New Contributor Report: huggingface/diffusers
- Snapshot:
20260530T193524Z - Generated:
2026-05-30T19:35:51Z - Activity window:
60d - Contributors:
102
Summary
| Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
|---|---|---|---|---|---|---|---|---|---|---|---|
sayakpaul |
profile | no | MEMBER | 3507d | 2023-01-13T14:42:20Z |
1041 | 133 | strong | moderate | low | extremely high recent PR volume |
DN6 |
profile | no | MEMBER | 4403d | 2023-02-22T04:27:25Z |
381 | 14 | strong | low | low | targets high-star repos |
yiyixuxu |
profile | no | MEMBER | 4019d | 2022-12-14T16:37:57Z |
303 | 38 | strong | low | low | targets high-star repos |
stevhliu |
profile | 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 |
hlky |
profile | no | CONTRIBUTOR | 1455d | 2022-08-22T10:44:45Z |
149 | 84 | strong | moderate | low | high recent PR volume; no visible non-self stars |
asomoza |
profile | no | MEMBER | 4641d | 2023-11-10T05:32:15Z |
52 | 11 | weak | low | low | targets high-star repos |
Ricardo-M-L |
profile | no | CONTRIBUTOR | 2123d | 2026-04-02T16:08:54Z |
45 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
jiqing-feng |
profile | no | CONTRIBUTOR | 1437d | 2022-11-29T08:44:19Z |
27 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
akshan-main |
profile | no | CONTRIBUTOR | 1603d | 2025-11-21T08:13:14Z |
21 | 2 | mixed | low | low | high open PR share; targets high-star repos |
dependabot[bot] |
profile | no | CONTRIBUTOR | ?d | 2023-12-20T21:14:21Z |
21 | 0 | n/a | n/a | n/a | summary unavailable |
kaixuanliu |
profile | no | CONTRIBUTOR | 3976d | 2025-01-20T00:59:08Z |
14 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
Anai-Guo |
profile | no | FIRST_TIME_CONTRIBUTOR | 46d | 2026-04-13T06:56:28Z |
13 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
sywangyi |
profile | no | CONTRIBUTOR | 3038d | 2023-09-19T06:45:24Z |
12 | 0 | mixed | moderate | low | targets high-star repos |
Dev-X25874 |
profile | no | CONTRIBUTOR | 20d | 2026-05-12T02:45:59Z |
10 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars |
paulinebm |
profile | no | MEMBER | 871d | 2024-12-12T10:28:15Z |
8 | 0 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
zhtmike |
profile | no | CONTRIBUTOR | 4316d | 2026-03-17T08:08:13Z |
6 | 3 | mixed | moderate | low | high recent PR volume |
azolotenkov |
profile | no | CONTRIBUTOR | 1060d | 2025-03-04T13:58:31Z |
6 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
RuixiangMa |
profile | no | CONTRIBUTOR | 3328d | 2026-04-02T17:19:18Z |
6 | 0 | mixed | low | low | high recent PR volume |
hf-security-analysis[bot] |
profile | no | CONTRIBUTOR | ?d | 2026-03-27T11:59:04Z |
5 | 0 | n/a | n/a | n/a | summary unavailable |
HsiaWinter |
profile | no | CONTRIBUTOR | 1655d | 2026-04-08T04:14:03Z |
4 | 0 | mixed | low | low | high open PR share; targets high-star repos |
neo |
profile | no | FIRST_TIME_CONTRIBUTOR | 4253d | 2023-09-20T21:42:50Z |
4 | 0 | weak | low | low | high open PR share; targets high-star repos |
rtrompier |
profile | no | MEMBER | 4981d | 2023-10-19T12:21:52Z |
4 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
taivu1998 |
profile | no | FIRST_TIME_CONTRIBUTOR | 2693d | 2026-05-10T11:20:33Z |
4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars |
TheChyeahhh |
profile | no | FIRST_TIME_CONTRIBUTOR | 82d | 2026-05-29T21:09:17Z |
4 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
songh11 |
profile | no | CONTRIBUTOR | 2002d | 2024-12-05T09:11:19Z |
3 | 5 | strong | low | low | targets high-star repos |
Akash504-ai |
profile | no | CONTRIBUTOR | 467d | 2026-03-29T19:06:50Z |
3 | 3 | mixed | high | medium | extremely high recent PR volume; broad repo spread |
GitGlimpse895 |
profile | no | FIRST_TIME_CONTRIBUTOR | 47d | 2026-04-14T04:29:39Z |
3 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
jbbqqf |
profile | no | FIRST_TIME_CONTRIBUTOR | 4301d | 2026-05-10T09:20:21Z |
3 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share |
NazarKozak |
profile | no | FIRST_TIME_CONTRIBUTOR | 4523d | 2026-04-25T06:35:12Z |
3 | 0 | weak | low | low | high open PR share; targets high-star repos |
tarekziade |
profile | no | MEMBER | 5880d | 2026-05-13T07:23:25Z |
3 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
dg845 |
profile | no | MEMBER | 2368d | 2023-03-22T05:10:45Z |
68 | 8 | strong | low | low | no visible non-self stars; targets high-star repos |
kashif |
profile | no | MEMBER | 6611d | 2022-06-15T15:01:24Z |
65 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
JingyaHuang |
profile | no | MEMBER | 2783d | 2022-11-03T10:27:59Z |
4 | 0 | weak | low | low | high open PR share; targets high-star repos |
chenyangzhu1 |
profile | no | CONTRIBUTOR | 1518d | 2026-04-02T15:30:04Z |
2 | 1 | strong | low | low | targets high-star repos |
Ace3Z |
profile | no | FIRST_TIME_CONTRIBUTOR | 2602d | 2026-05-24T21:27:06Z |
2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
adityasingh2400 |
profile | no | FIRST_TIME_CONTRIBUTOR | 2321d | 2026-05-21T11:20:08Z |
2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
cartesian-plane |
profile | no | FIRST_TIME_CONTRIBUTOR | 1778d | 2026-04-25T09:38:56Z |
2 | 0 | weak | low | low | high open PR share; targets high-star repos |
chang-zhijie |
profile | no | CONTRIBUTOR | 2898d | 2026-04-13T03:17:22Z |
2 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
Enderfga |
profile | no | CONTRIBUTOR | 2011d | 2023-05-08T05:27:53Z |
2 | 0 | strong | moderate | low | high recent PR volume |
gueraf |
profile | no | FIRST_TIME_CONTRIBUTOR | 4102d | 2026-04-27T22:38:24Z |
2 | 0 | strong | moderate | low | — |
Jefsky |
profile | no | FIRST_TIME_CONTRIBUTOR | 4418d | 2026-05-28T08:16:01Z |
2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
ParamChordiya |
profile | no | CONTRIBUTOR | 2191d | 2026-04-16T05:37:27Z |
2 | 0 | mixed | moderate | low | targets high-star repos |
RobbinMarcus |
profile | no | CONTRIBUTOR | 4718d | 2026-05-03T18:15:59Z |
2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
terarachang |
profile | no | CONTRIBUTOR | 3934d | 2026-04-28T06:39:25Z |
2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
xodn348 |
profile | no | FIRST_TIME_CONTRIBUTOR | 2380d | 2026-05-07T07:22:44Z |
2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share |
zxuhan |
profile | no | FIRST_TIME_CONTRIBUTOR | 1020d | 2026-05-14T19:07:05Z |
2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
linoytsaban |
profile | no | MEMBER | 2390d | 2023-06-20T06:10:02Z |
75 | 2 | mixed | low | low | high open PR share; targets high-star repos |
rootonchair |
profile | no | CONTRIBUTOR | 3478d | 2023-12-27T03:24:34Z |
24 | 8 | mixed | low | low | — |
Beinsezii |
profile | no | CONTRIBUTOR | 2929d | 2023-11-06T21:11:04Z |
20 | 5 | strong | low | low | no visible non-self stars |
entrpn |
profile | no | CONTRIBUTOR | 4497d | 2022-10-27T22:30:33Z |
12 | 3 | strong | low | low | targets high-star repos |
christopher5106 |
profile | no | CONTRIBUTOR | 4466d | 2024-03-30T15:52:41Z |
8 | 25 | weak | low | low | high open PR share; targets high-star repos |
catwell |
profile | no | CONTRIBUTOR | 5921d | 2024-07-19T08:49:58Z |
3 | 0 | weak | low | low | high open PR share; targets high-star repos |
McPatate |
profile | no | MEMBER | 4249d | 2024-06-07T16:06:34Z |
3 | 0 | strong | moderate | low | high recent PR volume |
chinoll |
profile | no | CONTRIBUTOR | 3525d | 2022-11-02T08:27:54Z |
2 | 3 | weak | low | low | high open PR share; targets high-star repos |
WaterKnight1998 |
profile | no | CONTRIBUTOR | 2876d | 2024-01-11T10:06:01Z |
2 | 2 | mixed | low | low | high open PR share; targets high-star repos |
luren55 |
profile | no | FIRST_TIME_CONTRIBUTOR | 1599d | 2025-10-31T04:34:34Z |
2 | 1 | mixed | low | low | high open PR share; targets high-star repos |
huemin-art |
profile | no | CONTRIBUTOR | 1549d | 2026-03-12T14:56:59Z |
2 | 0 | strong | low | low | targets high-star repos |
NIK-TIGER-BILL |
profile | no | CONTRIBUTOR | 2330d | 2026-03-30T07:15:17Z |
2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
Moran232 |
profile | no | CONTRIBUTOR | 4236d | 2026-04-07T07:58:41Z |
1 | 2 | strong | low | low | targets high-star repos |
ivnvalex |
profile | no | CONTRIBUTOR | 2629d | 2026-04-29T16:10:12Z |
1 | 1 | strong | low | low | targets high-star repos |
Sunhill666 |
profile | no | CONTRIBUTOR | 3261d | 2026-04-01T06:54:19Z |
1 | 1 | strong | low | low | targets high-star repos |
ViktoriiaRomanova |
profile | no | CONTRIBUTOR | 1680d | 2026-04-08T09:26:22Z |
1 | 1 | strong | low | low | targets high-star repos |
VittoriaLanzo |
profile | no | NONE | 119d | 2026-04-02T13:06:12Z |
1 | 1 | weak | high | medium | young account; broad repo spread; high open PR share |
Zhu1116 |
profile | no | FIRST_TIMER | 2178d | 2025-05-30T08:21:12Z |
1 | 1 | weak | low | low | high open PR share; targets high-star repos |
andrewor14 |
profile | no | CONTRIBUTOR | 5039d | 2026-04-03T20:31:12Z |
1 | 0 | strong | moderate | low | targets high-star repos |
arieleli01212 |
profile | no | FIRST_TIME_CONTRIBUTOR | 407d | 2026-05-17T18:44:15Z |
1 | 0 | weak | high | medium | broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
aryanmotgi |
profile | no | FIRST_TIME_CONTRIBUTOR | 1809d | 2026-05-22T02:15:07Z |
1 | 0 | strong | high | medium | extremely high recent PR volume; broad repo spread |
atharvajoshi10 |
profile | no | CONTRIBUTOR | 3244d | 2026-05-27T21:18:03Z |
1 | 0 | strong | low | low | targets high-star repos |
ATOM00blue |
profile | no | FIRST_TIME_CONTRIBUTOR | 325d | 2026-05-22T01:48:23Z |
1 | 0 | weak | very high | medium | young account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
aws-zhenguo |
profile | no | FIRST_TIME_CONTRIBUTOR | 556d | 2026-04-14T22:28:18Z |
1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
awsr |
profile | no | FIRST_TIME_CONTRIBUTOR | 2793d | 2026-04-04T02:02:23Z |
1 | 0 | strong | moderate | low | high recent PR volume |
botbikamordehai2-sketch |
profile | no | FIRST_TIME_CONTRIBUTOR | 34d | 2026-05-28T18:12:27Z |
1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share |
Carlofkl |
profile | no | FIRST_TIME_CONTRIBUTOR | 2302d | 2026-05-27T06:16:54Z |
1 | 0 | weak | low | low | high open PR share; targets high-star repos |
ChinChyi |
profile | no | FIRST_TIME_CONTRIBUTOR | 3098d | 2026-05-06T17:18:28Z |
1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
CoderSATTY |
profile | no | FIRST_TIME_CONTRIBUTOR | 650d | 2026-05-23T06:54:12Z |
1 | 0 | weak | low | low | high open PR share; targets high-star repos |
conanna |
profile | no | FIRST_TIMER | 422d | 2026-04-12T19:13:13Z |
1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
david-PHR |
profile | no | CONTRIBUTOR | 1515d | 2026-04-30T08:17:26Z |
1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
Dev-next-gen |
profile | no | FIRST_TIME_CONTRIBUTOR | 559d | 2026-04-19T00:36:23Z |
1 | 0 | strong | high | low | broad repo spread |
dparikh79 |
profile | no | FIRST_TIME_CONTRIBUTOR | 2871d | 2026-05-16T22:41:41Z |
1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
feice-huang |
profile | no | CONTRIBUTOR | 1479d | 2026-04-22T10:38:45Z |
1 | 0 | strong | low | low | targets high-star repos |
GalacticAvenger |
profile | no | CONTRIBUTOR | 2254d | 2026-04-02T20:15:48Z |
1 | 0 | mixed | moderate | low | targets high-star repos |
HaoyuLi-Nova |
profile | no | FIRST_TIME_CONTRIBUTOR | 888d | 2026-04-24T15:24:20Z |
1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
hf-dependantbot-rollout[bot] |
profile | no | CONTRIBUTOR | ?d | 2026-05-26T10:32:00Z |
1 | 0 | n/a | n/a | n/a | summary unavailable |
hitchhiker3010 |
profile | no | CONTRIBUTOR | 3818d | 2026-04-07T06:26:34Z |
1 | 0 | strong | low | low | targets high-star repos |
hoangperry |
profile | no | FIRST_TIME_CONTRIBUTOR | 2993d | 2026-05-17T09:23:14Z |
1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
itzzdeep |
profile | no | FIRST_TIME_CONTRIBUTOR | 2114d | 2026-05-11T21:21:31Z |
1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
javierdejesusda |
profile | no | FIRST_TIME_CONTRIBUTOR | 549d | 2026-05-24T23:05:02Z |
1 | 0 | mixed | high | medium | broad repo spread; high open PR share |
JinLiIdeogram |
profile | no | NONE | 979d | 2026-05-11T18:57:43Z |
1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
MukundaKatta |
