged
-- [PR #43903: fix: TextClassificationPipeline docs mentioning deprecated return_all_scores](https://github.com/huggingface/transformers/pull/43903) — closed, merged
-- [Issue #44671: CamemBERT produces incorrect masked LM predictions in v5](https://github.com/huggingface/transformers/issues/44671) — closed
-- [Issue #44512: Docs still mention transformers run command which was removed in v5](https://github.com/huggingface/transformers/issues/44512) — closed
-- [Issue #44509: Docs still mention text2text-generation / summarization / translation pipeline tasks which were removed in v5](https://github.com/huggingface/transformers/issues/44509) — closed
-
 ### `dacorvo`
 
 - profile: [github.com/dacorvo](https://github.com/dacorvo)
@@ -1739,7 +1663,7 @@ Example artifacts:
 - repo primary artifacts: **10**
 - snapshot authored PRs/issues: **4 PRs / 6 issues**
 - snapshot discussion activity: **7 comments / 4 reviews / 4 review comments**
-- account age: **5032 days**
+- account age: **5034 days**
 - recent public PR activity: **19 PRs** (9 merged / 4 closed-unmerged / 6 open; merged rate **47%**, closed-unmerged rate **21%**, open rate **32%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
@@ -1759,13 +1683,13 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKoichiYasuoka)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKoichiYasuoka)
 - repo first seen: `2026-01-21T06:14:39Z`
-- repo last seen: `2026-04-10T03:27:34Z`
+- repo last seen: `2026-04-12T23:25:29Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **7**
 - snapshot authored PRs/issues: **4 PRs / 3 issues**
-- snapshot discussion activity: **13 comments / 1 reviews / 1 review comments**
-- account age: **3833 days**
+- snapshot discussion activity: **14 comments / 1 reviews / 1 review comments**
+- account age: **3835 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**
@@ -1803,29 +1727,6 @@ Example artifacts:
 - [PR #45021: chore: update anti-slop.yml](https://github.com/huggingface/transformers/pull/45021) — closed
 - [PR #44813: chore: update pr-repo-consistency-bot.yml](https://github.com/huggingface/transformers/pull/44813) — closed
 
-### `JaredforReal`
-
-- profile: [github.com/JaredforReal](https://github.com/JaredforReal)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJaredforReal)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJaredforReal)
-- repo first seen: `2026-01-19T05:05:55Z`
-- repo last seen: `2026-03-26T10:03:21Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **9 comments / 31 reviews / 31 review comments**
-- account age: **971 days**
-- recent public PR activity: **27 PRs** (23 merged / 2 closed-unmerged / 2 open; merged rate **85%**, closed-unmerged rate **7%**, open rate **7%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume**
-
-Example artifacts:
-- [PR #45017: [WIP][Fix] GLM 5 set `apply_rotary_pos_emb` to `is_neox_style=False` && remove `F.relu()`](https://github.com/huggingface/transformers/pull/45017) — open
-- [PR #43912: [fix][wip] GlmMoeDsa: try implement DSA](https://github.com/huggingface/transformers/pull/43912) — closed, merged
-- [PR #43894: [fix] GlmMoeDsa model](https://github.com/huggingface/transformers/pull/43894) — closed
-
 ### `manavshrivastavagit`
 
 - profile: [github.com/manavshrivastavagit](https://github.com/manavshrivastavagit)
@@ -1838,7 +1739,7 @@ Example artifacts:
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
 - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **4694 days**
+- account age: **4695 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**
@@ -1861,11 +1762,11 @@ Example artifacts:
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
 - snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
-- account age: **61 days**
-- recent public PR activity: **176 PRs** (62 merged / 71 closed-unmerged / 43 open; merged rate **35%**, closed-unmerged rate **40%**, open rate **24%**)
+- account age: **63 days**
+- recent public PR activity: **184 PRs** (65 merged / 72 closed-unmerged / 47 open; merged rate **35%**, closed-unmerged rate **39%**, open rate **26%**)
 - public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **very high**, automation risk **high**
-- heuristic read: **very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
+- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
+- heuristic read: **very new account; extremely high recent PR volume; very broad repo spread; targets high-star repos**
 
 Example artifacts:
 - [PR #44210: fix(lasr): remove spurious center arg from _torch_extract_fbank_features call](https://github.com/huggingface/transformers/pull/44210) — closed
@@ -1879,13 +1780,13 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARudrenduPaul)
 - repo first seen: `2026-04-09T09:34:42Z`
 - repo last seen: `2026-04-11T06:43:33Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
 - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **2906 days**
-- recent public PR activity: **17 PRs** (2 merged / 3 closed-unmerged / 12 open; merged rate **12%**, closed-unmerged rate **18%**, open rate **71%**)
+- account age: **2908 days**
+- recent public PR activity: **23 PRs** (3 merged / 6 closed-unmerged / 14 open; merged rate **13%**, closed-unmerged rate **26%**, open rate **61%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
 - heuristic read: **high open PR share; targets high-star repos**
@@ -1907,7 +1808,7 @@ Example artifacts:
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
 - snapshot discussion activity: **4 comments / 1 reviews / 0 review comments**
-- account age: **5406 days**
+- account age: **5408 days**
 - recent public PR activity: **4 PRs** (2 merged / 0 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: `google-deepmind`, `PAIR-code`
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
@@ -1930,7 +1831,7 @@ Example artifacts:
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
 - snapshot discussion activity: **9 comments / 0 reviews / 0 review comments**
-- account age: **58 days**
+- account age: **60 days**
 - recent public PR activity: **10 PRs** (2 merged / 4 closed-unmerged / 4 open; merged rate **20%**, closed-unmerged rate **40%**, open rate **40%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
@@ -1953,7 +1854,7 @@ Example artifacts:
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
 - snapshot discussion activity: **7 comments / 6 reviews / 6 review comments**
-- account age: **352 days**
+- account age: **354 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 **low**, automation risk **medium**
@@ -1976,7 +1877,7 @@ Example artifacts:
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **3068 days**
+- account age: **3069 days**
 - recent public PR activity: **8 PRs** (1 merged / 4 closed-unmerged / 3 open; merged rate **12%**, closed-unmerged rate **50%**, open rate **38%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
@@ -1999,8 +1900,8 @@ Example artifacts:
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
-- account age: **501 days**
-- recent public PR activity: **44 PRs** (28 merged / 5 closed-unmerged / 11 open; merged rate **64%**, closed-unmerged rate **11%**, open rate **25%**)
+- account age: **503 days**
+- recent public PR activity: **45 PRs** (29 merged / 5 closed-unmerged / 11 open; merged rate **64%**, closed-unmerged rate **11%**, open rate **24%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
 - heuristic read: **high recent PR volume; broad repo spread**
@@ -2022,7 +1923,7 @@ Example artifacts:
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2658 days**
+- account age: **2659 days**
 - recent public PR activity: **17 PRs** (13 merged / 3 closed-unmerged / 1 open; merged rate **76%**, closed-unmerged rate **18%**, open rate **6%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
@@ -2045,7 +1946,7 @@ Example artifacts:
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **4005 days**
+- account age: **4007 days**
 - recent public PR activity: **205 PRs** (62 merged / 82 closed-unmerged / 61 open; merged rate **30%**, closed-unmerged rate **40%**, open rate **30%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
@@ -2068,7 +1969,7 @@ Example artifacts:
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
 - snapshot discussion activity: **5 comments / 3 reviews / 3 review comments**
-- account age: **2846 days**
+- account age: **2847 days**
 - recent public PR activity: **26 PRs** (20 merged / 4 closed-unmerged / 2 open; merged rate **77%**, closed-unmerged rate **15%**, open rate **8%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
@@ -2091,8 +1992,8 @@ Example artifacts:
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
 - snapshot discussion activity: **6 comments / 1 reviews / 1 review comments**
-- account age: **1224 days**
-- recent public PR activity: **108 PRs** (38 merged / 14 closed-unmerged / 56 open; merged rate **35%**, closed-unmerged rate **13%**, open rate **52%**)
+- account age: **1226 days**
+- recent public PR activity: **108 PRs** (39 merged / 14 closed-unmerged / 55 open; merged rate **36%**, closed-unmerged rate **13%**, open rate **51%**)
 - 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; targets high-star repos**
@@ -2114,7 +2015,7 @@ Example artifacts:
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **47 days**
+- account age: **49 days**
 - recent public PR activity: **5 PRs** (3 merged / 2 closed-unmerged / 0 open; merged rate **60%**, closed-unmerged rate **40%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **medium**
@@ -2137,7 +2038,7 @@ Example artifacts:
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **5045 days**
+- account age: **5046 days**
 - recent public PR activity: **15 PRs** (7 merged / 6 closed-unmerged / 2 open; merged rate **47%**, closed-unmerged rate **40%**, open rate **13%**)
 - public orgs: `code4romania`, `peermetrics`
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
@@ -2160,11 +2061,11 @@ Example artifacts:
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1786 days**
-- recent public PR activity: **54 PRs** (2 merged / 29 closed-unmerged / 23 open; merged rate **4%**, closed-unmerged rate **54%**, open rate **43%**)
+- account age: **1788 days**
+- recent public PR activity: **48 PRs** (2 merged / 26 closed-unmerged / 20 open; merged rate **4%**, closed-unmerged rate **54%**, open rate **42%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
-- heuristic read: **high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
+- heuristic read: **high recent PR volume; broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
 
 Example artifacts:
 - [PR #44284: Fix Mixtral auxiliary loss computation when output_router_logits=False](https://github.com/huggingface/transformers/pull/44284) — closed
@@ -2183,7 +2084,7 @@ Example artifacts:
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
-- account age: **1934 days**
+- account age: **1935 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**
@@ -2206,11 +2107,11 @@ Example artifacts:
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
 - snapshot discussion activity: **3 comments / 1 reviews / 0 review comments**
-- account age: **1706 days**
-- recent public PR activity: **59 PRs** (34 merged / 10 closed-unmerged / 15 open; merged rate **58%**, closed-unmerged rate **17%**, open rate **25%**)
+- account age: **1708 days**
+- recent public PR activity: **62 PRs** (35 merged / 10 closed-unmerged / 17 open; merged rate **56%**, closed-unmerged rate **16%**, open rate **27%**)
 - public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **high**, automation risk **medium**
-- heuristic read: **high recent PR volume; broad repo spread; targets high-star repos**
+- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
+- heuristic read: **high recent PR volume; very broad repo spread; targets high-star repos**
 
 Example artifacts:
 - [PR #44707: Add position_ids to MptForCausalLM forward pass](https://github.com/huggingface/transformers/pull/44707) — closed
@@ -2229,8 +2130,8 @@ Example artifacts:
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2089 days**
-- recent public PR activity: **42 PRs** (38 merged / 3 closed-unmerged / 1 open; merged rate **90%**, closed-unmerged rate **7%**, open rate **2%**)
+- account age: **2091 days**
+- recent public PR activity: **53 PRs** (49 merged / 3 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **6%**, open rate **2%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **high recent PR volume**
@@ -2252,7 +2153,7 @@ Example artifacts:
 - repo primary artifacts: **13**
 - snapshot authored PRs/issues: **13 PRs / 0 issues**
 - snapshot discussion activity: **26 comments / 10 reviews / 10 review comments**
-- account age: **1627 days**
+- account age: **1629 days**
 - recent public PR activity: **5 PRs** (1 merged / 1 closed-unmerged / 3 open; merged rate **20%**, closed-unmerged rate **20%**, open rate **60%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
@@ -2263,6 +2164,52 @@ Example artifacts:
 - [PR #43969: Fix for 2D weight error in embedding layer with ZeRO3](https://github.com/huggingface/transformers/pull/43969) — closed
 - [PR #43574: Preventing initialization of siglip's lecun_normal_, default_flax_embed_init in ZeRO3](https://github.com/huggingface/transformers/pull/43574) — closed, merged
 
