Refresh diffusers dataset snapshot 20260529T063525Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260529T053524Z`
+- latest snapshot: `20260529T063525Z`
 - 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

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-      "follow_through_score": "n/a",
-      "breadth_score": "n/a",
-      "automation_risk_signal": "n/a",
-      "heuristic_note": "summary unavailable",
+      "follow_through_score": "strong",
+      "breadth_score": "moderate",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high recent PR volume",
       "public_orgs": [],
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-        "distinct_repos_with_authored_prs": null,
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+        "visible_authored_pr_count": 37,
+        "merged_pr_count": 31,
+        "closed_unmerged_pr_count": 2,
+        "open_pr_count": 4,
+        "merged_pr_rate": 0.8378,
+        "closed_unmerged_pr_rate": 0.0541,
+        "still_open_pr_rate": 0.1081,
+        "distinct_repos_with_authored_prs": 6,
+        "distinct_repos_with_open_prs": 4
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@@ -7293,7 +7293,7 @@
         ],
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       },
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@@ -7317,23 +7317,23 @@
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-      "account_age_days": null,
+      "account_age_days": 3463,
       "young_account": false,
-      "follow_through_score": "n/a",
-      "breadth_score": "n/a",
-      "automation_risk_signal": "n/a",
-      "heuristic_note": "summary unavailable",
+      "follow_through_score": "mixed",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "\u2014",
       "public_orgs": [],
       "activity": {
-        "visible_authored_pr_count": null,
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-        "closed_unmerged_pr_count": null,
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-        "closed_unmerged_pr_rate": null,
-        "still_open_pr_rate": null,
-        "distinct_repos_with_authored_prs": null,
-        "distinct_repos_with_open_prs": null
+        "visible_authored_pr_count": 3,
+        "merged_pr_count": 2,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 1,
+        "merged_pr_rate": 0.6667,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 0.3333,
+        "distinct_repos_with_authored_prs": 3,
+        "distinct_repos_with_open_prs": 1
       },
       "examples": {
         "pull_requests": [
@@ -7350,11 +7350,11 @@
         ],
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       },
-      "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 68D7:242FB3:3169915:BB01110:6A192783.\"\n}"
+      "fetch_error": null
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     {
       "author_login": "yadferhad",
-      "name": null,
+      "name": "Yad Fatah",
       "profile_url": "https://github.com/yadferhad",
       "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ayadferhad",
       "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ayadferhad",
@@ -7374,23 +7374,25 @@
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-      "account_age_days": null,
+      "account_age_days": 3350,
       "young_account": false,
-      "follow_through_score": "n/a",
-      "breadth_score": "n/a",
-      "automation_risk_signal": "n/a",
-      "heuristic_note": "summary unavailable",
-      "public_orgs": [],
+      "follow_through_score": "mixed",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "\u2014",
+      "public_orgs": [
+        "backspace-labs"
+      ],
       "activity": {
-        "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
+        "visible_authored_pr_count": 3,
+        "merged_pr_count": 2,
+        "closed_unmerged_pr_count": 1,
+        "open_pr_count": 0,
+        "merged_pr_rate": 0.6667,
+        "closed_unmerged_pr_rate": 0.3333,
+        "still_open_pr_rate": 0.0,
+        "distinct_repos_with_authored_prs": 3,
+        "distinct_repos_with_open_prs": 0
       },
       "examples": {
         "pull_requests": [
@@ -7407,7 +7409,7 @@
         ],
         "issues": []
       },
-      "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 643B:C70A7:3322477:C2244E5:6A192783.\"\n}"
+      "fetch_error": null
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@@ -7431,23 +7433,23 @@
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       "live_refetch_skipped": false,
-      "account_age_days": null,
+      "account_age_days": 588,
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-      "follow_through_score": "n/a",
-      "breadth_score": "n/a",
-      "automation_risk_signal": "n/a",
-      "heuristic_note": "summary unavailable",
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share; no visible non-self stars; targets high-star repos",
       "public_orgs": [],
       "activity": {
-        "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
+        "visible_authored_pr_count": 1,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 1,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 1.0,
+        "distinct_repos_with_authored_prs": 1,
+        "distinct_repos_with_open_prs": 1
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@@ -7464,7 +7466,7 @@
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         "issues": []
       },
-      "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 D601:2D866C:2F7CC13:B44E986:6A192783.\"\n}"
+      "fetch_error": null
     }
   ]
 }

