Refresh transformers dataset snapshot 20260417T200541Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260417T190543Z`
+- latest snapshot: `20260417T200541Z`
 - raw data only; no labels or moderation decisions
 - PR metadata, file-level patch hunks, and full unified diffs are included
 - full file contents for changed files are not included

events.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b2179f58bec8bf53a0b496bcca056dfe2a4849ec7d7339ee41b09d46c93eaab2
-size 591576
+oid sha256:73275f82d8b245eaf76e7e9d950f5e716253ebd993b0a47521083939ed6b5a80
+size 592055

links.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:8175825385937b7f1a4b1b74e71e9643e5e8490ff5dd4696c6e04d234b18447e
-size 31100
+oid sha256:922d995c16dec538082fb1d8b8bf67972abc7cbf14927bde6c206e110929c3ed
+size 31143

manifest.json

@@ -10,30 +10,30 @@
     "links": 2542,
     "new_contributors": 374,
     "pr_diffs": 1857,
-    "pr_files": 26038,
+    "pr_files": 26039,
     "pull_requests": 1857,
-    "review_comments": 12023,
-    "reviews": 6904,
-    "timeline_events": 37507
+    "review_comments": 12025,
+    "reviews": 6906,
+    "timeline_events": 37511
   },
-  "crawl_started_at": "2026-04-17T19:05:43Z",
+  "crawl_started_at": "2026-04-17T20:05:41Z",
   "delta_counts": {
-    "comments": 3,
-    "issue_stubs": 4,
-    "issues": 1,
-    "links": 1,
-    "pr_diffs": 3,
-    "pr_files": 8,
-    "pull_requests": 3,
-    "review_comments": 6,
-    "reviews": 4,
-    "timeline_events": 88
+    "comments": 0,
+    "issue_stubs": 2,
+    "issues": 0,
+    "links": 445,
+    "pr_diffs": 2,
+    "pr_files": 15,
+    "pull_requests": 2,
+    "review_comments": 38,
+    "reviews": 10,
+    "timeline_events": 51
   },
-  "extracted_at": "2026-04-17T19:05:43Z",
+  "extracted_at": "2026-04-17T20:05:41Z",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260417T190543Z",
+  "snapshot_id": "20260417T200541Z",
   "watermark": {
-    "effective_since": "2026-04-17T18:05:42Z",
-    "next_since": "2026-04-17T19:05:43Z"
+    "effective_since": "2026-04-17T19:05:43Z",
+    "next_since": "2026-04-17T20:05:41Z"
   }
 }