+### `MekkCyber`
+
+- profile: [github.com/MekkCyber](https://github.com/MekkCyber)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMekkCyber)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMekkCyber)
+- repo first seen: `2024-12-04T15:49:05Z`
+- repo last seen: `2026-03-03T17:03:13Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **11**
+- snapshot authored PRs/issues: **11 PRs / 0 issues**
+- snapshot discussion activity: **6 comments / 51 reviews / 50 review comments**
+- account age: **1626 days**
+- recent public PR activity: **13 PRs** (12 merged / 1 closed-unmerged / 0 open; merged rate **92%**, closed-unmerged rate **8%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #43958: [kernels] update docker file](https://github.com/huggingface/transformers/pull/43958) — closed
+- [PR #43955: [kernels] fix kernel versions ](https://github.com/huggingface/transformers/pull/43955) — closed, merged
+- [PR #43934: [Quantization] Add metal quantization for MPS devices!](https://github.com/huggingface/transformers/pull/43934) — closed, merged
+
+### `YangKai0616`
+
+- profile: [github.com/YangKai0616](https://github.com/YangKai0616)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYangKai0616)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYangKai0616)
+- repo first seen: `2025-12-24T11:54:53Z`
+- repo last seen: `2026-03-11T08:14:11Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **10**
+- snapshot authored PRs/issues: **10 PRs / 0 issues**
+- snapshot discussion activity: **9 comments / 23 reviews / 23 review comments**
+- account age: **1462 days**
+- recent public PR activity: **13 PRs** (6 merged / 3 closed-unmerged / 4 open; merged rate **46%**, closed-unmerged rate **23%**, open rate **31%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #44540: Fix UnboundLocalError for tp_plan_alt when tp_plan is empty](https://github.com/huggingface/transformers/pull/44540) — closed, merged
+- [PR #44536: Supplement skip logic for XPU in the CPU-only tp tests](https://github.com/huggingface/transformers/pull/44536) — closed, merged
+- [PR #43905: XPU now supports backward for the FA2 fixed path](https://github.com/huggingface/transformers/pull/43905) — closed, merged
+
 ### `engmohamedsalah`
 
 - profile: [github.com/engmohamedsalah](https://github.com/engmohamedsalah)
@@ -2275,7 +2222,7 @@ Example artifacts:
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **5 PRs / 0 issues**
 - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **4739 days**
+- account age: **4740 days**
 - recent public PR activity: **3 PRs** (1 merged / 2 closed-unmerged / 0 open; merged rate **33%**, closed-unmerged rate **67%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -2286,6 +2233,32 @@ Example artifacts:
 - [PR #44058: Fix skipped tests for glm_moe_dsa model](https://github.com/huggingface/transformers/pull/44058) — closed
 - [PR #43467: Fix GLM-Image integration tests to use correct model class](https://github.com/huggingface/transformers/pull/43467) — closed
 
+### `math-hiyoko`
+
+- profile: [github.com/math-hiyoko](https://github.com/math-hiyoko)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amath-hiyoko)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amath-hiyoko)
+- repo first seen: `2026-02-08T01:31:10Z`
+- repo last seen: `2026-03-14T04:24:20Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **11**
+- snapshot authored PRs/issues: **4 PRs / 7 issues**
+- snapshot discussion activity: **5 comments / 1 reviews / 1 review comments**
+- account age: **2386 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: **targets high-star repos**
+
+Example artifacts:
+- [PR #44513: Fix: Remove references to transformers run command](https://github.com/huggingface/transformers/pull/44513) — closed, merged
+- [PR #44510: Fix: Remove references to `text2text-generation`, `summarization` and `translation` pipeline tasks](https://github.com/huggingface/transformers/pull/44510) — closed, merged
+- [PR #43903: fix: TextClassificationPipeline docs mentioning deprecated return_all_scores](https://github.com/huggingface/transformers/pull/43903) — closed, merged
+- [Issue #44671: CamemBERT produces incorrect masked LM predictions in v5](https://github.com/huggingface/transformers/issues/44671) — closed
+- [Issue #44512: Docs still mention transformers run command which was removed in v5](https://github.com/huggingface/transformers/issues/44512) — closed
+- [Issue #44509: Docs still mention text2text-generation / summarization / translation pipeline tasks which were removed in v5](https://github.com/huggingface/transformers/issues/44509) — closed
+
 ### `redpanda1995`
 
 - profile: [github.com/redpanda1995](https://github.com/redpanda1995)
@@ -2298,7 +2271,7 @@ Example artifacts:
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
 - snapshot discussion activity: **3 comments / 29 reviews / 1 review comments**
-- account age: **96 days**
+- account age: **98 days**
 - recent public PR activity: **3 PRs** (1 merged / 2 closed-unmerged / 0 open; merged rate **33%**, closed-unmerged rate **67%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
@@ -2321,8 +2294,8 @@ Example artifacts:
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
 - snapshot discussion activity: **37 comments / 296 reviews / 297 review comments**
-- account age: **2068 days**
-- recent public PR activity: **15 PRs** (12 merged / 1 closed-unmerged / 2 open; merged rate **80%**, closed-unmerged rate **7%**, open rate **13%**)
+- account age: **2070 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: none visible
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **targets high-star repos**
@@ -2344,8 +2317,8 @@ Example artifacts:
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **3 PRs / 3 issues**
 - snapshot discussion activity: **9 comments / 15 reviews / 13 review comments**
-- account age: **3311 days**
-- recent public PR activity: **60 PRs** (50 merged / 1 closed-unmerged / 9 open; merged rate **83%**, closed-unmerged rate **2%**, open rate **15%**)
+- account age: **3312 days**
+- recent public PR activity: **59 PRs** (49 merged / 1 closed-unmerged / 9 open; merged rate **83%**, closed-unmerged rate **2%**, open rate **15%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **high recent PR volume; targets high-star repos**
@@ -2370,8 +2343,8 @@ Example artifacts:
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **3 PRs / 1 issues**
 - snapshot discussion activity: **6 comments / 19 reviews / 19 review comments**
-- account age: **5235 days**
-- recent public PR activity: **18 PRs** (14 merged / 1 closed-unmerged / 3 open; merged rate **78%**, closed-unmerged rate **6%**, open rate **17%**)
+- account age: **5237 days**
+- recent public PR activity: **14 PRs** (11 merged / 1 closed-unmerged / 2 open; merged rate **79%**, closed-unmerged rate **7%**, open rate **14%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **high**, automation risk **low**
 - heuristic read: **broad repo spread**
@@ -2382,31 +2355,6 @@ Example artifacts:
 - [PR #43781: fix: Load model with co-located adapter from local path (Granite Speech)](https://github.com/huggingface/transformers/pull/43781) — closed, merged
 - [Issue #43746: [GraniteSpeechForConditionalGeneration] Models with PEFT adapters won't load from local checkpoints (from_pretrained)](https://github.com/huggingface/transformers/issues/43746) — closed
 
-### `quic-meetkuma`
-
-- profile: [github.com/quic-meetkuma](https://github.com/quic-meetkuma)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aquic-meetkuma)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aquic-meetkuma)
-- repo first seen: `2025-12-04T10:14:17Z`
-- repo last seen: `2026-02-20T08:04:37Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **6**
-- snapshot authored PRs/issues: **2 PRs / 4 issues**
-- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **410 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: **no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #43933: Added support for qaic backend for Qualcomm's AI Accelerator](https://github.com/huggingface/transformers/pull/43933) — closed, draft
-- [PR #43932: Inclusion of process_group in the gather_full_tensor function in tensor_parallel.py](https://github.com/huggingface/transformers/pull/43932) — closed, merged
-- [Issue #44169: Need an example for FSDP + FP16 training](https://github.com/huggingface/transformers/issues/44169) — closed
-- [Issue #43908: What is the process of adding a new hardware backend for Trainer?](https://github.com/huggingface/transformers/issues/43908) — closed
-- [Issue #43048: Need to understand difference between TP support via transformers code v/s Pytorch's native parallelize_module API.](https://github.com/huggingface/transformers/issues/43048) — closed
-
 ### `w4nderlust`
 
 - profile: [github.com/w4nderlust](https://github.com/w4nderlust)
@@ -2419,10 +2367,10 @@ Example artifacts:
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **2 PRs / 2 issues**
 - snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
-- account age: **5734 days**
-- recent public PR activity: **50 PRs** (33 merged / 2 closed-unmerged / 15 open; merged rate **66%**, closed-unmerged rate **4%**, open rate **30%**)
+- account age: **5735 days**
+- recent public PR activity: **66 PRs** (50 merged / 2 closed-unmerged / 14 open; merged rate **76%**, closed-unmerged rate **3%**, open rate **21%**)
 - public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
@@ -2443,7 +2391,7 @@ Example artifacts:
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **2 PRs / 1 issues**
 - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **551 days**
+- account age: **552 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**
@@ -2466,7 +2414,7 @@ Example artifacts:
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **2 PRs / 1 issues**
 - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **2044 days**
+- account age: **2046 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**
@@ -2489,7 +2437,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
-- account age: **156 days**
+- account age: **157 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**
@@ -2511,7 +2459,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **397 days**
+- account age: **399 days**
 - recent public PR activity: **21 PRs** (1 merged / 20 closed-unmerged / 0 open; merged rate **5%**, closed-unmerged rate **95%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
@@ -2533,7 +2481,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **3945 days**
+- account age: **3946 days**
 - recent public PR activity: **16 PRs** (1 merged / 9 closed-unmerged / 6 open; merged rate **6%**, closed-unmerged rate **56%**, open rate **38%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
@@ -2543,6 +2491,28 @@ Example artifacts:
 - [PR #45132: Fix: Remove double softmax in MoE router load-balancing loss (Mixtral, Qwen2MoE, Qwen3VLMoE)](https://github.com/huggingface/transformers/pull/45132) — closed
 - [PR #45119: Fix: Preserve PreTrainedConfig __init__ signatures for type checkers (fixes #45071)](https://github.com/huggingface/transformers/pull/45119) — closed
 
+### `albertorkive`
+
+- profile: [github.com/albertorkive](https://github.com/albertorkive)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aalbertorkive)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aalbertorkive)
+- repo first seen: `2026-04-12T17:02:14Z`
+- repo last seen: `2026-04-12T17:02:39Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_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: **694 days**
+- recent public PR activity: **6 PRs** (0 merged / 1 closed-unmerged / 5 open; merged rate **0%**, closed-unmerged rate **17%**, open rate **83%**)
+- 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**
+
+Example artifacts:
+- [PR #45388: Make Gemma4ClippableLinear inherit from nn.Linear for PEFT/LoRA compatibility](https://github.com/huggingface/transformers/pull/45388) — open
+- [PR #45387: Fix flash_attention_3 detection and import for hopper wheel installs](https://github.com/huggingface/transformers/pull/45387) — open
+
 ### `asuryateja`
 
 - profile: [github.com/asuryateja](https://github.com/asuryateja)
@@ -2555,7 +2525,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1710 days**
+- account age: **1711 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**
@@ -2577,7 +2547,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **10 comments / 3 reviews / 4 review comments**
-- account age: **4495 days**
+- account age: **4496 days**
 - recent public PR activity: **45 PRs** (38 merged / 1 closed-unmerged / 6 open; merged rate **84%**, closed-unmerged rate **2%**, open rate **13%**)
 - public orgs: `huggingface`
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
@@ -2599,8 +2569,8 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
-- account age: **3605 days**
-- recent public PR activity: **62 PRs** (45 merged / 5 closed-unmerged / 12 open; merged rate **73%**, closed-unmerged rate **8%**, open rate **19%**)
+- account age: **3607 days**
+- recent public PR activity: **57 PRs** (40 merged / 5 closed-unmerged / 12 open; merged rate **70%**, closed-unmerged rate **9%**, open rate **21%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **high**, automation risk **low**
 - heuristic read: **high recent PR volume; broad repo spread**
@@ -2621,8 +2591,8 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **4473 days**
-- recent public PR activity: **301 PRs** (33 merged / 183 closed-unmerged / 85 open; merged rate **11%**, closed-unmerged rate **61%**, open rate **28%**)
+- account age: **4475 days**
+- recent public PR activity: **301 PRs** (33 merged / 184 closed-unmerged / 84 open; merged rate **11%**, closed-unmerged rate **61%**, open rate **28%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
 - heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
@@ -2638,12 +2608,12 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADatLe203)
 - repo first seen: `2026-04-07T14:30:38Z`
 - repo last seen: `2026-04-07T19:39:50Z`
-- first seen in snapshot: **yes**
+- 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: **761 days**
+- account age: **762 days**
 - recent public PR activity: **3 PRs** (1 merged / 2 closed-unmerged / 0 open; merged rate **33%**, closed-unmerged rate **67%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -2660,12 +2630,12 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeladsegal)
 - repo first seen: `2026-04-09T05:56:31Z`
 - repo last seen: `2026-04-09T07:37:59Z`
-- first seen in snapshot: **yes**
+- 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: **3914 days**
+- account age: **3915 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**
@@ -2687,7 +2657,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **893 days**
+- account age: **895 days**
 - recent public PR activity: **4 PRs** (1 merged / 2 closed-unmerged / 1 open; merged rate **25%**, closed-unmerged rate **50%**, open rate **25%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -2709,7 +2679,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2476 days**
+- account age: **2477 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**
@@ -2731,7 +2701,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **388 days**
+- account age: **389 days**
 - recent public PR activity: **4 PRs** (1 merged / 1 closed-unmerged / 2 open; merged rate **25%**, closed-unmerged rate **25%**, open rate **50%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -2753,7 +2723,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2584 days**
+- account age: **2586 days**
 - recent public PR activity: **135 PRs** (10 merged / 43 closed-unmerged / 82 open; merged rate **7%**, closed-unmerged rate **32%**, open rate **61%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
@@ -2775,11 +2745,19 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **720 days**
-- recent public PR activity: **1000 PRs** (132 merged / 392 closed-unmerged / 544 open; merged rate **13%**, closed-unmerged rate **39%**, open rate **48%**)
+- 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 **weak**, breadth **very high**, automation risk **high**
-- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share**
+- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
+- heuristic read: **summary unavailable**
+- enrichment fetch error: `graphql request failed: 502 <html>
+<head><title>502 Bad Gateway</title></head>
+<body>
+<center><h1>502 Bad Gateway</h1></center>
+<hr><center>nginx</center>
+</body>
+</html>
+`
 