profile | 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 | 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 | 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 | 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 | 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 | no | CONTRIBUTOR | 2185d | 2026-05-12T16:24:51Z |
1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
Shreyas-jk |
profile | no | FIRST_TIME_CONTRIBUTOR | 547d | 2026-05-08T23:19:21Z |
1 | 0 | mixed | low | low | no visible non-self stars |
st7109 |
profile | no | FIRST_TIMER | 2512d | 2026-05-28T13:25:48Z |
1 | 0 | weak | low | low | high open PR share; targets high-star repos |
varaprasadtarunkumar |
profile | no | NONE | 1478d | 2026-04-03T18:58:56Z |
1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
waitingcheung |
profile | no | CONTRIBUTOR | 4967d | 2026-04-23T05:54:56Z |
1 | 0 | n/a | low | low | no visible non-self stars |
xin3he |
profile | no | FIRST_TIME_CONTRIBUTOR | 1858d | 2026-03-04T11:16:34Z |
1 | 0 | strong | moderate | low | high recent PR volume |
Xyc2016 |
profile | no | CONTRIBUTOR | 3463d | 2026-04-06T14:42:14Z |
1 | 0 | mixed | low | low | — |
yadferhad |
profile | no | CONTRIBUTOR | 3350d | 2026-04-15T17:24:00Z |
1 | 0 | mixed | low | low | — |
yzhautouskay |
profile | 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
sayakpaul
- profile: github.com/sayakpaul
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2023-01-13T14:42:20Z - repo last seen:
2026-05-30T04:38:22Z - first seen in snapshot: no
- repo association: MEMBER
- repo primary artifacts: 1174
- snapshot authored PRs/issues: 1041 PRs / 133 issues
- snapshot discussion activity: 8204 comments / 7004 reviews / 7288 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 - compact scores: follow-through strong, breadth moderate, automation risk low
- heuristic read: extremely high recent PR volume
Example artifacts:
- PR #13831: override torch stuff to prevent them from getting updated — closed, merged
- PR #13807: note: torch.zeros -> torch.empty — closed, merged
- PR #13795: [ci] shorten serge name. — closed, merged
- Issue #13713: Incorporate safetensors support to TorchAO — open
- Issue #13475: QwenImage
has_neg_promptderivation — closed - Issue #13401: Help us profile important pipelines and improve if needed — open
DN6
- profile: github.com/DN6
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2023-02-22T04:27:25Z - repo last seen:
2026-05-29T10:23:46Z - first seen in snapshot: no
- repo association: MEMBER
- repo primary artifacts: 395
- snapshot authored PRs/issues: 381 PRs / 14 issues
- snapshot discussion activity: 1079 comments / 1519 reviews / 1198 review comments
- account age: 4403 days
- recent public PR activity: 12 PRs (10 merged / 1 closed-unmerged / 1 open; merged rate 83%, closed-unmerged rate 8%, open rate 8%)
- public orgs: none visible
- compact scores: follow-through strong, breadth low, automation risk low
- heuristic read: targets high-star repos
Example artifacts:
- PR #13794: [WIP] Refactor Model Design — open
- PR #13753: Update contribution guidelines — closed, merged
- PR #13729: Update Flax removal version — closed, merged
- Issue #13151: GGUF +
torch.compileis not compatible with Hub Kernels — open - Issue #12600: Add KV Cache for Autoregressive Inference — open
- Issue #10152: Diffusers Roadmap — open
yiyixuxu
- profile: github.com/yiyixuxu
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2022-12-14T16:37:57Z - repo last seen:
2026-05-29T19:19:14Z - first seen in snapshot: no
- repo association: MEMBER
- repo primary artifacts: 341
- snapshot authored PRs/issues: 303 PRs / 38 issues
- snapshot discussion activity: 2593 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
- compact scores: follow-through strong, breadth low, automation risk low
- heuristic read: targets high-star repos
Example artifacts:
- PR #13808: [docs] update philosophy.md (finally) — open
- PR #13775: [agents docs] review-rules: add Tripwires section — open
- PR #13774: [CI] claude_review: target source PR's branch for follow-up PRs — closed, merged
- Issue #12564: [Proposals Welcome] Fal Flashpack integration for faster model loading — open
- Issue #12257: [Looking for community contribution] support Wan 2.2 S2V: an audio-driven cinematic video generation model — open
- Issue #12222: [Contribution welcome] adding a fast test for Qwen-Image Controlnet Pipeline — closed
stevhliu
- profile: github.com/stevhliu
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2023-02-22T18:18:22Z - repo last seen:
2026-05-29T03:04:27Z - first seen in snapshot: no
- repo association: MEMBER
- repo primary artifacts: 221
- snapshot authored PRs/issues: 215 PRs / 6 issues
- snapshot discussion activity: 246 comments / 772 reviews / 1610 review comments
- account age: 2338 days
- recent public PR activity: 30 PRs (25 merged / 0 closed-unmerged / 5 open; merged rate 83%, closed-unmerged rate 0%, open rate 17%)
- public orgs:
huggingface - compact scores: follow-through strong, breadth low, automation risk low
- heuristic read: high recent PR volume; no visible non-self stars; targets high-star repos
Example artifacts:
- PR #13830: [docs] add missing Returns sections to forward/call docstrings — closed, merged
- PR #13771: [docs] remove pipeline examples section — closed, merged
- PR #13769: Fix missing forward/call docstring entries — closed, merged
- Issue #7238: IP-Adapter masking — closed
- Issue #5380: [community pipeline] Mixture tiling — closed
- Issue #5379: [community pipeline] SpeechToImage — closed
hlky
- profile: github.com/hlky
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2022-08-22T10:44:45Z - repo last seen:
2026-05-29T09:09:26Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 233
- snapshot authored PRs/issues: 149 PRs / 84 issues
- snapshot discussion activity: 553 comments / 415 reviews / 418 review comments
- account age: 1455 days
- recent public PR activity: 25 PRs (19 merged / 0 closed-unmerged / 6 open; merged rate 76%, closed-unmerged rate 0%, open rate 24%)
- public orgs: none visible
- compact scores: follow-through strong, breadth moderate, automation risk low
- heuristic read: high recent PR volume; no visible non-self stars
Example artifacts:
- PR #13719: Incorporate safetensors support to TorchAO — open
- PR #13695: Fix Stable Cascade review issues — open
- PR #13694: Fix LongCat AudioDiT dtype, VAE, and attention API issues — open
- Issue #13656: [meta issue] Systematic model/pipeline review findings / tracking — open
- Issue #13655:
model_infrastructuremodel/pipeline review — open - Issue #13654:
model_unets_sharedmodel/pipeline review — open
asomoza
- profile: github.com/asomoza
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2023-11-10T05:32:15Z - repo last seen:
2026-05-30T07:14:59Z - first seen in snapshot: no
- repo association: MEMBER
- repo primary artifacts: 63
- snapshot authored PRs/issues: 52 PRs / 11 issues
- snapshot discussion activity: 1316 comments / 259 reviews / 205 review comments
- account age: 4641 days
- recent public PR activity: 3 PRs (1 merged / 1 closed-unmerged / 1 open; merged rate 33%, closed-unmerged rate 33%, open rate 33%)
- public orgs:
huggingface - compact scores: follow-through weak, breadth low, automation risk low
- heuristic read: targets high-star repos
Example artifacts:
- PR #13843: [fix] CLIPTextModel with transformers >= 5.6 and from_single_file — open
- PR #13575: [Ernie-Image] Add lora support — closed, merged
- PR #13427: [torchao] Fix
record_streamwith torchao and group offloading — closed, draft - Issue #12441: Support Wan2.2-Animate — closed
- Issue #11861: ControlnetUnion not working correctly — closed
- Issue #11745: Pipeline Quantization silent ignore of components not present in pipeline — closed
Ricardo-M-L
- profile: github.com/Ricardo-M-L
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-04-02T16:08:54Z - repo last seen:
2026-05-23T07:56:12Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 45
- snapshot authored PRs/issues: 45 PRs / 0 issues
- snapshot discussion activity: 23 comments / 1 reviews / 1 review comments
- account age: 2123 days
- recent public PR activity: 281 PRs (62 merged / 94 closed-unmerged / 125 open; merged rate 22%, closed-unmerged rate 33%, open rate 44%)
- public orgs: none visible
- compact scores: follow-through weak, breadth very high, automation risk medium
- heuristic read: extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos
Example artifacts:
- PR #13760: Fix FlowMatchEulerDiscreteScheduler double-shift in set_timesteps — open
- PR #13741: Route SanaTransformer2DModel.forward by time-embed type, not by guidance presence — open
- PR #13740: Raise ValueError instead of tearing down CUDA when AuraFlow latents exceed pos_embed_max_size — open
jiqing-feng
- profile: github.com/jiqing-feng
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2022-11-29T08:44:19Z - repo last seen:
2026-05-29T06:36:39Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 31
- snapshot authored PRs/issues: 27 PRs / 4 issues
- snapshot discussion activity: 81 comments / 32 reviews / 32 review comments
- account age: 1437 days
- recent public PR activity: 35 PRs (23 merged / 7 closed-unmerged / 5 open; merged rate 66%, closed-unmerged rate 20%, open rate 14%)
- public orgs: none visible
- compact scores: follow-through mixed, breadth moderate, automation risk low
- heuristic read: high recent PR volume; targets high-star repos
Example artifacts:
- PR #13816: Use
device_map="auto"in single file tests to support large models on limited GPU memory — open - PR #13777: Fix OOM in WanAnimate BitsAndBytes Training Test — closed, merged
- PR #13776: Reduce FLUX int8 test peak memory with sequential offload — open
- Issue #13105: Wan-AI/Wan2.1-T2V-1.3B-Diffusers output noise — closed
- Issue #12975: AnimateDiffPipeline performance regression on CPU. — closed
- Issue #12632: stable_diffusion_xl_img2img failed due to dtype missmatch — closed
akshan-main
- profile: github.com/akshan-main
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2025-11-21T08:13:14Z - repo last seen:
2026-05-30T11:00:52Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 23
- snapshot authored PRs/issues: 21 PRs / 2 issues
- snapshot discussion activity: 103 comments / 22 reviews / 22 review comments
- account age: 1603 days
- recent public PR activity: 17 PRs (7 merged / 3 closed-unmerged / 7 open; merged rate 41%, closed-unmerged rate 18%, open rate 41%)
- public orgs: none visible
- compact scores: follow-through mixed, breadth low, automation risk low
- heuristic read: high open PR share; targets high-star repos
Example artifacts:
- PR #13845: refactor autoencoder tests (asymmetric_kl, ltx_video) — open
- PR #13840: refactor autoencoder_kl_cogvideox tests — open
- PR #13835: refactor autoencoder_hunyuan_video tests — open
- Issue #13439: HunyuanVideo 1.5 I2V image conditioning preprocessed at latent resolution instead of pixel resolution — closed
- Issue #13421: Add negative_prompt parameter to GLMImagePipeline — closed
dependabot[bot]
- profile: github.com/dependabot[bot]
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2023-12-20T21:14:21Z - repo last seen:
2026-05-26T15:48:39Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 21
- snapshot authored PRs/issues: 21 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)
- public orgs: none visible
- compact scores: follow-through n/a, breadth n/a, automation risk n/a
- heuristic read: summary unavailable
- enrichment fetch error:
[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'dependabot[bot]'."}]
Example artifacts:
- PR #13814: Bump the actions group with 15 updates — open
- PR #13773: Bump diffusers from 0.9.0 to 0.38.0 in /examples/research_projects/dreambooth_inpaint — open
- PR #13692: Bump diffusers from 0.20.1 to 0.38.0 in /examples/research_projects/realfill — closed, merged
kaixuanliu
- profile: github.com/kaixuanliu
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2025-01-20T00:59:08Z - repo last seen:
2026-05-19T14:09:06Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 14
- snapshot authored PRs/issues: 14 PRs / 0 issues
- snapshot discussion activity: 44 comments / 9 reviews / 9 review comments
- account age: 3976 days
- recent public PR activity: 49 PRs (37 merged / 9 closed-unmerged / 3 open; merged rate 76%, closed-unmerged rate 18%, open rate 6%)
- public orgs: none visible
- compact scores: follow-through mixed, breadth moderate, automation risk low
- heuristic read: high recent PR volume; targets high-star repos
