Add snapshot 20260413T094825Z

README.md

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 - raw data only; no labels or moderation decisions
 - PR metadata, file-level patch hunks, and full unified diffs are included
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@@ -23975,7 +23975,7 @@
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       "first_seen_in_snapshot": false,
       "report_reason": null,
-      "account_age_days": 477,
+      "account_age_days": 478,
       "young_account": false,
       "follow_through_score": "mixed",
       "breadth_score": "moderate",
@@ -23984,14 +23984,14 @@
       "public_orgs": [],
       "activity": {
         "visible_authored_pr_count": 7,
-        "merged_pr_count": 3,
+        "merged_pr_count": 4,
         "closed_unmerged_pr_count": 3,
-        "open_pr_count": 1,
-        "merged_pr_rate": 0.4286,
+        "open_pr_count": 0,
+        "merged_pr_rate": 0.5714,
         "closed_unmerged_pr_rate": 0.4286,
-        "still_open_pr_rate": 0.1429,
+        "still_open_pr_rate": 0.0,
         "distinct_repos_with_authored_prs": 4,
-        "distinct_repos_with_open_prs": 1
+        "distinct_repos_with_open_prs": 0
       },
       "examples": {
         "pull_requests": [
@@ -24242,9 +24242,9 @@
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
-      "new_to_repo": true,
-      "first_seen_in_snapshot": true,
-      "report_reason": "first_seen_in_snapshot",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
+      "report_reason": null,
       "account_age_days": 4237,
       "young_account": false,
       "follow_through_score": "mixed",

new-contributors-report.md

@@ -1,7 +1,7 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260413T085906Z`
-- Generated: `2026-04-13T09:45:12Z`
+- Snapshot: `20260413T094825Z`
+- Generated: `2026-04-13T10:28:57Z`
 - Activity window: `60d`
 - Contributors: `383`
 
@@ -12,7 +12,7 @@
 | `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 |
+| `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1503d | `2024-09-26T09:23:39Z` | 61 | 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 |
@@ -23,9 +23,9 @@
 | `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 |
+| `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1974d | `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 |
+| `BillionClaw` | [profile](https://github.com/BillionClaw) | no | FIRST_TIME_CONTRIBUTOR | 31d | `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 |
@@ -37,7 +37,7 @@
 | `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 |
+| `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2688d | `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 |
@@ -73,7 +73,7 @@
 | `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 | — |
+| `jayakumarpujar` | [profile](https://github.com/jayakumarpujar) | no | NONE | 2660d | `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 |
@@ -93,25 +93,25 @@
 | `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 |
+| `ionut-anghelina` | [profile](https://github.com/ionut-anghelina) | no | FIRST_TIME_CONTRIBUTOR | 553d | `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 |
+| `albertorkive` | [profile](https://github.com/albertorkive) | no | FIRST_TIME_CONTRIBUTOR | 695d | `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 | 1712d | `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 |
+| `DatLe203` | [profile](https://github.com/DatLe203) | no | NONE | 763d | `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 |
+| `haosenwang1018` | [profile](https://github.com/haosenwang1018) | no | NONE | 722d | `2026-02-26T00:58:35Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share |
 | `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 |
+| `hijingsong` | [profile](https://github.com/hijingsong) | no | 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 |
@@ -162,7 +162,7 @@
 | `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 |
+| `vasanthrpjan1-boop` | [profile](https://github.com/vasanthrpjan1-boop) | no | CONTRIBUTOR | 251d | `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 |
@@ -212,12 +212,12 @@
 | `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 |
+| `Abhijeetsingh610` | [profile](https://github.com/Abhijeetsingh610) | no | FIRST_TIME_CONTRIBUTOR | 1581d | `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 |
+| `Aftabbs` | [profile](https://github.com/Aftabbs) | no | NONE | 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 |
@@ -228,22 +228,22 @@
 | `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 |
+| `alvarobartt` | [profile](https://github.com/alvarobartt) | no | MEMBER | 2971d | `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 |
+| `ArivunidhiA` | [profile](https://github.com/ArivunidhiA) | no | FIRST_TIME_CONTRIBUTOR | 828d | `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 |
+| `balgaly` | [profile](https://github.com/balgaly) | no | NONE | 3772d | `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 |
+| `Brianzhengca` | [profile](https://github.com/Brianzhengca) | no | 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 |
@@ -263,7 +263,7 @@
 | `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 |
+| `GitGlimpse895` | [profile](https://github.com/GitGlimpse895) | no | 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 |
@@ -317,7 +317,7 @@
 | `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 |
+| `mohamad-tohidi` | [profile](https://github.com/mohamad-tohidi) | no | FIRST_TIME_CONTRIBUTOR | 1010d | `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 |
@@ -351,7 +351,7 @@
 | `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 |
+| `ruben-aghayan` | [profile](https://github.com/ruben-aghayan) | no | 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 |
@@ -369,7 +369,7 @@
 | `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 |
+| `songyuc` | [profile](https://github.com/songyuc) | no | 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 |
@@ -384,12 +384,12 @@
 | `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 |
+| `yacinemebarki` | [profile](https://github.com/yacinemebarki) | no | FIRST_TIME_CONTRIBUTOR | 478d | `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 |
+| `zFlux` | [profile](https://github.com/zFlux) | no | 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 |
 