 Example artifacts:
 - [PR #44312: fix: replace 8 bare except clauses with except Exception](https://github.com/huggingface/transformers/pull/44312) — closed
@@ -2797,16 +2775,38 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **4 comments / 2 reviews / 2 review comments**
-- account age: **2863 days**
-- recent public PR activity: **106 PRs** (37 merged / 16 closed-unmerged / 53 open; merged rate **35%**, closed-unmerged rate **15%**, open rate **50%**)
+- account age: **2865 days**
+- recent public PR activity: **106 PRs** (39 merged / 16 closed-unmerged / 51 open; merged rate **37%**, closed-unmerged rate **15%**, open rate **48%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
+- 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; targets high-star repos**
 
 Example artifacts:
 - [PR #44892: Fix AutoImageProcessor.from_pretrained failing on URL input](https://github.com/huggingface/transformers/pull/44892) — closed
 - [PR #44710: Fix AutoProcessor.from_pretrained silently dropping hub kwargs](https://github.com/huggingface/transformers/pull/44710) — closed, merged
 
+### `hijingsong`
+
+- profile: [github.com/hijingsong](https://github.com/hijingsong)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahijingsong)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahijingsong)
+- repo first seen: `2026-04-11T16:23:48Z`
+- repo last seen: `2026-04-11T19:40:19Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_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: **21 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 **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 #45379: fix(config): add deepstack_visual_indexes to Qwen3_5MoeVisionConfig](https://github.com/huggingface/transformers/pull/45379) — open
+- [PR #45378: fix(mistral): guard ReasoningEffort import for older mistral_common versions](https://github.com/huggingface/transformers/pull/45378) — open
+
 ### `jackcook`
 
 - profile: [github.com/jackcook](https://github.com/jackcook)
@@ -2819,7 +2819,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **5 comments / 6 reviews / 6 review comments**
-- account age: **4651 days**
+- account age: **4653 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: `HackMIT`, `mit-han-lab`
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
@@ -2841,7 +2841,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **5832 days**
+- account age: **5834 days**
 - recent public PR activity: **6 PRs** (3 merged / 3 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**
@@ -2863,7 +2863,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
-- account age: **1836 days**
+- account age: **1838 days**
 - recent public PR activity: **6 PRs** (3 merged / 1 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **17%**, open rate **33%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
@@ -2885,7 +2885,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
-- account age: **2220 days**
+- account age: **2221 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: `CynatraDevelopers`
 - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
@@ -2907,7 +2907,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1626 days**
+- account age: **1628 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**
@@ -2929,7 +2929,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **31 days**
+- account age: **33 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**
@@ -2951,7 +2951,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **3375 days**
+- account age: **3377 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**
@@ -2973,7 +2973,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1950 days**
+- account age: **1952 days**
 - recent public PR activity: **68 PRs** (10 merged / 21 closed-unmerged / 37 open; merged rate **15%**, closed-unmerged rate **31%**, open rate **54%**)
 - public orgs: `soqa-io`
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
@@ -2995,8 +2995,8 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 2 reviews / 1 review comments**
-- account age: **1561 days**
-- recent public PR activity: **4 PRs** (1 merged / 3 closed-unmerged / 0 open; merged rate **25%**, closed-unmerged rate **75%**, open rate **0%**)
+- account age: **1563 days**
+- recent public PR activity: **3 PRs** (1 merged / 2 closed-unmerged / 0 open; merged rate **33%**, closed-unmerged rate **67%**, 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**
@@ -3017,7 +3017,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1035 days**
+- account age: **1037 days**
 - recent public PR activity: **3 PRs** (1 merged / 2 closed-unmerged / 0 open; merged rate **33%**, closed-unmerged rate **67%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -3039,7 +3039,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **10 comments / 0 reviews / 0 review comments**
-- account age: **445 days**
+- account age: **447 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 **low**, automation risk **low**
@@ -3061,7 +3061,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 2 reviews / 2 review comments**
-- account age: **2016 days**
+- account age: **2018 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**
@@ -3083,7 +3083,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1496 days**
+- account age: **1498 days**
 - recent public PR activity: **6 PRs** (0 merged / 3 closed-unmerged / 3 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**
@@ -3105,7 +3105,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **308 days**
+- account age: **310 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**
@@ -3127,7 +3127,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2109 days**
+- account age: **2111 days**
 - recent public PR activity: **8 PRs** (1 merged / 4 closed-unmerged / 3 open; merged rate **12%**, closed-unmerged rate **50%**, open rate **38%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
@@ -3149,8 +3149,8 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
-- account age: **2402 days**
-- recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
+- account age: **2404 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**
@@ -3171,7 +3171,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **2569 days**
+- account age: **2571 days**
 - recent public PR activity: **14 PRs** (4 merged / 1 closed-unmerged / 9 open; merged rate **29%**, closed-unmerged rate **7%**, open rate **64%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **high**, automation risk **low**
@@ -3193,7 +3193,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **820 days**
+- account age: **822 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**
@@ -3215,7 +3215,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 172 reviews / 172 review comments**
-- account age: **1990 days**
+- account age: **1992 days**
 - recent public PR activity: **8 PRs** (6 merged / 2 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**
@@ -3237,8 +3237,8 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **200 days**
-- recent public PR activity: **182 PRs** (31 merged / 60 closed-unmerged / 91 open; merged rate **17%**, closed-unmerged rate **33%**, open rate **50%**)
+- account age: **202 days**
+- recent public PR activity: **188 PRs** (35 merged / 66 closed-unmerged / 87 open; merged rate **19%**, closed-unmerged rate **35%**, open rate **46%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
 - heuristic read: **young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
@@ -3259,7 +3259,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **13 comments / 13 reviews / 13 review comments**
-- account age: **3359 days**
+- account age: **3361 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**
@@ -3281,7 +3281,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **3712 days**
+- account age: **3713 days**
 - recent public PR activity: **19 PRs** (12 merged / 0 closed-unmerged / 7 open; merged rate **63%**, closed-unmerged rate **0%**, open rate **37%**)
 - public orgs: `JdeRobot`, `TheRoboticsClub`, `huggingface`
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
@@ -3298,16 +3298,16 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asharziki)
 - repo first seen: `2026-04-11T02:31:44Z`
 - repo last seen: `2026-04-11T02:42:07Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_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: **1553 days**
-- recent public PR activity: **13 PRs** (1 merged / 4 closed-unmerged / 8 open; merged rate **8%**, closed-unmerged rate **31%**, open rate **62%**)
+- account age: **1555 days**
+- recent public PR activity: **13 PRs** (1 merged / 6 closed-unmerged / 6 open; merged rate **8%**, closed-unmerged rate **46%**, open rate **46%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
+- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
 
 Example artifacts:
 - [PR #45369: fix(generation): handle CUDA multinomial limit in beam search sampling](https://github.com/huggingface/transformers/pull/45369) — open
@@ -3325,8 +3325,8 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **4303 days**
-- recent public PR activity: **169 PRs** (51 merged / 102 closed-unmerged / 16 open; merged rate **30%**, closed-unmerged rate **60%**, open rate **9%**)
+- account age: **4305 days**
+- recent public PR activity: **155 PRs** (49 merged / 90 closed-unmerged / 16 open; merged rate **32%**, closed-unmerged rate **58%**, open rate **10%**)
 - public orgs: `Hypothesis-Idea`
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
 - heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
@@ -3347,7 +3347,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **4 comments / 1 reviews / 1 review comments**
-- account age: **1240 days**
+- account age: **1242 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**
@@ -3369,7 +3369,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **2941 days**
+- account age: **2943 days**
 - recent public PR activity: **118 PRs** (10 merged / 68 closed-unmerged / 40 open; merged rate **8%**, closed-unmerged rate **58%**, open rate **34%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
@@ -3391,7 +3391,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **2267 days**
+- account age: **2269 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**
@@ -3413,8 +3413,8 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 4 reviews / 9 review comments**
-- account age: **3472 days**
-- recent public PR activity: **29 PRs** (19 merged / 7 closed-unmerged / 3 open; merged rate **66%**, closed-unmerged rate **24%**, open rate **10%**)
+- account age: **3474 days**
+- recent public PR activity: **26 PRs** (17 merged / 6 closed-unmerged / 3 open; merged rate **65%**, closed-unmerged rate **23%**, open rate **12%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
 - heuristic read: **high recent PR volume; broad repo spread**
@@ -3435,8 +3435,8 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **2692 days**
-- recent public PR activity: **147 PRs** (30 merged / 73 closed-unmerged / 44 open; merged rate **20%**, closed-unmerged rate **50%**, open rate **30%**)
+- account age: **2694 days**
+- recent public PR activity: **152 PRs** (33 merged / 73 closed-unmerged / 46 open; merged rate **22%**, closed-unmerged rate **48%**, open rate **30%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
 - heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
@@ -3457,7 +3457,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
-- account age: **1631 days**
+- account age: **1632 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**
@@ -3467,6 +3467,28 @@ Example artifacts:
 - [PR #44570: Fix missing post_processor in DebertaV2Tokenizer causing no special t…](https://github.com/huggingface/transformers/pull/44570) — closed, merged
 - [PR #44543: Fix assistant_masks for multimodal inputs in apply_chat_template](https://github.com/huggingface/transformers/pull/44543) — open
 
+### `UsamaKenway`
+
+- profile: [github.com/UsamaKenway](https://github.com/UsamaKenway)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AUsamaKenway)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AUsamaKenway)
+- repo first seen: `2026-04-07T18:39:33Z`
+- repo last seen: `2026-04-12T13:17:17Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
+- account age: **2381 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: `AICU-HEALTH`
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45386: [GGUF] Reduce peak RAM usage by casting dequantized tensors early during load](https://github.com/huggingface/transformers/pull/45386) — open
+- [PR #45296: Add GGUF support to Gemma4 (31B & 26B-A4B) text ](https://github.com/huggingface/transformers/pull/45296) — open
+
 ### `wilnn`
 
 - profile: [github.com/wilnn](https://github.com/wilnn)
@@ -3479,7 +3501,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **1752 days**
+- account age: **1753 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**
@@ -3501,7 +3523,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2220 days**
+- account age: **2221 days**
 - recent public PR activity: **6 PRs** (2 merged / 2 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
@@ -3523,7 +3545,7 @@ Example artifacts:
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **557 days**
+- account age: **559 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**
@@ -3546,7 +3568,7 @@ Example artifacts:
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **5 PRs / 1 issues**
 - snapshot discussion activity: **19 comments / 117 reviews / 396 review comments**
-- account age: **2867 days**
+- account age: **2868 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**
@@ -3570,7 +3592,7 @@ Example artifacts:
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **5 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 5 reviews / 5 review comments**
-- account age: **2318 days**
+- account age: **2319 days**
 - recent public PR activity: **11 PRs** (9 merged / 1 closed-unmerged / 1 open; merged rate **82%**, closed-unmerged rate **9%**, open rate **9%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
@@ -3581,26 +3603,49 @@ Example artifacts:
 - [PR #43865: update somes audio models](https://github.com/huggingface/transformers/pull/43865) — closed, merged
 - [PR #43413: audio text to text task guide](https://github.com/huggingface/transformers/pull/43413) — closed, merged
 
+### `JaredforReal`
+
+- profile: [github.com/JaredforReal](https://github.com/JaredforReal)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJaredforReal)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJaredforReal)
+- repo first seen: `2026-01-19T05:05:55Z`
+- repo last seen: `2026-03-26T10:03:21Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **4 PRs / 0 issues**
+- snapshot discussion activity: **9 comments / 31 reviews / 31 review comments**
+- account age: **973 days**
+- recent public PR activity: **25 PRs** (22 merged / 1 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume**
+
+Example artifacts:
+- [PR #45017: [WIP][Fix] GLM 5 set `apply_rotary_pos_emb` to `is_neox_style=False` && remove `F.relu()`](https://github.com/huggingface/transformers/pull/45017) — open
+- [PR #43912: [fix][wip] GlmMoeDsa: try implement DSA](https://github.com/huggingface/transformers/pull/43912) — closed, merged
+- [PR #43894: [fix] GlmMoeDsa model](https://github.com/huggingface/transformers/pull/43894) — closed
+
 ### `lashahub`
 