new-contributors-report.json

@@ -1,8 +1,8 @@
 {
   "schema_version": "1.0",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260417T190543Z",
-  "generated_at": "2026-04-17T19:20:51Z",
+  "snapshot_id": "20260417T200541Z",
+  "generated_at": "2026-04-17T20:18:38Z",
   "window_days": 60,
   "max_authors": 0,
   "instrumentation": {
@@ -19,9 +19,9 @@
     "live_fetches": 155,
     "window_anchor": "run_time",
     "window_anchor_cacheable": false,
-    "enrichment_elapsed_seconds": 886.364,
-    "enrichment_avg_seconds_per_author": 2.37,
-    "enrichment_failures": 4
+    "enrichment_elapsed_seconds": 754.046,
+    "enrichment_avg_seconds_per_author": 2.016,
+    "enrichment_failures": 16
   },
   "contributors": [
     {
@@ -764,14 +764,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu",
       "repo_first_seen_at": "2025-08-26T12:13:50Z",
-      "repo_last_seen_at": "2026-04-17T18:30:21Z",
+      "repo_last_seen_at": "2026-04-17T19:12:08Z",
       "repo_primary_artifact_count": 37,
-      "repo_artifact_count": 4347,
+      "repo_artifact_count": 4351,
       "snapshot_issue_count": 1,
       "snapshot_pr_count": 36,
       "snapshot_comment_count": 436,
-      "snapshot_review_count": 733,
-      "snapshot_review_comment_count": 3141,
+      "snapshot_review_count": 735,
+      "snapshot_review_comment_count": 3143,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -812,11 +812,11 @@
           {
             "kind": "pull_request",
             "number": 45420,
-            "title": "[`Kernels`] Fix kernel function registration",
+            "title": ":rotating_light: [`Kernels`] Fix kernel function registration",
             "url": "https://github.com/huggingface/transformers/pull/45420",
             "state": "open",
             "merged": false,
-            "draft": true,
+            "draft": false,
             "created_at": "2026-04-13T23:36:14Z"
           },
           {
@@ -3585,14 +3585,14 @@
       "public_orgs": [],
       "activity": {
         "visible_authored_pr_count": 22,
-        "merged_pr_count": 16,
+        "merged_pr_count": 17,
         "closed_unmerged_pr_count": 1,
-        "open_pr_count": 5,
-        "merged_pr_rate": 0.7273,
+        "open_pr_count": 4,
+        "merged_pr_rate": 0.7727,
         "closed_unmerged_pr_rate": 0.0455,
-        "still_open_pr_rate": 0.2273,
+        "still_open_pr_rate": 0.1818,
         "distinct_repos_with_authored_prs": 7,
-        "distinct_repos_with_open_prs": 3
+        "distinct_repos_with_open_prs": 2
       },
       "examples": {
         "pull_requests": [
@@ -4257,7 +4257,7 @@
     },
     {
       "author_login": "mvanhorn",
-      "name": "Matt Van Horn",
+      "name": null,
       "profile_url": "https://github.com/mvanhorn",
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amvanhorn",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amvanhorn",
@@ -4277,23 +4277,23 @@
       "report_reason": null,
       "enrichment_source": "live",
       "live_refetch_skipped": false,
-      "account_age_days": 5652,
+      "account_age_days": null,
       "young_account": false,
-      "follow_through_score": "mixed",
-      "breadth_score": "very high",
-      "automation_risk_signal": "medium",
-      "heuristic_note": "extremely high recent PR volume; very broad repo spread",
+      "follow_through_score": "n/a",
+      "breadth_score": "n/a",
+      "automation_risk_signal": "n/a",
+      "heuristic_note": "summary unavailable",
       "public_orgs": [],
       "activity": {
-        "visible_authored_pr_count": 1000,
-        "merged_pr_count": 413,
-        "closed_unmerged_pr_count": 231,
-        "open_pr_count": 415,
-        "merged_pr_rate": 0.413,
-        "closed_unmerged_pr_rate": 0.231,
-        "still_open_pr_rate": 0.356,
-        "distinct_repos_with_authored_prs": 468,
-        "distinct_repos_with_open_prs": 245
+        "visible_authored_pr_count": null,
+        "merged_pr_count": null,
+        "closed_unmerged_pr_count": null,
+        "open_pr_count": null,
+        "merged_pr_rate": null,
+        "closed_unmerged_pr_rate": null,
+        "still_open_pr_rate": null,
+        "distinct_repos_with_authored_prs": null,
+        "distinct_repos_with_open_prs": null
       },
       "examples": {
         "pull_requests": [
@@ -4330,7 +4330,7 @@
         ],
         "issues": []
       },
-      "fetch_error": null
+      "fetch_error": "graphql request failed: 403 {\n  \"documentation_url\": \"https://docs.github.com/graphql/overview/rate-limits-and-node-limits-for-the-graphql-api#secondary-rate-limits\",\n  \"message\": \"You have exceeded a secondary rate limit. Please wait a few minutes before you try again. For more on scraping GitHub and how it may affect your rights, please review our Terms of Service (https://docs.github.com/en/site-policy/github-terms/github-terms-of-service) If you reach out to GitHub Support for help, please include the request ID C6C6:25C97C:1CFE06:738933:69E293D9.\"\n}"
     },
     {
       "author_login": "sxu75374",
@@ -4411,7 +4411,7 @@
     },
     {
       "author_login": "dacorvo",
-      "name": "David Corvoysier",
+      "name": null,
       "profile_url": "https://github.com/dacorvo",
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adacorvo",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adacorvo",
@@ -4431,23 +4431,23 @@
       "report_reason": null,
       "enrichment_source": "live",
       "live_refetch_skipped": false,
-      "account_age_days": 5038,
+      "account_age_days": null,
       "young_account": false,
-      "follow_through_score": "mixed",
-      "breadth_score": "moderate",
-      "automation_risk_signal": "low",
-      "heuristic_note": "\u2014",
+      "follow_through_score": "n/a",
+      "breadth_score": "n/a",
+      "automation_risk_signal": "n/a",
+      "heuristic_note": "summary unavailable",
       "public_orgs": [],
       "activity": {
-        "visible_authored_pr_count": 21,
-        "merged_pr_count": 10,
-        "closed_unmerged_pr_count": 7,
-        "open_pr_count": 4,
-        "merged_pr_rate": 0.4762,
-        "closed_unmerged_pr_rate": 0.3333,
-        "still_open_pr_rate": 0.1905,
-        "distinct_repos_with_authored_prs": 5,
-        "distinct_repos_with_open_prs": 4
+        "visible_authored_pr_count": null,
+        "merged_pr_count": null,
+        "closed_unmerged_pr_count": null,
+        "open_pr_count": null,
+        "merged_pr_rate": null,
+        "closed_unmerged_pr_rate": null,
+        "still_open_pr_rate": null,
+        "distinct_repos_with_authored_prs": null,
+        "distinct_repos_with_open_prs": null
       },
       "examples": {
         "pull_requests": [
@@ -4515,11 +4515,11 @@
           }
         ]
       },
-      "fetch_error": null
+      "fetch_error": "graphql request failed: 403 {\n  \"documentation_url\": \"https://docs.github.com/graphql/overview/rate-limits-and-node-limits-for-the-graphql-api#secondary-rate-limits\",\n  \"message\": \"You have exceeded a secondary rate limit. Please wait a few minutes before you try again. For more on scraping GitHub and how it may affect your rights, please review our Terms of Service (https://docs.github.com/en/site-policy/github-terms/github-terms-of-service) If you reach out to GitHub Support for help, please include the request ID F83F:6992F:1DD06A:76C035:69E293D9.\"\n}"
     },
     {
       "author_login": "KoichiYasuoka",
-      "name": "Koichi Yasuoka",
+      "name": null,
       "profile_url": "https://github.com/KoichiYasuoka",
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKoichiYasuoka",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKoichiYasuoka",
@@ -4539,23 +4539,23 @@
       "report_reason": null,
       "enrichment_source": "live",
       "live_refetch_skipped": false,
-      "account_age_days": 3839,
+      "account_age_days": null,
       "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "targets high-star repos",
+      "follow_through_score": "n/a",
+      "breadth_score": "n/a",
+      "automation_risk_signal": "n/a",
+      "heuristic_note": "summary unavailable",
       "public_orgs": [],
       "activity": {
-        "visible_authored_pr_count": 3,
-        "merged_pr_count": 1,
-        "closed_unmerged_pr_count": 1,
-        "open_pr_count": 1,
-        "merged_pr_rate": 0.3333,
-        "closed_unmerged_pr_rate": 0.3333,
-        "still_open_pr_rate": 0.3333,
-        "distinct_repos_with_authored_prs": 1,
-        "distinct_repos_with_open_prs": 1
+        "visible_authored_pr_count": null,
+        "merged_pr_count": null,
+        "closed_unmerged_pr_count": null,
+        "open_pr_count": null,
+        "merged_pr_rate": null,
+        "closed_unmerged_pr_rate": null,
+        "still_open_pr_rate": null,
+        "distinct_repos_with_authored_prs": null,
+        "distinct_repos_with_open_prs": null
       },
       "examples": {
         "pull_requests": [
@@ -4623,11 +4623,11 @@
           }
         ]
       },
-      "fetch_error": null
+      "fetch_error": "graphql request failed: 403 {\n  \"documentation_url\": \"https://docs.github.com/graphql/overview/rate-limits-and-node-limits-for-the-graphql-api#secondary-rate-limits\",\n  \"message\": \"You have exceeded a secondary rate limit. Please wait a few minutes before you try again. For more on scraping GitHub and how it may affect your rights, please review our Terms of Service (https://docs.github.com/en/site-policy/github-terms/github-terms-of-service) If you reach out to GitHub Support for help, please include the request ID 4957:41970:1D6D1E:751BF4:69E293D9.\"\n}"
     },
     {
       "author_login": "Charly21r",
-      "name": "Carlos Redondo",
+      "name": null,
       "profile_url": "https://github.com/Charly21r",
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACharly21r",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACharly21r",
@@ -4647,23 +4647,23 @@
       "report_reason": null,
       "enrichment_source": "live",
       "live_refetch_skipped": false,
-      "account_age_days": 358,
-      "young_account": true,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "young account; high open PR share; targets high-star repos",
+      "account_age_days": null,
+      "young_account": false,
+      "follow_through_score": "n/a",
+      "breadth_score": "n/a",
+      "automation_risk_signal": "n/a",
+      "heuristic_note": "summary unavailable",
       "public_orgs": [],
       "activity": {
-        "visible_authored_pr_count": 6,
-        "merged_pr_count": 1,
-        "closed_unmerged_pr_count": 2,
-        "open_pr_count": 3,
-        "merged_pr_rate": 0.1667,
-        "closed_unmerged_pr_rate": 0.3333,
-        "still_open_pr_rate": 0.5,
-        "distinct_repos_with_authored_prs": 2,
-        "distinct_repos_with_open_prs": 2
+        "visible_authored_pr_count": null,
+        "merged_pr_count": null,
+        "closed_unmerged_pr_count": null,
+        "open_pr_count": null,
+        "merged_pr_rate": null,
+        "closed_unmerged_pr_rate": null,
+        "still_open_pr_rate": null,
+        "distinct_repos_with_authored_prs": null,
+        "distinct_repos_with_open_prs": null
       },
       "examples": {
         "pull_requests": [
@@ -4700,7 +4700,7 @@
         ],
         "issues": []
       },
-      "fetch_error": null
+      "fetch_error": "graphql request failed: 403 {\n  \"documentation_url\": \"https://docs.github.com/graphql/overview/rate-limits-and-node-limits-for-the-graphql-api#secondary-rate-limits\",\n  \"message\": \"You have exceeded a secondary rate limit. Please wait a few minutes before you try again. For more on scraping GitHub and how it may affect your rights, please review our Terms of Service (https://docs.github.com/en/site-policy/github-terms/github-terms-of-service) If you reach out to GitHub Support for help, please include the request ID 5D67:25B5D7:1DCBBA:767593:69E293D9.\"\n}"
     },
     {
       "author_login": "hf-security-analysis[bot]",
@@ -4777,7 +4777,7 @@
         ],
         "issues": []
       },
-      "fetch_error": "[{\"type\": \"NOT_FOUND\", \"path\": [\"user\"], \"locations\": [{\"line\": 13, \"column\": 3}], \"message\": \"Could not resolve to a User with the login of 'hf-security-analysis[bot]'.\"}]"