new-contributors-report.md

@@ -1,7 +1,7 @@
 # New Contributor Report: huggingface/diffusers
 
-- Snapshot: `20260529T053524Z`
-- Generated: `2026-05-29T05:43:31Z`
+- Snapshot: `20260529T063525Z`
+- Generated: `2026-05-29T06:37:52Z`
 - Activity window: `60d`
 - Contributors: `102`
 
@@ -9,7 +9,7 @@
 
 | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
-| `sayakpaul` | [profile](https://github.com/sayakpaul) | no | MEMBER | 3507d | `2023-01-13T14:42:20Z` | 1040 | 133 | strong | moderate | low | extremely high recent PR volume |
+| `sayakpaul` | [profile](https://github.com/sayakpaul) | no | MEMBER | 3507d | `2023-01-13T14:42:20Z` | 1041 | 133 | strong | moderate | low | extremely high recent PR volume |
 | `DN6` | [profile](https://github.com/DN6) | no | MEMBER | 4403d | `2023-02-22T04:27:25Z` | 381 | 14 | strong | low | low | targets high-star repos |
 | `yiyixuxu` | [profile](https://github.com/yiyixuxu) | no | MEMBER | 4019d | `2022-12-14T16:37:57Z` | 303 | 38 | strong | low | low | targets high-star repos |
 | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2338d | `2023-02-22T18:18:22Z` | 215 | 6 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
@@ -97,20 +97,20 @@
 | `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | FIRST_TIME_CONTRIBUTOR | 549d | `2026-05-24T23:05:02Z` | 1 | 0 | mixed | high | medium | broad repo spread; high open PR share |
 | `Jefsky` | [profile](https://github.com/Jefsky) | no | FIRST_TIME_CONTRIBUTOR | 4418d | `2026-05-28T08:16:01Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `JinLiIdeogram` | [profile](https://github.com/JinLiIdeogram) | no | NONE | 979d | `2026-05-11T18:57:43Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `MukundaKatta` | [profile](https://github.com/MukundaKatta) | no | FIRST_TIME_CONTRIBUTOR | ?d | `2026-04-25T18:34:23Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
-| `oab24413gmai` | [profile](https://github.com/oab24413gmai) | no | FIRST_TIME_CONTRIBUTOR | ?d | `2026-05-14T04:22:50Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
-| `ooovenenoso` | [profile](https://github.com/ooovenenoso) | no | FIRST_TIME_CONTRIBUTOR | ?d | `2026-05-24T12:21:28Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
-| `Praanjaljain29` | [profile](https://github.com/Praanjaljain29) | no | FIRST_TIME_CONTRIBUTOR | ?d | `2026-05-28T02:28:09Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
-| `racyjelly` | [profile](https://github.com/racyjelly) | no | FIRST_TIMER | ?d | `2026-04-23T14:40:30Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
-| `rmatif` | [profile](https://github.com/rmatif) | no | FIRST_TIME_CONTRIBUTOR | ?d | `2026-05-12T16:24:51Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
-| `Shreyas-jk` | [profile](https://github.com/Shreyas-jk) | no | FIRST_TIME_CONTRIBUTOR | ?d | `2026-05-08T23:19:21Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
-| `st7109` | [profile](https://github.com/st7109) | no | FIRST_TIMER | ?d | `2026-05-28T13:25:48Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
-| `varaprasadtarunkumar` | [profile](https://github.com/varaprasadtarunkumar) | no | NONE | ?d | `2026-04-03T18:58:56Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