 - profile: [github.com/lashahub](https://github.com/lashahub)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alashahub)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alashahub)
 - repo first seen: `2026-01-08T16:47:50Z`
-- repo last seen: `2026-03-24T18:00:09Z`
+- repo last seen: `2026-04-13T07:35:17Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **6 comments / 7 reviews / 7 review comments**
-- account age: **3332 days**
+- snapshot discussion activity: **7 comments / 7 reviews / 7 review comments**
+- account age: **3334 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; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #44830: Add AudioFlamingoNext model](https://github.com/huggingface/transformers/pull/44830) — open, draft
+- [PR #44830: Add AudioFlamingoNext model](https://github.com/huggingface/transformers/pull/44830) — open
 - [PR #43538: Add Music Flamingo](https://github.com/huggingface/transformers/pull/43538) — closed, merged
 - [PR #43458: Add Music Flamingo support to Audio Flamingo 3](https://github.com/huggingface/transformers/pull/43458) — closed
 
@@ -3616,7 +3661,7 @@ Example artifacts:
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
 - snapshot discussion activity: **10 comments / 14 reviews / 14 review comments**
-- account age: **2798 days**
+- account age: **2799 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 **moderate**, automation risk **low**
@@ -3639,7 +3684,7 @@ Example artifacts:
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
 - snapshot discussion activity: **3 comments / 1 reviews / 2 review comments**
-- account age: **5821 days**
+- account age: **5823 days**
 - recent public PR activity: **10 PRs** (7 merged / 1 closed-unmerged / 2 open; merged rate **70%**, closed-unmerged rate **10%**, open rate **20%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
@@ -3662,7 +3707,7 @@ Example artifacts:
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
 - snapshot discussion activity: **11 comments / 0 reviews / 0 review comments**
-- account age: **2138 days**
+- account age: **2139 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**
@@ -3685,8 +3730,8 @@ Example artifacts:
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1616 days**
-- recent public PR activity: **62 PRs** (14 merged / 14 closed-unmerged / 34 open; merged rate **23%**, closed-unmerged rate **23%**, open rate **55%**)
+- account age: **1618 days**
+- recent public PR activity: **56 PRs** (15 merged / 12 closed-unmerged / 29 open; merged rate **27%**, closed-unmerged rate **21%**, open rate **52%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
 - heuristic read: **high recent PR volume; very broad repo spread; high open PR share**
@@ -3701,70 +3746,24 @@ Example artifacts:
 - profile: [github.com/MHRDYN7](https://github.com/MHRDYN7)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMHRDYN7)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMHRDYN7)
-- repo first seen: `2025-08-04T17:37:52Z`
-- repo last seen: `2026-04-10T19:51:57Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **2 PRs / 2 issues**
-- snapshot discussion activity: **13 comments / 44 reviews / 44 review comments**
-- account age: **1308 days**
-- recent 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 #43973: Add lfm2.5 audio](https://github.com/huggingface/transformers/pull/43973) — open, draft
-- [PR #39895: Add Videoprism](https://github.com/huggingface/transformers/pull/39895) — open
-- [Issue #45341: A little bug in testing_utils.py](https://github.com/huggingface/transformers/issues/45341) — open
-- [Issue #43909: Add LFM2.5 Audio 1.5B](https://github.com/huggingface/transformers/issues/43909) — open
-
-### `merveenoyan`
-
-- profile: [github.com/merveenoyan](https://github.com/merveenoyan)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amerveenoyan)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amerveenoyan)
-- repo first seen: `2025-10-30T12:45:06Z`
-- repo last seen: `2026-03-13T10:54:24Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **2 PRs / 1 issues**
-- snapshot discussion activity: **1 comments / 3 reviews / 19 review comments**
-- account age: **2455 days**
-- recent public PR activity: **15 PRs** (12 merged / 2 closed-unmerged / 1 open; merged rate **80%**, closed-unmerged rate **13%**, open rate **7%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #43915: add PaddleOCR-VL conversion](https://github.com/huggingface/transformers/pull/43915) — open
-- [PR #43442: add trackio to training notebooks](https://github.com/huggingface/transformers/pull/43442) — closed, merged
-- [Issue #41950: video-classification pipeline looks for image processors](https://github.com/huggingface/transformers/issues/41950) — open
-
-### `pavel-esir`
-
-- profile: [github.com/pavel-esir](https://github.com/pavel-esir)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apavel-esir)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apavel-esir)
-- repo first seen: `2026-02-09T11:45:22Z`
-- repo last seen: `2026-02-25T08:02:29Z`
+- repo first seen: `2025-08-04T17:37:52Z`
+- repo last seen: `2026-04-10T19:51:57Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **2 PRs / 1 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **4559 days**
-- recent public PR activity: **12 PRs** (8 merged / 1 closed-unmerged / 3 open; merged rate **67%**, closed-unmerged rate **8%**, open rate **25%**)
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **2 PRs / 2 issues**
+- snapshot discussion activity: **13 comments / 44 reviews / 44 review comments**
+- account age: **1309 days**
+- recent 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 **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **—**
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #43911: add Llama to mapping names in tokenization_auto.py](https://github.com/huggingface/transformers/pull/43911) — open
-- [PR #43860: Update ModelType for Unigram tokenizer](https://github.com/huggingface/transformers/pull/43860) — closed, merged
-- [Issue #43975: `deepseek-ai/deepseek-coder-6.7b-instruct` incorrectly detokenizes in v5](https://github.com/huggingface/transformers/issues/43975) — closed
+- [PR #43973: Add lfm2.5 audio](https://github.com/huggingface/transformers/pull/43973) — open, draft
+- [PR #39895: Add Videoprism](https://github.com/huggingface/transformers/pull/39895) — open
+- [Issue #45341: A little bug in testing_utils.py](https://github.com/huggingface/transformers/issues/45341) — open
+- [Issue #43909: Add LFM2.5 Audio 1.5B](https://github.com/huggingface/transformers/issues/43909) — open
 
 ### `thisisiron`
 
@@ -3778,7 +3777,7 @@ Example artifacts:
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **2 PRs / 1 issues**
 - snapshot discussion activity: **3 comments / 14 reviews / 14 review comments**
-- account age: **3442 days**
+- account age: **3444 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: `ai-rush-2019`, `bcaitech1`, `ml-zip`
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -3801,7 +3800,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **3050 days**
+- account age: **3052 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**
@@ -3823,7 +3822,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **22 comments / 13 reviews / 13 review comments**
-- account age: **4203 days**
+- account age: **4205 days**
 - recent public PR activity: **9 PRs** (1 merged / 5 closed-unmerged / 3 open; merged rate **11%**, closed-unmerged rate **56%**, open rate **33%**)
 - public orgs: `systers`, `crowdresearch`
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -3845,7 +3844,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **6 comments / 8 reviews / 8 review comments**
-- account age: **4107 days**
+- account age: **4109 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**
@@ -3867,7 +3866,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
-- account age: **443 days**
+- account age: **444 days**
 - recent public PR activity: **8 PRs** (3 merged / 3 closed-unmerged / 2 open; merged rate **38%**, closed-unmerged rate **38%**, open rate **25%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
@@ -3889,7 +3888,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **1472 days**
+- account age: **1473 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**
@@ -3911,8 +3910,8 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **5 comments / 1 reviews / 1 review comments**
-- account age: **1844 days**
-- recent public PR activity: **31 PRs** (22 merged / 4 closed-unmerged / 5 open; merged rate **71%**, closed-unmerged rate **13%**, open rate **16%**)
+- account age: **1845 days**
+- recent public PR activity: **29 PRs** (22 merged / 4 closed-unmerged / 3 open; merged rate **76%**, closed-unmerged rate **14%**, open rate **10%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
 - heuristic read: **high recent PR volume; targets high-star repos**
@@ -3933,7 +3932,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **249 days**
+- account age: **250 days**
 - recent 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**
@@ -3955,8 +3954,8 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **3051 days**
-- recent public PR activity: **309 PRs** (88 merged / 92 closed-unmerged / 129 open; merged rate **28%**, closed-unmerged rate **30%**, open rate **42%**)
+- account age: **3052 days**
+- recent public PR activity: **253 PRs** (70 merged / 79 closed-unmerged / 104 open; merged rate **28%**, closed-unmerged rate **31%**, open rate **41%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
 - heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
@@ -3977,8 +3976,8 @@ Example artifacts:
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **1 PRs / 2 issues**
 - snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
-- account age: **1776 days**
-- recent public PR activity: **14 PRs** (1 merged / 4 closed-unmerged / 9 open; merged rate **7%**, closed-unmerged rate **29%**, open rate **64%**)
+- account age: **1778 days**
+- recent public PR activity: **13 PRs** (1 merged / 4 closed-unmerged / 8 open; merged rate **8%**, closed-unmerged rate **31%**, open rate **62%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
 - heuristic read: **high open PR share; targets high-star repos**
@@ -4000,7 +3999,7 @@ Example artifacts:
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **1 PRs / 2 issues**
 - snapshot discussion activity: **14 comments / 8 reviews / 10 review comments**
-- account age: **3668 days**
+- account age: **3669 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**
@@ -4023,7 +4022,7 @@ Example artifacts:
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **1 PRs / 2 issues**
 - snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
-- account age: **1962 days**
+- account age: **1963 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**
@@ -4046,10 +4045,10 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **2 comments / 4 reviews / 4 review comments**
-- account age: **1783 days**
-- recent public PR activity: **32 PRs** (11 merged / 7 closed-unmerged / 14 open; merged rate **34%**, closed-unmerged rate **22%**, open rate **44%**)
+- account age: **1784 days**
+- recent public PR activity: **31 PRs** (11 merged / 7 closed-unmerged / 13 open; merged rate **35%**, closed-unmerged rate **23%**, open rate **42%**)
 - public orgs: `kubeflow`, `opendatahub-io`, `red-hat-data-services`, `CareerPod`, `instructlab-public`, `Kubeflow-Commons-Hub`
-- compact scores: follow-through **weak**, breadth **high**, automation risk **low**
+- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
 - heuristic read: **high recent PR volume; broad repo spread; high open PR share; no visible non-self stars**
 
 Example artifacts:
@@ -4068,7 +4067,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **870 days**
+- account age: **872 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**
@@ -4090,7 +4089,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **1140 days**
+- account age: **1142 days**
 - recent public PR activity: **9 PRs** (5 merged / 2 closed-unmerged / 2 open; merged rate **56%**, closed-unmerged rate **22%**, open rate **22%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
@@ -4112,8 +4111,8 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **3272 days**
-- recent public PR activity: **14 PRs** (12 merged / 1 closed-unmerged / 1 open; merged rate **86%**, closed-unmerged rate **7%**, open rate **7%**)
+- account age: **3273 days**
+- recent public PR activity: **13 PRs** (11 merged / 1 closed-unmerged / 1 open; merged rate **85%**, closed-unmerged rate **8%**, open rate **8%**)
 - public orgs: `KEEER`, `leann-ai`
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **targets high-star repos**
@@ -4134,8 +4133,8 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **4003 days**
-- recent public PR activity: **14 PRs** (12 merged / 1 closed-unmerged / 1 open; merged rate **86%**, closed-unmerged rate **7%**, open rate **7%**)
+- account age: **4005 days**
+- recent public PR activity: **13 PRs** (11 merged / 1 closed-unmerged / 1 open; merged rate **85%**, closed-unmerged rate **8%**, open rate **8%**)
 - public orgs: `eWaterCycle`
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
 - heuristic read: **—**
@@ -4156,7 +4155,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **2389 days**
+- account age: **2391 days**
 - recent public PR activity: **29 PRs** (20 merged / 3 closed-unmerged / 6 open; merged rate **69%**, closed-unmerged rate **10%**, open rate **21%**)
 - public orgs: `ndif-team`
 - compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
@@ -4178,7 +4177,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
-- account age: **464 days**
+- account age: **466 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**
@@ -4200,7 +4199,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **4183 days**
+- account age: **4185 days**
 - recent public PR activity: **104 PRs** (94 merged / 8 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **8%**, open rate **2%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **very high**, automation risk **medium**
@@ -4222,7 +4221,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2013 days**
+- account age: **2015 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**
@@ -4244,7 +4243,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **1326 days**
+- account age: **1328 days**
 - recent 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**
@@ -4266,7 +4265,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **1362 days**
+- account age: **1364 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**
@@ -4282,13 +4281,13 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aflorian6973)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aflorian6973)
 - repo first seen: `2026-04-07T23:31:43Z`
-- repo last seen: `2026-04-09T17:24:39Z`
-- first seen in snapshot: **yes**
+- repo last seen: `2026-04-11T18:42:18Z`
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **2044 days**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
+- account age: **2046 days**
 - recent 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**
@@ -4310,7 +4309,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **3910 days**
+- account age: **3912 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**
@@ -4332,7 +4331,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1330 days**
+- account age: **1332 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**
@@ -4354,7 +4353,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **3468 days**
+- account age: **3470 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**
@@ -4376,11 +4375,11 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **3531 days**
-- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
+- account age: **3532 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: `kubernetes`
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
+- heuristic read: **targets high-star repos**
 