@@ -473,22 +473,22 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
 - repo first seen: `2024-09-26T09:23:39Z`
-- repo last seen: `2026-04-10T16:49:53Z`
+- repo last seen: `2026-04-13T09:36:18Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **60**
-- snapshot authored PRs/issues: **60 PRs / 0 issues**
-- snapshot discussion activity: **395 comments / 576 reviews / 1369 review comments**
+- repo primary artifacts: **61**
+- snapshot authored PRs/issues: **61 PRs / 0 issues**
+- snapshot discussion activity: **398 comments / 576 reviews / 1369 review comments**
 - 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%**)
+- recent public PR activity: **48 PRs** (30 merged / 5 closed-unmerged / 13 open; merged rate **62%**, closed-unmerged rate **10%**, open rate **27%**)
 - public orgs: `huggingface`, `deeppavlov`
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #45398: Add example for iterative chatting with MLLMs](https://github.com/huggingface/transformers/pull/45398) — open
 - [PR #45361: Add CLIP-like models in conversion to VLMs](https://github.com/huggingface/transformers/pull/45361) — open
 - [PR #45324: Gemma4 resizing per layer inputs](https://github.com/huggingface/transformers/pull/45324) — open
-- [PR #45316: Logger has `[transformers]` prefix in non-verbose mode](https://github.com/huggingface/transformers/pull/45316) — closed, merged
 
 ### `kaixuanliu`
 
@@ -522,12 +522,12 @@ 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: `2026-04-13T09:04:44Z`
+- repo last seen: `2026-04-13T09:45:14Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **43**
 - snapshot authored PRs/issues: **41 PRs / 2 issues**
-- snapshot discussion activity: **123 comments / 417 reviews / 904 review comments**
+- snapshot discussion activity: **124 comments / 422 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
@@ -743,7 +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: **1973 days**
+- account age: **1974 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**
@@ -789,7 +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: **30 days**
+- account age: **31 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**
@@ -1076,7 +1076,7 @@ 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: **2687 days**
+- account age: **2688 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**
@@ -1474,14 +1474,14 @@ Example artifacts:
 - snapshot authored PRs/issues: **5 PRs / 3 issues**
 - snapshot discussion activity: **9 comments / 9 reviews / 6 review comments**
 - 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%**)
+- recent public PR activity: **152 PRs** (136 merged / 9 closed-unmerged / 7 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**
 
 Example artifacts:
 - [PR #45164: Fix TypeError: 'NoneType' object is not iterable in GenerationMixin.generate](https://github.com/huggingface/transformers/pull/45164) — closed, merged
-- [PR #45050: Fix NaN weights on non-rank-0 FSDP processes](https://github.com/huggingface/transformers/pull/45050) — open
+- [PR #45050: Fix NaN weights on non-rank-0 FSDP processes](https://github.com/huggingface/transformers/pull/45050) — closed, merged
 - [PR #44256: Fix CLI NameError: name 'TypeAdapter' is not defined](https://github.com/huggingface/transformers/pull/44256) — closed, merged
 - [Issue #45137: IndexError: pop from an empty deque with DeepSpeed ZeRO3](https://github.com/huggingface/transformers/issues/45137) — open
 - [Issue #44273: Lazy loading is not working properly](https://github.com/huggingface/transformers/issues/44273) — open
@@ -1923,7 +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: **2659 days**
+- account age: **2660 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**
@@ -2391,7 +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: **552 days**
+- account age: **553 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**
@@ -2498,12 +2498,12 @@ Example artifacts:
 - 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**
+- 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: **0 comments / 0 reviews / 0 review comments**
-- account age: **694 days**
+- account age: **695 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**
@@ -2525,7 +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: **1711 days**
+- account age: **1712 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**
@@ -2613,7 +2613,7 @@ 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: **762 days**
+- account age: **763 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**
@@ -2745,19 +2745,11 @@ 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: **? 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: **722 days**
+- recent public PR activity: **1000 PRs** (133 merged / 462 closed-unmerged / 479 open; merged rate **13%**, closed-unmerged rate **46%**, open rate **40%**)
 - 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 **weak**, breadth **very high**, automation risk **high**
+- heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share**
 
 Example artifacts:
 - [PR #44312: fix: replace 8 bare except clauses with except Exception](https://github.com/huggingface/transformers/pull/44312) — closed
@@ -2792,7 +2784,7 @@ Example artifacts:
 - 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**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
@@ -3932,7 +3924,7 @@ 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: **250 days**
+- account age: **251 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -5028,7 +5020,7 @@ 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: **1580 days**
+- account age: **1581 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**
@@ -5128,19 +5120,19 @@ Example artifacts:
 - 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**
+- 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: **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%**)
+- recent public PR activity: **28 PRs** (4 merged / 7 closed-unmerged / 17 open; merged rate **14%**, closed-unmerged rate **25%**, open rate **61%**)
 - 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
+- [PR #45383: fix(processing): guard message content access in apply_chat_template](https://github.com/huggingface/transformers/pull/45383) — closed
 
 ### `agentspan`
 
@@ -5364,7 +5356,7 @@ 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: **2970 days**
+- account age: **2971 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**
@@ -5469,7 +5461,7 @@ 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: **827 days**
+- account age: **828 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**
@@ -5574,8 +5566,8 @@ 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: **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%**)
+- account age: **3772 days**
+- recent public PR activity: **20 PRs** (6 merged / 9 closed-unmerged / 5 open; merged rate **30%**, closed-unmerged rate **45%**, open rate **25%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **high**, automation risk **low**
 - heuristic read: **broad repo spread; many recent closed-unmerged PRs**
@@ -5674,7 +5666,7 @@ Example artifacts:
 - 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**
+- first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -6095,7 +6087,7 @@ Example artifacts:
 - 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**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -7236,7 +7228,7 @@ 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: **1009 days**
+- account age: **1010 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -7945,7 +7937,7 @@ Example artifacts:
 - 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**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -8323,7 +8315,7 @@ Example artifacts:
 - 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**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -8643,8 +8635,8 @@ 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: **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%**)
+- account age: **478 days**
+- recent public PR activity: **7 PRs** (4 merged / 3 closed-unmerged / 0 open; merged rate **57%**, closed-unmerged rate **43%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
 - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
@@ -8743,7 +8735,7 @@ Example artifacts:
 - 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**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**

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