+      "fetch_error": "graphql request failed: 403 {\n  \"documentation_url\": \"https://docs.github.com/graphql/overview/rate-limits-and-node-limits-for-the-graphql-api#secondary-rate-limits\",\n  \"message\": \"You have exceeded a secondary rate limit. Please wait a few minutes before you try again. For more on scraping GitHub and how it may affect your rights, please review our Terms of Service (https://docs.github.com/en/site-policy/github-terms/github-terms-of-service) If you reach out to GitHub Support for help, please include the request ID B0C3:249BDD:1E5C2A:79102F:69E293D9.\"\n}"
     },
     {
       "author_login": "manavshrivastavagit",
@@ -4878,23 +4878,23 @@
       "report_reason": null,
       "enrichment_source": "live",
       "live_refetch_skipped": false,
-      "account_age_days": 67,
-      "young_account": true,
-      "follow_through_score": "weak",
-      "breadth_score": "very high",
-      "automation_risk_signal": "high",
-      "heuristic_note": "very new account; extremely high recent PR volume; very broad repo spread; targets high-star repos",
+      "account_age_days": null,
+      "young_account": false,
+      "follow_through_score": "n/a",
+      "breadth_score": "n/a",
+      "automation_risk_signal": "n/a",
+      "heuristic_note": "summary unavailable",
       "public_orgs": [],
       "activity": {
-        "visible_authored_pr_count": 219,
-        "merged_pr_count": 72,
-        "closed_unmerged_pr_count": 77,
-        "open_pr_count": 70,
-        "merged_pr_rate": 0.3288,
-        "closed_unmerged_pr_rate": 0.3516,
-        "still_open_pr_rate": 0.3196,
-        "distinct_repos_with_authored_prs": 74,
-        "distinct_repos_with_open_prs": 31
+        "visible_authored_pr_count": null,
+        "merged_pr_count": null,
+        "closed_unmerged_pr_count": null,
+        "open_pr_count": null,
+        "merged_pr_rate": null,
+        "closed_unmerged_pr_rate": null,
+        "still_open_pr_rate": null,
+        "distinct_repos_with_authored_prs": null,
+        "distinct_repos_with_open_prs": null
       },
       "examples": {
         "pull_requests": [
@@ -4931,11 +4931,11 @@
         ],
         "issues": []
       },
-      "fetch_error": null
+      "fetch_error": "graphql request failed: 403 {\n  \"documentation_url\": \"https://docs.github.com/graphql/overview/rate-limits-and-node-limits-for-the-graphql-api#secondary-rate-limits\",\n  \"message\": \"You have exceeded a secondary rate limit. Please wait a few minutes before you try again. For more on scraping GitHub and how it may affect your rights, please review our Terms of Service (https://docs.github.com/en/site-policy/github-terms/github-terms-of-service) If you reach out to GitHub Support for help, please include the request ID EE3C:1578E7:207656:814100:69E293D9.\"\n}"
     },
     {
       "author_login": "RudrenduPaul",
-      "name": "Rudrendu Paul",
+      "name": null,
       "profile_url": "https://github.com/RudrenduPaul",
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARudrenduPaul",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARudrenduPaul",
@@ -4955,23 +4955,23 @@
       "report_reason": null,
       "enrichment_source": "live",
       "live_refetch_skipped": false,
-      "account_age_days": 2912,
+      "account_age_days": null,
       "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "moderate",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high open PR share; targets high-star repos",
+      "follow_through_score": "n/a",
+      "breadth_score": "n/a",
+      "automation_risk_signal": "n/a",
+      "heuristic_note": "summary unavailable",
       "public_orgs": [],
       "activity": {
-        "visible_authored_pr_count": 23,
-        "merged_pr_count": 6,
-        "closed_unmerged_pr_count": 7,
-        "open_pr_count": 10,
-        "merged_pr_rate": 0.2609,
-        "closed_unmerged_pr_rate": 0.3043,
-        "still_open_pr_rate": 0.4348,
-        "distinct_repos_with_authored_prs": 9,
-        "distinct_repos_with_open_prs": 7
+        "visible_authored_pr_count": null,
+        "merged_pr_count": null,
+        "closed_unmerged_pr_count": null,
+        "open_pr_count": null,
+        "merged_pr_rate": null,
+        "closed_unmerged_pr_rate": null,
+        "still_open_pr_rate": null,
+        "distinct_repos_with_authored_prs": null,
+        "distinct_repos_with_open_prs": null
       },
       "examples": {
         "pull_requests": [
@@ -5008,11 +5008,11 @@
         ],
         "issues": []
       },
-      "fetch_error": null
+      "fetch_error": "graphql request failed: 403 {\n  \"documentation_url\": \"https://docs.github.com/graphql/overview/rate-limits-and-node-limits-for-the-graphql-api#secondary-rate-limits\",\n  \"message\": \"You have exceeded a secondary rate limit. Please wait a few minutes before you try again. For more on scraping GitHub and how it may affect your rights, please review our Terms of Service (https://docs.github.com/en/site-policy/github-terms/github-terms-of-service) If you reach out to GitHub Support for help, please include the request ID A03A:25C97C:1D003B:7391AB:69E293D9.\"\n}"
     },
     {
       "author_login": "RyanMullins",
-      "name": "Ryan Mullins",
+      "name": null,
       "profile_url": "https://github.com/RyanMullins",
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARyanMullins",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARyanMullins",
@@ -5032,26 +5032,23 @@
       "report_reason": null,
       "enrichment_source": "live",
       "live_refetch_skipped": false,
-      "account_age_days": 5412,
+      "account_age_days": null,
       "young_account": false,
-      "follow_through_score": "mixed",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high open PR share; targets high-star repos",
-      "public_orgs": [
-        "google-deepmind",
-        "PAIR-code"
-      ],
+      "follow_through_score": "n/a",
+      "breadth_score": "n/a",
+      "automation_risk_signal": "n/a",
+      "heuristic_note": "summary unavailable",
+      "public_orgs": [],
       "activity": {
-        "visible_authored_pr_count": 4,
-        "merged_pr_count": 2,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 2,
-        "merged_pr_rate": 0.5,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 0.5,
-        "distinct_repos_with_authored_prs": 1,
-        "distinct_repos_with_open_prs": 1
+        "visible_authored_pr_count": null,
+        "merged_pr_count": null,
+        "closed_unmerged_pr_count": null,
+        "open_pr_count": null,
+        "merged_pr_rate": null,
+        "closed_unmerged_pr_rate": null,
+        "still_open_pr_rate": null,
+        "distinct_repos_with_authored_prs": null,
+        "distinct_repos_with_open_prs": null
       },
       "examples": {
         "pull_requests": [
@@ -5088,7 +5085,7 @@
         ],
         "issues": []
       },
-      "fetch_error": null
+      "fetch_error": "graphql request failed: 403 {\n  \"documentation_url\": \"https://docs.github.com/graphql/overview/rate-limits-and-node-limits-for-the-graphql-api#secondary-rate-limits\",\n  \"message\": \"You have exceeded a secondary rate limit. Please wait a few minutes before you try again. For more on scraping GitHub and how it may affect your rights, please review our Terms of Service (https://docs.github.com/en/site-policy/github-terms/github-terms-of-service) If you reach out to GitHub Support for help, please include the request ID 4EFD:78552:1C463A:713D45:69E293D9.\"\n}"
     },
     {
       "author_login": "Zephyr-Blessed",
@@ -5169,7 +5166,7 @@
     },
     {
       "author_login": "jw9603",
-      "name": "Jiwon Jeong",
+      "name": null,
       "profile_url": "https://github.com/jw9603",
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajw9603",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajw9603",
@@ -5189,23 +5186,23 @@
       "report_reason": null,
       "enrichment_source": "live",
       "live_refetch_skipped": false,
-      "account_age_days": 2050,
+      "account_age_days": null,
       "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "targets high-star repos",
+      "follow_through_score": "n/a",
+      "breadth_score": "n/a",
+      "automation_risk_signal": "n/a",
+      "heuristic_note": "summary unavailable",
       "public_orgs": [],
       "activity": {
-        "visible_authored_pr_count": 3,
-        "merged_pr_count": 1,
-        "closed_unmerged_pr_count": 1,
-        "open_pr_count": 1,
-        "merged_pr_rate": 0.3333,
-        "closed_unmerged_pr_rate": 0.3333,
-        "still_open_pr_rate": 0.3333,
-        "distinct_repos_with_authored_prs": 1,
-        "distinct_repos_with_open_prs": 1
+        "visible_authored_pr_count": null,
+        "merged_pr_count": null,
+        "closed_unmerged_pr_count": null,
+        "open_pr_count": null,
+        "merged_pr_rate": null,
+        "closed_unmerged_pr_rate": null,
+        "still_open_pr_rate": null,
+        "distinct_repos_with_authored_prs": null,
+        "distinct_repos_with_open_prs": null
       },
       "examples": {
         "pull_requests": [
@@ -5263,11 +5260,11 @@
           }
         ]
       },
-      "fetch_error": null
+      "fetch_error": "graphql request failed: 403 {\n  \"documentation_url\": \"https://docs.github.com/graphql/overview/rate-limits-and-node-limits-for-the-graphql-api#secondary-rate-limits\",\n  \"message\": \"You have exceeded a secondary rate limit. Please wait a few minutes before you try again. For more on scraping GitHub and how it may affect your rights, please review our Terms of Service (https://docs.github.com/en/site-policy/github-terms/github-terms-of-service) If you reach out to GitHub Support for help, please include the request ID B190:1578E7:20775F:814501:69E293DA.\"\n}"
     },
     {
       "author_login": "paulinebm",
-      "name": "Pauline Bailly-Masson",
+      "name": null,
       "profile_url": "https://github.com/paulinebm",
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apaulinebm",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apaulinebm",
@@ -5287,23 +5284,23 @@
       "report_reason": null,
       "enrichment_source": "live",
       "live_refetch_skipped": false,
-      "account_age_days": 830,
+      "account_age_days": null,
       "young_account": false,
-      "follow_through_score": "strong",
-      "breadth_score": "very high",
-      "automation_risk_signal": "medium",
-      "heuristic_note": "extremely high recent PR volume; very broad repo spread; no visible non-self stars",
+      "follow_through_score": "n/a",
+      "breadth_score": "n/a",
+      "automation_risk_signal": "n/a",
+      "heuristic_note": "summary unavailable",
       "public_orgs": [],
       "activity": {
-        "visible_authored_pr_count": 159,
-        "merged_pr_count": 156,
-        "closed_unmerged_pr_count": 2,
-        "open_pr_count": 1,
-        "merged_pr_rate": 0.9811,
-        "closed_unmerged_pr_rate": 0.0126,
-        "still_open_pr_rate": 0.0063,
-        "distinct_repos_with_authored_prs": 153,
-        "distinct_repos_with_open_prs": 1
+        "visible_authored_pr_count": null,
+        "merged_pr_count": null,
+        "closed_unmerged_pr_count": null,
+        "open_pr_count": null,
+        "merged_pr_rate": null,
+        "closed_unmerged_pr_rate": null,
+        "still_open_pr_rate": null,
+        "distinct_repos_with_authored_prs": null,
+        "distinct_repos_with_open_prs": null
       },
       "examples": {
         "pull_requests": [
@@ -5351,7 +5348,7 @@
           }
         ]
       },
-      "fetch_error": null
+      "fetch_error": "graphql request failed: 403 {\n  \"documentation_url\": \"https://docs.github.com/graphql/overview/rate-limits-and-node-limits-for-the-graphql-api#secondary-rate-limits\",\n  \"message\": \"You have exceeded a secondary rate limit. Please wait a few minutes before you try again. For more on scraping GitHub and how it may affect your rights, please review our Terms of Service (https://docs.github.com/en/site-policy/github-terms/github-terms-of-service) If you reach out to GitHub Support for help, please include the request ID 7EA4:2CAF61:1EFCBB:7B8E43:69E293DA.\"\n}"
     },
     {
       "author_login": "Cursx",
@@ -5432,7 +5429,7 @@
     },
     {
       "author_login": "javierdejesusda",
-      "name": "Javier De Jesus",
+      "name": null,
       "profile_url": "https://github.com/javierdejesusda",
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajavierdejesusda",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajavierdejesusda",
@@ -5452,23 +5449,23 @@