 Example artifacts:
 - [PR #45094: fix: prefer registered config over remote code in AutoConfig.from_pretrained](https://github.com/huggingface/transformers/pull/45094) — closed, merged
@@ -4398,8 +4397,8 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **2665 days**
-- recent public PR activity: **17 PRs** (14 merged / 1 closed-unmerged / 2 open; merged rate **82%**, closed-unmerged rate **6%**, open rate **12%**)
+- account age: **2666 days**
+- recent public PR activity: **14 PRs** (11 merged / 1 closed-unmerged / 2 open; merged rate **79%**, closed-unmerged rate **7%**, open rate **14%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
 - heuristic read: **—**
@@ -4420,7 +4419,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1541 days**
+- account age: **1543 days**
 - recent public PR activity: **6 PRs** (5 merged / 0 closed-unmerged / 1 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
@@ -4437,12 +4436,12 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajesperschlegel)
 - repo first seen: `2026-04-07T17:51:38Z`
 - repo last seen: `2026-04-07T17:52:26Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **3700 days**
+- account age: **3701 days**
 - recent 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**
@@ -4464,7 +4463,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **352 days**
+- 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**
@@ -4486,7 +4485,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **2841 days**
+- account age: **2843 days**
 - recent 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**
@@ -4508,7 +4507,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **2004 days**
+- account age: **2005 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**
@@ -4530,7 +4529,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
-- account age: **3025 days**
+- account age: **3026 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**
@@ -4552,7 +4551,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **2 comments / 2 reviews / 2 review comments**
-- account age: **3762 days**
+- account age: **3763 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**
@@ -4574,8 +4573,8 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1766 days**
-- recent public PR activity: **234 PRs** (36 merged / 77 closed-unmerged / 121 open; merged rate **15%**, closed-unmerged rate **33%**, open rate **52%**)
+- account age: **1768 days**
+- recent public PR activity: **234 PRs** (36 merged / 78 closed-unmerged / 120 open; merged rate **15%**, closed-unmerged rate **33%**, open rate **51%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
 - heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
@@ -4596,7 +4595,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **4672 days**
+- account age: **4674 days**
 - recent 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**
@@ -4618,7 +4617,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **2235 days**
+- account age: **2236 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**
@@ -4640,7 +4639,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2137 days**
+- account age: **2138 days**
 - recent 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**
@@ -4662,7 +4661,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **1 comments / 4 reviews / 4 review comments**
-- account age: **4261 days**
+- account age: **4263 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: `microsoft`
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
@@ -4684,7 +4683,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **0 comments / 2 reviews / 1 review comments**
-- account age: **824 days**
+- account age: **825 days**
 - recent public PR activity: **157 PRs** (153 merged / 2 closed-unmerged / 2 open; merged rate **97%**, closed-unmerged rate **1%**, open rate **1%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **very high**, automation risk **medium**
@@ -4706,7 +4705,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **772 days**
+- account age: **774 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**
@@ -4723,12 +4722,12 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARegata3010)
 - repo first seen: `2026-04-08T04:07:37Z`
 - repo last seen: `2026-04-10T17:46:37Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **1424 days**
+- account age: **1426 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**
@@ -4750,7 +4749,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1999 days**
+- account age: **2001 days**
 - recent public PR activity: **9 PRs** (3 merged / 1 closed-unmerged / 5 open; merged rate **33%**, closed-unmerged rate **11%**, open rate **56%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
@@ -4772,7 +4771,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
-- account age: **1881 days**
+- account age: **1882 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**
@@ -4794,8 +4793,8 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **1141 days**
-- recent public PR activity: **381 PRs** (241 merged / 134 closed-unmerged / 6 open; merged rate **63%**, closed-unmerged rate **35%**, open rate **2%**)
+- account age: **1142 days**
+- recent public PR activity: **487 PRs** (346 merged / 135 closed-unmerged / 6 open; merged rate **71%**, closed-unmerged rate **28%**, open rate **1%**)
 - 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**
@@ -4816,7 +4815,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2685 days**
+- account age: **2686 days**
 - recent 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**
@@ -4838,7 +4837,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **3423 days**
+- account age: **3424 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**
@@ -4860,7 +4859,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **2333 days**
+- account age: **2335 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**
@@ -4882,8 +4881,8 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1329 days**
-- recent public PR activity: **433 PRs** (64 merged / 369 closed-unmerged / 0 open; merged rate **15%**, closed-unmerged rate **85%**, open rate **0%**)
+- account age: **1331 days**
+- recent public PR activity: **434 PRs** (65 merged / 369 closed-unmerged / 0 open; merged rate **15%**, closed-unmerged rate **85%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
 - heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs**
@@ -4903,7 +4902,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **335 days**
+- account age: **337 days**
 - recent public PR activity: **31 PRs** (15 merged / 11 closed-unmerged / 5 open; merged rate **48%**, closed-unmerged rate **35%**, open rate **16%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
@@ -4924,11 +4923,11 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1346 days**
-- recent public PR activity: **17 PRs** (4 merged / 1 closed-unmerged / 12 open; merged rate **24%**, closed-unmerged rate **6%**, open rate **71%**)
+- account age: **1347 days**
+- recent public PR activity: **16 PRs** (4 merged / 1 closed-unmerged / 11 open; merged rate **25%**, closed-unmerged rate **6%**, open rate **69%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **high**, automation risk **low**
-- heuristic read: **broad repo spread; high open PR share**
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share**
 
 Example artifacts:
 - [PR #45067: feat: trainer resume_from_checkpoint support hub downloads (#43375)](https://github.com/huggingface/transformers/pull/45067) — open
@@ -4945,7 +4944,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 2 reviews / 2 review comments**
-- account age: **878 days**
+- account age: **880 days**
 - recent 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**
@@ -4966,7 +4965,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **952 days**
+- account age: **954 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 **moderate**, automation risk **low**
@@ -4987,7 +4986,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **897 days**
+- account age: **899 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**
@@ -5008,7 +5007,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1994 days**
+- account age: **1996 days**
 - recent public PR activity: **68 PRs** (5 merged / 60 closed-unmerged / 3 open; merged rate **7%**, closed-unmerged rate **88%**, open rate **4%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
@@ -5029,8 +5028,8 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **1579 days**
-- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- account age: **1580 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**
@@ -5045,12 +5044,12 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aabidlabs)
 - repo first seen: `2026-04-08T22:36:08Z`
 - repo last seen: `2026-04-10T18:19:55Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **3 comments / 4 reviews / 4 review comments**
-- account age: **5069 days**
+- account age: **5070 days**
 - recent public PR activity: **60 PRs** (49 merged / 4 closed-unmerged / 7 open; merged rate **82%**, closed-unmerged rate **7%**, open rate **12%**)
 - public orgs: `huggingface`, `gradio-app`
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
@@ -5071,7 +5070,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **625 days**
+- account age: **626 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**
@@ -5092,8 +5091,8 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 1 reviews / 1 review comments**
-- account age: **2630 days**
-- recent public PR activity: **30 PRs** (28 merged / 0 closed-unmerged / 2 open; merged rate **93%**, closed-unmerged rate **0%**, open rate **7%**)
+- account age: **2632 days**
+- recent public PR activity: **27 PRs** (25 merged / 0 closed-unmerged / 2 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: **high recent PR volume**
@@ -5113,8 +5112,8 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2819 days**
-- recent public PR activity: **9 PRs** (0 merged / 3 closed-unmerged / 6 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
+- account age: **2821 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 **moderate**, automation risk **low**
 - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
@@ -5122,6 +5121,27 @@ Example artifacts:
 Example artifacts:
 - [PR #44122: Add BnB 4-bit embedding quantization support](https://github.com/huggingface/transformers/pull/44122) — closed
 
+### `Aftabbs`
+
+- profile: [github.com/Aftabbs](https://github.com/Aftabbs)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAftabbs)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAftabbs)
+- repo first seen: `2026-04-12T08:48:26Z`
+- repo last seen: `2026-04-12T08:48:26Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_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: **1315 days**
+- recent public PR activity: **28 PRs** (4 merged / 6 closed-unmerged / 18 open; merged rate **14%**, closed-unmerged rate **21%**, open rate **64%**)
+- 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 #45383: fix(processing): guard message content access in apply_chat_template](https://github.com/huggingface/transformers/pull/45383) — open
+
 ### `agentspan`
 
 - profile: [github.com/agentspan](https://github.com/agentspan)
@@ -5129,12 +5149,12 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aagentspan)
 - repo first seen: `2026-04-08T08:40:08Z`
 - repo last seen: `2026-04-08T08:40:08Z`
-- first seen in snapshot: **yes**
+- 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: **10 days**
+- account age: **12 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 **high**
@@ -5155,10 +5175,10 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **555 days**
-- recent public PR activity: **7 PRs** (5 merged / 0 closed-unmerged / 2 open; merged rate **71%**, closed-unmerged rate **0%**, open rate **29%**)
+- account age: **556 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 **strong**, breadth **moderate**, automation risk **low**
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
@@ -5176,8 +5196,8 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **3680 days**
-- recent public PR activity: **19 PRs** (6 merged / 3 closed-unmerged / 10 open; merged rate **32%**, closed-unmerged rate **16%**, open rate **53%**)
+- account age: **3682 days**
+- recent public PR activity: **19 PRs** (6 merged / 4 closed-unmerged / 9 open; merged rate **32%**, closed-unmerged rate **21%**, open rate **47%**)
 - public orgs: `dwyl`, `os-js`, `ZacharyRobotics`, `Pull-Up-Event-Planning`, `meese-enterprises`, `Delta-Cloud-Systems`, `meese-os`, `TargetPackage`
 - compact scores: follow-through **weak**, breadth **high**, automation risk **low**
 - heuristic read: **broad repo spread; high open PR share**
@@ -5197,7 +5217,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2182 days**
+- account age: **2184 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**
@@ -5218,7 +5238,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **2093 days**
+- account age: **2095 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: `DUNE`
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -5239,7 +5259,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 2 reviews / 2 review comments**
-- account age: **1586 days**
+- account age: **1588 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**
@@ -5260,7 +5280,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **868 days**
+- account age: **870 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**
@@ -5281,7 +5301,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **587 days**
+- account age: **589 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**
@@ -5302,7 +5322,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2594 days**
+- account age: **2596 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**
@@ -5323,7 +5343,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **5532 days**
+- account age: **5534 days**
 - recent public PR activity: **6 PRs** (1 merged / 4 closed-unmerged / 1 open; merged rate **17%**, closed-unmerged rate **67%**, open rate **17%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -5344,7 +5364,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2969 days**
+- account age: **2970 days**
 - recent public PR activity: **36 PRs** (32 merged / 0 closed-unmerged / 4 open; merged rate **89%**, closed-unmerged rate **0%**, open rate **11%**)
 - public orgs: `huggingface`, `Hugging-Face-Helping-Hand`
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
@@ -5360,12 +5380,12 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aandrewor14)
 - repo first seen: `2026-04-08T15:42:16Z`
 - repo last seen: `2026-04-08T15:44:20Z`
-- first seen in snapshot: **yes**
+- 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: **4991 days**
+- account age: **4993 days**
 - recent public PR activity: **11 PRs** (7 merged / 1 closed-unmerged / 3 open; merged rate **64%**, closed-unmerged rate **9%**, open rate **27%**)
 - public orgs: `ucb-sts`
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
@@ -5386,7 +5406,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **143 days**
+- account age: **144 days**
 - recent public PR activity: **4 PRs** (2 merged / 0 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **medium**
@@ -5402,12 +5422,12 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aansley)
 - repo first seen: `2026-04-09T14:31:40Z`
 - repo last seen: `2026-04-10T12:45:24Z`
-- first seen in snapshot: **yes**
+- 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: **2290 days**
+- account age: **2292 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**
@@ -5428,7 +5448,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **3274 days**
+- account age: **3276 days**
 - recent public PR activity: **8 PRs** (1 merged / 4 closed-unmerged / 3 open; merged rate **12%**, closed-unmerged rate **50%**, open rate **38%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
@@ -5449,8 +5469,8 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **826 days**
-- recent public PR activity: **17 PRs** (9 merged / 2 closed-unmerged / 6 open; merged rate **53%**, closed-unmerged rate **12%**, open rate **35%**)
+- account age: **827 days**
+- recent public PR activity: **14 PRs** (9 merged / 2 closed-unmerged / 3 open; merged rate **64%**, closed-unmerged rate **14%**, open rate **21%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
 - heuristic read: **no visible non-self stars**
@@ -5470,7 +5490,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **1719 days**
+- account age: **1721 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**
@@ -5491,8 +5511,8 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
-- account age: **2171 days**
-- recent public PR activity: **39 PRs** (21 merged / 4 closed-unmerged / 14 open; merged rate **54%**, closed-unmerged rate **10%**, open rate **36%**)
+- account age: **2173 days**
+- recent public PR activity: **43 PRs** (24 merged / 9 closed-unmerged / 10 open; merged rate **56%**, closed-unmerged rate **21%**, open rate **23%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
 - heuristic read: **high recent PR volume**
@@ -5512,7 +5532,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1724 days**
+- account age: **1726 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**
@@ -5533,7 +5553,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
-- account age: **2764 days**
+- account age: **2766 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 **moderate**, automation risk **low**
@@ -5554,7 +5574,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **3770 days**
+- account age: **3771 days**
 - recent public PR activity: **19 PRs** (6 merged / 9 closed-unmerged / 4 open; merged rate **32%**, closed-unmerged rate **47%**, open rate **21%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **high**, automation risk **low**
@@ -5575,7 +5595,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **9 comments / 5 reviews / 5 review comments**
-- account age: **5032 days**
+- account age: **5034 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 **moderate**, automation risk **low**
@@ -5596,7 +5616,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **2424 days**
+- account age: **2426 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 **moderate**, automation risk **low**
@@ -5617,7 +5637,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **5182 days**
+- account age: **5184 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**
@@ -5638,7 +5658,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
-- account age: **1821 days**
+- account age: **1822 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**
@@ -5647,6 +5667,27 @@ Example artifacts:
 Example artifacts:
 - [PR #44555: Fix TypeError in RoPE validation when ignore_keys_at_rope_validation is a list](https://github.com/huggingface/transformers/pull/44555) — closed
 