Example artifacts:
- PR #13766: fix device mismatch issue for HiDreamTransformerTests — closed, merged
- PR #13534: Fix non-deterministic T5 outputs in HiDream pipeline tests — closed, merged
- PR #13496: add _repeated_blocks for ErnieImageTransformer2DModel — closed, merged
Anai-Guo
- profile: github.com/Anai-Guo
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-04-13T06:56:28Z - repo last seen:
2026-05-28T01:33:45Z - first seen in snapshot: no
- repo association: FIRST_TIME_CONTRIBUTOR
- repo primary artifacts: 13
- snapshot authored PRs/issues: 13 PRs / 0 issues
- snapshot discussion activity: 5 comments / 0 reviews / 0 review comments
- account age: 46 days
- recent public PR activity: 137 PRs (35 merged / 57 closed-unmerged / 45 open; merged rate 26%, closed-unmerged rate 42%, open rate 33%)
- 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; many recent closed-unmerged PRs; targets high-star repos
Example artifacts:
- PR #13791: fix(modeling_utils): rename shadowed
tupleloop var in get_parameter_dtype (#13789) — open - PR #13671: fix(ddpm): use _execution_device, validate inputs, free hooks (#13649) — open
- PR #13669: fix(unets): preserve scalar float timestep dtype in UNet1D/2D + FlaxUNet2DCondition (#13654) — open
sywangyi
- profile: github.com/sywangyi
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2023-09-19T06:45:24Z - repo last seen:
2026-05-26T06:47:54Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 12
- snapshot authored PRs/issues: 12 PRs / 0 issues
- snapshot discussion activity: 34 comments / 10 reviews / 10 review comments
- account age: 3038 days
- recent public PR activity: 19 PRs (13 merged / 3 closed-unmerged / 3 open; merged rate 68%, closed-unmerged rate 16%, open rate 16%)
- public orgs: none visible
- compact scores: follow-through mixed, breadth moderate, automation risk low
- heuristic read: targets high-star repos
Example artifacts:
- PR #13810: This PR updates the Stable Diffusion IP-Adapter integration — closed, merged
- PR #13805: Initialize ZImage pad tokens deterministically — closed, merged
- PR #13770: update safetensors.torch._tobytes to safetensors.torch._to_ndarray — closed, merged
Dev-X25874
- profile: github.com/Dev-X25874
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-05-12T02:45:59Z - repo last seen:
2026-05-29T08:01:15Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 10
- snapshot authored PRs/issues: 10 PRs / 0 issues
- snapshot discussion activity: 13 comments / 1 reviews / 1 review comments
- account age: 20 days
- recent public PR activity: 106 PRs (27 merged / 32 closed-unmerged / 47 open; merged rate 25%, closed-unmerged rate 30%, open rate 44%)
- public orgs: none visible
- compact scores: follow-through weak, breadth very high, automation risk high
- heuristic read: very new account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars
Example artifacts:
- PR #13806: [fix] hooks/taylorseer_cache: fix off-by-one in post-warmup compute interval — open
- PR #13797: [DreamBooth SDXL LoRA] Apply SNR min-weighting to prior preservation loss when snr_gamma is set — open
- PR #13796: [SDXL] Fix clip_skip not applied to negative prompt embeddings in encode_prompt — open
paulinebm
- profile: github.com/paulinebm
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2024-12-12T10:28:15Z - repo last seen:
2026-05-07T12:01:20Z - first seen in snapshot: no
- repo association: MEMBER
- repo primary artifacts: 8
- snapshot authored PRs/issues: 8 PRs / 0 issues
- snapshot discussion activity: 1 comments / 9 reviews / 8 review comments
- account age: 871 days
- recent public PR activity: 192 PRs (179 merged / 9 closed-unmerged / 4 open; merged rate 93%, closed-unmerged rate 5%, open rate 2%)
- 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
Example artifacts:
- PR #13690: [CI] Bump style-bot SHA + switch to GitHub App — closed, merged
- PR #13438: add PR fork workable — closed, merged
- PR #13385: 🔒 Pin GitHub Actions to commit SHAs — closed, merged
zhtmike
- profile: github.com/zhtmike
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-03-17T08:08:13Z - repo last seen:
2026-05-26T06:18:49Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 9
- snapshot authored PRs/issues: 6 PRs / 3 issues
- snapshot discussion activity: 14 comments / 36 reviews / 36 review comments
- account age: 4316 days
- recent public PR activity: 67 PRs (42 merged / 20 closed-unmerged / 5 open; merged rate 63%, closed-unmerged rate 30%, open rate 7%)
- public orgs: none visible
- compact scores: follow-through mixed, breadth moderate, automation risk low
- heuristic read: high recent PR volume
Example artifacts:
- PR #13809: add SP support for
_flash_3_varlen_hubbackend — open - PR #13756: Fix the QwenImage Attention mask under Ulysses SP — open
- PR #13479: add SP support for
flash_varlen_hubbackend — closed, merged - Issue #13696: [bug] The mask is not correctly sharded for QwenImageTransformer + Ulysses SP — open
- Issue #13319: The backward pass of QwenImageTransformer failed with Ulysses SP. — closed
- Issue #13277: QwenImagePipeline failed with Ulysses SP and batch inputs — closed
azolotenkov
- profile: github.com/azolotenkov
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2025-03-04T13:58:31Z - repo last seen:
2026-05-27T16:34:29Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 6
- snapshot authored PRs/issues: 6 PRs / 0 issues
- snapshot discussion activity: 11 comments / 9 reviews / 9 review comments
- account age: 1060 days
- recent public PR activity: 4 PRs (3 merged / 0 closed-unmerged / 1 open; merged rate 75%, closed-unmerged rate 0%, open rate 25%)
- public orgs: none visible
- compact scores: follow-through strong, breadth low, automation risk low
- heuristic read: no visible non-self stars; targets high-star repos
Example artifacts:
- PR #13712: Allow bucket reshuffling with DreamBooth caches — open
- PR #13441: Fix Qwen Image DreamBooth prior-preservation batch ordering — closed, merged
- PR #13417: Fix VAE offload encode device mismatch in DreamBooth scripts — closed, merged
RuixiangMa
- profile: github.com/RuixiangMa
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-04-02T17:19:18Z - repo last seen:
2026-05-29T20:05:57Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 6
- snapshot authored PRs/issues: 6 PRs / 0 issues
- snapshot discussion activity: 9 comments / 61 reviews / 61 review comments
- account age: 3328 days
- recent public PR activity: 25 PRs (17 merged / 1 closed-unmerged / 7 open; merged rate 68%, closed-unmerged rate 4%, open rate 28%)
- public orgs: none visible
- compact scores: follow-through mixed, breadth low, automation risk low
- heuristic read: high recent PR volume
Example artifacts:
- PR #13837: [Feat] Add LensPipeline (microsoft/Lens) — open
- PR #13511: [Feat] support AutoPipelineForText2Audio — closed, merged
- PR #13494: [Bugfix] Fix shape mismatch in LongCatAudioDiTTransformer conversion — closed, merged
hf-security-analysis[bot]
- profile: github.com/hf-security-analysis[bot]
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-03-27T11:59:04Z - repo last seen:
2026-05-27T16:14:19Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 5
- snapshot authored PRs/issues: 5 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)
- 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]'."}]
Example artifacts:
- PR #13817: chore: update serge_review.yml — open
- PR #13737: chore: update serge_review.yml — open
- PR #13685: chore: update pr_labeler.yml — closed, merged
HsiaWinter
- profile: github.com/HsiaWinter
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-04-08T04:14:03Z - repo last seen:
2026-04-14T03:34:39Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 4
- snapshot authored PRs/issues: 4 PRs / 0 issues
- snapshot discussion activity: 0 comments / 34 reviews / 34 review comments
- account age: 1655 days
- recent public PR activity: 4 PRs (2 merged / 0 closed-unmerged / 2 open; merged rate 50%, closed-unmerged rate 0%, open rate 50%)
- public orgs: none visible
- compact scores: follow-through mixed, breadth low, automation risk low
- heuristic read: high open PR share; targets high-star repos
Example artifacts:
- PR #13465: fix npu compatibility — open
- PR #13464: fix some dtype issue for gguf / some gpu backends — closed, merged
- PR #13456: fix rope dtype from torch.float64 to torch.float32 — open
neo
- profile: github.com/neo
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2023-09-20T21:42:50Z - repo last seen:
2026-04-13T17:33:27Z - first seen in snapshot: no
- repo association: FIRST_TIME_CONTRIBUTOR
- repo primary artifacts: 4
- snapshot authored PRs/issues: 4 PRs / 0 issues
- snapshot discussion activity: 2 comments / 3 reviews / 3 review comments
- account age: 4253 days
- recent public PR activity: 3 PRs (0 merged / 0 closed-unmerged / 3 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
- public orgs:
Experience-Monks - compact scores: follow-through weak, breadth low, automation risk low
- heuristic read: high open PR share; targets high-star repos
Example artifacts:
- PR #13460: Add hash check for dynamic modules cache — open
- PR #13459: Ensure consistent dynamic module path for custom components — open
- PR #13458: Accommodate custom components in
maybe_raise_or_warn— open
rtrompier
- profile: github.com/rtrompier
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2023-10-19T12:21:52Z - repo last seen:
2026-04-24T12:27:53Z - first seen in snapshot: no
- repo association: MEMBER
- repo primary artifacts: 4
- snapshot authored PRs/issues: 4 PRs / 0 issues
- snapshot discussion activity: 2 comments / 0 reviews / 0 review comments
- account age: 4981 days
- recent public PR activity: 115 PRs (69 merged / 46 closed-unmerged / 0 open; merged rate 60%, closed-unmerged rate 40%, open rate 0%)
- public orgs:
smartwavesa - compact scores: follow-through mixed, breadth very high, automation risk medium
- heuristic read: extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs
Example artifacts:
- PR #13555: chore: bump doc-builder SHA for main doc build workflow — closed, merged
- PR #13493: chore: bump doc-builder SHA for main doc build workflow — closed, draft
- PR #13476: chore: bump doc-builder SHA for PR upload workflow — closed, merged
taivu1998
- profile: github.com/taivu1998
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-05-10T11:20:33Z - repo last seen:
2026-05-10T11:23:21Z - first seen in snapshot: no
- repo association: FIRST_TIME_CONTRIBUTOR
- repo primary artifacts: 4
- snapshot authored PRs/issues: 4 PRs / 0 issues
- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
- account age: 2693 days
- recent public PR activity: 204 PRs (29 merged / 41 closed-unmerged / 134 open; merged rate 14%, closed-unmerged rate 20%, open rate 66%)
- public orgs: none visible
- compact scores: follow-through weak, breadth very high, automation risk high
- heuristic read: extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars
Example artifacts:
- PR #13711: Fix shared transformer masks and temporal output channels — open
- PR #13710: Add opt-in Exclusive Self Attention support — open
- PR #13709: Fix model infrastructure edge cases — open
TheChyeahhh
- profile: github.com/TheChyeahhh
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-05-29T21:09:17Z - repo last seen:
2026-05-29T23:35:05Z - first seen in snapshot: no
- repo association: FIRST_TIME_CONTRIBUTOR
- repo primary artifacts: 4
- snapshot authored PRs/issues: 4 PRs / 0 issues
- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
- account age: 82 days
- recent public PR activity: 38 PRs (0 merged / 4 closed-unmerged / 34 open; merged rate 0%, closed-unmerged rate 11%, open rate 89%)
- public orgs: none visible
- compact scores: follow-through weak, breadth high, automation risk medium
- heuristic read: very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos
Example artifacts:
- PR #13842: Fix typos found by codespell — open
- PR #13841: Fix typo: maxmium -> maximum in memory optimization docs — open
- PR #13839: Fix stale docstring in KarrasVeScheduler.step_correct — open
songh11
- profile: github.com/songh11
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2024-12-05T09:11:19Z - repo last seen:
2026-04-29T02:43:56Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 8
- snapshot authored PRs/issues: 3 PRs / 5 issues
- snapshot discussion activity: 16 comments / 9 reviews / 9 review comments
- account age: 2002 days