-| `waitingcheung` | [profile](https://github.com/waitingcheung) | no | CONTRIBUTOR | ?d | `2026-04-23T05:54:56Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
-| `xin3he` | [profile](https://github.com/xin3he) | no | FIRST_TIME_CONTRIBUTOR | ?d | `2026-03-04T11:16:34Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
-| `Xyc2016` | [profile](https://github.com/Xyc2016) | no | CONTRIBUTOR | ?d | `2026-04-06T14:42:14Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
-| `yadferhad` | [profile](https://github.com/yadferhad) | no | CONTRIBUTOR | ?d | `2026-04-15T17:24:00Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
-| `yzhautouskay` | [profile](https://github.com/yzhautouskay) | no | CONTRIBUTOR | ?d | `2026-05-28T11:20:40Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
+| `MukundaKatta` | [profile](https://github.com/MukundaKatta) | no | FIRST_TIME_CONTRIBUTOR | 1569d | `2026-04-25T18:34:23Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
+| `oab24413gmai` | [profile](https://github.com/oab24413gmai) | no | FIRST_TIME_CONTRIBUTOR | 46d | `2026-05-14T04:22:50Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `ooovenenoso` | [profile](https://github.com/ooovenenoso) | no | FIRST_TIME_CONTRIBUTOR | 1262d | `2026-05-24T12:21:28Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
+| `Praanjaljain29` | [profile](https://github.com/Praanjaljain29) | no | FIRST_TIME_CONTRIBUTOR | 1089d | `2026-05-28T02:28:09Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `racyjelly` | [profile](https://github.com/racyjelly) | no | FIRST_TIMER | 1655d | `2026-04-23T14:40:30Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `rmatif` | [profile](https://github.com/rmatif) | no | FIRST_TIME_CONTRIBUTOR | 2185d | `2026-05-12T16:24:51Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
+| `Shreyas-jk` | [profile](https://github.com/Shreyas-jk) | no | FIRST_TIME_CONTRIBUTOR | 547d | `2026-05-08T23:19:21Z` | 1 | 0 | mixed | low | low | no visible non-self stars |
+| `st7109` | [profile](https://github.com/st7109) | no | FIRST_TIMER | 2512d | `2026-05-28T13:25:48Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `varaprasadtarunkumar` | [profile](https://github.com/varaprasadtarunkumar) | no | NONE | 1478d | `2026-04-03T18:58:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `waitingcheung` | [profile](https://github.com/waitingcheung) | no | CONTRIBUTOR | 4967d | `2026-04-23T05:54:56Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
+| `xin3he` | [profile](https://github.com/xin3he) | no | FIRST_TIME_CONTRIBUTOR | 1858d | `2026-03-04T11:16:34Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
+| `Xyc2016` | [profile](https://github.com/Xyc2016) | no | CONTRIBUTOR | 3463d | `2026-04-06T14:42:14Z` | 1 | 0 | mixed | low | low | — |
+| `yadferhad` | [profile](https://github.com/yadferhad) | no | CONTRIBUTOR | 3350d | `2026-04-15T17:24:00Z` | 1 | 0 | mixed | low | low | — |
+| `yzhautouskay` | [profile](https://github.com/yzhautouskay) | no | CONTRIBUTOR | 588d | `2026-05-28T11:20:40Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 
 ## Contributors
 