       "report_reason": null,
       "enrichment_source": "live",
       "live_refetch_skipped": false,
-      "account_age_days": 508,
+      "account_age_days": null,
       "young_account": false,
-      "follow_through_score": "mixed",
-      "breadth_score": "high",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high recent PR volume; broad repo spread",
+      "follow_through_score": "n/a",
+      "breadth_score": "n/a",
+      "automation_risk_signal": "n/a",
+      "heuristic_note": "summary unavailable",
       "public_orgs": [],
       "activity": {
-        "visible_authored_pr_count": 46,
-        "merged_pr_count": 30,
-        "closed_unmerged_pr_count": 5,
-        "open_pr_count": 11,
-        "merged_pr_rate": 0.6522,
-        "closed_unmerged_pr_rate": 0.1087,
-        "still_open_pr_rate": 0.2391,
-        "distinct_repos_with_authored_prs": 17,
-        "distinct_repos_with_open_prs": 10
+        "visible_authored_pr_count": null,
+        "merged_pr_count": null,
+        "closed_unmerged_pr_count": null,
+        "open_pr_count": null,
+        "merged_pr_rate": null,
+        "closed_unmerged_pr_rate": null,
+        "still_open_pr_rate": null,
+        "distinct_repos_with_authored_prs": null,
+        "distinct_repos_with_open_prs": null
       },
       "examples": {
         "pull_requests": [
@@ -5505,7 +5502,7 @@
         ],
         "issues": []
       },
-      "fetch_error": null
+      "fetch_error": "graphql request failed: 403 {\n  \"documentation_url\": \"https://docs.github.com/graphql/overview/rate-limits-and-node-limits-for-the-graphql-api#secondary-rate-limits\",\n  \"message\": \"You have exceeded a secondary rate limit. Please wait a few minutes before you try again. For more on scraping GitHub and how it may affect your rights, please review our Terms of Service (https://docs.github.com/en/site-policy/github-terms/github-terms-of-service) If you reach out to GitHub Support for help, please include the request ID 9B58:3EDF80:2000F8:812279:69E293DA.\"\n}"
     },
     {
       "author_login": "jayakumarpujar",
@@ -5606,23 +5603,23 @@
       "report_reason": null,
       "enrichment_source": "live",
       "live_refetch_skipped": false,
-      "account_age_days": 4011,
+      "account_age_days": null,
       "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "very high",
-      "automation_risk_signal": "medium",
-      "heuristic_note": "extremely high recent PR volume; very broad repo spread; targets high-star repos",
+      "follow_through_score": "n/a",
+      "breadth_score": "n/a",
+      "automation_risk_signal": "n/a",
+      "heuristic_note": "summary unavailable",
       "public_orgs": [],
       "activity": {
-        "visible_authored_pr_count": 206,
-        "merged_pr_count": 64,
-        "closed_unmerged_pr_count": 82,
-        "open_pr_count": 60,
-        "merged_pr_rate": 0.3107,
-        "closed_unmerged_pr_rate": 0.3981,
-        "still_open_pr_rate": 0.2913,
-        "distinct_repos_with_authored_prs": 82,
-        "distinct_repos_with_open_prs": 40
+        "visible_authored_pr_count": null,
+        "merged_pr_count": null,
+        "closed_unmerged_pr_count": null,
+        "open_pr_count": null,
+        "merged_pr_rate": null,
+        "closed_unmerged_pr_rate": null,
+        "still_open_pr_rate": null,
+        "distinct_repos_with_authored_prs": null,
+        "distinct_repos_with_open_prs": null
       },
       "examples": {
         "pull_requests": [
@@ -5659,11 +5656,11 @@
         ],
         "issues": []
       },
-      "fetch_error": null
+      "fetch_error": "graphql request failed: 403 {\n  \"documentation_url\": \"https://docs.github.com/graphql/overview/rate-limits-and-node-limits-for-the-graphql-api#secondary-rate-limits\",\n  \"message\": \"You have exceeded a secondary rate limit. Please wait a few minutes before you try again. For more on scraping GitHub and how it may affect your rights, please review our Terms of Service (https://docs.github.com/en/site-policy/github-terms/github-terms-of-service) If you reach out to GitHub Support for help, please include the request ID C5D6:41970:1D7136:752C39:69E293DA.\"\n}"
     },
     {
       "author_login": "juliendenize",
-      "name": "Julien Denize",
+      "name": null,
       "profile_url": "https://github.com/juliendenize",
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajuliendenize",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajuliendenize",
@@ -5683,23 +5680,23 @@
       "report_reason": null,
       "enrichment_source": "live",
       "live_refetch_skipped": false,
-      "account_age_days": 2852,
+      "account_age_days": null,
       "young_account": false,
-      "follow_through_score": "mixed",
-      "breadth_score": "moderate",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high recent PR volume; targets high-star repos",
+      "follow_through_score": "n/a",
+      "breadth_score": "n/a",
+      "automation_risk_signal": "n/a",
+      "heuristic_note": "summary unavailable",
       "public_orgs": [],
       "activity": {
-        "visible_authored_pr_count": 26,
-        "merged_pr_count": 20,
-        "closed_unmerged_pr_count": 5,
-        "open_pr_count": 1,
-        "merged_pr_rate": 0.7692,
-        "closed_unmerged_pr_rate": 0.1923,
-        "still_open_pr_rate": 0.0385,
-        "distinct_repos_with_authored_prs": 4,
-        "distinct_repos_with_open_prs": 1
+        "visible_authored_pr_count": null,
+        "merged_pr_count": null,
+        "closed_unmerged_pr_count": null,
+        "open_pr_count": null,
+        "merged_pr_rate": null,
+        "closed_unmerged_pr_rate": null,
+        "still_open_pr_rate": null,
+        "distinct_repos_with_authored_prs": null,
+        "distinct_repos_with_open_prs": null
       },
       "examples": {
         "pull_requests": [
@@ -5736,7 +5733,7 @@
         ],
         "issues": []
       },
-      "fetch_error": null
+      "fetch_error": "graphql request failed: 403 {\n  \"documentation_url\": \"https://docs.github.com/graphql/overview/rate-limits-and-node-limits-for-the-graphql-api#secondary-rate-limits\",\n  \"message\": \"You have exceeded a secondary rate limit. Please wait a few minutes before you try again. For more on scraping GitHub and how it may affect your rights, please review our Terms of Service (https://docs.github.com/en/site-policy/github-terms/github-terms-of-service) If you reach out to GitHub Support for help, please include the request ID 1406:4458E:205798:8065B7:69E293DA.\"\n}"
     },
     {
       "author_login": "kmswin1",
@@ -6357,83 +6354,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "engmohamedsalah",
-      "name": "Mohamed Salah",
-      "profile_url": "https://github.com/engmohamedsalah",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aengmohamedsalah",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aengmohamedsalah",
-      "repo_first_seen_at": "2026-01-10T13:15:19Z",
-      "repo_last_seen_at": "2026-02-17T18:04:48Z",
-      "repo_primary_artifact_count": 5,
-      "repo_artifact_count": 8,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 5,
-      "snapshot_comment_count": 3,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "NONE",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 4744,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 2,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 2,
-        "open_pr_count": 0,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 1.0,
-        "still_open_pr_rate": 0.0,
-        "distinct_repos_with_authored_prs": 1,
-        "distinct_repos_with_open_prs": 0
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 44103,
-            "title": "Fix glm_moe_dsa",
-            "url": "https://github.com/huggingface/transformers/pull/44103",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-02-17T18:04:48Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 44058,
-            "title": "Fix skipped tests for glm_moe_dsa model",
-            "url": "https://github.com/huggingface/transformers/pull/44058",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-02-16T19:24:30Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 43467,
-            "title": "Fix GLM-Image integration tests to use correct model class",
-            "url": "https://github.com/huggingface/transformers/pull/43467",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-01-24T18:06:10Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "math-hiyoko",
       "name": "Koki Watanabe",
@@ -6826,7 +6746,7 @@
       "report_reason": null,
       "enrichment_source": "live",
       "live_refetch_skipped": false,
-      "account_age_days": 5241,
+      "account_age_days": 5242,
       "young_account": false,
       "follow_through_score": "strong",
       "breadth_score": "high",
@@ -9932,12 +9852,12 @@
       ],
       "activity": {
         "visible_authored_pr_count": 28,
-        "merged_pr_count": 18,
+        "merged_pr_count": 19,
         "closed_unmerged_pr_count": 0,
-        "open_pr_count": 10,
-        "merged_pr_rate": 0.6429,
+        "open_pr_count": 9,
+        "merged_pr_rate": 0.6786,
         "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 0.3571,
+        "still_open_pr_rate": 0.3214,
         "distinct_repos_with_authored_prs": 6,
         "distinct_repos_with_open_prs": 3
       },
@@ -10959,6 +10879,83 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "engmohamedsalah",
+      "name": "Mohamed Salah",
+      "profile_url": "https://github.com/engmohamedsalah",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aengmohamedsalah",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aengmohamedsalah",
+      "repo_first_seen_at": "2026-01-10T13:15:19Z",
+      "repo_last_seen_at": "2026-02-17T18:04:48Z",
+      "repo_primary_artifact_count": 5,
+      "repo_artifact_count": 8,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 5,
+      "snapshot_comment_count": 3,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "NONE",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
+      "known_via_prior_merged_pr": false,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
+      "account_age_days": 4744,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 2,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 2,
+        "open_pr_count": 0,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 1.0,
+        "still_open_pr_rate": 0.0,
+        "distinct_repos_with_authored_prs": 1,
+        "distinct_repos_with_open_prs": 0
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 44103,
+            "title": "Fix glm_moe_dsa",
+            "url": "https://github.com/huggingface/transformers/pull/44103",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-02-17T18:04:48Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 44058,
+            "title": "Fix skipped tests for glm_moe_dsa model",
+            "url": "https://github.com/huggingface/transformers/pull/44058",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-02-16T19:24:30Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 43467,
+            "title": "Fix GLM-Image integration tests to use correct model class",
+            "url": "https://github.com/huggingface/transformers/pull/43467",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-01-24T18:06:10Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "JaredforReal",
       "name": "Jared Wen",
@@ -14484,7 +14481,7 @@
       "report_reason": null,
       "enrichment_source": "live",
       "live_refetch_skipped": false,
-      "account_age_days": 1430,
+      "account_age_days": 1431,
       "young_account": false,
       "follow_through_score": "strong",
       "breadth_score": "low",
@@ -15438,15 +15435,15 @@
         "gradio-app"
       ],
       "activity": {
-        "visible_authored_pr_count": 76,
-        "merged_pr_count": 64,
+        "visible_authored_pr_count": 77,
+        "merged_pr_count": 65,
         "closed_unmerged_pr_count": 8,
         "open_pr_count": 4,
-        "merged_pr_rate": 0.8421,
-        "closed_unmerged_pr_rate": 0.1053,
-        "still_open_pr_rate": 0.0526,
+        "merged_pr_rate": 0.8442,
+        "closed_unmerged_pr_rate": 0.1039,
+        "still_open_pr_rate": 0.0519,
         "distinct_repos_with_authored_prs": 8,
-        "distinct_repos_with_open_prs": 2
+        "distinct_repos_with_open_prs": 3
       },
       "examples": {
         "pull_requests": [