- recent public PR activity: 4 PRs (3 merged / 0 closed-unmerged / 1 open; merged rate 75%, closed-unmerged rate 0%, open rate 25%)
- public orgs: none visible
- compact scores: follow-through strong, breadth low, automation risk low
- heuristic read: targets high-star repos
Example artifacts:
- PR #13545: feat: support ring attention with arbitrary KV sequence lengths — closed, merged
- PR #13507: fix: handle non-zero storage_offset in sage attention for ring compatibility — open
- PR #13478: fix(ernie-image): avoid locals() comprehension scope issue in callback kwargs — closed, merged
- Issue #13506: Sage attention fails with ring-attention. — open
- Issue #13477: ErnieImage callback locals() scope bug. — closed
- Issue #12396: Using leaf_level together with delete_adapters can get some errors. — closed
Akash504-ai
- profile: github.com/Akash504-ai
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-03-29T19:06:50Z - repo last seen:
2026-04-15T02:08:43Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 6
- snapshot authored PRs/issues: 3 PRs / 3 issues
- snapshot discussion activity: 4 comments / 1 reviews / 1 review comments
- account age: 467 days
- recent public PR activity: 172 PRs (104 merged / 36 closed-unmerged / 32 open; merged rate 60%, closed-unmerged rate 21%, open rate 19%)
- public orgs: none visible
- compact scores: follow-through mixed, breadth high, automation risk medium
- heuristic read: extremely high recent PR volume; broad repo spread
Example artifacts:
- PR #13471: fix(profiling): preserve instance isolation when decorating methods — closed, merged
- PR #13426: Fix division by zero in rescale_noise_cfg causing NaNs during inference — open
- PR #13395: Fix missing validation for num_inference_steps in DDPMScheduler and add tests — open
- Issue #13425: Division by zero in rescale_noise_cfg can produce NaNs during inference — open
- Issue #13394: DDPMScheduler allows num_inference_steps=0 without validation (inconsistent with DDIMScheduler) — open
- Issue #13362: DDIMPipeline does not validate eta range despite documented constraint [0, 1] — closed
GitGlimpse895
- profile: github.com/GitGlimpse895
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-04-14T04:29:39Z - repo last seen:
2026-04-28T09:00:29Z - first seen in snapshot: no
- repo association: FIRST_TIME_CONTRIBUTOR
- repo primary artifacts: 3
- snapshot authored PRs/issues: 3 PRs / 0 issues
- snapshot discussion activity: 6 comments / 0 reviews / 0 review comments
- account age: 47 days
- recent public PR activity: 33 PRs (2 merged / 29 closed-unmerged / 2 open; merged rate 6%, closed-unmerged rate 88%, open rate 6%)
- public orgs: none visible
- compact scores: follow-through weak, breadth high, automation risk medium
- heuristic read: very new account; high recent PR volume; broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos
Example artifacts:
- PR #13500: Fix: use resample-aware bilinear+antialias interpolation for tensor/numpy resize in VaeImageProcessor — open
- PR #13497: hooks/pyramid_attention_broadcast: remove redundant iteration==0 guard and fix stale cache VRAM leak — open
- PR #13467: hooks/pyramid_attention_broadcast: fix redundant recompute at iteration 0 and free stale cache when outside timestep range — closed
jbbqqf
- profile: github.com/jbbqqf
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-05-10T09:20:21Z - repo last seen:
2026-05-22T07:11:13Z - first seen in snapshot: no
- repo association: FIRST_TIME_CONTRIBUTOR
- repo primary artifacts: 3
- snapshot authored PRs/issues: 3 PRs / 0 issues
- snapshot discussion activity: 6 comments / 0 reviews / 0 review comments
- account age: 4301 days
- recent public PR activity: 352 PRs (17 merged / 68 closed-unmerged / 267 open; merged rate 5%, closed-unmerged rate 19%, open rate 76%)
- public orgs:
just-escape - compact scores: follow-through weak, breadth very high, automation risk high
- heuristic read: extremely high recent PR volume; very broad repo spread; high open PR share
Example artifacts:
- PR #13706: Fix double timestep shifting in
FlowMatchEulerDiscreteScheduler.set_timesteps(#13243) — open - PR #13705: Validate
num_inference_steps > 0inDDPMScheduler.set_timesteps(#13394) — open - PR #13704: Guard against zero
std_cfginrescale_noise_cfg(#13425) — open
NazarKozak
- profile: github.com/NazarKozak
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-04-25T06:35:12Z - repo last seen:
2026-04-27T21:18:53Z - first seen in snapshot: no
- repo association: FIRST_TIME_CONTRIBUTOR
- repo primary artifacts: 3
- snapshot authored PRs/issues: 3 PRs / 0 issues
- snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
- account age: 4523 days
- recent public PR activity: 3 PRs (0 merged / 0 closed-unmerged / 3 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
- public orgs: none visible
- compact scores: follow-through weak, breadth low, automation risk low
- heuristic read: high open PR share; targets high-star repos
Example artifacts:
- PR #13559: feat(loading): detect Git LFS pointer files and raise a clear error — open
- PR #13558: docs(examples/server): add health-check trap when switching to background load — open
- PR #13557: docs(flux2): clarify image= is reference conditioning, not img2img — open
tarekziade
- profile: github.com/tarekziade
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-05-13T07:23:25Z - repo last seen:
2026-05-29T16:28:16Z - first seen in snapshot: no
- repo association: MEMBER
- repo primary artifacts: 3
- snapshot authored PRs/issues: 3 PRs / 0 issues
- snapshot discussion activity: 4 comments / 6 reviews / 3 review comments
- account age: 5880 days
- recent public PR activity: 72 PRs (32 merged / 7 closed-unmerged / 33 open; merged rate 44%, closed-unmerged rate 10%, open rate 46%)
- public orgs:
AFPy,faitmain,circus-tent - compact scores: follow-through mixed, breadth high, automation risk medium
- heuristic read: high recent PR volume; broad repo spread; high open PR share; targets high-star repos
Example artifacts:
- PR #13836: moved to a webhook — open
- PR #13748: feat: Add Motif-Video model and pipelines — open
- PR #13747: do not merge - testing reviewbot — open
dg845
- profile: github.com/dg845
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2023-03-22T05:10:45Z - repo last seen:
2026-05-30T06:56:24Z - first seen in snapshot: no
- repo association: MEMBER
- repo primary artifacts: 76
- snapshot authored PRs/issues: 68 PRs / 8 issues
- snapshot discussion activity: 366 comments / 883 reviews / 764 review comments
- account age: 2368 days
- recent public PR activity: 2 PRs (2 merged / 0 closed-unmerged / 0 open; merged rate 100%, closed-unmerged rate 0%, open rate 0%)
- public orgs: none visible
- compact scores: follow-through strong, breadth low, automation risk low
- heuristic read: no visible non-self stars; targets high-star repos
Example artifacts:
- PR #13697: Fix GGUF to Work Better with
modules_to_not_convert/keep_in_fp32_modules— closed, merged - PR #13572: Add LTX-2.X IC LoRA and HDR Pipelines — closed, merged
- PR #13337: Update LTX-2 Docs to Cover LTX-2.3 Models — closed, merged
- Issue #12079: API Suggestion: Expose Methods to Convert to Sample Prediction in Schedulers — open
- Issue #8547: Latent Consistency Model Possible Scaling Bug — closed
- Issue #6756: Handling LoRA Scale in the Legacy LoRA Implementation. — closed
kashif
- profile: github.com/kashif
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2022-06-15T15:01:24Z - repo last seen:
2026-05-28T10:12:37Z - first seen in snapshot: no
- repo association: MEMBER
- repo primary artifacts: 65
- snapshot authored PRs/issues: 65 PRs / 0 issues
- snapshot discussion activity: 204 comments / 158 reviews / 135 review comments
- account age: 6611 days
- recent public PR activity: 32 PRs (18 merged / 3 closed-unmerged / 11 open; merged rate 56%, closed-unmerged rate 9%, open rate 34%)
- public orgs: none visible
- compact scores: follow-through mixed, breadth high, automation risk low
- heuristic read: high recent PR volume; broad repo spread
Example artifacts:
- PR #13699: [discrete diffusion] Add dflash pipeline — open
- PR #13698: [LLADA2] Fix llada2 review #13598 — closed, merged
- PR #13333: [LLADA2] documentation fixes — closed, merged
JingyaHuang
- profile: github.com/JingyaHuang
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2022-11-03T10:27:59Z - repo last seen:
2026-05-26T15:18:32Z - first seen in snapshot: no
- repo association: MEMBER
- repo primary artifacts: 4
- snapshot authored PRs/issues: 4 PRs / 0 issues
- snapshot discussion activity: 6 comments / 5 reviews / 7 review comments
- account age: 2783 days
- recent public PR activity: 2 PRs (0 merged / 0 closed-unmerged / 2 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
- public orgs: none visible
- compact scores: follow-through weak, breadth low, automation risk low
- heuristic read: high open PR share; targets high-star repos
Example artifacts:
- PR #13718: [Neuron] Add tensor parallel support for Neuron backend — open, draft
- PR #13485: [Neuron] Enable
torch.compilecompatibility with Neuron device — open - PR #13289: [Neuron] Add AWS Neuron (Trainium/Inferentia) as an officially supported device — open
chenyangzhu1
- profile: github.com/chenyangzhu1
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-04-02T15:30:04Z - repo last seen:
2026-04-09T02:53:49Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 3
- snapshot authored PRs/issues: 2 PRs / 1 issues
- snapshot discussion activity: 7 comments / 1 reviews / 1 review comments
- account age: 1518 days
- recent public PR activity: 2 PRs (2 merged / 0 closed-unmerged / 0 open; merged rate 100%, closed-unmerged rate 0%, open rate 0%)
- public orgs: none visible
- compact scores: follow-through strong, breadth low, automation risk low
- heuristic read: targets high-star repos
Example artifacts:
- PR #13396: fix(qwen-image dreambooth): correct prompt embed repeats when using
--with_prior_preservation— closed, merged - PR #13387: Handle prompt embedding concat in Qwen dreambooth example — closed, merged
- Issue #13386: [Bug]
train_dreambooth_lora_qwen_image.pycrashes with--with_prior_preservationdue to tensor concatenation errors — closed
Ace3Z
- profile: github.com/Ace3Z
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-05-24T21:27:06Z - repo last seen:
2026-05-29T12:24:29Z - first seen in snapshot: no
- repo association: FIRST_TIME_CONTRIBUTOR
- repo primary artifacts: 2
- snapshot authored PRs/issues: 2 PRs / 0 issues
- snapshot discussion activity: 2 comments / 0 reviews / 0 review comments
- account age: 2602 days
- recent public PR activity: 16 PRs (2 merged / 1 closed-unmerged / 13 open; merged rate 12%, closed-unmerged rate 6%, open rate 81%)
- public orgs: none visible
- compact scores: follow-through weak, breadth moderate, automation risk low
- heuristic read: high open PR share; targets high-star repos
Example artifacts:
- PR #13804: fix(ernie_image): pass attn_mask=None when text is unpadded — closed
- PR #13802: fix(ernie-image): pass attn_mask=None when text is unpadded — open
adityasingh2400
- profile: github.com/adityasingh2400
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-05-21T11:20:08Z - repo last seen:
2026-05-21T11:22:41Z - first seen in snapshot: no
- repo association: FIRST_TIME_CONTRIBUTOR
- repo primary artifacts: 2
- snapshot authored PRs/issues: 2 PRs / 0 issues
- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
- account age: 2321 days
- recent public PR activity: 335 PRs (81 merged / 102 closed-unmerged / 152 open; merged rate 24%, closed-unmerged rate 30%, open rate 45%)
- public orgs: none visible
- compact scores: follow-through weak, breadth very high, automation risk high
- heuristic read: extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos
Example artifacts:
- PR #13784: Point users at AOBaseConfig replacement when passing string quant_type to TorchAoConfig — open
- PR #13783: Fix AttentionModuleMixin.set_attention_backend skipping hub kernel download — open
cartesian-plane
- profile: github.com/cartesian-plane
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-04-25T09:38:56Z - repo last seen:
2026-04-25T10:57:58Z - first seen in snapshot: no
- repo association: FIRST_TIME_CONTRIBUTOR
- repo primary artifacts: 2
- snapshot authored PRs/issues: 2 PRs / 0 issues
- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
- account age: 1778 days