@@ -120,12 +120,12 @@
 - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asayakpaul)
 - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asayakpaul)
 - repo first seen: `2023-01-13T14:42:20Z`
-- repo last seen: `2026-05-29T04:41:08Z`
+- repo last seen: `2026-05-29T06:17:04Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **1173**
-- snapshot authored PRs/issues: **1040 PRs / 133 issues**
-- snapshot discussion activity: **8201 comments / 6995 reviews / 7250 review comments**
+- repo primary artifacts: **1174**
+- snapshot authored PRs/issues: **1041 PRs / 133 issues**
+- snapshot discussion activity: **8202 comments / 6996 reviews / 7251 review comments**
 - account age: **3507 days**
 - recent public PR activity: **101 PRs** (86 merged / 7 closed-unmerged / 8 open; merged rate **85%**, closed-unmerged rate **7%**, open rate **8%**)
 - public orgs: `huggingface`, `all-things-vits`
@@ -133,9 +133,9 @@
 - heuristic read: **extremely high recent PR volume**
 
 Example artifacts:
+- [PR #13831: override torch stuff to prevent them from getting updated](https://github.com/huggingface/diffusers/pull/13831) — closed, merged
 - [PR #13807: note: torch.zeros -> torch.empty](https://github.com/huggingface/diffusers/pull/13807) — closed, merged
 - [PR #13795: [ci] shorten serge name.](https://github.com/huggingface/diffusers/pull/13795) — closed, merged
-- [PR #13787: [docs] fix ace step checkpoint id.](https://github.com/huggingface/diffusers/pull/13787) — closed, merged
 - [Issue #13713: Incorporate safetensors support to TorchAO](https://github.com/huggingface/diffusers/issues/13713) — open
 - [Issue #13475: QwenImage `has_neg_prompt` derivation](https://github.com/huggingface/diffusers/issues/13475) — closed
 - [Issue #13401: Help us profile important pipelines and improve if needed](https://github.com/huggingface/diffusers/issues/13401) — open
@@ -172,12 +172,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ayiyixuxu)
 - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ayiyixuxu)
 - repo first seen: `2022-12-14T16:37:57Z`
-- repo last seen: `2026-05-29T02:16:03Z`
+- repo last seen: `2026-05-29T05:55:14Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **341**
 - snapshot authored PRs/issues: **303 PRs / 38 issues**
-- snapshot discussion activity: **2592 comments / 2938 reviews / 3597 review comments**
+- snapshot discussion activity: **2592 comments / 2939 reviews / 3601 review comments**
 - account age: **4019 days**
 - recent public PR activity: **11 PRs** (9 merged / 0 closed-unmerged / 2 open; merged rate **82%**, closed-unmerged rate **0%**, open rate **18%**)
 - public orgs: none visible
@@ -2134,15 +2134,11 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **? 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: **1569 days**
+- recent public PR activity: **1000 PRs** (392 merged / 306 closed-unmerged / 363 open; merged rate **39%**, closed-unmerged rate **31%**, open rate **30%**)
 - 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 04CC:145864:2FC9F48:B5C9B4B:6A192782."
-}`
+- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
+- heuristic read: **extremely high recent PR volume; very broad repo spread**
 
 Example artifacts:
 - [PR #13563: SUPIR: scaffold pipeline + design doc (refs #7219)](https://github.com/huggingface/diffusers/pull/13563) — open, draft
@@ -2159,15 +2155,11 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **? 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: **46 days**
+- recent public PR activity: **67 PRs** (9 merged / 20 closed-unmerged / 38 open; merged rate **13%**, closed-unmerged rate **30%**, open rate **57%**)
 - 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 BAD5:4CE35:31B71BB:BD44E2C:6A192782."
-}`
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
+- heuristic read: **very new account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
 
 Example artifacts:
 - [PR #13746: docs: fix duplicated "to" in UNetSpatioTemporalConditionModel docstring](https://github.com/huggingface/diffusers/pull/13746) — open
@@ -2184,15 +2176,11 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **? 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: **1262 days**
+- recent public PR activity: **11 PRs** (4 merged / 2 closed-unmerged / 5 open; merged rate **36%**, closed-unmerged rate **18%**, open rate **45%**)
 - public orgs: none visible
-- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
-- heuristic read: **summary unavailable**
-- enrichment fetch error: `graphql request failed: 403 {
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-}`
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
 - [PR #13799: Fix Cosmos2 safety checker grad mode leak](https://github.com/huggingface/diffusers/pull/13799) — open
@@ -2209,15 +2197,11 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **? 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: **1089 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - 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 {
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-}`
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
 - [PR #13820: Fix black image output in QwenImageEdit docstring](https://github.com/huggingface/diffusers/pull/13820) — open
@@ -2234,15 +2218,11 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **? 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: **1655 days**
+- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
 - public orgs: none visible
-- compact scores: follow-through **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 1E57:4CE35:31B7339:BD452FF:6A192782."
-}`
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
 - [PR #13553: Custom v0.12.1](https://github.com/huggingface/diffusers/pull/13553) — closed
@@ -2259,15 +2239,11 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 4 reviews / 4 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: **2185 days**
+- recent public PR activity: **4 PRs** (1 merged / 2 closed-unmerged / 1 open; merged rate **25%**, closed-unmerged rate **50%**, open rate **25%**)
 - public orgs: none visible
-- compact scores: follow-through **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 2A04:3FB077:623D:17C3C:6A192782."
-}`
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs**
 