+### `Brianzhengca`
+
+- profile: [github.com/Brianzhengca](https://github.com/Brianzhengca)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABrianzhengca)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABrianzhengca)
+- repo first seen: `2026-04-11T21:41:32Z`
+- repo last seen: `2026-04-11T22:02:50Z`
+- 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: **3167 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 #45380: fix Qwen3_5MoeVisionConfig deepstack_visual_indexes silently dropped by @strict (Issue: https://github.com/huggingface/transformers/issues/45375)](https://github.com/huggingface/transformers/pull/45380) — closed
+
 ### `caffeinism`
 
 - profile: [github.com/caffeinism](https://github.com/caffeinism)
@@ -5659,7 +5700,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 1 reviews / 1 review comments**
-- account age: **2890 days**
+- account age: **2891 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**
@@ -5680,7 +5721,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2061 days**
+- account age: **2063 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**
@@ -5701,7 +5742,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **723 days**
+- account age: **725 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**
@@ -5722,7 +5763,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2061 days**
+- account age: **2063 days**
 - recent public PR activity: **170 PRs** (56 merged / 92 closed-unmerged / 22 open; merged rate **33%**, closed-unmerged rate **54%**, open rate **13%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
@@ -5743,7 +5784,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **189 days**
+- account age: **191 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**
@@ -5764,7 +5805,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
-- account age: **218 days**
+- account age: **220 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 **moderate**, automation risk **low**
@@ -5785,7 +5826,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **3 comments / 2 reviews / 2 review comments**
-- account age: **2823 days**
+- account age: **2825 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**
@@ -5806,7 +5847,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **657 days**
+- account age: **659 days**
 - recent public PR activity: **4 PRs** (2 merged / 0 closed-unmerged / 2 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**
@@ -5827,7 +5868,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **4465 days**
+- account age: **4466 days**
 - recent public PR activity: **104 PRs** (79 merged / 15 closed-unmerged / 10 open; merged rate **76%**, closed-unmerged rate **14%**, open rate **10%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
@@ -5843,16 +5884,17 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADippp10)
 - repo first seen: `2026-04-11T14:17:32Z`
 - repo last seen: `2026-04-11T14:17:32Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_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: **760 days**
-- recent public PR activity: **175 PRs** (52 merged / 24 closed-unmerged / 99 open; merged rate **30%**, closed-unmerged rate **14%**, open rate **57%**)
+- 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 **weak**, breadth **very high**, automation risk **high**
-- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos**
+- 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 'Dippp10'."}]`
 
 Example artifacts:
 - [PR #45377: Enhance README documentation](https://github.com/huggingface/transformers/pull/45377) — open
@@ -5869,7 +5911,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **4322 days**
+- account age: **4324 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**
@@ -5890,7 +5932,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **3520 days**
+- account age: **3522 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**
@@ -5911,7 +5953,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1856 days**
+- account age: **1858 days**
 - recent public PR activity: **10 PRs** (9 merged / 1 closed-unmerged / 0 open; merged rate **90%**, closed-unmerged rate **10%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
@@ -5927,13 +5969,13 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AEhteshamSid)
 - repo first seen: `2026-04-07T18:40:05Z`
 - repo last seen: `2026-04-08T19:17:57Z`
-- first seen in snapshot: **yes**
+- 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: **1662 days**
-- recent public PR activity: **45 PRs** (6 merged / 31 closed-unmerged / 8 open; merged rate **13%**, closed-unmerged rate **69%**, open rate **18%**)
+- account age: **1664 days**
+- recent public PR activity: **48 PRs** (6 merged / 31 closed-unmerged / 11 open; merged rate **12%**, closed-unmerged rate **65%**, open rate **23%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
 - heuristic read: **high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars**
@@ -5953,7 +5995,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1758 days**
+- account age: **1760 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**
@@ -5974,7 +6016,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **601 days**
+- account age: **603 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 **low**, automation risk **low**
@@ -5995,7 +6037,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **581 days**
+- account age: **583 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**
@@ -6016,8 +6058,8 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **1676 days**
-- recent public PR activity: **19 PRs** (14 merged / 1 closed-unmerged / 4 open; merged rate **74%**, closed-unmerged rate **5%**, open rate **21%**)
+- account age: **1678 days**
+- recent public PR activity: **18 PRs** (13 merged / 1 closed-unmerged / 4 open; merged rate **72%**, closed-unmerged rate **6%**, open rate **22%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **—**
@@ -6037,8 +6079,8 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2279 days**
-- recent public PR activity: **22 PRs** (6 merged / 9 closed-unmerged / 7 open; merged rate **27%**, closed-unmerged rate **41%**, open rate **32%**)
+- account age: **2281 days**
+- recent public PR activity: **22 PRs** (6 merged / 10 closed-unmerged / 6 open; merged rate **27%**, closed-unmerged rate **45%**, open rate **27%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **high**, automation risk **low**
 - heuristic read: **broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
@@ -6046,6 +6088,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45247: Fix UnboundLocalError in invert_attention_mask by adding proper shape…](https://github.com/huggingface/transformers/pull/45247) — closed
 
+### `GitGlimpse895`
+
+- profile: [github.com/GitGlimpse895](https://github.com/GitGlimpse895)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AGitGlimpse895)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AGitGlimpse895)
+- repo first seen: `2026-04-12T10:14:58Z`
+- repo last seen: `2026-04-12T10:14:58Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_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: **2 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: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #45384: generation/stopping_criteria: short-circuit StoppingCriteriaList when all sequences are done](https://github.com/huggingface/transformers/pull/45384) — open
+
 ### `giulio-leone`
 
 - profile: [github.com/giulio-leone](https://github.com/giulio-leone)
@@ -6058,8 +6121,8 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **4417 days**
-- recent public PR activity: **869 PRs** (102 merged / 672 closed-unmerged / 95 open; merged rate **12%**, closed-unmerged rate **77%**, open rate **11%**)
+- account age: **4419 days**
+- recent public PR activity: **866 PRs** (99 merged / 673 closed-unmerged / 94 open; merged rate **11%**, closed-unmerged rate **78%**, open rate **11%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
 - heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
@@ -6079,7 +6142,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
-- account age: **336 days**
+- account age: **338 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: none visible
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
@@ -6100,7 +6163,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **1743 days**
+- account age: **1744 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**
@@ -6121,7 +6184,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **645 days**
+- account age: **647 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**
@@ -6137,13 +6200,13 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahanouticelina)
 - repo first seen: `2026-04-10T11:59:37Z`
 - repo last seen: `2026-04-10T11:59:37Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2968 days**
-- recent public PR activity: **61 PRs** (53 merged / 5 closed-unmerged / 3 open; merged rate **87%**, closed-unmerged rate **8%**, open rate **5%**)
+- account age: **2970 days**
+- recent public PR activity: **59 PRs** (51 merged / 4 closed-unmerged / 4 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: **high recent PR volume**
@@ -6163,7 +6226,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
-- account age: **3942 days**
+- account age: **3943 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**
@@ -6179,19 +6242,19 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AHelloAnner)
 - repo first seen: `2026-04-11T06:22:52Z`
 - repo last seen: `2026-04-11T06:22:52Z`
-- first seen in snapshot: **yes**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- 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: **1653 days**
-- recent public PR activity: **4 PRs** (2 merged / 0 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
+- account age: **1655 days**
+- recent public PR activity: **4 PRs** (2 merged / 1 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share**
+- heuristic read: **—**
 
 Example artifacts:
-- [PR #45371: fix: check CUDA availability before calling get_device_capability](https://github.com/huggingface/transformers/pull/45371) — open
+- [PR #45371: fix: check CUDA availability before calling get_device_capability](https://github.com/huggingface/transformers/pull/45371) — closed
 