new-contributors-report.md

@@ -1,7 +1,7 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260417T190543Z`
-- Generated: `2026-04-17T19:20:51Z`
+- Snapshot: `20260417T200541Z`
+- Generated: `2026-04-17T20:18:38Z`
 - Activity window: `60d`
 - Contributors: `374`
 
@@ -58,24 +58,24 @@
 | `aman-coder03` | [profile](https://github.com/aman-coder03) | no | FIRST_TIME_CONTRIBUTOR | 785d | `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 | 3498d | `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 | 1176d | `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 | 5652d | `2026-03-09T14:59:27Z` | 5 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
+| `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 | 2026d | `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 | 5038d | `2026-03-13T14:45:22Z` | 4 | 6 | mixed | moderate | low | — |
-| `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3839d | `2026-01-21T06:14:39Z` | 4 | 3 | weak | low | low | targets high-star repos |
-| `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 358d | `2026-03-13T09:00:25Z` | 4 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
+| `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | ?d | `2026-03-13T14:45:22Z` | 4 | 6 | n/a | n/a | n/a | summary unavailable |
+| `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | ?d | `2026-01-21T06:14:39Z` | 4 | 3 | n/a | n/a | n/a | summary unavailable |
+| `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | ?d | `2026-03-13T09:00:25Z` | 4 | 0 | n/a | n/a | n/a | summary unavailable |
 | `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 |
 | `manavshrivastavagit` | [profile](https://github.com/manavshrivastavagit) | no | NONE | 4699d | `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 | 67d | `2026-02-18T23:07:23Z` | 4 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; targets high-star repos |
-| `RudrenduPaul` | [profile](https://github.com/RudrenduPaul) | no | CONTRIBUTOR | 2912d | `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 | 5412d | `2026-03-12T13:32:25Z` | 4 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | ?d | `2026-02-18T23:07:23Z` | 4 | 0 | n/a | n/a | n/a | summary unavailable |
+| `RudrenduPaul` | [profile](https://github.com/RudrenduPaul) | no | CONTRIBUTOR | ?d | `2026-04-09T09:34:42Z` | 4 | 0 | n/a | n/a | n/a | summary unavailable |
+| `RyanMullins` | [profile](https://github.com/RyanMullins) | no | CONTRIBUTOR | ?d | `2026-03-12T13:32:25Z` | 4 | 0 | n/a | n/a | n/a | summary unavailable |
 | `Zephyr-Blessed` | [profile](https://github.com/Zephyr-Blessed) | no | FIRST_TIME_CONTRIBUTOR | 63d | `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 |
-| `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 3 | 2 | weak | low | low | targets high-star repos |
-| `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 3 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
+| `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | ?d | `2026-03-04T00:51:26Z` | 3 | 2 | n/a | n/a | n/a | summary unavailable |
+| `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | ?d | `2026-03-25T14:55:10Z` | 3 | 1 | n/a | n/a | n/a | summary unavailable |
 | `Cursx` | [profile](https://github.com/Cursx) | no | NONE | 3073d | `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 | 508d | `2026-03-22T17:27:20Z` | 3 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
+| `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | ?d | `2026-03-22T17:27:20Z` | 3 | 0 | n/a | n/a | n/a | summary unavailable |
 | `jayakumarpujar` | [profile](https://github.com/jayakumarpujar) | no | NONE | 2663d | `2026-03-01T01:47:44Z` | 3 | 0 | mixed | low | low | — |
-| `jnMetaCode` | [profile](https://github.com/jnMetaCode) | no | CONTRIBUTOR | 4011d | `2026-03-08T09:21:22Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; targets high-star repos |
-| `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 3 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `jnMetaCode` | [profile](https://github.com/jnMetaCode) | no | CONTRIBUTOR | ?d | `2026-03-08T09:21:22Z` | 3 | 0 | n/a | n/a | n/a | summary unavailable |
+| `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | ?d | `2026-03-13T10:24:11Z` | 3 | 0 | n/a | n/a | n/a | summary unavailable |
 | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3380d | `2026-03-09T09:03:10Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Lidang-Jiang` | [profile](https://github.com/Lidang-Jiang) | no | CONTRIBUTOR | 1230d | `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 | 53d | `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 |
@@ -84,12 +84,11 @@
 | `saivedant169` | [profile](https://github.com/saivedant169) | no | NONE | 1712d | `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 | 2095d | `2026-02-17T23:31:31Z` | 3 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1466d | `2025-12-24T11:54:53Z` | 10 | 0 | mixed | moderate | low | targets high-star repos |
-| `engmohamedsalah` | [profile](https://github.com/engmohamedsalah) | no | NONE | 4744d | `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 | 2390d | `2026-02-08T01:31:10Z` | 4 | 7 | strong | low | low | targets high-star repos |
 | `redpanda1995` | [profile](https://github.com/redpanda1995) | no | FIRST_TIME_CONTRIBUTOR | 102d | `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 | 2074d | `2025-12-23T11:18:14Z` | 4 | 0 | mixed | moderate | low | targets high-star repos |
 | `xenova` | [profile](https://github.com/xenova) | no | MEMBER | 3317d | `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 | 5241d | `2026-02-04T17:55:19Z` | 3 | 1 | strong | high | low | broad repo spread |
+| `gabe-l-hart` | [profile](https://github.com/gabe-l-hart) | no | CONTRIBUTOR | 5242d | `2026-02-04T17:55:19Z` | 3 | 1 | strong | high | low | broad repo spread |
 | `preetam1407` | [profile](https://github.com/preetam1407) | no | CONTRIBUTOR | 1939d | `2026-02-14T12:44:18Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `w4nderlust` | [profile](https://github.com/w4nderlust) | no | CONTRIBUTOR | 5740d | `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 | 556d | `2026-03-30T08:23:07Z` | 2 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -149,6 +148,7 @@
 | `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 563d | `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 | 2873d | `2024-06-13T14:13:17Z` | 5 | 1 | strong | low | low | targets high-star repos |
 | `Deep-unlearning` | [profile](https://github.com/Deep-unlearning) | no | MEMBER | 2324d | `2024-12-11T18:43:56Z` | 5 | 0 | strong | low | low | — |
+| `engmohamedsalah` | [profile](https://github.com/engmohamedsalah) | no | NONE | 4744d | `2026-01-10T13:15:19Z` | 5 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `JaredforReal` | [profile](https://github.com/JaredforReal) | no | CONTRIBUTOR | 977d | `2026-01-19T05:05:55Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
 | `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `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 | 2804d | `2025-11-10T23:38:23Z` | 3 | 0 | mixed | moderate | low | — |
@@ -199,7 +199,7 @@
 | `michalrzak` | [profile](https://github.com/michalrzak) | no | FIRST_TIME_CONTRIBUTOR | 2142d | `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 | 4267d | `2026-03-13T20:09:58Z` | 1 | 1 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `rabbierabbie` | [profile](https://github.com/rabbierabbie) | no | NONE | 778d | `2026-03-10T14:40:08Z` | 1 | 1 | mixed | moderate | low | — |
-| `Regata3010` | [profile](https://github.com/Regata3010) | no | CONTRIBUTOR | 1430d | `2026-04-08T04:07:37Z` | 1 | 1 | strong | low | low | no visible non-self stars; targets high-star repos |
+| `Regata3010` | [profile](https://github.com/Regata3010) | no | CONTRIBUTOR | 1431d | `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 | 2005d | `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 | 1886d | `2026-02-02T02:33:32Z` | 1 | 1 | mixed | low | low | no visible non-self stars |
 | `stuckvgn` | [profile](https://github.com/stuckvgn) | no | NONE | 1146d | `2026-02-25T14:03:32Z` | 1 | 1 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
@@ -586,12 +586,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
 - repo first seen: `2025-08-26T12:13:50Z`
-- repo last seen: `2026-04-17T18:30:21Z`
+- repo last seen: `2026-04-17T19:12:08Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **37**
 - snapshot authored PRs/issues: **36 PRs / 1 issues**
-- snapshot discussion activity: **436 comments / 733 reviews / 3141 review comments**
+- snapshot discussion activity: **436 comments / 735 reviews / 3143 review comments**
 - account age: **1991 days**
 - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
 - public orgs: none visible
@@ -600,7 +600,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #45483: [`Conversion Mapping`] Small fixups](https://github.com/huggingface/transformers/pull/45483) — open
-- [PR #45420: [`Kernels`] Fix kernel function registration](https://github.com/huggingface/transformers/pull/45420) — open, draft
+- [PR #45420: :rotating_light: [`Kernels`] Fix kernel function registration](https://github.com/huggingface/transformers/pull/45420) — open
 - [PR #45404: [`Tokenizers`] Move gpt sw3 tokenizer out](https://github.com/huggingface/transformers/pull/45404) — closed, merged
 - [Issue #40827: [`Cache`] Proper support for Linear Attention (related) caches](https://github.com/huggingface/transformers/issues/40827) — closed
 