 Example artifacts:
 - [PR #13732: Add Anima modular pipeline](https://github.com/huggingface/diffusers/pull/13732) — open
@@ -2284,15 +2260,11 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **? 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: **547 days**
+- recent public PR activity: **3 PRs** (2 merged / 0 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
 - public orgs: none visible
-- compact scores: follow-through **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 A04E:61F81:12634:46774:6A192782."
-}`
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **no visible non-self stars**
 
 Example artifacts:
 - [PR #13701: [mps] Fix NaN in Attention.get_attention_scores when attention_mask is None](https://github.com/huggingface/diffusers/pull/13701) — open
@@ -2309,15 +2281,11 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **? 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: **2512 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - 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 9EF5:25E7F4:2F3B481:B3B7597:6A192782."
-}`
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
 - [PR #13824: Add use_real parameter to Z-Image for platform compatibility](https://github.com/huggingface/diffusers/pull/13824) — open
@@ -2334,15 +2302,11 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **? 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: **1478 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 **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 1200:2A5CC5:1406B:4D286:6A192782."
-}`
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
 - [PR #13404: fix: cache modulate_index tensor to eliminate per-step DtoH sync](https://github.com/huggingface/diffusers/pull/13404) — closed
@@ -2359,15 +2323,11 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **13 comments / 12 reviews / 12 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: **4967 days**
+- recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
 - public orgs: none visible
-- compact scores: follow-through **n/a**, breadth **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 B2C5:2D9B4A:30E23BC:B9BA9AF:6A192782."
-}`
+- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
+- heuristic read: **no visible non-self stars**
 
 Example artifacts:
 - [PR #13551: feat: Add Motif-Video model and pipelines](https://github.com/huggingface/diffusers/pull/13551) — closed, merged
@@ -2384,15 +2344,11 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **7 comments / 21 reviews / 21 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: **1858 days**
+- recent public PR activity: **37 PRs** (31 merged / 2 closed-unmerged / 4 open; merged rate **84%**, closed-unmerged rate **5%**, open rate **11%**)
 - 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",
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-}`
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume**
 
 Example artifacts:
 - [PR #13552: Integrate AutoRound into Diffusers](https://github.com/huggingface/diffusers/pull/13552) — open
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 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 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: **3463 days**
+- recent public PR activity: **3 PRs** (2 merged / 0 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
 - public orgs: none visible
-- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
-- heuristic read: **summary unavailable**
-- enrichment fetch error: `graphql request failed: 403 {
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-}`
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **—**
 
 Example artifacts:
 - [PR #13423: Fix grammar in LoRA documentation](https://github.com/huggingface/diffusers/pull/13423) — closed, merged
@@ -2434,15 +2386,11 @@ Example artifacts:
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 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 4 reviews / 4 review comments**
-- account age: **? days**
-- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
-- public orgs: none visible
-- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
-- heuristic read: **summary unavailable**
-- enrichment fetch error: `graphql request failed: 403 {
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-  "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 643B:C70A7:3322477:C2244E5:6A192783."
-}`
+- account age: **3350 days**
+- recent public PR activity: **3 PRs** (2 merged / 1 closed-unmerged / 0 open; merged rate **67%**, closed-unmerged rate **33%**, open rate **0%**)
+- public orgs: `backspace-labs`
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **—**
 
 Example artifacts:
 - [PR #13486: Fix Flux2 non-diffusers guidance LoRA conversion](https://github.com/huggingface/diffusers/pull/13486) — closed, merged
@@ -2459,15 +2407,11 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **? 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: **588 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - 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 D601:2D866C:2F7CC13:B44E986:6A192783."
-}`
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
 - [PR #13823: Add Cosmos3 action generation support](https://github.com/huggingface/diffusers/pull/13823) — open

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