- recent public PR activity: 3 PRs (0 merged / 0 closed-unmerged / 3 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
- public orgs: none visible
- compact scores: follow-through weak, breadth low, automation risk low
- heuristic read: high open PR share; targets high-star repos
Example artifacts:
- PR #13561: Fix the
disable_free_noisefunction inAnimateDiffFreeNoiseMixin— open - PR #13560: Fix Exception message for
set_itemcall on FrozenDict — open
chang-zhijie
- profile: github.com/chang-zhijie
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-04-13T03:17:22Z - repo last seen:
2026-04-19T01:14:31Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 2
- snapshot authored PRs/issues: 2 PRs / 0 issues
- snapshot discussion activity: 4 comments / 3 reviews / 3 review comments
- account age: 2898 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: none visible
- compact scores: follow-through mixed, breadth low, automation risk low
- heuristic read: no visible non-self stars; targets high-star repos
Example artifacts:
- PR #13490: add _native_npu_attention support mask shape like [B,1,1,S] — closed, merged
- PR #13451: Fix attention_mask broadcasting for NPU compatibility — closed
Enderfga
- profile: github.com/Enderfga
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2023-05-08T05:27:53Z - repo last seen:
2026-05-27T15:19:26Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 2
- snapshot authored PRs/issues: 2 PRs / 0 issues
- snapshot discussion activity: 14 comments / 43 reviews / 43 review comments
- account age: 2011 days
- recent public PR activity: 38 PRs (32 merged / 3 closed-unmerged / 3 open; merged rate 84%, closed-unmerged rate 8%, open rate 8%)
- public orgs: none visible
- compact scores: follow-through strong, breadth moderate, automation risk low
- heuristic read: high recent PR volume
Example artifacts:
- PR #13792: [AnyFlow] FAR: standalone causal-mask builder + torch.compile follow-up — closed, merged
- PR #13745: Add AnyFlow Any-Step Video Diffusion Pipelines (Bidirectional + FAR Causal) — closed, merged
gueraf
- profile: github.com/gueraf
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-04-27T22:38:24Z - repo last seen:
2026-05-18T12:44:21Z - first seen in snapshot: no
- repo association: FIRST_TIME_CONTRIBUTOR
- repo primary artifacts: 2
- snapshot authored PRs/issues: 2 PRs / 0 issues
- snapshot discussion activity: 5 comments / 0 reviews / 0 review comments
- account age: 4102 days
- recent public PR activity: 11 PRs (8 merged / 0 closed-unmerged / 3 open; merged rate 73%, closed-unmerged rate 0%, open rate 27%)
- public orgs: none visible
- compact scores: follow-through strong, breadth moderate, automation risk low
- heuristic read: —
Example artifacts:
- PR #13681: Add a (rolling) KV cache for Wan models to enable autoregressive rollouts ("SelfForcing-style"). — open
- PR #13569: Add rolling KV cache hook — open, draft
Jefsky
- profile: github.com/Jefsky
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-05-28T08:16:01Z - repo last seen:
2026-05-30T16:10:09Z - first seen in snapshot: no
- repo association: FIRST_TIME_CONTRIBUTOR
- repo primary artifacts: 2
- snapshot authored PRs/issues: 2 PRs / 0 issues
- snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
- account age: 4418 days
- recent public PR activity: 82 PRs (13 merged / 32 closed-unmerged / 37 open; merged rate 16%, closed-unmerged rate 39%, open rate 45%)
- public orgs: none visible
- compact scores: follow-through weak, breadth very high, automation risk medium
- heuristic read: high recent PR volume; very broad repo spread; high open PR share; targets high-star repos
Example artifacts:
- PR #13846: Fix incorrect batch temporal IDs for cond_model_input in dreambooth flux2 img2img — open
- PR #13821: fix(dreambooth): correct batch handling in _prepare_image_ids for flux2 img2img — open
ParamChordiya
- profile: github.com/ParamChordiya
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-04-16T05:37:27Z - repo last seen:
2026-04-23T03:24:10Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 2
- snapshot authored PRs/issues: 2 PRs / 0 issues
- snapshot discussion activity: 0 comments / 1 reviews / 1 review comments
- account age: 2191 days
- recent public PR activity: 15 PRs (7 merged / 4 closed-unmerged / 4 open; merged rate 47%, closed-unmerged rate 27%, open rate 27%)
- public orgs: none visible
- compact scores: follow-through mixed, breadth moderate, automation risk low
- heuristic read: targets high-star repos
Example artifacts:
- PR #13495: Fix load_lora_weights crash on modular sub-pipelines without transformer — open
- PR #13489: Fix UniPC scheduler device mismatch when using offloading — closed, merged
RobbinMarcus
- profile: github.com/RobbinMarcus
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-05-03T18:15:59Z - repo last seen:
2026-05-04T19:16:57Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 2
- snapshot authored PRs/issues: 2 PRs / 0 issues
- snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
- account age: 4718 days
- recent public PR activity: 2 PRs (1 merged / 1 closed-unmerged / 0 open; merged rate 50%, closed-unmerged rate 50%, open rate 0%)
- public orgs: none visible
- compact scores: follow-through mixed, breadth low, automation risk low
- heuristic read: many recent closed-unmerged PRs; targets high-star repos
Example artifacts:
- PR #13678: Fix ignored generator in FlowMatchEulerDiscreteScheduler — closed, merged
- PR #13677: Fix ignored generator in FlowMatchEulerDiscreteScheduler — closed
terarachang
- profile: github.com/terarachang
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-04-28T06:39:25Z - repo last seen:
2026-05-07T18:13:51Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 2
- snapshot authored PRs/issues: 2 PRs / 0 issues
- snapshot discussion activity: 0 comments / 6 reviews / 6 review comments
- account age: 3934 days
- recent public PR activity: 2 PRs (1 merged / 1 closed-unmerged / 0 open; merged rate 50%, closed-unmerged rate 50%, open rate 0%)
- public orgs: none visible
- compact scores: follow-through mixed, breadth low, automation risk low
- heuristic read: many recent closed-unmerged PRs; targets high-star repos
Example artifacts:
- PR #13664: Add LoRA support for Cosmos Predict 2.5 and fix pipeline to match official Cosmos repo — closed, merged
- PR #13573: Add LoRA support for Cosmos Predict 2.5 and fix pipeline to match official Cosmos repo — closed
xodn348
- profile: github.com/xodn348
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-05-07T07:22:44Z - repo last seen:
2026-05-13T09:19:39Z - first seen in snapshot: no
- repo association: FIRST_TIME_CONTRIBUTOR
- repo primary artifacts: 2
- snapshot authored PRs/issues: 2 PRs / 0 issues
- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
- account age: 2380 days
- recent public PR activity: 319 PRs (109 merged / 52 closed-unmerged / 158 open; merged rate 34%, closed-unmerged rate 16%, open rate 50%)
- public orgs: none visible
- compact scores: follow-through weak, breadth very high, automation risk high
- heuristic read: extremely high recent PR volume; very broad repo spread; high open PR share
Example artifacts:
- PR #13742: fix(dynamic_modules): enforce trust_remote_code for community pipeline branch — open
- PR #13688: fix(deepfloyd_if): remove @torch.no_grad() from encode_prompt in all IF variants — open
zxuhan
- profile: github.com/zxuhan
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-05-14T19:07:05Z - repo last seen:
2026-05-14T19:39:53Z - first seen in snapshot: no
- repo association: FIRST_TIME_CONTRIBUTOR
- repo primary artifacts: 2
- snapshot authored PRs/issues: 2 PRs / 0 issues
- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
- account age: 1020 days
- recent public PR activity: 60 PRs (11 merged / 21 closed-unmerged / 28 open; merged rate 18%, closed-unmerged rate 35%, open rate 47%)
- public orgs: none visible
- compact scores: follow-through weak, breadth high, automation risk medium
- heuristic read: high recent PR volume; broad repo spread; high open PR share; targets high-star repos
Example artifacts:
- PR #13755: [pipelines] fix SD3 crash with pre-computed prompt_embeds and num_images_per_prompt — open
- PR #13754: [schedulers] fix RecursionError in CosineDPMSolverMultistepScheduler — open
linoytsaban
- profile: github.com/linoytsaban
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2023-06-20T06:10:02Z - repo last seen:
2026-05-22T03:33:27Z - first seen in snapshot: no
- repo association: MEMBER
- repo primary artifacts: 77
- snapshot authored PRs/issues: 75 PRs / 2 issues
- snapshot discussion activity: 253 comments / 185 reviews / 146 review comments
- account age: 2390 days
- recent public PR activity: 2 PRs (1 merged / 0 closed-unmerged / 1 open; merged rate 50%, closed-unmerged rate 0%, open rate 50%)
- public orgs: none visible
- compact scores: follow-through mixed, breadth low, automation risk low
- heuristic read: high open PR share; targets high-star repos
Example artifacts:
- PR #13788: [LTX 2.3] update docs — closed, merged
- PR #13325: [flux.2 LoRA] make lora training compatible with flux.2 klein kv — closed
- PR #13056: Z image lora training — closed, merged
- Issue #11730: Add
--lora_alphaand metadata handling in training scripts follow up — closed - Issue #6546: PALP: Prompt Aligned Personalization of Text-to-Image Models 🖌️🔥 — closed
rootonchair
- profile: github.com/rootonchair
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2023-12-27T03:24:34Z - repo last seen:
2026-05-28T08:51:55Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 32
- snapshot authored PRs/issues: 24 PRs / 8 issues
- snapshot discussion activity: 107 comments / 40 reviews / 40 review comments
- account age: 3478 days
- recent public PR activity: 3 PRs (2 merged / 0 closed-unmerged / 1 open; merged rate 67%, closed-unmerged rate 0%, open rate 33%)
- public orgs: none visible
- compact scores: follow-through mixed, breadth low, automation risk low
- heuristic read: —
Example artifacts:
- PR #13730: Fix redundant Z-Image terminal timestep — closed, merged
- PR #12934: LTX2 distilled checkpoint support — closed, merged
- PR #10488: Implement framewise encoding/decoding in LTX Video VAE — closed, merged
- Issue #13232: LTX-2.3 Support — closed
- Issue #8686:
SDXLCFGCutoffCallbackdoes not work withStableDiffusionXLControlNetPipeline— closed - Issue #7985: IPAdapter not compatible to torch.compile — closed
Beinsezii
- profile: github.com/Beinsezii
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2023-11-06T21:11:04Z - repo last seen:
2026-05-09T22:52:52Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 25
- snapshot authored PRs/issues: 20 PRs / 5 issues
- snapshot discussion activity: 58 comments / 7 reviews / 7 review comments
- account age: 2929 days
- recent public PR activity: 17 PRs (15 merged / 1 closed-unmerged / 1 open; merged rate 88%, closed-unmerged rate 6%, open rate 6%)
- public orgs: none visible
- compact scores: follow-through strong, breadth low, automation risk low
- heuristic read: no visible non-self stars
Example artifacts:
- PR #13453: Fix SDXL Refiner with Higher Order Schedulers — open
- PR #12955: ZImageTransformer2D: Only build attention mask if seqlens are not equal — closed, merged
- PR #12101: lora_conversion_utils: replace lora up/down with a/b even if
transformer.in key — closed, merged - Issue #11592: 0.33.X FluxLoraLoaderMixin
delete_adaptersRegression — closed - Issue #8565: StableDiffusion3Pipeline
load_lora_weightsIndexError — closed - Issue #8488: StableDiffusion3Pipeline
from_pretrainedException — closed
entrpn
- profile: github.com/entrpn
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2022-10-27T22:30:33Z - repo last seen:
2026-04-15T16:05:11Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 15
- snapshot authored PRs/issues: 12 PRs / 3 issues
- snapshot discussion activity: 32 comments / 7 reviews / 7 review comments
- account age: 4497 days
- recent public PR activity: 2 PRs (2 merged / 0 closed-unmerged / 0 open; merged rate 100%, closed-unmerged rate 0%, open rate 0%)
- public orgs: none visible
- compact scores: follow-through strong, breadth low, automation risk low
- heuristic read: targets high-star repos
Example artifacts:
- PR #13463: [ptxla] fix pytorch xla inference on TPUs. — closed, merged
- PR #11096: update readme instructions. — closed, merged
- PR #11065: reverts accidental change that removes attn_mask in attn. Improves fl… — closed, merged