@@ -1374,7 +1374,7 @@ Example artifacts:
 - snapshot authored PRs/issues: **6 PRs / 2 issues**
 - snapshot discussion activity: **8 comments / 6 reviews / 6 review comments**
 - account age: **2626 days**
-- recent public PR activity: **22 PRs** (16 merged / 1 closed-unmerged / 5 open; merged rate **73%**, closed-unmerged rate **5%**, open rate **23%**)
+- recent public PR activity: **22 PRs** (17 merged / 1 closed-unmerged / 4 open; merged rate **77%**, closed-unmerged rate **5%**, open rate **18%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **targets high-star repos**
@@ -1564,11 +1564,15 @@ 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: **5652 days**
-- recent public PR activity: **1000 PRs** (413 merged / 231 closed-unmerged / 415 open; merged rate **41%**, closed-unmerged rate **23%**, open rate **36%**)
+- 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 **mixed**, breadth **very high**, automation risk **medium**
-- heuristic read: **extremely high recent PR volume; very broad repo spread**
+- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
+- heuristic read: **summary unavailable**
+- enrichment fetch error: `graphql request failed: 403 {
+  "documentation_url": "https://docs.github.com/graphql/overview/rate-limits-and-node-limits-for-the-graphql-api#secondary-rate-limits",
+  "message": "You have exceeded a secondary rate limit. Please wait a few minutes before you try again. For more on scraping GitHub and how it may affect your rights, please review our Terms of Service (https://docs.github.com/en/site-policy/github-terms/github-terms-of-service) If you reach out to GitHub Support for help, please include the request ID C6C6:25C97C:1CFE06:738933:69E293D9."
+}`
 
 Example artifacts:
 - [PR #44586: Fix Mixtral aux_loss not computed when output_router_logits=False](https://github.com/huggingface/transformers/pull/44586) — closed
@@ -1610,11 +1614,15 @@ Example artifacts:
 - repo primary artifacts: **10**
 - snapshot authored PRs/issues: **4 PRs / 6 issues**
 - snapshot discussion activity: **11 comments / 6 reviews / 6 review comments**
-- account age: **5038 days**
-- recent public PR activity: **21 PRs** (10 merged / 7 closed-unmerged / 4 open; merged rate **48%**, closed-unmerged rate **33%**, open rate **19%**)
+- 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 **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **—**
+- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
+- heuristic read: **summary unavailable**
+- enrichment fetch error: `graphql request failed: 403 {
+  "documentation_url": "https://docs.github.com/graphql/overview/rate-limits-and-node-limits-for-the-graphql-api#secondary-rate-limits",
+  "message": "You have exceeded a secondary rate limit. Please wait a few minutes before you try again. For more on scraping GitHub and how it may affect your rights, please review our Terms of Service (https://docs.github.com/en/site-policy/github-terms/github-terms-of-service) If you reach out to GitHub Support for help, please include the request ID F83F:6992F:1DD06A:76C035:69E293D9."
+}`
 
 Example artifacts:
 - [PR #44757: Add Neuron to auto-compile hardware list](https://github.com/huggingface/transformers/pull/44757) — closed, merged
@@ -1636,11 +1644,15 @@ Example artifacts:
 - repo primary artifacts: **7**
 - snapshot authored PRs/issues: **4 PRs / 3 issues**
 - snapshot discussion activity: **14 comments / 1 reviews / 1 review comments**
-- account age: **3839 days**
-- recent public PR activity: **3 PRs** (1 merged / 1 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
+- 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 **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
+- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
+- heuristic read: **summary unavailable**
+- enrichment fetch error: `graphql request failed: 403 {
+  "documentation_url": "https://docs.github.com/graphql/overview/rate-limits-and-node-limits-for-the-graphql-api#secondary-rate-limits",
+  "message": "You have exceeded a secondary rate limit. Please wait a few minutes before you try again. For more on scraping GitHub and how it may affect your rights, please review our Terms of Service (https://docs.github.com/en/site-policy/github-terms/github-terms-of-service) If you reach out to GitHub Support for help, please include the request ID 4957:41970:1D6D1E:751BF4:69E293D9."
+}`
 
 Example artifacts:
 - [PR #45311: resize_token_embeddings does not effect to output_embeddings](https://github.com/huggingface/transformers/pull/45311) — open
@@ -1662,11 +1674,15 @@ Example artifacts:
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
 - snapshot discussion activity: **11 comments / 8 reviews / 8 review comments**
-- account age: **358 days**
-- recent public PR activity: **6 PRs** (1 merged / 2 closed-unmerged / 3 open; merged rate **17%**, closed-unmerged rate **33%**, open rate **50%**)
+- 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 **low**, automation risk **low**
-- heuristic read: **young account; high open PR share; targets high-star repos**
+- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
+- heuristic read: **summary unavailable**
+- enrichment fetch error: `graphql request failed: 403 {
+  "documentation_url": "https://docs.github.com/graphql/overview/rate-limits-and-node-limits-for-the-graphql-api#secondary-rate-limits",
+  "message": "You have exceeded a secondary rate limit. Please wait a few minutes before you try again. For more on scraping GitHub and how it may affect your rights, please review our Terms of Service (https://docs.github.com/en/site-policy/github-terms/github-terms-of-service) If you reach out to GitHub Support for help, please include the request ID 5D67:25B5D7:1DCBBA:767593:69E293D9."
+}`
 