 ### `HemanthSai7`
 
@@ -6205,7 +6268,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **2001 days**
+- account age: **2003 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: `GDGCVITBHOPAL`, `Math-behind-AI`, `Heritians`
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -6226,8 +6289,8 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **1641 days**
-- recent public PR activity: **12 PRs** (2 merged / 6 closed-unmerged / 4 open; merged rate **17%**, closed-unmerged rate **50%**, open rate **33%**)
+- account age: **1642 days**
+- recent public PR activity: **11 PRs** (2 merged / 6 closed-unmerged / 3 open; merged rate **18%**, closed-unmerged rate **55%**, open rate **27%**)
 - 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**
@@ -6247,7 +6310,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1510 days**
+- account age: **1511 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**
@@ -6268,7 +6331,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **102 days**
+- account age: **104 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**
@@ -6289,7 +6352,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **1066 days**
+- account age: **1068 days**
 - recent public PR activity: **5 PRs** (1 merged / 1 closed-unmerged / 3 open; merged rate **20%**, closed-unmerged rate **20%**, open rate **60%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
@@ -6310,7 +6373,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **707 days**
+- account age: **709 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**
@@ -6331,7 +6394,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 3 reviews / 3 review comments**
-- account age: **415 days**
+- account age: **417 days**
 - recent public PR activity: **4 PRs** (2 merged / 1 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
@@ -6352,7 +6415,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **2038 days**
+- account age: **2040 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**
@@ -6373,7 +6436,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1073 days**
+- account age: **1075 days**
 - recent public PR activity: **100 PRs** (51 merged / 19 closed-unmerged / 30 open; merged rate **51%**, closed-unmerged rate **19%**, open rate **30%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
@@ -6394,10 +6457,10 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 1 reviews / 1 review comments**
-- account age: **2314 days**
-- recent public PR activity: **64 PRs** (56 merged / 6 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **9%**, open rate **3%**)
+- account age: **2315 days**
+- recent public PR activity: **63 PRs** (55 merged / 7 closed-unmerged / 1 open; merged rate **87%**, closed-unmerged rate **11%**, open rate **2%**)
 - public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
@@ -6415,7 +6478,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **59 days**
+- account age: **61 days**
 - recent public PR activity: **20 PRs** (0 merged / 19 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **95%**, open rate **5%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
@@ -6431,16 +6494,16 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajagwar)
 - repo first seen: `2026-04-07T21:35:38Z`
 - repo last seen: `2026-04-07T21:35:38Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **3685 days**
-- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
+- account age: **3686 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 **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
 - [PR #45302: fix(security): prevent untrusted users from triggering TRL CI dispatch](https://github.com/huggingface/transformers/pull/45302) — closed, merged
@@ -6479,7 +6542,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **3593 days**
+- account age: **3595 days**
 - recent public PR activity: **22 PRs** (5 merged / 12 closed-unmerged / 5 open; merged rate **23%**, closed-unmerged rate **55%**, open rate **23%**)
 - public orgs: `plumenetwork`
 - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
@@ -6522,7 +6585,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **70 days**
+- account age: **72 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**
@@ -6543,7 +6606,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **2196 days**
+- account age: **2198 days**
 - recent 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**
@@ -6559,12 +6622,12 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AjIab-b)
 - repo first seen: `2026-04-07T09:11:14Z`
 - repo last seen: `2026-04-07T09:11:14Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_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: **575 days**
+- 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**
@@ -6585,8 +6648,8 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **1379 days**
-- recent public PR activity: **262 PRs** (53 merged / 92 closed-unmerged / 117 open; merged rate **20%**, closed-unmerged rate **35%**, open rate **45%**)
+- account age: **1381 days**
+- recent public PR activity: **262 PRs** (54 merged / 92 closed-unmerged / 116 open; merged rate **21%**, closed-unmerged rate **35%**, open rate **44%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
 - heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share**
@@ -6606,8 +6669,8 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **1077 days**
-- recent public PR activity: **130 PRs** (21 merged / 49 closed-unmerged / 60 open; merged rate **16%**, closed-unmerged rate **38%**, open rate **46%**)
+- account age: **1079 days**
+- recent public PR activity: **134 PRs** (23 merged / 49 closed-unmerged / 62 open; merged rate **17%**, closed-unmerged rate **37%**, open rate **46%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
 - heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
@@ -6627,7 +6690,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **765 days**
+- account age: **767 days**
 - recent 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**
@@ -6648,7 +6711,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1360 days**
+- account age: **1361 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: `Academics-Hub`
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -6669,8 +6732,8 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **2423 days**
-- recent public PR activity: **12 PRs** (1 merged / 1 closed-unmerged / 10 open; merged rate **8%**, closed-unmerged rate **8%**, open rate **83%**)
+- account age: **2425 days**
+- recent public PR activity: **13 PRs** (1 merged / 1 closed-unmerged / 11 open; merged rate **8%**, closed-unmerged rate **8%**, open rate **85%**)
 - 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**
@@ -6690,7 +6753,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **3491 days**
+- account age: **3493 days**
 - recent public PR activity: **45 PRs** (12 merged / 17 closed-unmerged / 16 open; merged rate **27%**, closed-unmerged rate **38%**, open rate **36%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **low**
@@ -6711,11 +6774,11 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **3487 days**
-- recent public PR activity: **12 PRs** (4 merged / 4 closed-unmerged / 4 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
+- account age: **3489 days**
+- recent public PR activity: **9 PRs** (3 merged / 2 closed-unmerged / 4 open; merged rate **33%**, closed-unmerged rate **22%**, open rate **44%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **targets high-star repos**
+- heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
 - [PR #44526: Add GGUF support for MiniMax-M2.1 model](https://github.com/huggingface/transformers/pull/44526) — closed, merged
@@ -6727,12 +6790,12 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajuliabush)
 - repo first seen: `2026-04-07T21:37:00Z`
 - repo last seen: `2026-04-07T21:37:00Z`
-- first seen in snapshot: **yes**
+- 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: **520 days**
+- account age: **522 days**
 - recent public PR activity: **18 PRs** (2 merged / 3 closed-unmerged / 13 open; merged rate **11%**, closed-unmerged rate **17%**, open rate **72%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -6753,10 +6816,10 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **808 days**
-- recent public PR activity: **27 PRs** (22 merged / 2 closed-unmerged / 3 open; merged rate **81%**, closed-unmerged rate **7%**, open rate **11%**)
+- account age: **809 days**
+- recent public PR activity: **26 PRs** (20 merged / 2 closed-unmerged / 4 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
 - public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **high recent PR volume; no visible non-self stars**
 
 Example artifacts:
@@ -6774,7 +6837,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **2051 days**
+- account age: **2053 days**
 - recent 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**
@@ -6795,7 +6858,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 6 reviews / 6 review comments**
-- account age: **2318 days**
+- account age: **2319 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 **low**, automation risk **low**
@@ -6816,7 +6879,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
-- account age: **206 days**
+- account age: **207 days**
 - recent public PR activity: **26 PRs** (16 merged / 5 closed-unmerged / 5 open; merged rate **62%**, closed-unmerged rate **19%**, open rate **19%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
@@ -6837,7 +6900,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **3156 days**
+- account age: **3158 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**
@@ -6858,7 +6921,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **4751 days**
+- account age: **4753 days**
 - recent 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**
@@ -6879,7 +6942,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2235 days**
+- account age: **2237 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**
@@ -6900,8 +6963,8 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **604 days**
-- recent public PR activity: **32 PRs** (30 merged / 1 closed-unmerged / 1 open; merged rate **94%**, closed-unmerged rate **3%**, open rate **3%**)
+- account age: **606 days**
+- recent public PR activity: **38 PRs** (36 merged / 1 closed-unmerged / 1 open; merged rate **95%**, closed-unmerged rate **3%**, open rate **3%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **high recent PR volume**
@@ -6921,7 +6984,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 3 reviews / 3 review comments**
-- account age: **221 days**
+- account age: **223 days**
 - recent public PR activity: **8 PRs** (6 merged / 1 closed-unmerged / 1 open; merged rate **75%**, closed-unmerged rate **12%**, open rate **12%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
@@ -6942,7 +7005,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **5237 days**
+- account age: **5239 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**
@@ -6963,7 +7026,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **3238 days**
+- account age: **3240 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**
@@ -6984,7 +7047,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **74 days**
+- account age: **76 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**
@@ -7005,7 +7068,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **3498 days**
+- account age: **3500 days**
 - recent public PR activity: **5 PRs** (1 merged / 2 closed-unmerged / 2 open; merged rate **20%**, closed-unmerged rate **40%**, open rate **40%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
@@ -7026,7 +7089,7 @@ Example artifacts:
 - 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**
+- account age: **579 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**
@@ -7047,7 +7110,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **2053 days**
+- 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**
@@ -7062,13 +7125,13 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amarvinzh)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amarvinzh)
 - repo first seen: `2026-04-07T06:49:34Z`
-- repo last seen: `2026-04-09T15:25:12Z`
+- repo last seen: `2026-04-13T03:56:15Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 3 reviews / 3 review comments**
-- account age: **4423 days**
+- snapshot discussion activity: **1 comments / 4 reviews / 4 review comments**
+- account age: **4425 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**
@@ -7089,7 +7152,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **3310 days**
+- account age: **3311 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: `cerrion`
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
@@ -7110,7 +7173,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **3191 days**
+- account age: **3193 days**
 - recent public PR activity: **4 PRs** (2 merged / 0 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: `utcoupe`, `dataventureutc`
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
@@ -7131,8 +7194,8 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **3196 days**
-- recent public PR activity: **113 PRs** (35 merged / 27 closed-unmerged / 51 open; merged rate **31%**, closed-unmerged rate **24%**, open rate **45%**)
+- account age: **3198 days**
+- recent public PR activity: **116 PRs** (36 merged / 28 closed-unmerged / 52 open; merged rate **31%**, closed-unmerged rate **24%**, open rate **45%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
 - heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
@@ -7152,7 +7215,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **2956 days**
+- account age: **2957 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 **moderate**, automation risk **low**
@@ -7168,12 +7231,12 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amohamad-tohidi)
 - repo first seen: `2026-04-11T10:00:07Z`
 - repo last seen: `2026-04-11T10:00:07Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_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: **1008 days**
+- account age: **1009 days**
 - recent 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**
@@ -7189,12 +7252,12 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amohdfaour03)
 - repo first seen: `2026-04-08T13:38:46Z`
 - repo last seen: `2026-04-09T12:53:44Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_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: **1146 days**
+- account age: **1148 days**
 - recent 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**
@@ -7215,7 +7278,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **1368 days**
+- account age: **1370 days**
 - recent public PR activity: **46 PRs** (17 merged / 9 closed-unmerged / 20 open; merged rate **37%**, closed-unmerged rate **20%**, open rate **43%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
@@ -7231,12 +7294,12 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amrutkows)
 - repo first seen: `2026-04-09T17:46:37Z`
 - repo last seen: `2026-04-09T17:46:37Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_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: **4327 days**
+- account age: **4328 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: `IBM`, `openwhisk`, `tektoncd`
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -7257,7 +7320,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **2822 days**
+- account age: **2823 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**
@@ -7278,7 +7341,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **3740 days**
+- account age: **3742 days**
 - recent 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**
@@ -7299,7 +7362,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2356 days**
+- account age: **2358 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**
@@ -7320,7 +7383,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2332 days**
+- account age: **2334 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**
@@ -7341,7 +7404,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2954 days**
+- account age: **2956 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**
@@ -7362,7 +7425,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **3175 days**
+- account age: **3177 days**
 - recent public PR activity: **13 PRs** (11 merged / 0 closed-unmerged / 2 open; merged rate **85%**, closed-unmerged rate **0%**, open rate **15%**)
 - public orgs: `huggingface`
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
@@ -7383,7 +7446,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **4205 days**
+- account age: **4207 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: `Experience-Monks`
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
@@ -7404,7 +7467,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **2142 days**
+- account age: **2144 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**
@@ -7425,7 +7488,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **4090 days**
+- account age: **4092 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**
@@ -7446,7 +7509,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2220 days**
+- account age: **2222 days**
 - recent public PR activity: **3 PRs** (1 merged / 2 closed-unmerged / 0 open; merged rate **33%**, closed-unmerged rate **67%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -7467,7 +7530,7 @@ Example artifacts:
 - 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**
+- account age: **4013 days**
 - recent public PR activity: **38 PRs** (35 merged / 2 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **5%**, open rate **3%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
@@ -7488,7 +7551,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **514 days**
+- account age: **515 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**
@@ -7509,11 +7572,11 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **155 days**
-- recent public PR activity: **211 PRs** (21 merged / 102 closed-unmerged / 88 open; merged rate **10%**, closed-unmerged rate **48%**, open rate **42%**)
+- account age: **157 days**
+- recent public PR activity: **223 PRs** (23 merged / 111 closed-unmerged / 89 open; merged rate **10%**, closed-unmerged rate **50%**, open rate **40%**)
 - 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; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+- heuristic read: **young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
 - [PR #45121: fix: remove unsafe exec() in serve.py](https://github.com/huggingface/transformers/pull/45121) — closed
@@ -7530,7 +7593,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1525 days**
+- account age: **1526 days**
 - recent public PR activity: **7 PRs** (2 merged / 5 closed-unmerged / 0 open; merged rate **29%**, closed-unmerged rate **71%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
@@ -7546,12 +7609,12 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aowwll)
 - repo first seen: `2026-04-10T21:13:32Z`
 - repo last seen: `2026-04-10T21:13:32Z`
-- first seen in snapshot: **yes**
+- 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: **631 days**
+- account age: **632 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**
@@ -7567,12 +7630,12 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apartacc)
 - repo first seen: `2026-04-07T20:07:02Z`
 - repo last seen: `2026-04-07T20:07:29Z`
-- first seen in snapshot: **yes**
+- 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: **276 days**
+- account age: **278 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**
@@ -7593,7 +7656,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1540 days**
+- account age: **1542 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**
@@ -7614,7 +7677,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 2 reviews / 2 review comments**
-- account age: **5242 days**
+- account age: **5244 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**
@@ -7635,7 +7698,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1991 days**
+- account age: **1993 days**
 - recent public PR activity: **15 PRs** (0 merged / 10 closed-unmerged / 5 open; merged rate **0%**, closed-unmerged rate **67%**, open rate **33%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **high**, automation risk **low**
@@ -7656,7 +7719,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **862 days**
+- account age: **864 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**
@@ -7677,7 +7740,7 @@ Example artifacts:
 - 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**
+- account age: **74 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 **medium**
@@ -7698,7 +7761,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **4770 days**
+- account age: **4772 days**
 - recent 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**
@@ -7719,7 +7782,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **3037 days**
+- account age: **3039 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 **moderate**, automation risk **low**
@@ -7740,7 +7803,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **345 days**
+- account age: **346 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**
@@ -7761,11 +7824,11 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **3701 days**
-- recent public PR activity: **6 PRs** (3 merged / 1 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **17%**, open rate **33%**)
+- account age: **3703 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 **moderate**, automation risk **low**
-- heuristic read: **—**
+- heuristic read: **high open PR share**
 
 Example artifacts:
 - [PR #44558: Add /v1/completions endpoint (OpenAI legacy completions API) to `transformers serve`](https://github.com/huggingface/transformers/pull/44558) — open
@@ -7782,7 +7845,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **163 days**
+- account age: **164 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**
@@ -7803,7 +7866,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **3354 days**
+- account age: **3356 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**
@@ -7824,7 +7887,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **811 days**
+- account age: **813 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**
@@ -7845,7 +7908,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2155 days**
+- account age: **2157 days**
 - recent public PR activity: **11 PRs** (6 merged / 0 closed-unmerged / 5 open; merged rate **55%**, closed-unmerged rate **0%**, open rate **45%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
@@ -7866,7 +7929,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1316 days**
+- account age: **1318 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**
@@ -7875,6 +7938,27 @@ Example artifacts:
 Example artifacts:
 - [PR #44718: Fix: propagate interpolate_pos_encoding through PixioEmbeddings and PixioModel](https://github.com/huggingface/transformers/pull/44718) — closed
 
+### `ruben-aghayan`
+
+- profile: [github.com/ruben-aghayan](https://github.com/ruben-aghayan)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aruben-aghayan)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aruben-aghayan)
+- repo first seen: `2026-04-13T03:57:04Z`
+- repo last seen: `2026-04-13T06:06:35Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_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: **3212 days**
+- recent 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 #45389: Require input_ids for repetition penalty](https://github.com/huggingface/transformers/pull/45389) — open
+
 ### `rudybear`
 
 - profile: [github.com/rudybear](https://github.com/rudybear)
@@ -7887,7 +7971,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **5021 days**
+- account age: **5023 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 **moderate**, automation risk **low**
@@ -7908,8 +7992,8 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **587 days**
-- recent public PR activity: **4 PRs** (1 merged / 0 closed-unmerged / 3 open; merged rate **25%**, closed-unmerged rate **0%**, open rate **75%**)
+- account age: **588 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**
@@ -7929,7 +8013,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1871 days**
+- account age: **1873 days**
 - recent public PR activity: **4 PRs** (0 merged / 4 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
@@ -7950,7 +8034,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1790 days**
+- account age: **1792 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: `tttslab`
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -7966,16 +8050,16 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asahildando)
 - repo first seen: `2026-04-07T21:12:29Z`
 - repo last seen: `2026-04-09T13:28:26Z`
-- first seen in snapshot: **yes**
+- 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: **1236 days**
-- recent public PR activity: **15 PRs** (6 merged / 7 closed-unmerged / 2 open; merged rate **40%**, closed-unmerged rate **47%**, open rate **13%**)
+- account age: **1237 days**
+- recent public PR activity: **23 PRs** (9 merged / 8 closed-unmerged / 6 open; merged rate **39%**, closed-unmerged rate **35%**, open rate **26%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
-- heuristic read: **broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
+- heuristic read: **broad repo spread; targets high-star repos**
 
 Example artifacts:
 - [PR #45301:  docs maintenance for transformers repository 979e8](https://github.com/huggingface/transformers/pull/45301) — closed
@@ -7992,7 +8076,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **52 days**
+- account age: **54 days**
 - recent public PR activity: **20 PRs** (4 merged / 6 closed-unmerged / 10 open; merged rate **20%**, closed-unmerged rate **30%**, open rate **50%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
@@ -8013,7 +8097,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **821 days**
+- account age: **823 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**
@@ -8034,7 +8118,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **32 days**
+- account age: **34 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**
@@ -8055,7 +8139,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2182 days**
+- account age: **2184 days**
 - recent 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**
@@ -8076,7 +8160,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **45 days**
+- account age: **47 days**
 - recent public PR activity: **5 PRs** (1 merged / 4 closed-unmerged / 0 open; merged rate **20%**, closed-unmerged rate **80%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
@@ -8097,7 +8181,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **223 days**
+- account age: **225 days**
 - recent public PR activity: **7 PRs** (1 merged / 2 closed-unmerged / 4 open; merged rate **14%**, closed-unmerged rate **29%**, open rate **57%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
@@ -8118,7 +8202,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **344 days**
+- account age: **346 days**
 - recent public PR activity: **7 PRs** (3 merged / 2 closed-unmerged / 2 open; merged rate **43%**, closed-unmerged rate **29%**, open rate **29%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
@@ -8139,7 +8223,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **65 days**
+- account age: **67 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 **medium**
@@ -8160,7 +8244,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **925 days**
+- account age: **926 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**
@@ -8176,12 +8260,12 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AShikhar-S)
 - repo first seen: `2026-04-10T04:26:05Z`
 - repo last seen: `2026-04-11T02:43:17Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_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: **3758 days**
+- account age: **3760 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**
@@ -8202,11 +8286,11 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **1014 days**
-- recent public PR activity: **8 PRs** (2 merged / 2 closed-unmerged / 4 open; merged rate **25%**, closed-unmerged rate **25%**, open rate **50%**)
+- account age: **1016 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 **moderate**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
+- heuristic read: **high open PR share**
 
 Example artifacts:
 - [PR #44019: Refactor `resnet` to use `@capture_outputs` / `@can_return_tuple` output tracing](https://github.com/huggingface/transformers/pull/44019) — open
@@ -8223,7 +8307,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **3167 days**
+- account age: **3169 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**
@@ -8232,6 +8316,27 @@ Example artifacts:
 Example artifacts:
 - [PR #44288: Fix TypeError in modeling_rope_utils.py when ignore_keys_at_rope_vali…](https://github.com/huggingface/transformers/pull/44288) — closed
 
+### `songyuc`
+
+- profile: [github.com/songyuc](https://github.com/songyuc)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asongyuc)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asongyuc)
+- repo first seen: `2026-04-12T12:53:49Z`
+- repo last seen: `2026-04-12T12:53:49Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_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: **3288 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 #45385: Ignore CLIP position_ids in unexpected key loading report](https://github.com/huggingface/transformers/pull/45385) — open
+
 ### `stargazerwh`
 
 - profile: [github.com/stargazerwh](https://github.com/stargazerwh)
@@ -8244,7 +8349,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **2930 days**
+- account age: **2931 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**
@@ -8253,27 +8358,6 @@ Example artifacts:
 Example artifacts:
 - [PR #44533: docs: Remove references to removed 'transformers run' CLI command](https://github.com/huggingface/transformers/pull/44533) — closed
 
-### `svlandeg`
-
-- profile: [github.com/svlandeg](https://github.com/svlandeg)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asvlandeg)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asvlandeg)
-- repo first seen: `2026-02-11T15:54:04Z`
-- repo last seen: `2026-02-11T16:50:50Z`
-- 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: **4224 days**
-- recent public PR activity: **52 PRs** (36 merged / 3 closed-unmerged / 13 open; merged rate **69%**, closed-unmerged rate **6%**, open rate **25%**)
-- public orgs: `fastapicloud`, `fastapi`
-- compact scores: follow-through **mixed**, breadth **high**, automation risk **medium**
-- heuristic read: **high recent PR volume; broad repo spread; targets high-star repos**
-
-Example artifacts:
-- [PR #43921: Depend on `typer` instead of `typer-slim`](https://github.com/huggingface/transformers/pull/43921) — closed, merged
-
 ### `Talhax55z`
 
 - profile: [github.com/Talhax55z](https://github.com/Talhax55z)
@@ -8286,7 +8370,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **74 days**
+- account age: **75 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 **medium**
@@ -8307,8 +8391,8 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **442 days**
-- recent public PR activity: **19 PRs** (4 merged / 13 closed-unmerged / 2 open; merged rate **21%**, closed-unmerged rate **68%**, open rate **11%**)
+- account age: **444 days**
+- recent public PR activity: **18 PRs** (4 merged / 12 closed-unmerged / 2 open; merged rate **22%**, closed-unmerged rate **67%**, open rate **11%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
 - heuristic read: **broad repo spread; many recent closed-unmerged PRs; no visible non-self stars**
@@ -8328,8 +8412,8 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **402 days**
-- recent public PR activity: **151 PRs** (29 merged / 116 closed-unmerged / 6 open; merged rate **19%**, closed-unmerged rate **77%**, open rate **4%**)
+- account age: **404 days**
+- recent public PR activity: **157 PRs** (29 merged / 121 closed-unmerged / 7 open; merged rate **18%**, closed-unmerged rate **77%**, open rate **4%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
 - heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs**
@@ -8349,7 +8433,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **744 days**
+- account age: **745 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**
@@ -8358,27 +8442,6 @@ Example artifacts:
 Example artifacts:
 - [PR #44144: [docs] Add Chinese translations for common NLP task tutorials](https://github.com/huggingface/transformers/pull/44144) — closed, merged
 
-### `UsamaKenway`
-
-- profile: [github.com/UsamaKenway](https://github.com/UsamaKenway)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AUsamaKenway)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AUsamaKenway)
-- repo first seen: `2026-04-07T18:39:33Z`
-- repo last seen: `2026-04-07T18:39:33Z`
-- first seen in snapshot: **yes**
-- repo association: **FIRST_TIME_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: **2379 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: `AICU-HEALTH`
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45296: Add GGUF support to Gemma4 (31B & 26B-A4B) text ](https://github.com/huggingface/transformers/pull/45296) — open
-
 ### `VanshikaSohal`
 
 - profile: [github.com/VanshikaSohal](https://github.com/VanshikaSohal)
@@ -8391,7 +8454,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **558 days**
+- account age: **559 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**
@@ -8412,7 +8475,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **976 days**
+- account age: **978 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**
@@ -8433,7 +8496,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **424 days**
+- account age: **426 days**
 - recent public PR activity: **9 PRs** (1 merged / 8 closed-unmerged / 0 open; merged rate **11%**, closed-unmerged rate **89%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
@@ -8454,7 +8517,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2067 days**
+- account age: **2069 days**
 - recent public PR activity: **28 PRs** (4 merged / 11 closed-unmerged / 13 open; merged rate **14%**, closed-unmerged rate **39%**, open rate **46%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
@@ -8475,7 +8538,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **426 days**
+- account age: **427 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**
@@ -8496,7 +8559,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **4831 days**
+- account age: **4833 days**
 - recent public PR activity: **7 PRs** (4 merged / 2 closed-unmerged / 1 open; merged rate **57%**, closed-unmerged rate **29%**, open rate **14%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
@@ -8517,7 +8580,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **1512 days**
+- account age: **1514 days**
 - recent 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**
@@ -8538,8 +8601,8 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1027 days**
-- recent public PR activity: **473 PRs** (370 merged / 88 closed-unmerged / 15 open; merged rate **78%**, closed-unmerged rate **19%**, open rate **3%**)
+- account age: **1029 days**
+- recent public PR activity: **487 PRs** (384 merged / 88 closed-unmerged / 15 open; merged rate **79%**, closed-unmerged rate **18%**, open rate **3%**)
 - 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**
@@ -8559,7 +8622,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **3890 days**
+- account age: **3892 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**
@@ -8580,7 +8643,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **476 days**
+- account age: **477 days**
 - recent public PR activity: **7 PRs** (3 merged / 3 closed-unmerged / 1 open; merged rate **43%**, closed-unmerged rate **43%**, open rate **14%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
@@ -8601,7 +8664,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **2174 days**
+- account age: **2176 days**
 - recent 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**
@@ -8622,7 +8685,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **220 days**
+- account age: **221 days**
 - recent public PR activity: **6 PRs** (0 merged / 1 closed-unmerged / 5 open; merged rate **0%**, closed-unmerged rate **17%**, open rate **83%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
@@ -8643,7 +8706,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1867 days**
+- account age: **1868 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 **moderate**, automation risk **low**
@@ -8664,7 +8727,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2538 days**
+- account age: **2540 days**
 - recent public PR activity: **41 PRs** (3 merged / 27 closed-unmerged / 11 open; merged rate **7%**, closed-unmerged rate **66%**, open rate **27%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
@@ -8673,6 +8736,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45098: fix: incomplete string literal causes syntax error in config docstring checker](https://github.com/huggingface/transformers/pull/45098) — closed
 
+### `zFlux`
+
+- profile: [github.com/zFlux](https://github.com/zFlux)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AzFlux)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AzFlux)
+- repo first seen: `2026-04-12T03:38:01Z`
+- repo last seen: `2026-04-12T03:38:01Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_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: **4237 days**
+- recent public PR activity: **4 PRs** (2 merged / 0 closed-unmerged / 2 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 #45382: Add AudioGen (AudioCraft) to MusicGen conversion scripts](https://github.com/huggingface/transformers/pull/45382) — open, draft
+
 ### `zozo123`
 
 - profile: [github.com/zozo123](https://github.com/zozo123)
@@ -8685,8 +8769,8 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **5572 days**
-- recent public PR activity: **86 PRs** (13 merged / 46 closed-unmerged / 27 open; merged rate **15%**, closed-unmerged rate **53%**, open rate **31%**)
+- account age: **5574 days**
+- recent public PR activity: **85 PRs** (14 merged / 53 closed-unmerged / 18 open; merged rate **16%**, closed-unmerged rate **62%**, open rate **21%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
 - heuristic read: **high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
@@ -8700,13 +8784,13 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azvik)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azvik)
 - repo first seen: `2026-03-03T07:50:39Z`
-- repo last seen: `2026-03-04T10:49:49Z`
+- repo last seen: `2026-04-12T11:07:20Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIMER**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 3 reviews / 3 review comments**
-- account age: **4378 days**
+- snapshot discussion activity: **1 comments / 3 reviews / 3 review comments**
+- account age: **4380 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**