- Issue #7895: Flax's use_memory_efficient_attention is broken — closed
- Issue #5224: Flax Stable Diffusion 2.1 error — closed
- Issue #2081: Converting pytorch stable diffusion weights to jax doesn't always work — closed
christopher5106
- profile: github.com/christopher5106
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2024-03-30T15:52:41Z - repo last seen:
2026-04-30T07:12:02Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 33
- snapshot authored PRs/issues: 8 PRs / 25 issues
- snapshot discussion activity: 106 comments / 2 reviews / 0 review comments
- account age: 4466 days
- recent public PR activity: 4 PRs (1 merged / 1 closed-unmerged / 2 open; merged rate 25%, closed-unmerged rate 25%, open rate 50%)
- public orgs: none visible
- compact scores: follow-through weak, breadth low, automation risk low
- heuristic read: high open PR share; targets high-star repos
Example artifacts:
- PR #13482: Fix encoder difference between modular and standard pipelines for Qwen Image and consistency with other models — open
- PR #13373: FA4 local (_flash_4 mode) — open
- PR #13200: adding lora support to z-image controlnet pipelines — closed, merged
- Issue #13505: Z-Image's modular TE block only produces negative_prompt_embeds when the pipeline's guider is enabled (CFG active). — open
- Issue #13487: Loading loras on "text_pipe" of a modular pipeline fails — open
- Issue #13484: Lora loading fail on Flux 2 dev for FAL loras — closed
catwell
- profile: github.com/catwell
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2024-07-19T08:49:58Z - repo last seen:
2026-05-19T10:14:19Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 3
- snapshot authored PRs/issues: 3 PRs / 0 issues
- snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
- account age: 5921 days
- recent public PR activity: 3 PRs (0 merged / 1 closed-unmerged / 2 open; merged rate 0%, closed-unmerged rate 33%, open rate 67%)
- public orgs:
oploadk,strawberry-graphql,lunarmodules,finegrain-ai - compact scores: follow-through weak, breadth low, automation risk low
- heuristic read: high open PR share; targets high-star repos
Example artifacts:
- PR #13765: properly check for ftfy and warn if unavailable in all pipelines — open
- PR #10982: fix default values of Flux guidance_scale in docstrings — closed, merged
- PR #8905: allow tensors in several schedulers step() call — closed, merged
McPatate
- profile: github.com/McPatate
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2024-06-07T16:06:34Z - repo last seen:
2026-04-14T17:27:04Z - first seen in snapshot: no
- repo association: MEMBER
- repo primary artifacts: 3
- snapshot authored PRs/issues: 3 PRs / 0 issues
- snapshot discussion activity: 2 comments / 4 reviews / 7 review comments
- account age: 4249 days
- recent public PR activity: 29 PRs (21 merged / 2 closed-unmerged / 6 open; merged rate 72%, closed-unmerged rate 7%, open rate 21%)
- public orgs:
huggingface - compact scores: follow-through strong, breadth moderate, automation risk low
- heuristic read: high recent PR volume
Example artifacts:
- PR #13470: feat: bump safetensors to
0.8.0-rc.0— closed, merged - PR #8457: fix(ci): remove unnecessary permissions — closed, merged
- PR #8430: feat(ci): add trufflehog secrets detection — closed, merged
chinoll
- profile: github.com/chinoll
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2022-11-02T08:27:54Z - repo last seen:
2026-05-18T09:06:24Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 5
- snapshot authored PRs/issues: 2 PRs / 3 issues
- snapshot discussion activity: 7 comments / 0 reviews / 0 review comments
- account age: 3525 days
- recent public PR activity: 2 PRs (0 merged / 0 closed-unmerged / 2 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
- public orgs: none visible
- compact scores: follow-through weak, breadth low, automation risk low
- heuristic read: high open PR share; targets high-star repos
Example artifacts:
- PR #13749: feat: Add HiDream-O1 transformer and image generation pipeline — open
- PR #1671: Fix the bug that torch version less than 1.12 throws TypeError — closed, merged
- Issue #1343: Enable xformers by default — closed
- Issue #1214: CLIPTextModel does not work at half precision — closed
- Issue #1100: Low probability of throwing 'CLIPTextTransformer' object has no attribute 'device' exception — closed
WaterKnight1998
- profile: github.com/WaterKnight1998
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2024-01-11T10:06:01Z - repo last seen:
2026-05-28T10:09:11Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 4
- snapshot authored PRs/issues: 2 PRs / 2 issues
- snapshot discussion activity: 10 comments / 0 reviews / 0 review comments
- account age: 2876 days
- recent public PR activity: 2 PRs (1 merged / 0 closed-unmerged / 1 open; merged rate 50%, closed-unmerged rate 0%, open rate 50%)
- public orgs: none visible
- compact scores: follow-through mixed, breadth low, automation risk low
- heuristic read: high open PR share; targets high-star repos
Example artifacts:
- PR #13822: Update repo_id for FLASH_4_HUB in attention_dispatch — closed, merged
- PR #12787: [PRX] Improve model compilation — closed, merged
- Issue #12786: [PRX] Improving export to Tensorrt — closed
- Issue #6529: SDXL Fooocus Inpaint — closed
luren55
- profile: github.com/luren55
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2025-10-31T04:34:34Z - repo last seen:
2026-05-10T16:11:06Z - first seen in snapshot: no
- repo association: FIRST_TIME_CONTRIBUTOR
- repo primary artifacts: 3
- snapshot authored PRs/issues: 2 PRs / 1 issues
- snapshot discussion activity: 7 comments / 2 reviews / 2 review comments
- account age: 1599 days
- recent public PR activity: 2 PRs (1 merged / 0 closed-unmerged / 1 open; merged rate 50%, closed-unmerged rate 0%, open rate 50%)
- public orgs: none visible
- compact scores: follow-through mixed, breadth low, automation risk low
- heuristic read: high open PR share; targets high-star repos
Example artifacts:
- PR #13689: z-image support npu — open
- PR #12979: z-image support npu — open
- Issue #12565: Wan2.1 i2v running issue — open
huemin-art
- profile: github.com/huemin-art
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-03-12T14:56:59Z - repo last seen:
2026-04-06T23:48:03Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 2
- snapshot authored PRs/issues: 2 PRs / 0 issues
- snapshot discussion activity: 0 comments / 4 reviews / 4 review comments
- account age: 1549 days
- recent public PR activity: 2 PRs (2 merged / 0 closed-unmerged / 0 open; merged rate 100%, closed-unmerged rate 0%, open rate 0%)
- public orgs: none visible
- compact scores: follow-through strong, breadth low, automation risk low
- heuristic read: targets high-star repos
Example artifacts:
- PR #13428: FLUX.2 small decoder — closed, merged
- PR #13262: klein 9b kv — closed, merged
NIK-TIGER-BILL
- profile: github.com/NIK-TIGER-BILL
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-03-30T07:15:17Z - repo last seen:
2026-04-08T23:17:59Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 2
- snapshot authored PRs/issues: 2 PRs / 0 issues
- snapshot discussion activity: 1 comments / 1 reviews / 1 review comments
- account age: 2330 days
- recent public PR activity: 66 PRs (9 merged / 50 closed-unmerged / 7 open; merged rate 14%, closed-unmerged rate 76%, open rate 11%)
- public orgs: none visible
- compact scores: follow-through weak, breadth high, automation risk medium
- heuristic read: high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos
Example artifacts:
- PR #13436: test — closed, draft
- PR #13367: fix(ddim): validate eta is in [0, 1] in DDIMPipeline — closed, merged
Moran232
- profile: github.com/Moran232
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-04-07T07:58:41Z - repo last seen:
2026-04-14T14:49:49Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 3
- snapshot authored PRs/issues: 1 PRs / 2 issues
- snapshot discussion activity: 2 comments / 12 reviews / 12 review comments
- account age: 4236 days
- recent public PR activity: 1 PRs (1 merged / 0 closed-unmerged / 0 open; merged rate 100%, closed-unmerged rate 0%, open rate 0%)
- public orgs: none visible
- compact scores: follow-through strong, breadth low, automation risk low
- heuristic read: targets high-star repos
Example artifacts:
- PR #13444: [feat] JoyAI-JoyImage-Edit support — closed, merged
- Issue #13430: Support for JoyAI-Image-Edit — closed
- Issue #13429: add JoyAI-Image-Edit — closed
ivnvalex
- profile: github.com/ivnvalex
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-04-29T16:10:12Z - repo last seen:
2026-04-29T16:19:34Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 2
- snapshot authored PRs/issues: 1 PRs / 1 issues
- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
- account age: 2629 days
- recent public PR activity: 1 PRs (1 merged / 0 closed-unmerged / 0 open; merged rate 100%, closed-unmerged rate 0%, open rate 0%)
- public orgs: none visible
- compact scores: follow-through strong, breadth low, automation risk low
- heuristic read: targets high-star repos
Example artifacts:
- PR #13645: [docs] fix typo in AutoencoderOobleck docs (#13642) — closed, merged
- Issue #13642: [docs] typo in AutoencoderOobleck docs — closed
Sunhill666
- profile: github.com/Sunhill666
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-04-01T06:54:19Z - repo last seen:
2026-04-17T02:37:14Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 2
- snapshot authored PRs/issues: 1 PRs / 1 issues
- snapshot discussion activity: 5 comments / 5 reviews / 5 review comments
- account age: 3261 days
- recent public PR activity: 1 PRs (1 merged / 0 closed-unmerged / 0 open; merged rate 100%, closed-unmerged rate 0%, open rate 0%)
- public orgs: none visible
- compact scores: follow-through strong, breadth low, automation risk low
- heuristic read: targets high-star repos
Example artifacts:
- PR #13379: fix(qwen): fix CFG failing when passing neg prompt embeds with none mask — closed, merged
- Issue #13377: [Bug]
QwenImagePipelinesilently disables CFG when passingnegative_prompt_embedsif mask isNone(whichencode_promptreturns by default) — closed
ViktoriiaRomanova
- profile: github.com/ViktoriiaRomanova
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-04-08T09:26:22Z - repo last seen:
2026-05-04T09:32:13Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 2
- snapshot authored PRs/issues: 1 PRs / 1 issues
- snapshot discussion activity: 4 comments / 3 reviews / 3 review comments
- account age: 1680 days
- recent public PR activity: 1 PRs (1 merged / 0 closed-unmerged / 0 open; merged rate 100%, closed-unmerged rate 0%, open rate 0%)
- public orgs: none visible
- compact scores: follow-through strong, breadth low, automation risk low
- heuristic read: targets high-star repos
Example artifacts:
- PR #13564: Eliminate GPU sync overhead and CPU→GPU transfers across LTX2 pipeline — closed, merged
- Issue #13462: Decorating bound methods in profiling utils breaks instance isolation — closed
VittoriaLanzo
- profile: github.com/VittoriaLanzo
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-04-02T13:06:12Z - repo last seen:
2026-04-06T21:58:29Z - first seen in snapshot: no
- repo association: NONE
- repo primary artifacts: 2
- snapshot authored PRs/issues: 1 PRs / 1 issues
- snapshot discussion activity: 5 comments / 0 reviews / 0 review comments
- account age: 119 days
- recent public PR activity: 15 PRs (5 merged / 3 closed-unmerged / 7 open; merged rate 33%, closed-unmerged rate 20%, open rate 47%)
- public orgs: none visible
- compact scores: follow-through weak, breadth high, automation risk medium
- heuristic read: young account; broad repo spread; high open PR share
Example artifacts:
- PR #13412: [Scheduler] Add monotonicity validation and tests for LTXEulerAncestr… — closed
- Issue #13411:
LTXEulerAncestralRFScheduler.set_timesteps(sigmas=...)does not validate monotonicity, causing silent incorrect denoising — closed
Zhu1116
- profile: github.com/Zhu1116
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2025-05-30T08:21:12Z - repo last seen:
2026-05-28T03:05:33Z - first seen in snapshot: no
- repo association: FIRST_TIMER
- repo primary artifacts: 2
- snapshot authored PRs/issues: 1 PRs / 1 issues
- snapshot discussion activity: 3 comments / 0 reviews / 0 review comments
- account age: 2178 days