 Example artifacts:
 - [PR #45438: Add Gemma4ForSequenceClassification](https://github.com/huggingface/transformers/pull/45438) — open
@@ -1690,7 +1706,10 @@ Example artifacts:
 - public orgs: none visible
 - compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
 - heuristic read: **summary unavailable**
-- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'hf-security-analysis[bot]'."}]`
+- enrichment fetch error: `graphql request failed: 403 {
+  "documentation_url": "https://docs.github.com/graphql/overview/rate-limits-and-node-limits-for-the-graphql-api#secondary-rate-limits",
+  "message": "You have exceeded a secondary rate limit. Please wait a few minutes before you try again. For more on scraping GitHub and how it may affect your rights, please review our Terms of Service (https://docs.github.com/en/site-policy/github-terms/github-terms-of-service) If you reach out to GitHub Support for help, please include the request ID B0C3:249BDD:1E5C2A:79102F:69E293D9."
+}`
 
 Example artifacts:
 - [PR #45054: chore: update update_metdata.yml](https://github.com/huggingface/transformers/pull/45054) — closed, merged
@@ -1732,11 +1751,15 @@ 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: **67 days**
-- recent public PR activity: **219 PRs** (72 merged / 77 closed-unmerged / 70 open; merged rate **33%**, closed-unmerged rate **35%**, open rate **32%**)
+- 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: **very new account; extremely high recent PR volume; very broad repo spread; targets high-star repos**
+- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
+- heuristic read: **summary unavailable**
+- enrichment fetch error: `graphql request failed: 403 {
+  "documentation_url": "https://docs.github.com/graphql/overview/rate-limits-and-node-limits-for-the-graphql-api#secondary-rate-limits",
+  "message": "You have exceeded a secondary rate limit. Please wait a few minutes before you try again. For more on scraping GitHub and how it may affect your rights, please review our Terms of Service (https://docs.github.com/en/site-policy/github-terms/github-terms-of-service) If you reach out to GitHub Support for help, please include the request ID EE3C:1578E7:207656:814100:69E293D9."
+}`
 
 Example artifacts:
 - [PR #44210: fix(lasr): remove spurious center arg from _torch_extract_fbank_features call](https://github.com/huggingface/transformers/pull/44210) — closed
@@ -1755,11 +1778,15 @@ 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: **2912 days**
-- recent public PR activity: **23 PRs** (6 merged / 7 closed-unmerged / 10 open; merged rate **26%**, closed-unmerged rate **30%**, open rate **43%**)
+- 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 **moderate**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
+- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
+- heuristic read: **summary unavailable**
+- enrichment fetch error: `graphql request failed: 403 {
+  "documentation_url": "https://docs.github.com/graphql/overview/rate-limits-and-node-limits-for-the-graphql-api#secondary-rate-limits",
+  "message": "You have exceeded a secondary rate limit. Please wait a few minutes before you try again. For more on scraping GitHub and how it may affect your rights, please review our Terms of Service (https://docs.github.com/en/site-policy/github-terms/github-terms-of-service) If you reach out to GitHub Support for help, please include the request ID A03A:25C97C:1D003B:7391AB:69E293D9."
+}`
 
 Example artifacts:
 - [PR #45370: docs: fix 5 docstring errors in Gemma3nTextConfig (typos, grammar, formatting)](https://github.com/huggingface/transformers/pull/45370) — closed, merged
@@ -1778,11 +1805,15 @@ 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: **5412 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**
-- heuristic read: **high open PR share; targets high-star repos**
+- account age: **? days**
+- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
+- public orgs: none visible
+- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
+- heuristic read: **summary unavailable**
+- enrichment fetch error: `graphql request failed: 403 {
+  "documentation_url": "https://docs.github.com/graphql/overview/rate-limits-and-node-limits-for-the-graphql-api#secondary-rate-limits",
+  "message": "You have exceeded a secondary rate limit. Please wait a few minutes before you try again. For more on scraping GitHub and how it may affect your rights, please review our Terms of Service (https://docs.github.com/en/site-policy/github-terms/github-terms-of-service) If you reach out to GitHub Support for help, please include the request ID 4EFD:78552:1C463A:713D45:69E293D9."
+}`
 
 Example artifacts:
 - [PR #45328: Drop unused Gemma4TextAttention weights when sharing KV Cache](https://github.com/huggingface/transformers/pull/45328) — open
@@ -1824,11 +1855,15 @@ Example artifacts:
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **3 PRs / 2 issues**
 - snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
-- account age: **2050 days**
-- recent public PR activity: **3 PRs** (1 merged / 1 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
+- 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 **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
+- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
+- heuristic read: **summary unavailable**
+- enrichment fetch error: `graphql request failed: 403 {
+  "documentation_url": "https://docs.github.com/graphql/overview/rate-limits-and-node-limits-for-the-graphql-api#secondary-rate-limits",
+  "message": "You have exceeded a secondary rate limit. Please wait a few minutes before you try again. For more on scraping GitHub and how it may affect your rights, please review our Terms of Service (https://docs.github.com/en/site-policy/github-terms/github-terms-of-service) If you reach out to GitHub Support for help, please include the request ID B190:1578E7:20775F:814501:69E293DA."
+}`
 
 Example artifacts:
 - [PR #45486: fix: return empty tuple from import_protobuf_decode_error when protobuf is unavailable](https://github.com/huggingface/transformers/pull/45486) — open
@@ -1849,11 +1884,15 @@ Example artifacts:
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **3 PRs / 1 issues**
 - snapshot discussion activity: **0 comments / 2 reviews / 1 review comments**
-- account age: **830 days**
-- recent public PR activity: **159 PRs** (156 merged / 2 closed-unmerged / 1 open; merged rate **98%**, closed-unmerged rate **1%**, open rate **1%**)
+- 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 **strong**, breadth **very high**, automation risk **medium**
-- heuristic read: **extremely high recent PR volume; very broad repo spread; no visible non-self stars**
+- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
+- heuristic read: **summary unavailable**
+- enrichment fetch error: `graphql request failed: 403 {
+  "documentation_url": "https://docs.github.com/graphql/overview/rate-limits-and-node-limits-for-the-graphql-api#secondary-rate-limits",
+  "message": "You have exceeded a secondary rate limit. Please wait a few minutes before you try again. For more on scraping GitHub and how it may affect your rights, please review our Terms of Service (https://docs.github.com/en/site-policy/github-terms/github-terms-of-service) If you reach out to GitHub Support for help, please include the request ID 7EA4:2CAF61:1EFCBB:7B8E43:69E293DA."
+}`
 
 Example artifacts:
 - [PR #45495: revert sha commit pointing to main for transformers_amd_ci_  workflows](https://github.com/huggingface/transformers/pull/45495) — closed, merged
@@ -1896,11 +1935,15 @@ 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: **508 days**
-- recent public PR activity: **46 PRs** (30 merged / 5 closed-unmerged / 11 open; merged rate **65%**, closed-unmerged rate **11%**, open rate **24%**)
+- 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 **mixed**, breadth **high**, automation risk **low**
-- heuristic read: **high recent PR volume; broad repo spread**
+- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
+- heuristic read: **summary unavailable**
+- enrichment fetch error: `graphql request failed: 403 {
+  "documentation_url": "https://docs.github.com/graphql/overview/rate-limits-and-node-limits-for-the-graphql-api#secondary-rate-limits",
+  "message": "You have exceeded a secondary rate limit. Please wait a few minutes before you try again. For more on scraping GitHub and how it may affect your rights, please review our Terms of Service (https://docs.github.com/en/site-policy/github-terms/github-terms-of-service) If you reach out to GitHub Support for help, please include the request ID 9B58:3EDF80:2000F8:812279:69E293DA."
+}`
 
 Example artifacts:
 - [PR #45079: Fix resized LM head weights being overwritten by post_init](https://github.com/huggingface/transformers/pull/45079) — closed, merged
@@ -1942,11 +1985,15 @@ 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: **4011 days**
-- recent public PR activity: **206 PRs** (64 merged / 82 closed-unmerged / 60 open; merged rate **31%**, closed-unmerged rate **40%**, open rate **29%**)
+- 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 **medium**
-- heuristic read: **extremely high recent PR volume; very broad repo spread; targets high-star repos**
+- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
+- heuristic read: **summary unavailable**
+- enrichment fetch error: `graphql request failed: 403 {
+  "documentation_url": "https://docs.github.com/graphql/overview/rate-limits-and-node-limits-for-the-graphql-api#secondary-rate-limits",
+  "message": "You have exceeded a secondary rate limit. Please wait a few minutes before you try again. For more on scraping GitHub and how it may affect your rights, please review our Terms of Service (https://docs.github.com/en/site-policy/github-terms/github-terms-of-service) If you reach out to GitHub Support for help, please include the request ID C5D6:41970:1D7136:752C39:69E293DA."
+}`
 
 Example artifacts:
 - [PR #44525: Fix KeyError in _parse_type_hint when Union contains Any](https://github.com/huggingface/transformers/pull/44525) — closed, merged
@@ -1965,11 +2012,15 @@ 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: **2852 days**
-- recent public PR activity: **26 PRs** (20 merged / 5 closed-unmerged / 1 open; merged rate **77%**, closed-unmerged rate **19%**, open rate **4%**)
+- 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 **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume; targets high-star repos**
+- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
+- heuristic read: **summary unavailable**
+- enrichment fetch error: `graphql request failed: 403 {
+  "documentation_url": "https://docs.github.com/graphql/overview/rate-limits-and-node-limits-for-the-graphql-api#secondary-rate-limits",
+  "message": "You have exceeded a secondary rate limit. Please wait a few minutes before you try again. For more on scraping GitHub and how it may affect your rights, please review our Terms of Service (https://docs.github.com/en/site-policy/github-terms/github-terms-of-service) If you reach out to GitHub Support for help, please include the request ID 1406:4458E:205798:8065B7:69E293DA."
+}`
 
 Example artifacts:
 - [PR #44760: Add Mistral 4](https://github.com/huggingface/transformers/pull/44760) — closed, merged
@@ -2160,29 +2211,6 @@ Example artifacts:
 - [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)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aengmohamedsalah)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aengmohamedsalah)
-- repo first seen: `2026-01-10T13:15:19Z`
-- repo last seen: `2026-02-17T18:04:48Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **5**
-- snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **4744 days**
-- recent public PR activity: **2 PRs** (0 merged / 2 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #44103: Fix glm_moe_dsa](https://github.com/huggingface/transformers/pull/44103) — closed
-- [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)
@@ -2293,7 +2321,7 @@ 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: **5241 days**
+- account age: **5242 days**
 - recent public PR activity: **16 PRs** (13 merged / 1 closed-unmerged / 2 open; merged rate **81%**, closed-unmerged rate **6%**, open rate **12%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **high**, automation risk **low**
@@ -3290,7 +3318,7 @@ Example artifacts:
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
 - account age: **3718 days**
-- recent public PR activity: **28 PRs** (18 merged / 0 closed-unmerged / 10 open; merged rate **64%**, closed-unmerged rate **0%**, open rate **36%**)
+- recent public PR activity: **28 PRs** (19 merged / 0 closed-unmerged / 9 open; merged rate **68%**, closed-unmerged rate **0%**, open rate **32%**)
 - public orgs: `JdeRobot`, `TheRoboticsClub`, `huggingface`
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
 - heuristic read: **high recent PR volume; targets high-star repos**
@@ -3612,6 +3640,29 @@ 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
 
+### `engmohamedsalah`
+
+- profile: [github.com/engmohamedsalah](https://github.com/engmohamedsalah)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aengmohamedsalah)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aengmohamedsalah)
+- repo first seen: `2026-01-10T13:15:19Z`
+- repo last seen: `2026-02-17T18:04:48Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **5 PRs / 0 issues**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
+- account age: **4744 days**
+- recent public PR activity: **2 PRs** (0 merged / 2 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
+
+Example artifacts:
+- [PR #44103: Fix glm_moe_dsa](https://github.com/huggingface/transformers/pull/44103) — closed
+- [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
+
 ### `JaredforReal`
 
 - profile: [github.com/JaredforReal](https://github.com/JaredforReal)
@@ -4733,7 +4784,7 @@ 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: **1430 days**
+- account age: **1431 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**
@@ -5057,7 +5108,7 @@ Example artifacts:
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **3 comments / 4 reviews / 4 review comments**
 - account age: **5075 days**
-- recent public PR activity: **76 PRs** (64 merged / 8 closed-unmerged / 4 open; merged rate **84%**, closed-unmerged rate **11%**, open rate **5%**)
+- recent public PR activity: **77 PRs** (65 merged / 8 closed-unmerged / 4 open; merged rate **84%**, closed-unmerged rate **10%**, open rate **5%**)
 - public orgs: `huggingface`, `gradio-app`
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
 - heuristic read: **high recent PR volume**

new_contributors.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:abdb5caeed3bf606535e4624a41bbb4deb21fe8c69ff1ed853289aa538251fc0
-size 65579
+oid sha256:292549160e3e524dbf506a2e6439cc92996b8c741e43a5a0381c6e39e8cf2780
+size 66768

pr_diffs.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:ea6d8c1a1f2a53630d64d9a203e1cfaa54c26c066e3725044a4e2651f9de12bf
-size 21628479
+oid sha256:2c41a6ac5102e52f2a97b188761e72fb0264cb769f7671d784542c9bb53f3d7f
+size 21630027

pr_files.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:a5bdeb53a7725a2414a60ce5296cf3c23dd5edf6632a2d0ec7035d9688b00a7b
-size 37422385
+oid sha256:f8357eb02fc7ebd35df93282ee61fb42c6ecbdf587f5f97dfa38ea90a16c561c
+size 37455055

pull_requests.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:ac08ef9b9f0b24d61fcf1918388eb9dc5f4929e448f9f7c209d4ef9e1ea342d4
-size 1489722
+oid sha256:63072e44ddd958dbbe9fe6b5d6e59defac3e9efd558c82cc28b2bf5025a1ee69
+size 1489985

review_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:2662f92072ca22605103fad80311308f6ab985f12870cdeae85c83349302e96d
-size 2046998
+oid sha256:7b06bb1636b3b5f6caa510e3f94f75ceefd948a7996f335f9b2d4cccb9dc5a12
+size 2047558

reviews.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:eeb089fc1fd49d6ac487788829a29aad6b202c4592139b5eec5aff10a33c86a0
-size 630915
+oid sha256:dbfb7d55cf3a0925793356562a9afc50ec549ff75edea9ca1ed7d14def5388f7
+size 631117

snapshots/20260417T200541Z/manifest.json

@@ -0,0 +1,39 @@
+{
+  "artifacts": {
+    "new_contributors_json": "new-contributors-report.json",
+    "new_contributors_markdown": "new-contributors-report.md",
+    "new_contributors_parquet": "new_contributors.parquet"
+  },
+  "counts": {
+    "comments": 8329,
+    "issues": 619,
+    "links": 2542,
+    "new_contributors": 374,
+    "pr_diffs": 1857,
+    "pr_files": 26039,
+    "pull_requests": 1857,
+    "review_comments": 12025,
+    "reviews": 6906,
+    "timeline_events": 37511
+  },
+  "crawl_started_at": "2026-04-17T20:05:41Z",
+  "delta_counts": {
+    "comments": 0,
+    "issue_stubs": 2,
+    "issues": 0,
+    "links": 445,
+    "pr_diffs": 2,
+    "pr_files": 15,
+    "pull_requests": 2,
+    "review_comments": 38,
+    "reviews": 10,
+    "timeline_events": 51
+  },
+  "extracted_at": "2026-04-17T20:05:41Z",
+  "repo": "huggingface/transformers",
+  "snapshot_id": "20260417T200541Z",
+  "watermark": {
+    "effective_since": "2026-04-17T19:05:43Z",
+    "next_since": "2026-04-17T20:05:41Z"
+  }
+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260417T190543Z/manifest.json",
-  "latest_snapshot_id": "20260417T190543Z",
+  "archived_manifest_path": "snapshots/20260417T200541Z/manifest.json",
+  "latest_snapshot_id": "20260417T200541Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-04-17T19:05:43Z",
+  "next_since": "2026-04-17T20:05:41Z",
   "repo": "huggingface/transformers",
-  "snapshot_dir": "snapshots/20260417T190543Z"
+  "snapshot_dir": "snapshots/20260417T200541Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-04-17T18:05:42Z",
-  "last_successful_snapshot_id": "20260417T190543Z",
-  "next_since": "2026-04-17T19:05:43Z",
+  "effective_since": "2026-04-17T19:05:43Z",
+  "last_successful_snapshot_id": "20260417T200541Z",
+  "next_since": "2026-04-17T20:05:41Z",
   "repo": "huggingface/transformers",
-  "updated_at": "2026-04-17T19:05:43Z"
+  "updated_at": "2026-04-17T20:05:41Z"
 }