- recent public PR activity: 1 PRs (0 merged / 0 closed-unmerged / 1 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
- public orgs: none visible
- compact scores: follow-through weak, breadth low, automation risk low
- heuristic read: high open PR share; targets high-star repos
Example artifacts:
- PR #13813: fix: resolve issue #13811 — open
- Issue #13811: Fix incorrect batch handling in _prepare_image_ids usage in train_dreambooth_lora_flux2_img2img.py — open
andrewor14
- profile: github.com/andrewor14
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-04-03T20:31:12Z - repo last seen:
2026-04-08T15:43:10Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 1
- snapshot authored PRs/issues: 1 PRs / 0 issues
- snapshot discussion activity: 1 comments / 2 reviews / 2 review comments
- account age: 5039 days
- recent public PR activity: 6 PRs (5 merged / 0 closed-unmerged / 1 open; merged rate 83%, closed-unmerged rate 0%, open rate 17%)
- public orgs:
ucb-sts - compact scores: follow-through strong, breadth moderate, automation risk low
- heuristic read: targets high-star repos
Example artifacts:
- PR #13405: Remove references to torchao's AffineQuantizedTensor — closed, merged
arieleli01212
- profile: github.com/arieleli01212
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-05-17T18:44:15Z - repo last seen:
2026-05-17T18:44:15Z - first seen in snapshot: no
- repo association: FIRST_TIME_CONTRIBUTOR
- repo primary artifacts: 1
- snapshot authored PRs/issues: 1 PRs / 0 issues
- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
- account age: 407 days
- recent public PR activity: 21 PRs (3 merged / 7 closed-unmerged / 11 open; merged rate 14%, closed-unmerged rate 33%, open rate 52%)
- public orgs: none visible
- compact scores: follow-through weak, breadth high, automation risk medium
- heuristic read: broad repo spread; high open PR share; no visible non-self stars; targets high-star repos
Example artifacts:
aryanmotgi
- profile: github.com/aryanmotgi
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-05-22T02:15:07Z - repo last seen:
2026-05-22T02:15:07Z - first seen in snapshot: no
- repo association: FIRST_TIME_CONTRIBUTOR
- repo primary artifacts: 1
- snapshot authored PRs/issues: 1 PRs / 0 issues
- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
- account age: 1809 days
- recent public PR activity: 101 PRs (79 merged / 9 closed-unmerged / 13 open; merged rate 78%, closed-unmerged rate 9%, open rate 13%)
- public orgs: none visible
- compact scores: follow-through strong, breadth high, automation risk medium
- heuristic read: extremely high recent PR volume; broad repo spread
Example artifacts:
atharvajoshi10
- profile: github.com/atharvajoshi10
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-05-27T21:18:03Z - repo last seen:
2026-05-29T00:07:50Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 1
- snapshot authored PRs/issues: 1 PRs / 0 issues
- snapshot discussion activity: 0 comments / 3 reviews / 3 review comments
- account age: 3244 days
- recent public PR activity: 1 PRs (1 merged / 0 closed-unmerged / 0 open; merged rate 100%, closed-unmerged rate 0%, open rate 0%)
- public orgs: none visible
- compact scores: follow-through strong, breadth low, automation risk low
- heuristic read: targets high-star repos
Example artifacts:
- PR #13818: Adding Cosmos 3 to Diffusers — closed, merged
ATOM00blue
- profile: github.com/ATOM00blue
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-05-22T01:48:23Z - repo last seen:
2026-05-22T01:48:23Z - first seen in snapshot: no
- repo association: FIRST_TIME_CONTRIBUTOR
- repo primary artifacts: 1
- snapshot authored PRs/issues: 1 PRs / 0 issues
- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
- account age: 325 days
- recent public PR activity: 72 PRs (10 merged / 9 closed-unmerged / 53 open; merged rate 14%, closed-unmerged rate 12%, open rate 74%)
- public orgs: none visible
- compact scores: follow-through weak, breadth very high, automation risk medium
- heuristic read: young account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos
Example artifacts:
aws-zhenguo
- profile: github.com/aws-zhenguo
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-04-14T22:28:18Z - repo last seen:
2026-04-14T22:28:18Z - first seen in snapshot: no
- repo association: FIRST_TIME_CONTRIBUTOR
- repo primary artifacts: 1
- snapshot authored PRs/issues: 1 PRs / 0 issues
- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
- account age: 556 days
- recent public PR activity: 1 PRs (0 merged / 0 closed-unmerged / 1 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
- public orgs: none visible
- compact scores: follow-through weak, breadth low, automation risk low
- heuristic read: high open PR share; no visible non-self stars; targets high-star repos
Example artifacts:
awsr
- profile: github.com/awsr
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-04-04T02:02:23Z - repo last seen:
2026-04-04T02:46:55Z - first seen in snapshot: no
- repo association: FIRST_TIME_CONTRIBUTOR
- repo primary artifacts: 1
- snapshot authored PRs/issues: 1 PRs / 0 issues
- snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
- account age: 2793 days
- recent public PR activity: 28 PRs (25 merged / 1 closed-unmerged / 2 open; merged rate 89%, closed-unmerged rate 4%, open rate 7%)
- public orgs: none visible
- compact scores: follow-through strong, breadth moderate, automation risk low
- heuristic read: high recent PR volume
Example artifacts:
botbikamordehai2-sketch
- profile: github.com/botbikamordehai2-sketch
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-05-28T18:12:27Z - repo last seen:
2026-05-28T18:12:27Z - first seen in snapshot: no
- repo association: FIRST_TIME_CONTRIBUTOR
- repo primary artifacts: 1
- snapshot authored PRs/issues: 1 PRs / 0 issues
- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
- account age: 34 days
- recent public PR activity: 92 PRs (0 merged / 9 closed-unmerged / 83 open; merged rate 0%, closed-unmerged rate 10%, open rate 90%)
- public orgs: none visible
- 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
Example artifacts:
Carlofkl
- profile: github.com/Carlofkl
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-05-27T06:16:54Z - repo last seen:
2026-05-28T04:40:30Z - first seen in snapshot: no
- repo association: FIRST_TIME_CONTRIBUTOR
- repo primary artifacts: 1
- snapshot authored PRs/issues: 1 PRs / 0 issues
- snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
- account age: 2302 days
- recent public PR activity: 1 PRs (0 merged / 0 closed-unmerged / 1 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
- public orgs: none visible
- compact scores: follow-through weak, breadth low, automation risk low
- heuristic read: high open PR share; targets high-star repos
Example artifacts:
ChinChyi
- profile: github.com/ChinChyi
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-05-06T17:18:28Z - repo last seen:
2026-05-06T17:18:28Z - first seen in snapshot: no
- repo association: FIRST_TIME_CONTRIBUTOR
- repo primary artifacts: 1
- snapshot authored PRs/issues: 1 PRs / 0 issues
- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
- account age: 3098 days
- recent public PR activity: 2 PRs (1 merged / 0 closed-unmerged / 1 open; merged rate 50%, closed-unmerged rate 0%, open rate 50%)
- public orgs:
Alpha-VLLM - compact scores: follow-through mixed, breadth low, automation risk low
- heuristic read: high open PR share; targets high-star repos
Example artifacts:
CoderSATTY
- profile: github.com/CoderSATTY
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-05-23T06:54:12Z - repo last seen:
2026-05-30T06:18:49Z - first seen in snapshot: no
- repo association: FIRST_TIME_CONTRIBUTOR
- repo primary artifacts: 1
- snapshot authored PRs/issues: 1 PRs / 0 issues
- snapshot discussion activity: 2 comments / 1 reviews / 0 review comments
- account age: 650 days
- recent public PR activity: 1 PRs (0 merged / 0 closed-unmerged / 1 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
- public orgs: none visible
- compact scores: follow-through weak, breadth low, automation risk low
- heuristic read: high open PR share; targets high-star repos
Example artifacts:
conanna
- profile: github.com/conanna
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-04-12T19:13:13Z - repo last seen:
2026-04-12T19:13:13Z - first seen in snapshot: no
- repo association: FIRST_TIMER
- repo primary artifacts: 1
- snapshot authored PRs/issues: 1 PRs / 0 issues
- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
- account age: 422 days
- recent public PR activity: 1 PRs (0 merged / 0 closed-unmerged / 1 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
- public orgs: none visible
- compact scores: follow-through weak, breadth low, automation risk low
- heuristic read: high open PR share; no visible non-self stars; targets high-star repos
Example artifacts:
david-PHR
- profile: github.com/david-PHR
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-04-30T08:17:26Z - repo last seen:
2026-04-30T08:17:26Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 1
- snapshot authored PRs/issues: 1 PRs / 0 issues
- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
- account age: 1515 days
- recent public PR activity: 2 PRs (1 merged / 0 closed-unmerged / 1 open; merged rate 50%, closed-unmerged rate 0%, open rate 50%)
- public orgs: none visible
- compact scores: follow-through mixed, breadth low, automation risk low
- heuristic read: high open PR share; targets high-star repos
Example artifacts:
Dev-next-gen
- profile: github.com/Dev-next-gen
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-04-19T00:36:23Z - repo last seen:
2026-05-06T00:13:06Z - first seen in snapshot: no
- repo association: FIRST_TIME_CONTRIBUTOR
- repo primary artifacts: 1
- snapshot authored PRs/issues: 1 PRs / 0 issues
- snapshot discussion activity: 10 comments / 0 reviews / 0 review comments
- account age: 559 days
- recent public PR activity: 13 PRs (10 merged / 1 closed-unmerged / 2 open; merged rate 77%, closed-unmerged rate 8%, open rate 15%)
- public orgs: none visible
- compact scores: follow-through strong, breadth high, automation risk low
- heuristic read: broad repo spread
Example artifacts:
dparikh79
- profile: github.com/dparikh79
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-05-16T22:41:41Z - repo last seen:
2026-05-16T22:41:41Z - first seen in snapshot: no
- repo association: FIRST_TIME_CONTRIBUTOR
- repo primary artifacts: 1
- snapshot authored PRs/issues: 1 PRs / 0 issues
- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
- account age: 2871 days
- recent public PR activity: 25 PRs (3 merged / 2 closed-unmerged / 20 open; merged rate 12%, closed-unmerged rate 8%, open rate 80%)
- public orgs: none visible
- compact scores: follow-through weak, breadth high, automation risk medium
- heuristic read: high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos
Example artifacts:
- PR #13759: fix(peft_utils): raise actionable ValueError when rank_dict is empty in get_peft_kwargs — open
feice-huang
- profile: github.com/feice-huang
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-04-22T10:38:45Z - repo last seen:
2026-05-12T07:13:42Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 1
- snapshot authored PRs/issues: 1 PRs / 0 issues
- snapshot discussion activity: 12 comments / 19 reviews / 19 review comments
- account age: 1479 days
- recent public PR activity: 1 PRs (1 merged / 0 closed-unmerged / 0 open; merged rate 100%, closed-unmerged rate 0%, open rate 0%)
- public orgs: none visible
- compact scores: follow-through strong, breadth low, automation risk low
- heuristic read: targets high-star repos
Example artifacts:
- PR #13726: [docs] add docs for JoyAI-Image-Edit — closed, merged
GalacticAvenger
- profile: github.com/GalacticAvenger
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-04-02T20:15:48Z - repo last seen:
2026-04-02T20:15:48Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 1
- snapshot authored PRs/issues: 1 PRs / 0 issues
- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
- account age: 2254 days
- recent public PR activity: 10 PRs (5 merged / 2 closed-unmerged / 3 open; merged rate 50%, closed-unmerged rate 20%, open rate 30%)
- public orgs: none visible
- compact scores: follow-through mixed, breadth moderate, automation risk low
- heuristic read: targets high-star repos
Example artifacts:
- PR #13391: Fix typos and grammar errors in documentation — closed, merged
HaoyuLi-Nova
- profile: github.com/HaoyuLi-Nova
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-04-24T15:24:20Z - repo last seen:
2026-04-24T15:24:20Z - first seen in snapshot: no
- repo association: FIRST_TIME_CONTRIBUTOR
- repo primary artifacts: 1
- snapshot authored PRs/issues: 1 PRs / 0 issues
- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
- account age: 888 days
- recent public PR activity: 4 PRs (2 merged / 0 closed-unmerged / 2 open; merged rate 50%, closed-unmerged rate 0%, open rate 50%)
- public orgs: none visible
- compact scores: follow-through mixed, breadth low, automation risk low
- heuristic read: high open PR share; targets high-star repos
Example artifacts:
- PR #13556: Fix Flax LMSDiscreteScheduler sigma indexing and align LMS prediction_type with PyTorch — open
hf-dependantbot-rollout[bot]
- profile: github.com/hf-dependantbot-rollout[bot]
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-05-26T10:32:00Z - repo last seen:
2026-05-26T10:32:00Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 1
- snapshot authored PRs/issues: 1 PRs / 0 issues
- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
- account age: ? days
- recent public PR activity: ? PRs (? merged / ? closed-unmerged / ? open; merged rate n/a, closed-unmerged rate n/a, open rate n/a)
- public orgs: none visible
- compact scores: follow-through n/a, breadth n/a, automation risk n/a
- heuristic read: summary unavailable
- enrichment fetch error:
[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'hf-dependantbot-rollout[bot]'."}]
Example artifacts:
- PR #13812: chore: enable Dependabot weekly GitHub Actions bumps — closed, merged
hitchhiker3010
- profile: github.com/hitchhiker3010
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-04-07T06:26:34Z - repo last seen:
2026-04-18T04:45:07Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 1
- snapshot authored PRs/issues: 1 PRs / 0 issues
- snapshot discussion activity: 6 comments / 0 reviews / 0 review comments
- account age: 3818 days
- recent public PR activity: 1 PRs (1 merged / 0 closed-unmerged / 0 open; merged rate 100%, closed-unmerged rate 0%, open rate 0%)
- public orgs: none visible
- compact scores: follow-through strong, breadth low, automation risk low
- heuristic read: targets high-star repos
Example artifacts:
- PR #13461: Remove compile bottlenecks from ZImage pipeline — closed, merged
hoangperry
- profile: github.com/hoangperry
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-05-17T09:23:14Z - repo last seen:
2026-05-17T09:23:14Z - first seen in snapshot: no
- repo association: FIRST_TIME_CONTRIBUTOR
- repo primary artifacts: 1
- snapshot authored PRs/issues: 1 PRs / 0 issues
- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
- account age: 2993 days
- recent public PR activity: 4 PRs (0 merged / 0 closed-unmerged / 4 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
- public orgs:
dpsnewailab,deepis-vn - compact scores: follow-through weak, breadth moderate, automation risk low
- heuristic read: high open PR share; targets high-star repos
Example artifacts:
itzzdeep
- profile: github.com/itzzdeep
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-05-11T21:21:31Z - repo last seen:
2026-05-11T21:21:31Z - first seen in snapshot: no
- repo association: FIRST_TIME_CONTRIBUTOR
- repo primary artifacts: 1
- snapshot authored PRs/issues: 1 PRs / 0 issues
- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
- account age: 2114 days
- recent public PR activity: 1 PRs (0 merged / 0 closed-unmerged / 1 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
- public orgs: none visible
- compact scores: follow-through weak, breadth low, automation risk low
- heuristic read: high open PR share; no visible non-self stars; targets high-star repos
Example artifacts:
javierdejesusda
- profile: github.com/javierdejesusda
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-05-24T23:05:02Z - repo last seen:
2026-05-29T10:19:09Z - first seen in snapshot: no
- repo association: FIRST_TIME_CONTRIBUTOR
- repo primary artifacts: 1
- snapshot authored PRs/issues: 1 PRs / 0 issues
- snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
- account age: 549 days
- recent public PR activity: 20 PRs (10 merged / 0 closed-unmerged / 10 open; merged rate 50%, closed-unmerged rate 0%, open rate 50%)
- public orgs: none visible
- compact scores: follow-through mixed, breadth high, automation risk medium
- heuristic read: broad repo spread; high open PR share
Example artifacts:
JinLiIdeogram
- profile: github.com/JinLiIdeogram
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-05-11T18:57:43Z - repo last seen:
2026-05-11T18:57:43Z - first seen in snapshot: no
- repo association: NONE
- repo primary artifacts: 1
- snapshot authored PRs/issues: 1 PRs / 0 issues
- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
- account age: 979 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 #13720: Test — closed
MukundaKatta
- profile: github.com/MukundaKatta
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-04-25T18:34:23Z - repo last seen:
2026-04-25T18:34:23Z - first seen in snapshot: no
- repo association: FIRST_TIME_CONTRIBUTOR
- repo primary artifacts: 1
- snapshot authored PRs/issues: 1 PRs / 0 issues
- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
- account age: 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 mixed, breadth very high, automation risk medium
- heuristic read: extremely high recent PR volume; very broad repo spread
Example artifacts:
oab24413gmai
- profile: github.com/oab24413gmai
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-05-14T04:22:50Z - repo last seen:
2026-05-14T04:22:50Z - first seen in snapshot: no
- repo association: FIRST_TIME_CONTRIBUTOR
- repo primary artifacts: 1
- snapshot authored PRs/issues: 1 PRs / 0 issues
- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
- account age: 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 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:
ooovenenoso
- profile: github.com/ooovenenoso
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-05-24T12:21:28Z - repo last seen:
2026-05-24T12:21:28Z - first seen in snapshot: no
- repo association: FIRST_TIME_CONTRIBUTOR
- repo primary artifacts: 1
- snapshot authored PRs/issues: 1 PRs / 0 issues
- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
- account age: 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 mixed, breadth moderate, automation risk low
- heuristic read: high open PR share; targets high-star repos
Example artifacts:
Praanjaljain29
- profile: github.com/Praanjaljain29
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-05-28T02:28:09Z - repo last seen:
2026-05-29T06:54:07Z - first seen in snapshot: no
- repo association: FIRST_TIME_CONTRIBUTOR
- repo primary artifacts: 1
- snapshot authored PRs/issues: 1 PRs / 0 issues
- snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
- account age: 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 weak, breadth low, automation risk low
- heuristic read: high open PR share; targets high-star repos
Example artifacts:
racyjelly
- profile: github.com/racyjelly
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-04-23T14:40:30Z - repo last seen:
2026-04-23T14:40:30Z - first seen in snapshot: no
- repo association: FIRST_TIMER
- repo primary artifacts: 1
- snapshot authored PRs/issues: 1 PRs / 0 issues
- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
- 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 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 — closed
rmatif
- profile: github.com/rmatif
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-05-12T16:24:51Z - repo last seen:
2026-05-29T13:02:50Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 1
- snapshot authored PRs/issues: 1 PRs / 0 issues
- snapshot discussion activity: 3 comments / 4 reviews / 4 review comments
- 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 weak, breadth moderate, automation risk low
- heuristic read: many recent closed-unmerged PRs
Example artifacts:
- PR #13732: Add Anima modular pipeline — closed, merged
Shreyas-jk
- profile: github.com/Shreyas-jk
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-05-08T23:19:21Z - repo last seen:
2026-05-08T23:19:21Z - first seen in snapshot: no
- repo association: FIRST_TIME_CONTRIBUTOR
- repo primary artifacts: 1
- snapshot authored PRs/issues: 1 PRs / 0 issues
- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
- account age: 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 mixed, breadth low, automation risk low
- heuristic read: no visible non-self stars
Example artifacts:
st7109
- profile: github.com/st7109
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-05-28T13:25:48Z - repo last seen:
2026-05-28T13:25:48Z - first seen in snapshot: no
- repo association: FIRST_TIMER
- repo primary artifacts: 1
- snapshot authored PRs/issues: 1 PRs / 0 issues
- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
- 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 weak, breadth low, automation risk low
- heuristic read: high open PR share; targets high-star repos
Example artifacts:
varaprasadtarunkumar
- profile: github.com/varaprasadtarunkumar
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-04-03T18:58:56Z - repo last seen:
2026-04-03T19:28:43Z - first seen in snapshot: no
- repo association: NONE
- repo primary artifacts: 1
- snapshot authored PRs/issues: 1 PRs / 0 issues
- snapshot discussion activity: 4 comments / 0 reviews / 0 review comments
- account age: 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 weak, breadth low, automation risk low
- heuristic read: many recent closed-unmerged PRs; targets high-star repos
Example artifacts:
waitingcheung
- profile: github.com/waitingcheung
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-04-23T05:54:56Z - repo last seen:
2026-05-14T07:29:01Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 1
- snapshot authored PRs/issues: 1 PRs / 0 issues
- snapshot discussion activity: 13 comments / 12 reviews / 12 review comments
- 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 low, automation risk low
- heuristic read: no visible non-self stars
Example artifacts:
- PR #13551: feat: Add Motif-Video model and pipelines — closed, merged
xin3he
- profile: github.com/xin3he
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-03-04T11:16:34Z - repo last seen:
2026-05-20T06:16:32Z - first seen in snapshot: no
- repo association: FIRST_TIME_CONTRIBUTOR
- repo primary artifacts: 1
- snapshot authored PRs/issues: 1 PRs / 0 issues
- snapshot discussion activity: 7 comments / 21 reviews / 21 review comments
- 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 strong, breadth moderate, automation risk low
- heuristic read: high recent PR volume
Example artifacts:
Xyc2016
- profile: github.com/Xyc2016
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-04-06T14:42:14Z - repo last seen:
2026-04-06T14:42:14Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 1
- snapshot authored PRs/issues: 1 PRs / 0 issues
- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
- account age: 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 mixed, breadth low, automation risk low
- heuristic read: —
Example artifacts:
- PR #13423: Fix grammar in LoRA documentation — closed, merged
yadferhad
- profile: github.com/yadferhad
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-04-15T17:24:00Z - repo last seen:
2026-04-17T22:44:25Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 1
- snapshot authored PRs/issues: 1 PRs / 0 issues
- snapshot discussion activity: 2 comments / 4 reviews / 4 review comments
- 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 — closed, merged
yzhautouskay
- profile: github.com/yzhautouskay
- repo PR search: open search
- repo issue search: open search
- repo first seen:
2026-05-28T11:20:40Z - repo last seen:
2026-05-29T13:07:40Z - first seen in snapshot: no
- repo association: CONTRIBUTOR
- repo primary artifacts: 1
- snapshot authored PRs/issues: 1 PRs / 0 issues
- snapshot discussion activity: 0 comments / 3 reviews / 3 review comments
- account age: 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 weak, breadth low, automation risk low
- heuristic read: high open PR share; no visible non-self stars; targets high-star repos
Example artifacts: