Datasets:

evalstate
/

diffusers-pr

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`	1092	137	strong	moderate	low	extremely high recent PR volume
`DN6`	profile	no	MEMBER	4403d	`2023-02-22T04:27:25Z`	384	14	strong	low	low	targets high-star repos
`yiyixuxu`	profile	no	MEMBER	4019d	`2022-12-14T16:37:57Z`	321	39	strong	low	low	targets high-star repos
`stevhliu`	profile	no	MEMBER	2338d	`2023-02-22T18:18:22Z`	217	6	strong	low	low	high recent PR volume; no visible non-self stars; targets high-star repos
`linoytsaban`	profile	no	MEMBER	2390d	`2023-06-20T06:10:02Z`	81	2	mixed	low	low	high open PR share; targets high-star repos
`dg845`	profile	no	MEMBER	2368d	`2023-03-22T05:10:45Z`	71	10	strong	low	low	no visible non-self stars; targets high-star repos
`kashif`	profile	no	MEMBER	6611d	`2022-06-15T15:01:24Z`	69	0	mixed	high	low	high recent PR volume; broad repo spread
`akshan-main`	profile	no	CONTRIBUTOR	1603d	`2025-11-21T08:13:14Z`	44	2	mixed	low	low	high open PR share; targets high-star repos
`delmalih`	profile	no	CONTRIBUTOR	3392d	`2025-11-10T14:05:47Z`	42	1	mixed	moderate	low	high open PR share
`dependabot[bot]`	profile	no	CONTRIBUTOR	?d	`2023-12-20T21:14:21Z`	37	0	n/a	n/a	n/a	summary unavailable
`apolinario`	profile	no	MEMBER	5498d	`2022-07-20T09:48:08Z`	33	31	weak	low	low	high open PR share; targets high-star repos
`sywangyi`	profile	no	CONTRIBUTOR	3038d	`2023-09-19T06:45:24Z`	16	0	mixed	moderate	low	targets high-star repos
`dxqb`	profile	no	CONTRIBUTOR	628d	`2025-01-12T14:41:12Z`	14	24	n/a	low	low	no visible non-self stars
`HaozheZhang6`	profile	no	CONTRIBUTOR	2679d	`2026-06-09T08:45:25Z`	12	0	mixed	moderate	low	—
`Whning0513`	profile	no	FIRST_TIME_CONTRIBUTOR	1037d	`2026-06-19T06:35:46Z`	10	0	weak	very high	high	extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share
`sergioperezcheco`	profile	no	FIRST_TIME_CONTRIBUTOR	1541d	`2026-07-17T08:50:42Z`	8	0	weak	high	medium	high recent PR volume; broad repo spread; high open PR share; targets high-star repos
`srlynch1`	profile	no	NONE	2777d	`2026-06-21T11:26:07Z`	8	0	mixed	moderate	low	high recent PR volume
`JingyaHuang`	profile	no	MEMBER	2783d	`2022-11-03T10:27:59Z`	7	0	weak	low	low	high open PR share; targets high-star repos
`yzhautouskay`	profile	no	CONTRIBUTOR	588d	`2026-05-28T11:20:40Z`	7	0	weak	low	low	high open PR share; no visible non-self stars; targets high-star repos
`Liauuu`	profile	no	NONE	291d	`2026-06-13T16:59:29Z`	6	0	mixed	low	low	young account; high open PR share; targets high-star repos
`atharvajoshi10`	profile	no	CONTRIBUTOR	3244d	`2026-05-27T21:18:03Z`	5	1	strong	low	low	targets high-star repos
`tarekziade`	profile	no	MEMBER	5880d	`2026-05-13T07:23:25Z`	5	0	mixed	high	medium	high recent PR volume; broad repo spread; high open PR share; targets high-star repos
`wunianze666-netizen`	profile	no	FIRST_TIME_CONTRIBUTOR	295d	`2026-06-08T14:18:35Z`	5	0	weak	low	low	young account; high open PR share; targets high-star repos
`lcheng321`	profile	no	CONTRIBUTOR	2601d	`2026-06-20T07:33:42Z`	4	0	weak	moderate	low	high open PR share; targets high-star repos
`pzarzycki`	profile	no	CONTRIBUTOR	4891d	`2026-07-07T20:03:10Z`	4	0	weak	low	low	high open PR share
`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
`buffett0323`	profile	no	CONTRIBUTOR	2030d	`2026-05-22T21:59:05Z`	3	0	weak	low	low	high open PR share; targets high-star repos
`Functionhx`	profile	no	FIRST_TIME_CONTRIBUTOR	753d	`2026-07-09T19:22:34Z`	3	0	weak	high	medium	high recent PR volume; broad repo spread; high open PR share; targets high-star repos
`gagandhakrey`	profile	no	CONTRIBUTOR	2330d	`2026-06-01T10:21:42Z`	3	0	weak	moderate	low	many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos
`Jefsky`	profile	no	FIRST_TIME_CONTRIBUTOR	4418d	`2026-05-28T08:16:01Z`	3	0	weak	very high	medium	high recent PR volume; very broad repo spread; high open PR share; targets high-star repos
`menglcai`	profile	no	CONTRIBUTOR	981d	`2026-07-14T08:27:01Z`	3	0	weak	moderate	low	high open PR share; no visible non-self stars
`Sunt-ing`	profile	no	FIRST_TIME_CONTRIBUTOR	2845d	`2026-06-22T14:21:21Z`	3	0	weak	moderate	medium	high recent PR volume; high open PR share; targets high-star repos
`asomoza`	profile	no	MEMBER	4641d	`2023-11-10T05:32:15Z`	53	12	weak	low	low	targets high-star repos
`jiqing-feng`	profile	no	CONTRIBUTOR	1437d	`2022-11-29T08:44:19Z`	28	4	mixed	moderate	low	high recent PR volume; targets high-star repos
`Anai-Guo`	profile	no	FIRST_TIME_CONTRIBUTOR	46d	`2026-04-13T06:56:28Z`	15	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
`Dev-X25874`	profile	no	CONTRIBUTOR	20d	`2026-05-12T02:45:59Z`	11	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
`zhtmike`	profile	no	CONTRIBUTOR	4316d	`2026-03-17T08:08:13Z`	7	4	mixed	moderate	low	high recent PR volume
`chenyangzhu1`	profile	no	CONTRIBUTOR	1566d	`2026-04-02T15:30:04Z`	4	1	weak	low	low	high open PR share; targets high-star repos
`SamuelTallet`	profile	no	CONTRIBUTOR	3048d	`2026-04-18T22:26:11Z`	2	5	mixed	low	low	—
`GiGiKoneti`	profile	no	CONTRIBUTOR	436d	`2026-06-26T09:09:23Z`	2	2	weak	moderate	low	high open PR share
`TheLovesOfLadyPurple`	profile	no	CONTRIBUTOR	289d	`2026-06-05T00:38:29Z`	2	2	weak	low	low	young account; high open PR share; no visible non-self stars; targets high-star repos
`Boffee`	profile	no	CONTRIBUTOR	4284d	`2026-06-11T01:41:27Z`	2	1	mixed	low	low	high open PR share; 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
`adhavan18`	profile	no	FIRST_TIME_CONTRIBUTOR	1585d	`2026-06-15T07:15:47Z`	2	0	mixed	moderate	low	high open PR share; targets high-star repos
`Alex-Wengg`	profile	no	NONE	3055d	`2026-06-21T02:31:56Z`	2	0	mixed	moderate	low	extremely high recent PR volume
`April-Sonnet`	profile	no	FIRST_TIME_CONTRIBUTOR	78d	`2026-06-22T04:18:41Z`	2	0	weak	moderate	medium	very new account; high recent PR volume; high open PR share; no visible non-self stars
`C1-BA-B1-F3`	profile	no	FIRST_TIME_CONTRIBUTOR	3300d	`2026-06-25T20:34:05Z`	2	0	weak	very high	medium	high recent PR volume; very broad repo spread; high open PR share; targets high-star repos
`KartavyaDikshit`	profile	no	FIRST_TIME_CONTRIBUTOR	1742d	`2026-06-22T08:21:01Z`	2	0	mixed	very high	medium	extremely high recent PR volume; very broad repo spread
`rumutaydin`	profile	no	FIRST_TIME_CONTRIBUTOR	1329d	`2026-07-10T22:49:14Z`	2	0	weak	low	low	high open PR share; targets high-star repos
`sridhar-3009`	profile	no	FIRST_TIME_CONTRIBUTOR	1347d	`2026-07-10T04:10:03Z`	2	0	weak	very high	medium	extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs
`ZAID646`	profile	no	CONTRIBUTOR	1315d	`2026-07-01T18:09:53Z`	2	0	weak	moderate	low	high open PR share; no visible non-self stars; targets high-star repos
`hlky`	profile	no	CONTRIBUTOR	1455d	`2022-08-22T10:44:45Z`	150	84	strong	moderate	low	high recent PR volume; no visible non-self stars
`lawrence-cj`	profile	no	CONTRIBUTOR	2459d	`2023-11-08T08:40:50Z`	33	2	strong	low	low	—
`bghira`	profile	no	CONTRIBUTOR	2353d	`2023-05-13T19:58:56Z`	28	45	strong	high	low	high recent PR volume; broad repo spread
`rootonchair`	profile	no	CONTRIBUTOR	3478d	`2023-12-27T03:24:34Z`	25	8	mixed	low	low	—
`mishig25`	profile	no	MEMBER	4108d	`2022-09-04T19:44:43Z`	24	3	mixed	very high	medium	high recent PR volume; very broad repo spread; high open PR share
`kaixuanliu`	profile	no	CONTRIBUTOR	3976d	`2025-01-20T00:59:08Z`	15	1	mixed	moderate	low	high recent PR volume; targets high-star repos
`Mr-Neutr0n`	profile	no	FIRST_TIME_CONTRIBUTOR	2234d	`2026-02-07T08:06:58Z`	11	0	weak	moderate	low	high open PR share
`christopher5106`	profile	no	CONTRIBUTOR	4509d	`2024-03-30T15:52:41Z`	9	28	strong	low	low	—
`DavidBert`	profile	no	CONTRIBUTOR	4055d	`2025-09-26T15:01:33Z`	8	1	weak	low	low	high open PR share; targets high-star repos
`azolotenkov`	profile	no	CONTRIBUTOR	1060d	`2025-03-04T13:58:31Z`	7	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
`neo`	profile	no	CONTRIBUTOR	4253d	`2023-09-20T21:42:50Z`	5	0	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
`feice-huang`	profile	no	CONTRIBUTOR	1479d	`2026-04-22T10:38:45Z`	2	1	strong	low	low	targets high-star repos
`Shreyas-jk`	profile	no	FIRST_TIME_CONTRIBUTOR	547d	`2026-05-08T23:19:21Z`	2	0	mixed	low	low	no visible non-self stars
`sqhuang`	profile	no	CONTRIBUTOR	4036d	`2025-11-23T14:01:52Z`	2	0	weak	low	low	high open PR share; targets high-star repos
`chuenchen309`	profile	no	FIRST_TIME_CONTRIBUTOR	2675d	`2026-07-16T02:42:58Z`	1	2	weak	very high	medium	extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos
`Sainava`	profile	no	NONE	869d	`2026-06-22T18:05:17Z`	1	2	mixed	moderate	low	—
`amd-inechakr`	profile	no	FIRST_TIME_CONTRIBUTOR	150d	`2026-06-26T22:12:12Z`	1	1	weak	low	medium	young account; high open PR share; no visible non-self stars; targets high-star repos
`CodingForAGI`	profile	no	FIRST_TIMER	1067d	`2026-07-05T12:10:16Z`	1	1	weak	low	low	high open PR share; targets high-star repos
`ElectricGoal`	profile	no	CONTRIBUTOR	2916d	`2026-06-25T10:27:43Z`	1	1	weak	low	low	high open PR share; targets high-star repos
`ErenAta16`	profile	no	FIRST_TIME_CONTRIBUTOR	990d	`2026-07-17T16:11:53Z`	1	1	mixed	very high	medium	high recent PR volume; very broad repo spread; high open PR share
`fropych`	profile	no	CONTRIBUTOR	2153d	`2026-07-15T16:06:31Z`	1	1	weak	low	low	high open PR share; targets high-star repos
`gabe-engineers`	profile	no	NONE	2950d	`2026-06-12T17:57:39Z`	1	1	weak	low	low	high open PR share
`IvenHsu01`	profile	no	CONTRIBUTOR	323d	`2026-07-14T02:59:47Z`	1	1	weak	low	low	young account; high open PR share; targets high-star repos
`jmliu206`	profile	no	FIRST_TIME_CONTRIBUTOR	2412d	`2026-06-29T08:48:54Z`	1	1	weak	low	low	high open PR share; targets high-star repos
`johnnynunez`	profile	no	FIRST_TIME_CONTRIBUTOR	3560d	`2025-06-25T12:11:57Z`	1	1	weak	high	medium	extremely high recent PR volume; broad repo spread; high open PR share
`LucasSte`	profile	no	CONTRIBUTOR	2976d	`2026-03-28T23:48:15Z`	1	1	mixed	moderate	low	high recent PR volume
`ramkumar27072006`	profile	no	CONTRIBUTOR	543d	`2026-06-07T03:05:23Z`	1	1	weak	moderate	low	high open PR share; targets high-star repos
`sjq66`	profile	no	FIRST_TIME_CONTRIBUTOR	1033d	`2026-06-10T12:14:31Z`	1	1	weak	low	low	high open PR share; targets high-star repos
`tangyanf`	profile	no	CONTRIBUTOR	3358d	`2026-06-22T06:54:14Z`	1	1	weak	low	low	high open PR share; targets high-star repos
`wutachiang`	profile	no	FIRST_TIME_CONTRIBUTOR	3978d	`2026-07-15T05:06:34Z`	1	1	weak	low	low	high open PR share; targets high-star repos
`Zhu1116`	profile	no	FIRST_TIMER	2178d	`2025-05-30T08:21:12Z`	1	1	weak	low	low	high open PR share; targets high-star repos
`abhay23-AI`	profile	no	FIRST_TIME_CONTRIBUTOR	519d	`2026-06-17T17:25:14Z`	1	0	mixed	low	low	no visible non-self stars; targets high-star repos
`Allure2233`	profile	no	FIRST_TIME_CONTRIBUTOR	719d	`2026-06-22T08:03:05Z`	1	0	weak	low	low	high open PR share; targets high-star repos
`archievi`	profile	no	FIRST_TIME_CONTRIBUTOR	3995d	`2026-06-14T00:32:24Z`	1	0	weak	moderate	low	high open PR share; targets high-star repos
`Bekhouche`	profile	no	FIRST_TIME_CONTRIBUTOR	4792d	`2026-07-22T11:03:30Z`	1	0	weak	low	low	high open PR share
`Boogu-Team`	profile	no	FIRST_TIMER	20d	`2026-06-22T15:55:13Z`	1	0	weak	low	medium	very new account; high open PR share; targets high-star repos
`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	CONTRIBUTOR	2302d	`2026-05-27T06:16:54Z`	1	0	weak	low	low	high open PR share; targets high-star repos
`Cedric-Perauer`	profile	no	FIRST_TIME_CONTRIBUTOR	2915d	`2025-11-21T00:20:03Z`	1	0	mixed	low	low	high open PR share; targets high-star repos
`cgloriacc`	profile	no	FIRST_TIME_CONTRIBUTOR	2032d	`2026-06-26T06:33:27Z`	1	0	weak	low	low	high open PR share; targets high-star repos
`Chinmay1220`	profile	no	FIRST_TIME_CONTRIBUTOR	1001d	`2026-06-13T16:50:00Z`	1	0	strong	moderate	low	high recent PR volume
`danielxmed`	profile	no	FIRST_TIME_CONTRIBUTOR	679d	`2026-07-05T13:53:55Z`	1	0	weak	low	low	high open PR share; targets high-star repos
`delcenjo`	profile	no	FIRST_TIME_CONTRIBUTOR	121d	`2026-06-23T19:06:11Z`	1	0	strong	high	medium	young account; high recent PR volume; broad repo spread; no visible non-self stars
`discobot`	profile	no	FIRST_TIME_CONTRIBUTOR	6068d	`2026-06-13T11:15:56Z`	1	0	weak	very high	medium	high recent PR volume; very broad repo spread; high open PR share
`gaurav-init`	profile	no	FIRST_TIME_CONTRIBUTOR	1225d	`2026-06-21T19:11:42Z`	1	0	weak	low	low	high open PR share
`hanu-14`	profile	no	FIRST_TIME_CONTRIBUTOR	1755d	`2026-07-18T07:34:44Z`	1	0	weak	very high	high	extremely high recent PR volume; very broad repo spread; high open PR share
`hasib2003`	profile	no	FIRST_TIME_CONTRIBUTOR	1565d	`2026-07-19T15:15:19Z`	1	0	weak	low	low	high open PR share; no visible non-self stars; 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
`islem-esi`	profile	no	FIRST_TIME_CONTRIBUTOR	2315d	`2026-06-18T11:22:21Z`	1	0	weak	moderate	low	high open PR share; 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
`laradipupo`	profile	no	FIRST_TIME_CONTRIBUTOR	1426d	`2026-07-13T08:43:32Z`	1	0	weak	low	low	high open PR share
`liwd190019`	profile	no	CONTRIBUTOR	1606d	`2025-02-04T05:11:43Z`	1	0	weak	low	low	high open PR share; targets high-star repos
`lucasruan1618`	profile	no	FIRST_TIMER	1078d	`2026-06-17T11:29:47Z`	1	0	weak	low	low	high open PR share; targets high-star repos
`MaciejBalaNV`	profile	no	CONTRIBUTOR	737d	`2026-06-10T13:21:27Z`	1	0	mixed	moderate	low	—
`michaelmanly`	profile	no	FIRST_TIME_CONTRIBUTOR	2469d	`2026-06-16T13:41:22Z`	1	0	n/a	low	low	no visible non-self stars
`momomuchu`	profile	no	FIRST_TIME_CONTRIBUTOR	1727d	`2026-07-08T17:01:46Z`	1	0	weak	very high	medium	high recent PR volume; very broad repo spread; high open PR share; targets high-star repos
`nandanadileep`	profile	no	FIRST_TIME_CONTRIBUTOR	1413d	`2026-06-12T08:50:55Z`	1	0	weak	very high	medium	high recent PR volume; very broad repo spread; high open PR share
`Nas01010101`	profile	no	FIRST_TIME_CONTRIBUTOR	889d	`2026-06-21T15:44:05Z`	1	0	weak	high	low	high recent PR volume; 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
`Osamaali313`	profile	no	FIRST_TIME_CONTRIBUTOR	1846d	`2026-07-17T19:52:16Z`	1	0	weak	very high	medium	extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos
`Paramveersingh-S`	profile	no	NONE	898d	`2026-06-23T13:34:36Z`	1	0	weak	high	low	high recent PR volume; broad repo spread; high open PR share
`pctablet505`	profile	no	NONE	2503d	`2026-07-15T19:46:56Z`	1	0	weak	very high	medium	high recent PR volume; very broad repo spread; high open PR share
`pepepeboom`	profile	no	FIRST_TIME_CONTRIBUTOR	833d	`2026-07-18T12:40:24Z`	1	0	weak	low	low	high open PR share; targets high-star repos
`PlagueKind`	profile	no	FIRST_TIME_CONTRIBUTOR	41d	`2026-06-24T18:22:29Z`	1	0	mixed	moderate	medium	very new account; many recent closed-unmerged PRs; targets high-star repos
`porunov`	profile	no	CONTRIBUTOR	3755d	`2026-06-16T12:36:55Z`	1	0	weak	moderate	low	high open PR share
`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
`PrakshaaleJain`	profile	no	CONTRIBUTOR	947d	`2026-06-24T13:19:25Z`	1	0	weak	low	low	high open PR share; no visible non-self stars; targets high-star repos
`PreethamNoelP`	profile	no	CONTRIBUTOR	1022d	`2026-06-10T00:04:40Z`	1	0	weak	low	low	high open PR share; targets high-star repos
`ProgramerSalar`	profile	no	FIRST_TIME_CONTRIBUTOR	1646d	`2026-06-05T16:29:56Z`	1	0	weak	low	low	high open PR share; targets high-star repos
`Pruthvi226`	profile	no	FIRST_TIME_CONTRIBUTOR	658d	`2026-06-28T13:28:14Z`	1	0	weak	moderate	low	high open PR share; targets high-star repos
`rathodkunj2005`	profile	no	FIRST_TIME_CONTRIBUTOR	1838d	`2026-07-10T18:07:37Z`	1	0	mixed	moderate	low	high open PR share
`rumitvn`	profile	no	FIRST_TIME_CONTRIBUTOR	849d	`2026-06-14T17:28:45Z`	1	0	mixed	high	low	high recent PR volume; broad repo spread
`Saurav-Gupta-9741`	profile	no	FIRST_TIME_CONTRIBUTOR	1743d	`2026-07-01T19:48:18Z`	1	0	weak	high	low	broad repo spread; high open PR share
`Solaris-star`	profile	no	FIRST_TIME_CONTRIBUTOR	2216d	`2026-07-20T15:17:03Z`	1	0	weak	very high	high	extremely high recent PR volume; very broad repo spread; high open PR share
`spartanz51`	profile	no	FIRST_TIME_CONTRIBUTOR	4713d	`2026-07-21T09:53:44Z`	1	0	mixed	moderate	low	—
`st7109`	profile	no	FIRST_TIMER	2512d	`2026-05-28T13:25:48Z`	1	0	weak	low	low	high open PR share; targets high-star repos
`SuryanshSS1011`	profile	no	FIRST_TIME_CONTRIBUTOR	874d	`2026-06-29T22:17:01Z`	1	0	mixed	moderate	low	no visible non-self stars
`Vitaliy-Pikalo`	profile	no	FIRST_TIME_CONTRIBUTOR	636d	`2026-06-21T03:47:01Z`	1	0	weak	high	low	broad repo spread; high open PR share; targets high-star repos
`XIONGPEILIN`	profile	no	FIRST_TIME_CONTRIBUTOR	799d	`2026-07-14T13:08:30Z`	1	0	mixed	moderate	low	high open PR share

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: 2026-07-22T05:32:21Z
first seen in snapshot: no
repo association: MEMBER
repo primary artifacts: 1229
snapshot authored PRs/issues: 1092 PRs / 137 issues
snapshot discussion activity: 8333 comments / 7229 reviews / 7542 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:

`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: 2026-07-21T07:42:20Z
first seen in snapshot: no
repo association: MEMBER
repo primary artifacts: 398
snapshot authored PRs/issues: 384 PRs / 14 issues
snapshot discussion activity: 1094 comments / 1567 reviews / 1271 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 #14169: Remove JAX/Flax — closed, merged
PR #13966: Update diffusers-cli for agentic use — closed, merged
PR #13852: [CI] Fix torch_device import in AutoencoderTesterMixin — closed, merged
Issue #13151: GGUF + torch.compile is 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: 2026-07-21T02:27:30Z
first seen in snapshot: no
repo association: MEMBER
repo primary artifacts: 360
snapshot authored PRs/issues: 321 PRs / 39 issues
snapshot discussion activity: 2610 comments / 3034 reviews / 3878 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:

`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: 2026-07-17T16:51:08Z
first seen in snapshot: no
repo association: MEMBER
repo primary artifacts: 223
snapshot authored PRs/issues: 217 PRs / 6 issues
snapshot discussion activity: 248 comments / 792 reviews / 1653 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 #14162: torch.dtype alias — closed, merged
PR #14134: [fix] missing doc-builder imports — closed, merged
PR #13830: [docs] add missing Returns sections to forward/call docstrings — closed, merged
Issue #7238: IP-Adapter masking — closed
Issue #5380: [community pipeline] Mixture tiling — closed
Issue #5379: [community pipeline] SpeechToImage — closed

`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: 2026-07-21T10:40:25Z
first seen in snapshot: no
repo association: MEMBER
repo primary artifacts: 83
snapshot authored PRs/issues: 81 PRs / 2 issues
snapshot discussion activity: 264 comments / 190 reviews / 151 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:

`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: 2026-07-21T07:53:42Z
first seen in snapshot: no
repo association: MEMBER
repo primary artifacts: 81
snapshot authored PRs/issues: 71 PRs / 10 issues
snapshot discussion activity: 402 comments / 1059 reviews / 951 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 #14047: Refactor QKV Fusion Utilities — open
PR #13871: Create TestHooks generator on torch_device — closed, merged
PR #13863: [tests] fix anyflow tests layerwise casting — closed, merged
Issue #14003: Split Q,K,V vs Fused QKV Projections in diffusers Discussion — open
Issue #14002: Support Original Checkpoint-Compatible PEFT Adapters — open
Issue #12079: API Suggestion: Expose Methods to Convert to Sample Prediction in Schedulers — open

`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: 2026-07-10T18:07:19Z
first seen in snapshot: no
repo association: MEMBER
repo primary artifacts: 69
snapshot authored PRs/issues: 69 PRs / 0 issues
snapshot discussion activity: 217 comments / 178 reviews / 151 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 #14164: Add a sampling animation example for discrete diffusion — open
PR #14121: Add ReMDM remasking to DiscreteDDIMScheduler — open
PR #14092: Add doc pages for the DiffusionGemma schedulers — closed, merged

`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: 2026-07-20T05:09:11Z
first seen in snapshot: no
repo association: CONTRIBUTOR
repo primary artifacts: 46
snapshot authored PRs/issues: 44 PRs / 2 issues
snapshot discussion activity: 119 comments / 41 reviews / 41 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 #14242: refactor wan 2.2 image-to-video pipeline tests to the new mixin structure — closed, merged
PR #14240: refactor wan 2.2 pipeline tests to the new mixin structure — closed, merged
PR #14239: refactor wan animate pipeline tests to the new mixin structure — closed, merged
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

`delmalih`

profile: github.com/delmalih
repo PR search: open search
repo issue search: open search
repo first seen: 2025-11-10T14:05:47Z
repo last seen: 2026-07-18T07:25:07Z
first seen in snapshot: no
repo association: CONTRIBUTOR
repo primary artifacts: 43
snapshot authored PRs/issues: 42 PRs / 1 issues
snapshot discussion activity: 12 comments / 1 reviews / 1 review comments
account age: 3392 days
recent public PR activity: 7 PRs (3 merged / 1 closed-unmerged / 3 open; merged rate 43%, closed-unmerged rate 14%, open rate 43%)
public orgs: none visible
compact scores: follow-through mixed, breadth moderate, automation risk low
heuristic read: high open PR share

Example artifacts:

PR #14226: docs: improve docstring scheduling_k_dpm_2_ancetstral_discrete.py — open
PR #14212: docs: improve docstring scheduling_k_dpm_2_discrete.py — closed, merged
PR #14199: docs: improve docstring scheduling_repaint.py — closed, merged
Issue #12650: Question about the # Copied from system — open

`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: 2026-07-17T22:53:29Z
first seen in snapshot: no
repo association: CONTRIBUTOR
repo primary artifacts: 37
snapshot authored PRs/issues: 37 PRs / 0 issues
snapshot discussion activity: 12 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:

`apolinario`

profile: github.com/apolinario
repo PR search: open search
repo issue search: open search
repo first seen: 2022-07-20T09:48:08Z
repo last seen: 2026-06-22T21:53:16Z
first seen in snapshot: no
repo association: MEMBER
repo primary artifacts: 64
snapshot authored PRs/issues: 33 PRs / 31 issues
snapshot discussion activity: 113 comments / 74 reviews / 65 review comments
account age: 5498 days
recent public PR activity: 5 PRs (1 merged / 0 closed-unmerged / 4 open; merged rate 20%, closed-unmerged rate 0%, open rate 80%)
public orgs: redelivre
compact scores: follow-through weak, breadth low, automation risk low
heuristic read: high open PR share; targets high-star repos

Example artifacts:

PR #14046: Krea 2 LoRA DreamBooth trainer — closed, merged
PR #13861: Ideogram4 lora training — closed, merged
PR #13860: Add structured prompt upsampling to Ideogram4 — closed, merged
Issue #12159: LoRA loading compatibility with some Qwen Image LoRAs — closed
Issue #11702: AccVid LoRA key error when loading with diffusers — closed
Issue #9492: Add FLUX image-to-image to AutoPipelineForImage2Image — closed

`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: 2026-07-22T05:41:22Z
first seen in snapshot: no
repo association: CONTRIBUTOR
repo primary artifacts: 16
snapshot authored PRs/issues: 16 PRs / 0 issues
snapshot discussion activity: 35 comments / 15 reviews / 15 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 #14269: Fix Wan and Motif video pipeline fast test failures — open
PR #13892: fix test_pag_sdxl::StableDiffusionXLPAGPipelineIntegrationTests — closed, merged
PR #13886: fix marigold depth failure in xpu and A100 — closed, merged

`dxqb`

profile: github.com/dxqb
repo PR search: open search
repo issue search: open search
repo first seen: 2025-01-12T14:41:12Z
repo last seen: 2026-07-19T12:50:41Z
first seen in snapshot: no
repo association: CONTRIBUTOR
repo primary artifacts: 38
snapshot authored PRs/issues: 14 PRs / 24 issues
snapshot discussion activity: 101 comments / 12 reviews / 14 review comments
account age: 628 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:

`HaozheZhang6`

profile: github.com/HaozheZhang6
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-09T08:45:25Z
repo last seen: 2026-06-30T03:21:11Z
first seen in snapshot: no
repo association: CONTRIBUTOR
repo primary artifacts: 12
snapshot authored PRs/issues: 12 PRs / 0 issues
snapshot discussion activity: 18 comments / 1 reviews / 1 review comments
account age: 2679 days
recent public PR activity: 16 PRs (11 merged / 2 closed-unmerged / 3 open; merged rate 69%, closed-unmerged rate 12%, open rate 19%)
public orgs: none visible
compact scores: follow-through mixed, breadth moderate, automation risk low
heuristic read: —

Example artifacts:

PR #13953: Add from_single_file support for HunyuanVideo15Transformer3DModel — open
PR #13946: Add from_single_file support for SkyReelsV2 and ChronoEdit transformers — closed, merged
PR #13944: ovis_image: fix guidance_scale / max_sequence_length / batched CFG / precomputed embeds + add pipeline test — closed, merged

`Whning0513`

profile: github.com/Whning0513
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-19T06:35:46Z
repo last seen: 2026-07-19T19:40:26Z
first seen in snapshot: no
repo association: FIRST_TIME_CONTRIBUTOR
repo primary artifacts: 10
snapshot authored PRs/issues: 10 PRs / 0 issues
snapshot discussion activity: 4 comments / 0 reviews / 0 review comments
account age: 1037 days
recent public PR activity: 146 PRs (0 merged / 61 closed-unmerged / 85 open; merged rate 0%, closed-unmerged rate 42%, open rate 58%)
public orgs: none visible
compact scores: follow-through weak, breadth very high, automation risk high
heuristic read: extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share

Example artifacts:

`sergioperezcheco`

profile: github.com/sergioperezcheco
repo PR search: open search
repo issue search: open search
repo first seen: 2026-07-17T08:50:42Z
repo last seen: 2026-07-22T01:42:34Z
first seen in snapshot: no
repo association: FIRST_TIME_CONTRIBUTOR
repo primary artifacts: 8
snapshot authored PRs/issues: 8 PRs / 0 issues
snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
account age: 1541 days
recent public PR activity: 29 PRs (3 merged / 7 closed-unmerged / 19 open; merged rate 10%, closed-unmerged rate 24%, open rate 66%)
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:

`srlynch1`

profile: github.com/srlynch1
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-21T11:26:07Z
repo last seen: 2026-06-21T11:29:14Z
first seen in snapshot: no
repo association: NONE
repo primary artifacts: 8
snapshot authored PRs/issues: 8 PRs / 0 issues
snapshot discussion activity: 8 comments / 0 reviews / 0 review comments
account age: 2777 days
recent public PR activity: 68 PRs (53 merged / 11 closed-unmerged / 4 open; merged rate 78%, closed-unmerged rate 16%, open rate 6%)
public orgs: none visible
compact scores: follow-through mixed, breadth moderate, automation risk low
heuristic read: high recent PR volume

Example artifacts:

PR #14024: Add SD3 attention masks for text padding tokens (#8673) — closed
PR #14023: Fix context parallel padding for indivisible sequence lengths (#12568) — closed
PR #14022: Support multiple ControlNet-XS adapters (#8434) — closed

`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: 2026-07-16T16:55:00Z
first seen in snapshot: no
repo association: MEMBER
repo primary artifacts: 7
snapshot authored PRs/issues: 7 PRs / 0 issues
snapshot discussion activity: 8 comments / 18 reviews / 28 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 #14107: [Restore] torch.chunk in Flux2SwiGLU from #13485 — open
PR #14075: [TPU] Add tensor parallel support for TPU backend — open, draft
PR #14039: [TPU] Initial TorchTPU backend integration (eager + torch.compile) — open, draft

`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: 2026-07-17T09:29:15Z
first seen in snapshot: no
repo association: CONTRIBUTOR
repo primary artifacts: 7
snapshot authored PRs/issues: 7 PRs / 0 issues
snapshot discussion activity: 2 comments / 10 reviews / 10 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:

PR #14188: [Quantization] Fix ModelOpt pre-quantized loading — closed, merged
PR #14177: Cosmos3 Distilled support — closed, merged
PR #14150: Transfer support for Cosmos3 ModularPipeline — closed, merged

`Liauuu`

profile: github.com/Liauuu
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-13T16:59:29Z
repo last seen: 2026-06-16T03:48:53Z
first seen in snapshot: no
repo association: NONE
repo primary artifacts: 6
snapshot authored PRs/issues: 6 PRs / 0 issues
snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
account age: 291 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: young account; high open PR share; targets high-star repos

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: 2026-07-20T01:19:05Z
first seen in snapshot: no
repo association: CONTRIBUTOR
repo primary artifacts: 6
snapshot authored PRs/issues: 5 PRs / 1 issues
snapshot discussion activity: 0 comments / 6 reviews / 6 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 #14246: Fix Cosmos3 Edge generator K normalization — closed, merged
PR #14181: Cosmos3 edge support — closed, merged
PR #14054: Cosmos3 Model Parallelism — open
Issue #14041: Finalize Guidelines for Ulysses based context parallel attention — 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: 2026-07-03T11:53:01Z
first seen in snapshot: no
repo association: MEMBER
repo primary artifacts: 5
snapshot authored PRs/issues: 5 PRs / 0 issues
snapshot discussion activity: 9 comments / 10 reviews / 7 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 #13987: ci: use hosted runners — closed, merged
PR #13884: switch to a webhook — closed, merged
PR #13836: moved to a webhook — closed, merged

`wunianze666-netizen`

profile: github.com/wunianze666-netizen
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-08T14:18:35Z
repo last seen: 2026-06-14T17:22:40Z
first seen in snapshot: no
repo association: FIRST_TIME_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: 295 days
recent public PR activity: 3 PRs (0 merged / 1 closed-unmerged / 2 open; merged rate 0%, closed-unmerged rate 33%, open rate 67%)
public orgs: none visible
compact scores: follow-through weak, breadth low, automation risk low
heuristic read: young account; high open PR share; targets high-star repos

Example artifacts:

`lcheng321`

profile: github.com/lcheng321
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-20T07:33:42Z
repo last seen: 2026-07-21T09:39:41Z
first seen in snapshot: no
repo association: CONTRIBUTOR
repo primary artifacts: 4
snapshot authored PRs/issues: 4 PRs / 0 issues
snapshot discussion activity: 7 comments / 2 reviews / 2 review comments
account age: 2601 days
recent public PR activity: 11 PRs (0 merged / 1 closed-unmerged / 10 open; merged rate 0%, closed-unmerged rate 9%, open rate 91%)
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 #14263: Fix pr_tests_gpu.yml paths filter to match push_tests.yml — open
PR #14260: Repro for #14247 — open, draft
PR #14027: fix(mag_cache): correct per-transformer step count for dual-transformer pipelines — open

`pzarzycki`

profile: github.com/pzarzycki
repo PR search: open search
repo issue search: open search
repo first seen: 2026-07-07T20:03:10Z
repo last seen: 2026-07-11T01:07:59Z
first seen in snapshot: no
repo association: CONTRIBUTOR
repo primary artifacts: 4
snapshot authored PRs/issues: 4 PRs / 0 issues
snapshot discussion activity: 2 comments / 1 reviews / 1 review comments
account age: 4891 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

Example artifacts:

PR #14168: Fix batching and precomputed embeddings in Kandinsky 5 pipelines — open, draft
PR #14144: Add pipeline recipe profiling scripts for optimization benchmarking — open
PR #14140: Fix Helios auto offload decode — closed, merged

`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

`buffett0323`

profile: github.com/buffett0323
repo PR search: open search
repo issue search: open search
repo first seen: 2026-05-22T21:59:05Z
repo last seen: 2026-07-21T06:13:03Z
first seen in snapshot: no
repo association: CONTRIBUTOR
repo primary artifacts: 3
snapshot authored PRs/issues: 3 PRs / 0 issues
snapshot discussion activity: 12 comments / 18 reviews / 18 review comments
account age: 2030 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 #14182: Fixing path traversal/arbitrary out-of-directory file read via sharde… — closed, merged
PR #14126: Add from_single_file() support for Ideogram4 and Krea2 transformers — open
PR #14119: Feat -- Stable Audio 3 — open

`Functionhx`

profile: github.com/Functionhx
repo PR search: open search
repo issue search: open search
repo first seen: 2026-07-09T19:22:34Z
repo last seen: 2026-07-09T19:41:41Z
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: 3 comments / 0 reviews / 0 review comments
account age: 753 days
recent public PR activity: 42 PRs (0 merged / 6 closed-unmerged / 36 open; merged rate 0%, closed-unmerged rate 14%, open rate 86%)
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:

`gagandhakrey`

profile: github.com/gagandhakrey
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-01T10:21:42Z
repo last seen: 2026-06-09T02:10:29Z
first seen in snapshot: no
repo association: CONTRIBUTOR
repo primary artifacts: 3
snapshot authored PRs/issues: 3 PRs / 0 issues
snapshot discussion activity: 5 comments / 1 reviews / 1 review comments
account age: 2330 days
recent public PR activity: 18 PRs (4 merged / 8 closed-unmerged / 6 open; merged rate 22%, closed-unmerged rate 44%, open rate 33%)
public orgs: none visible
compact scores: follow-through weak, breadth moderate, automation risk low
heuristic read: many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos

Example artifacts:

PR #13890: fix(attention): correct XLA flash attention availability check and in… — open
PR #13854: Fix resource leak in load_video GIF handling — open
PR #13851: Fix duplicate safetensors.load_file call in _onload_from_disk when st… — closed, merged

`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: 2026-06-21T20:11:41Z
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: 3 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:

`menglcai`

profile: github.com/menglcai
repo PR search: open search
repo issue search: open search
repo first seen: 2026-07-14T08:27:01Z
repo last seen: 2026-07-19T17:55:26Z
first seen in snapshot: no
repo association: CONTRIBUTOR
repo primary artifacts: 3
snapshot authored PRs/issues: 3 PRs / 0 issues
snapshot discussion activity: 2 comments / 3 reviews / 3 review comments
account age: 981 days
recent public PR activity: 8 PRs (1 merged / 0 closed-unmerged / 7 open; merged rate 12%, closed-unmerged rate 0%, open rate 88%)
public orgs: none visible
compact scores: follow-through weak, breadth moderate, automation risk low
heuristic read: high open PR share; no visible non-self stars

Example artifacts:

PR #14236: Make WanTransformer3DModel hidden states contiguous before the block loop — closed, merged
PR #14203: Make HunyuanDiT2DModel and HunyuanDiT2DControlNetModel hidden states contiguous — open
PR #14186: Make SD3Transformer2DModel hidden states contiguous — closed, merged

`Sunt-ing`

profile: github.com/Sunt-ing
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-22T14:21:21Z
repo last seen: 2026-07-03T17:03:53Z
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: 4 comments / 1 reviews / 1 review comments
account age: 2845 days
recent public PR activity: 71 PRs (23 merged / 6 closed-unmerged / 42 open; merged rate 32%, closed-unmerged rate 8%, open rate 59%)
public orgs: none visible
compact scores: follow-through weak, breadth moderate, automation risk medium
heuristic read: high recent PR volume; high open PR share; targets high-star repos

Example artifacts:

`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: 2026-07-21T16:40:15Z
first seen in snapshot: no
repo association: MEMBER
repo primary artifacts: 65
snapshot authored PRs/issues: 53 PRs / 12 issues
snapshot discussion activity: 1334 comments / 262 reviews / 206 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 #14252: [Modular Diffusers] Fix group offload device mismatch — closed, merged
PR #13843: [fix] CLIPTextModel with transformers >= 5.6 and from_single_file — closed, merged
PR #13575: [Ernie-Image] Add lora support — closed, merged
Issue #13903: [Anima] Add img2img capability — closed
Issue #12441: Support Wan2.2-Animate — closed
Issue #11861: ControlnetUnion not working correctly — closed

`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: 2026-07-22T03:00:14Z
first seen in snapshot: no
repo association: CONTRIBUTOR
repo primary artifacts: 32
snapshot authored PRs/issues: 28 PRs / 4 issues
snapshot discussion activity: 91 comments / 36 reviews / 36 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 #14202: Add XPU expected slice for SlowBnb4BitFluxControlWithLoraTests::test_lora_loading — open
PR #13816: Use device_map="auto" in single file tests to support large models on limited GPU memory — closed, merged
PR #13777: Fix OOM in WanAnimate BitsAndBytes Training Test — closed, merged
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

`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: 2026-06-13T04:18:26Z
first seen in snapshot: no
repo association: FIRST_TIME_CONTRIBUTOR
repo primary artifacts: 15
snapshot authored PRs/issues: 15 PRs / 0 issues
snapshot discussion activity: 6 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:

`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: 2026-06-17T05:38:01Z
first seen in snapshot: no
repo association: CONTRIBUTOR
repo primary artifacts: 11
snapshot authored PRs/issues: 11 PRs / 0 issues
snapshot discussion activity: 14 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:

`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: 2026-07-08T03:08:08Z
first seen in snapshot: no
repo association: CONTRIBUTOR
repo primary artifacts: 11
snapshot authored PRs/issues: 7 PRs / 4 issues
snapshot discussion activity: 36 comments / 54 reviews / 54 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 #14115: fix _flash_3_varlen_hub mask handling — closed, merged
PR #13809: add SP support for _flash_3_varlen_hub backend — closed, merged
PR #13756: Fix the QwenImage Attention mask under Ulysses SP — closed, merged
Issue #14114: _flash_3_varlen_hub backend cannot handle non-contiguous mask — closed
Issue #13696: [bug] The mask is not correctly sharded for QwenImageTransformer + Ulysses SP — closed
Issue #13319: The backward pass of QwenImageTransformer failed with Ulysses SP. — closed

`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: 2026-07-19T11:45:50Z
first seen in snapshot: no
repo association: CONTRIBUTOR
repo primary artifacts: 5
snapshot authored PRs/issues: 4 PRs / 1 issues
snapshot discussion activity: 14 comments / 7 reviews / 7 review comments
account age: 1566 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 #14201: Add UniPic3Pipeline for multi-image editing and composition — open
PR #14193: Add ace step lora support — closed, merged
PR #13396: fix(qwen-image dreambooth): correct prompt embed repeats when using --with_prior_preservation — closed, merged
Issue #13386: [Bug] train_dreambooth_lora_qwen_image.py crashes with --with_prior_preservation due to tensor concatenation errors — closed

`SamuelTallet`

profile: github.com/SamuelTallet
repo PR search: open search
repo issue search: open search
repo first seen: 2026-04-18T22:26:11Z
repo last seen: 2026-07-09T10:11:07Z
first seen in snapshot: no
repo association: CONTRIBUTOR
repo primary artifacts: 7
snapshot authored PRs/issues: 2 PRs / 5 issues
snapshot discussion activity: 5 comments / 0 reviews / 0 review comments
account age: 3048 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 #13980: Enable LoRA loading on Ideogram4ModularPipeline — closed, merged
PR #13948: Enable LoRA loading on ErnieImageModularPipeline — closed, merged
Issue #14056: Modular pipeline: Krea 2 — open
Issue #13979: Can't use load_lora_weights() on Ideogram4ModularPipeline — closed
Issue #13967: Can't use load_lora_weights() on ErnieImageModularPipeline — closed

`GiGiKoneti`

profile: github.com/GiGiKoneti
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-26T09:09:23Z
repo last seen: 2026-07-01T10:31:17Z
first seen in snapshot: no
repo association: CONTRIBUTOR
repo primary artifacts: 4
snapshot authored PRs/issues: 2 PRs / 2 issues
snapshot discussion activity: 5 comments / 3 reviews / 3 review comments
account age: 436 days
recent public PR activity: 22 PRs (7 merged / 2 closed-unmerged / 13 open; merged rate 32%, closed-unmerged rate 9%, open rate 59%)
public orgs: none visible
compact scores: follow-through weak, breadth moderate, automation risk low
heuristic read: high open PR share

Example artifacts:

PR #14091: Fix model offloading and training tests + prevent examples timeout — closed, merged
PR #14073: [Tests] Skip layerwise casting tests on devices without float8_e4m3fn support — closed, merged
Issue #14090: Fix model offloading and training tests + prevent examples timeout — closed
Issue #14072: [Bug] Layerwise casting tests fail on MPS backend due to float8 unsupported dtype — closed

`TheLovesOfLadyPurple`

profile: github.com/TheLovesOfLadyPurple
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-05T00:38:29Z
repo last seen: 2026-07-03T12:10:55Z
first seen in snapshot: no
repo association: CONTRIBUTOR
repo primary artifacts: 4
snapshot authored PRs/issues: 2 PRs / 2 issues
snapshot discussion activity: 16 comments / 0 reviews / 0 review comments
account age: 289 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: young account; high open PR share; no visible non-self stars; targets high-star repos

Example artifacts:

PR #14011: fix rf time scheduler problem — closed, merged
PR #13868: fix the bug on the leading time schedule — closed, draft
Issue #14013: A bug on the set_timesteps function of the FlowMatchEulerDiscreteScheduler — closed
Issue #13887: When use UniPCMultistepScheduler as the ODE solver, and input different num_inference_steps in StableDiffusionXLPipeline, the first inference step is wrong — open

`Boffee`

profile: github.com/Boffee
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-11T01:41:27Z
repo last seen: 2026-06-12T19:52:08Z
first seen in snapshot: no
repo association: CONTRIBUTOR
repo primary artifacts: 3
snapshot authored PRs/issues: 2 PRs / 1 issues
snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
account age: 4284 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:

`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:

`adhavan18`

profile: github.com/adhavan18
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-15T07:15:47Z
repo last seen: 2026-06-15T07:55:45Z
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: 1585 days
recent public PR activity: 8 PRs (4 merged / 0 closed-unmerged / 4 open; merged rate 50%, closed-unmerged rate 0%, open rate 50%)
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:

`Alex-Wengg`

profile: github.com/Alex-Wengg
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-21T02:31:56Z
repo last seen: 2026-06-21T04:30:47Z
first seen in snapshot: no
repo association: NONE
repo primary artifacts: 2
snapshot authored PRs/issues: 2 PRs / 0 issues
snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
account age: 3055 days
recent public PR activity: 136 PRs (113 merged / 19 closed-unmerged / 4 open; merged rate 83%, closed-unmerged rate 14%, open rate 3%)
public orgs: job-pulse, slipboxai, FluidInference
compact scores: follow-through mixed, breadth moderate, automation risk low
heuristic read: extremely high recent PR volume

Example artifacts:

`April-Sonnet`

profile: github.com/April-Sonnet
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-22T04:18:41Z
repo last seen: 2026-07-02T20:26:46Z
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: 78 days
recent public PR activity: 28 PRs (1 merged / 5 closed-unmerged / 22 open; merged rate 4%, closed-unmerged rate 18%, open rate 79%)
public orgs: none visible
compact scores: follow-through weak, breadth moderate, automation risk medium
heuristic read: very new account; high recent PR volume; high open PR share; no visible non-self stars

Example artifacts:

`C1-BA-B1-F3`

profile: github.com/C1-BA-B1-F3
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-25T20:34:05Z
repo last seen: 2026-06-25T20:40:54Z
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: 3300 days
recent public PR activity: 75 PRs (3 merged / 22 closed-unmerged / 50 open; merged rate 4%, closed-unmerged rate 29%, open rate 67%)
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:

`KartavyaDikshit`

profile: github.com/KartavyaDikshit
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-22T08:21:01Z
repo last seen: 2026-06-22T09:05:22Z
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: 1742 days
recent public PR activity: 122 PRs (60 merged / 14 closed-unmerged / 48 open; merged rate 49%, closed-unmerged rate 11%, open rate 39%)
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:

`rumutaydin`

profile: github.com/rumutaydin
repo PR search: open search
repo issue search: open search
repo first seen: 2026-07-10T22:49:14Z
repo last seen: 2026-07-10T23:16:26Z
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: 1329 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:

`sridhar-3009`

profile: github.com/sridhar-3009
repo PR search: open search
repo issue search: open search
repo first seen: 2026-07-10T04:10:03Z
repo last seen: 2026-07-10T04:26:23Z
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: 1347 days
recent public PR activity: 196 PRs (29 merged / 117 closed-unmerged / 50 open; merged rate 15%, closed-unmerged rate 60%, open rate 26%)
public orgs: none visible
compact scores: follow-through weak, breadth very high, automation risk medium
heuristic read: extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs

Example artifacts:

`ZAID646`

profile: github.com/ZAID646
repo PR search: open search
repo issue search: open search
repo first seen: 2026-07-01T18:09:53Z
repo last seen: 2026-07-01T18:29:12Z
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 / 0 reviews / 0 review comments
account age: 1315 days
recent public PR activity: 7 PRs (0 merged / 0 closed-unmerged / 7 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
public orgs: none visible
compact scores: follow-through weak, breadth moderate, automation risk low
heuristic read: high open PR share; no visible non-self stars; targets high-star repos

Example artifacts:

PR #14102: Fix FA3 varlen wrapper when hub kernel returns single tensor — closed, merged
PR #14101: fix: preserve method docstring through apply_forward_hook decorator — open

`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: 2026-06-27T14:58:24Z
first seen in snapshot: no
repo association: CONTRIBUTOR
repo primary artifacts: 234
snapshot authored PRs/issues: 150 PRs / 84 issues
snapshot discussion activity: 561 comments / 418 reviews / 421 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 #13875: Add TorchAO disk group offload support — open
PR #13719: Incorporate safetensors support to TorchAO — closed, merged
PR #13695: Fix Stable Cascade review issues — open
Issue #13656: [meta issue] Systematic model/pipeline review findings / tracking — open
Issue #13655: model_infrastructure model/pipeline review — open
Issue #13654: model_unets_shared model/pipeline review — open

`lawrence-cj`

profile: github.com/lawrence-cj
repo PR search: open search
repo issue search: open search
repo first seen: 2023-11-08T08:40:50Z
repo last seen: 2026-07-09T09:44:59Z
first seen in snapshot: no
repo association: CONTRIBUTOR
repo primary artifacts: 35
snapshot authored PRs/issues: 33 PRs / 2 issues
snapshot discussion activity: 152 comments / 77 reviews / 76 review comments
account age: 2459 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: —

Example artifacts:

PR #13881: Add SANA-WM camera-controlled image-to-video pipeline — open
PR #13229: add ltx2 vae in sana-video; — closed, merged
PR #12723: [feat] LongSANA: a minute-length real-time video generation model — open
Issue #5989: safetensors.torch bug — closed
Issue #5862: Transformer2DModel does not support gradient checkpointing. — closed

`bghira`

profile: github.com/bghira
repo PR search: open search
repo issue search: open search
repo first seen: 2023-05-13T19:58:56Z
repo last seen: 2026-06-22T23:56:02Z
first seen in snapshot: no
repo association: CONTRIBUTOR
repo primary artifacts: 73
snapshot authored PRs/issues: 28 PRs / 45 issues
snapshot discussion activity: 971 comments / 241 reviews / 248 review comments
account age: 2353 days
recent public PR activity: 94 PRs (82 merged / 4 closed-unmerged / 8 open; merged rate 87%, closed-unmerged rate 4%, open rate 9%)
public orgs: none visible
compact scores: follow-through strong, breadth high, automation risk low
heuristic read: high recent PR volume; broad repo spread

Example artifacts:

`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: 2026-07-14T03:56:37Z
first seen in snapshot: no
repo association: CONTRIBUTOR
repo primary artifacts: 33
snapshot authored PRs/issues: 25 PRs / 8 issues
snapshot discussion activity: 111 comments / 66 reviews / 66 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 #14100: Add Nunchaku Lite single-file quantization — closed, merged
PR #13730: Fix redundant Z-Image terminal timestep — closed, merged
PR #12934: LTX2 distilled checkpoint support — closed, merged
Issue #13232: LTX-2.3 Support — closed
Issue #8686: SDXLCFGCutoffCallback does not work with StableDiffusionXLControlNetPipeline — closed
Issue #7985: IPAdapter not compatible to torch.compile — closed

`mishig25`

profile: github.com/mishig25
repo PR search: open search
repo issue search: open search
repo first seen: 2022-09-04T19:44:43Z
repo last seen: 2026-07-07T17:42:36Z
first seen in snapshot: no
repo association: MEMBER
repo primary artifacts: 27
snapshot authored PRs/issues: 24 PRs / 3 issues
snapshot discussion activity: 21 comments / 27 reviews / 26 review comments
account age: 4108 days
recent public PR activity: 45 PRs (18 merged / 4 closed-unmerged / 23 open; merged rate 40%, closed-unmerged rate 9%, open rate 51%)
public orgs: none visible
compact scores: follow-through mixed, breadth very high, automation risk medium
heuristic read: high recent PR volume; very broad repo spread; high open PR share

Example artifacts:

PR #14131: Make doc builds faster — closed, merged
PR #6405: wip testing doc-builder — closed
PR #6018: [wip test doc-builder] — closed
Issue #604: [FLAX-PT conversion] test — closed
Issue #528: Question about flax model output classes — closed
Issue #383: Question about: ConfigMixin vs XYZConfig class — closed

`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: 2026-06-26T13:31:58Z
first seen in snapshot: no
repo association: CONTRIBUTOR
repo primary artifacts: 16
snapshot authored PRs/issues: 15 PRs / 1 issues
snapshot discussion activity: 46 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 #14050: fix #14063 for Kandinsky5 pipeline load with device_map=balanced — closed, merged
PR #13766: fix device mismatch issue for HiDreamTransformerTests — closed, merged
PR #13534: Fix non-deterministic T5 outputs in HiDream pipeline tests — closed, merged
Issue #14063: Kandinsky5 pipeline does not support device_map=balanced — closed

`Mr-Neutr0n`

profile: github.com/Mr-Neutr0n
repo PR search: open search
repo issue search: open search
repo first seen: 2026-02-07T08:06:58Z
repo last seen: 2026-06-12T08:56:43Z
first seen in snapshot: no
repo association: FIRST_TIME_CONTRIBUTOR
repo primary artifacts: 11
snapshot authored PRs/issues: 11 PRs / 0 issues
snapshot discussion activity: 13 comments / 0 reviews / 0 review comments
account age: 2234 days
recent public PR activity: 7 PRs (1 merged / 0 closed-unmerged / 6 open; merged rate 14%, closed-unmerged rate 0%, open rate 86%)
public orgs: none visible
compact scores: follow-through weak, breadth moderate, automation risk low
heuristic read: high open PR share

Example artifacts:

`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: 2026-07-10T18:04:29Z
first seen in snapshot: no
repo association: CONTRIBUTOR
repo primary artifacts: 37
snapshot authored PRs/issues: 9 PRs / 28 issues
snapshot discussion activity: 113 comments / 2 reviews / 0 review comments
account age: 4509 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: —

Example artifacts:

`DavidBert`

profile: github.com/DavidBert
repo PR search: open search
repo issue search: open search
repo first seen: 2025-09-26T15:01:33Z
repo last seen: 2026-06-16T07:03:17Z
first seen in snapshot: no
repo association: CONTRIBUTOR
repo primary artifacts: 9
snapshot authored PRs/issues: 8 PRs / 1 issues
snapshot discussion activity: 8 comments / 50 reviews / 49 review comments
account age: 4055 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: wikistat
compact scores: follow-through weak, breadth low, automation risk low
heuristic read: high open PR share; targets high-star repos

Example artifacts:

PR #13928: Add PRXPixelPipeline: pixel-space PRX text-to-image pipeline — closed, merged
PR #13143: Fix T5GemmaEncoder loading for transformers 5.x composite T5GemmaConfig — closed, merged
PR #12791: PRX Set downscale_freq_shift to 0 for consistency with internal implementation — closed, merged
Issue #13142: PRXPipeline.from_pretrained() broken with transformers 5.1.0 — 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: 2026-06-03T17:59:59Z
first seen in snapshot: no
repo association: CONTRIBUTOR
repo primary artifacts: 7
snapshot authored PRs/issues: 7 PRs / 0 issues
snapshot discussion activity: 12 comments / 10 reviews / 10 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 #13857: Add Flux2 DreamBooth prior preservation tests — open
PR #13712: Allow bucket reshuffling with DreamBooth caches — closed, merged
PR #13441: Fix Qwen Image DreamBooth prior-preservation batch ordering — 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: 2026-06-03T17:48:48Z
first seen in snapshot: no
repo association: CONTRIBUTOR
repo primary artifacts: 6
snapshot authored PRs/issues: 6 PRs / 0 issues
snapshot discussion activity: 10 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: [New Model] 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

`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: 2026-06-08T21:30:57Z
first seen in snapshot: no
repo association: CONTRIBUTOR
repo primary artifacts: 5
snapshot authored PRs/issues: 5 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 #13889: Fix typo in AutoModel — closed, merged
PR #13460: Add hash check for dynamic modules cache — open
PR #13459: Ensure consistent dynamic module path for custom components — open

`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

`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: 2026-06-10T12:07:37Z
first seen in snapshot: no
repo association: CONTRIBUTOR
repo primary artifacts: 3
snapshot authored PRs/issues: 2 PRs / 1 issues
snapshot discussion activity: 14 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 #13908: [feat] JoyAI-Echo support — closed
PR #13726: [docs] add docs for JoyAI-Image-Edit — closed, merged
Issue #13907: Support for JoyAI-Echo — closed

`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: 2026-06-27T15:31:06Z
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 / 4 reviews / 4 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:

`sqhuang`

profile: github.com/sqhuang
repo PR search: open search
repo issue search: open search
repo first seen: 2025-11-23T14:01:52Z
repo last seen: 2026-07-10T02:18:57Z
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: 4036 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: underqiu
compact scores: follow-through weak, breadth low, automation risk low
heuristic read: high open PR share; targets high-star repos

Example artifacts:

`chuenchen309`

profile: github.com/chuenchen309
repo PR search: open search
repo issue search: open search
repo first seen: 2026-07-16T02:42:58Z
repo last seen: 2026-07-17T14:43:27Z
first seen in snapshot: no
repo association: FIRST_TIME_CONTRIBUTOR
repo primary artifacts: 3
snapshot authored PRs/issues: 1 PRs / 2 issues
snapshot discussion activity: 2 comments / 0 reviews / 0 review comments
account age: 2675 days
recent public PR activity: 190 PRs (17 merged / 16 closed-unmerged / 157 open; merged rate 9%, closed-unmerged rate 8%, open rate 83%)
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:

`Sainava`

profile: github.com/Sainava
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-22T18:05:17Z
repo last seen: 2026-07-09T08:02:40Z
first seen in snapshot: no
repo association: NONE
repo primary artifacts: 3
snapshot authored PRs/issues: 1 PRs / 2 issues
snapshot discussion activity: 4 comments / 0 reviews / 0 review comments
account age: 869 days
recent public PR activity: 11 PRs (5 merged / 2 closed-unmerged / 4 open; merged rate 45%, closed-unmerged rate 18%, open rate 36%)
public orgs: none visible
compact scores: follow-through mixed, breadth moderate, automation risk low
heuristic read: —

Example artifacts:

PR #14044: feat(flux2): add Flux2KleinImg2ImgPipeline — closed, draft
Issue #14076: [Proposal]: Support LoRA loading for MotifVideo pipelines — closed
Issue #14042: Add Flux2KleinImg2ImgPipeline for FLUX.2 Klein — closed

`amd-inechakr`

profile: github.com/amd-inechakr
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-26T22:12:12Z
repo last seen: 2026-07-09T18:42:53Z
first seen in snapshot: no
repo association: FIRST_TIME_CONTRIBUTOR
repo primary artifacts: 2
snapshot authored PRs/issues: 1 PRs / 1 issues
snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
account age: 150 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 medium
heuristic read: young account; high open PR share; no visible non-self stars; targets high-star repos

Example artifacts:

PR #14077: Add quark as an autoquantizer — open
Issue #14149: Add AMD Quark support to Diffusers — open

`CodingForAGI`

profile: github.com/CodingForAGI
repo PR search: open search
repo issue search: open search
repo first seen: 2026-07-05T12:10:16Z
repo last seen: 2026-07-05T13:06:47Z
first seen in snapshot: no
repo association: FIRST_TIMER
repo primary artifacts: 2
snapshot authored PRs/issues: 1 PRs / 1 issues
snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
account age: 1067 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:

`ElectricGoal`

profile: github.com/ElectricGoal
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-25T10:27:43Z
repo last seen: 2026-06-26T17:17:33Z
first seen in snapshot: no
repo association: CONTRIBUTOR
repo primary artifacts: 2
snapshot authored PRs/issues: 1 PRs / 1 issues
snapshot discussion activity: 1 comments / 1 reviews / 1 review comments
account age: 2916 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 #14066: Fix DreamLite legacy block type aliases — closed, merged
Issue #14065: DreamLite-base fails to load due to unsupported legacy UNet block type names — closed

`ErenAta16`

profile: github.com/ErenAta16
repo PR search: open search
repo issue search: open search
repo first seen: 2026-07-17T16:11:53Z
repo last seen: 2026-07-18T12:25:18Z
first seen in snapshot: no
repo association: FIRST_TIME_CONTRIBUTOR
repo primary artifacts: 2
snapshot authored PRs/issues: 1 PRs / 1 issues
snapshot discussion activity: 2 comments / 6 reviews / 6 review comments
account age: 990 days
recent public PR activity: 75 PRs (27 merged / 6 closed-unmerged / 42 open; merged rate 36%, closed-unmerged rate 8%, open rate 56%)
public orgs: none visible
compact scores: follow-through mixed, breadth very high, automation risk medium
heuristic read: high recent PR volume; very broad repo spread; high open PR share

Example artifacts:

`fropych`

profile: github.com/fropych
repo PR search: open search
repo issue search: open search
repo first seen: 2026-07-15T16:06:31Z
repo last seen: 2026-07-16T09:14:01Z
first seen in snapshot: no
repo association: CONTRIBUTOR
repo primary artifacts: 2
snapshot authored PRs/issues: 1 PRs / 1 issues
snapshot discussion activity: 2 comments / 1 reviews / 1 review comments
account age: 2153 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 #14204: Fix local LoRA weight auto-discovery in offline mode — closed, merged
Issue #14195: Offline mode rejects local LoRA files and directories without weight_name — closed

`gabe-engineers`

profile: github.com/gabe-engineers
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-12T17:57:39Z
repo last seen: 2026-07-08T16:52:09Z
first seen in snapshot: no
repo association: NONE
repo primary artifacts: 2
snapshot authored PRs/issues: 1 PRs / 1 issues
snapshot discussion activity: 3 comments / 0 reviews / 0 review comments
account age: 2950 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

Example artifacts:

`IvenHsu01`

profile: github.com/IvenHsu01
repo PR search: open search
repo issue search: open search
repo first seen: 2026-07-14T02:59:47Z
repo last seen: 2026-07-14T03:00:47Z
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: 323 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: young account; high open PR share; targets high-star repos

Example artifacts:

PR #14184: Fix AuraFlow VAE dtype mismatch on pipeline reuse — closed, merged
Issue #14183: AuraFlowPipeline: VAE dtype mismatch on pipeline reuse (latents cast skipped on 2nd call) — closed

`jmliu206`

profile: github.com/jmliu206
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-29T08:48:54Z
repo last seen: 2026-07-13T02:15:11Z
first seen in snapshot: no
repo association: FIRST_TIME_CONTRIBUTOR
repo primary artifacts: 2
snapshot authored PRs/issues: 1 PRs / 1 issues
snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
account age: 2412 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 #14084: Add SeFi-Image pipeline — open
Issue #14086: Add SeFi-Image pipeline — open

`johnnynunez`

profile: github.com/johnnynunez
repo PR search: open search
repo issue search: open search
repo first seen: 2025-06-25T12:11:57Z
repo last seen: 2026-07-09T22:06:00Z
first seen in snapshot: no
repo association: FIRST_TIME_CONTRIBUTOR
repo primary artifacts: 2
snapshot authored PRs/issues: 1 PRs / 1 issues
snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
account age: 3560 days
recent public PR activity: 107 PRs (25 merged / 19 closed-unmerged / 63 open; merged rate 23%, closed-unmerged rate 18%, open rate 59%)
public orgs: none visible
compact scores: follow-through weak, breadth high, automation risk medium
heuristic read: extremely high recent PR volume; broad repo spread; high open PR share

Example artifacts:

PR #14154: Enable cache support (FirstBlockCache) for Cosmos3 Omni — open
Issue #11805: Flash Attention — closed

`LucasSte`

profile: github.com/LucasSte
repo PR search: open search
repo issue search: open search
repo first seen: 2026-03-28T23:48:15Z
repo last seen: 2026-06-10T22:20:39Z
first seen in snapshot: no
repo association: CONTRIBUTOR
repo primary artifacts: 2
snapshot authored PRs/issues: 1 PRs / 1 issues
snapshot discussion activity: 2 comments / 0 reviews / 0 review comments
account age: 2976 days
recent public PR activity: 30 PRs (20 merged / 5 closed-unmerged / 5 open; merged rate 67%, closed-unmerged rate 17%, open rate 17%)
public orgs: none visible
compact scores: follow-through mixed, breadth moderate, automation risk low
heuristic read: high recent PR volume

Example artifacts:

PR #13915: Enable BitsAndBytes quantization in MPS — closed, merged
Issue #13361: Enable MPS backend for bitsandbytes quantization — closed

`ramkumar27072006`

profile: github.com/ramkumar27072006
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-07T03:05:23Z
repo last seen: 2026-06-07T07:09:29Z
first seen in snapshot: no
repo association: CONTRIBUTOR
repo primary artifacts: 2
snapshot authored PRs/issues: 1 PRs / 1 issues
snapshot discussion activity: 3 comments / 0 reviews / 0 review comments
account age: 543 days
recent public PR activity: 6 PRs (0 merged / 2 closed-unmerged / 4 open; merged rate 0%, closed-unmerged rate 33%, open rate 67%)
public orgs: init-club, Crimson-Trinity, PixelPack-exe
compact scores: follow-through weak, breadth moderate, automation risk low
heuristic read: high open PR share; targets high-star repos

Example artifacts:

PR #13876: docs: fix repeated word typo in set_timesteps docstring — closed, merged
Issue #13877: docs: fix typos in scheduling_euler_discrete.py — closed

`sjq66`

profile: github.com/sjq66
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-10T12:14:31Z
repo last seen: 2026-06-10T12:15:07Z
first seen in snapshot: no
repo association: FIRST_TIME_CONTRIBUTOR
repo primary artifacts: 2
snapshot authored PRs/issues: 1 PRs / 1 issues
snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
account age: 1033 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:

`tangyanf`

profile: github.com/tangyanf
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-22T06:54:14Z
repo last seen: 2026-07-07T08:57:36Z
first seen in snapshot: no
repo association: CONTRIBUTOR
repo primary artifacts: 2
snapshot authored PRs/issues: 1 PRs / 1 issues
snapshot discussion activity: 6 comments / 16 reviews / 16 review comments
account age: 3358 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 #14032: feat: add JoyImage edit plus — closed, merged
Issue #14049: Add JoyAI-Image Edit Plus pipeline and model — closed

`wutachiang`

profile: github.com/wutachiang
repo PR search: open search
repo issue search: open search
repo first seen: 2026-07-15T05:06:34Z
repo last seen: 2026-07-15T13:33:26Z
first seen in snapshot: no
repo association: FIRST_TIME_CONTRIBUTOR
repo primary artifacts: 2
snapshot authored PRs/issues: 1 PRs / 1 issues
snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
account age: 3978 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:

`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: 2026-06-04T13:04:49Z
first seen in snapshot: no
repo association: FIRST_TIMER
repo primary artifacts: 2
snapshot authored PRs/issues: 1 PRs / 1 issues
snapshot discussion activity: 5 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:

`abhay23-AI`

profile: github.com/abhay23-AI
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-17T17:25:14Z
repo last seen: 2026-07-06T09:01:35Z
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: 519 days
recent public PR activity: 6 PRs (3 merged / 1 closed-unmerged / 2 open; merged rate 50%, closed-unmerged rate 17%, open rate 33%)
public orgs: none visible
compact scores: follow-through mixed, breadth low, automation risk low
heuristic read: no visible non-self stars; targets high-star repos

Example artifacts:

PR #13978: Support batched multi-controlnet conditioning in SDXL ControlNet inpaint pipeline — open

`Allure2233`

profile: github.com/Allure2233
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-22T08:03:05Z
repo last seen: 2026-07-15T09:10:09Z
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: 719 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 #14034: Add convert_diffusers_to_cogvideox.py reverse conversion script — open

`archievi`

profile: github.com/archievi
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-14T00:32:24Z
repo last seen: 2026-07-13T17:15:15Z
first seen in snapshot: no
repo association: FIRST_TIME_CONTRIBUTOR
repo primary artifacts: 1
snapshot authored PRs/issues: 1 PRs / 0 issues
snapshot discussion activity: 1 comments / 2 reviews / 2 review comments
account age: 3995 days
recent public PR activity: 15 PRs (5 merged / 0 closed-unmerged / 10 open; merged rate 33%, closed-unmerged rate 0%, open rate 67%)
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 #13945: Warn and skip transformer LoRA loading when the transformer is absent (#13487) — open

`Bekhouche`

profile: github.com/Bekhouche
repo PR search: open search
repo issue search: open search
repo first seen: 2026-07-22T11:03:30Z
repo last seen: 2026-07-22T11:03:30Z
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: 0 comments / 0 reviews / 0 review comments
account age: 4792 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: epan-utbm
compact scores: follow-through weak, breadth low, automation risk low
heuristic read: high open PR share

Example artifacts:

PR #14271: Fix LoRA offload detection for alignment hooks (#10914) — open

`Boogu-Team`

profile: github.com/Boogu-Team
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-22T15:55:13Z
repo last seen: 2026-07-09T04:38:08Z
first seen in snapshot: no
repo association: FIRST_TIMER
repo primary artifacts: 1
snapshot authored PRs/issues: 1 PRs / 0 issues
snapshot discussion activity: 3 comments / 40 reviews / 40 review comments
account age: 20 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 medium
heuristic read: very new account; high open PR share; targets high-star repos

Example artifacts:

PR #14040: Add Boogu-Image generation, editing, and turbo pipelines — open

`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:

PR #13825: fix: Add missing StableAudioPipeline dummy class to prevent RecursionError (closes #13274) — open

`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: 2026-06-12T05:38:00Z
first seen in snapshot: no
repo association: CONTRIBUTOR
repo primary artifacts: 1
snapshot authored PRs/issues: 1 PRs / 0 issues
snapshot discussion activity: 8 comments / 23 reviews / 23 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:

PR #13815: [Pipelines] Add DreamLite text-to-image and image-edit pipelines — closed, merged

`Cedric-Perauer`

profile: github.com/Cedric-Perauer
repo PR search: open search
repo issue search: open search
repo first seen: 2025-11-21T00:20:03Z
repo last seen: 2026-07-09T10:29:44Z
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: 6 comments / 0 reviews / 0 review comments
account age: 2915 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 #14083: Krea2 Modular Pipeline Support, Documentation, Test Cases — open

`cgloriacc`

profile: github.com/cgloriacc
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-26T06:33:27Z
repo last seen: 2026-07-05T09:01:16Z
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: 3 comments / 0 reviews / 0 review comments
account age: 2032 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 #14087: Add PixArt-Alpha modular pipeline — open

`Chinmay1220`

profile: github.com/Chinmay1220
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-13T16:50:00Z
repo last seen: 2026-07-20T19:15:05Z
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: 1001 days
recent public PR activity: 51 PRs (44 merged / 2 closed-unmerged / 5 open; merged rate 86%, closed-unmerged rate 4%, open rate 10%)
public orgs: none visible
compact scores: follow-through strong, breadth moderate, automation risk low
heuristic read: high recent PR volume

Example artifacts:

PR #13937: Validate empty image and video lists — open

`danielxmed`

profile: github.com/danielxmed
repo PR search: open search
repo issue search: open search
repo first seen: 2026-07-05T13:53:55Z
repo last seen: 2026-07-10T16:19:02Z
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: 5 comments / 9 reviews / 9 review comments
account age: 679 days
recent public PR activity: 3 PRs (1 merged / 0 closed-unmerged / 2 open; merged rate 33%, closed-unmerged rate 0%, open rate 67%)
public orgs: none visible
compact scores: follow-through weak, breadth low, automation risk low
heuristic read: high open PR share; targets high-star repos

Example artifacts:

PR #14160: Cast attention inputs to the autocast dtype in dispatch_attention_fn — open, draft

`delcenjo`

profile: github.com/delcenjo
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-23T19:06:11Z
repo last seen: 2026-06-23T19:06:11Z
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: 121 days
recent public PR activity: 38 PRs (30 merged / 2 closed-unmerged / 6 open; merged rate 79%, closed-unmerged rate 5%, open rate 16%)
public orgs: jmweb-org
compact scores: follow-through strong, breadth high, automation risk medium
heuristic read: young account; high recent PR volume; broad repo spread; no visible non-self stars

Example artifacts:

PR #14055: Start Spanish (es) documentation translation — open

`discobot`

profile: github.com/discobot
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-13T11:15:56Z
repo last seen: 2026-06-13T11:16:06Z
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: 1 comments / 0 reviews / 0 review comments
account age: 6068 days
recent public PR activity: 32 PRs (5 merged / 0 closed-unmerged / 27 open; merged rate 16%, closed-unmerged rate 0%, open rate 84%)
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

Example artifacts:

PR #13934: Fix scale_noise crash in EasyAnimate inpaint denoising loop — open

`gaurav-init`

profile: github.com/gaurav-init
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-21T19:11:42Z
repo last seen: 2026-06-22T16:33:54Z
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: 1225 days
recent public PR activity: 3 PRs (1 merged / 0 closed-unmerged / 2 open; merged rate 33%, closed-unmerged rate 0%, open rate 67%)
public orgs: none visible
compact scores: follow-through weak, breadth low, automation risk low
heuristic read: high open PR share

Example artifacts:

PR #14028: Fix typos missed by #13842 (docs + a few additional pipelines) — open

`hanu-14`

profile: github.com/hanu-14
repo PR search: open search
repo issue search: open search
repo first seen: 2026-07-18T07:34:44Z
repo last seen: 2026-07-21T11:45:59Z
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 / 0 reviews / 0 review comments
account age: 1755 days
recent public PR activity: 354 PRs (15 merged / 90 closed-unmerged / 250 open; merged rate 4%, closed-unmerged rate 25%, open rate 70%)
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 #14227: fix: upgrade http:// to https:// in README — open

`hasib2003`

profile: github.com/hasib2003
repo PR search: open search
repo issue search: open search
repo first seen: 2026-07-19T15:15:19Z
repo last seen: 2026-07-19T15:15:19Z
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: 1565 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:

PR #14245: Docs: fix misleading negative prompt argument desc in SD3 pipeline — 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

`islem-esi`

profile: github.com/islem-esi
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-18T11:22:21Z
repo last seen: 2026-06-18T11:22:21Z
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: 2315 days
recent public PR activity: 4 PRs (1 merged / 0 closed-unmerged / 3 open; merged rate 25%, closed-unmerged rate 0%, open rate 75%)
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 #13985: Use requests instead of urllib in convert_consistency_decoder _download — open

`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:

PR #13803: [utils] preserve method metadata in apply_forward_hook — open

`laradipupo`

profile: github.com/laradipupo
repo PR search: open search
repo issue search: open search
repo first seen: 2026-07-13T08:43:32Z
repo last seen: 2026-07-13T08:43:32Z
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: 0 comments / 0 reviews / 0 review comments
account age: 1426 days
recent public PR activity: 6 PRs (0 merged / 0 closed-unmerged / 6 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

Example artifacts:

PR #14176: [DtoH sync] set scheduler begin index in SD3 T2I — open

`liwd190019`

profile: github.com/liwd190019
repo PR search: open search
repo issue search: open search
repo first seen: 2025-02-04T05:11:43Z
repo last seen: 2026-06-13T07:12:58Z
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 / 0 reviews / 0 review comments
account age: 1606 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 #13932: Add tutorial translations in Chinese — closed, merged

`lucasruan1618`

profile: github.com/lucasruan1618
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-17T11:29:47Z
repo last seen: 2026-06-18T01:58:55Z
first seen in snapshot: no
repo association: FIRST_TIMER
repo primary artifacts: 1
snapshot authored PRs/issues: 1 PRs / 0 issues
snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
account age: 1078 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 #13977: Add Ideogram4 image-to-image pipeline — open

`MaciejBalaNV`

profile: github.com/MaciejBalaNV
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-10T13:21:27Z
repo last seen: 2026-06-16T09:09:05Z
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 / 13 reviews / 13 review comments
account age: 737 days
recent public PR activity: 11 PRs (5 merged / 3 closed-unmerged / 3 open; merged rate 45%, closed-unmerged rate 27%, open rate 27%)
public orgs: none visible
compact scores: follow-through mixed, breadth moderate, automation risk low
heuristic read: —

Example artifacts:

PR #13911: Add Sound Encoder to Cosmos3 — closed, merged

`michaelmanly`

profile: github.com/michaelmanly
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-16T13:41:22Z
repo last seen: 2026-06-16T13:41:22Z
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: 2469 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 #13972: docs: mention AI Badgr Compute as optional managed compute path — open

`momomuchu`

profile: github.com/momomuchu
repo PR search: open search
repo issue search: open search
repo first seen: 2026-07-08T17:01:46Z
repo last seen: 2026-07-08T17:01:46Z
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: 1727 days
recent public PR activity: 74 PRs (10 merged / 13 closed-unmerged / 51 open; merged rate 14%, closed-unmerged rate 18%, open rate 69%)
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 #14143: Preserve HookRegistry forward signatures — open

`nandanadileep`

profile: github.com/nandanadileep
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-12T08:50:55Z
repo last seen: 2026-06-12T08:50:55Z
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: 0 comments / 0 reviews / 0 review comments
account age: 1413 days
recent public PR activity: 67 PRs (18 merged / 10 closed-unmerged / 39 open; merged rate 27%, closed-unmerged rate 15%, open rate 58%)
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

Example artifacts:

PR #13926: Fix #13094: fix: correct Z-Image guidance scale threshold from > 1 to > 0 — open, draft

`Nas01010101`

profile: github.com/Nas01010101
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-21T15:44:05Z
repo last seen: 2026-06-21T15:44:36Z
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: 889 days
recent public PR activity: 26 PRs (6 merged / 6 closed-unmerged / 14 open; merged rate 23%, closed-unmerged rate 23%, open rate 54%)
public orgs: none visible
compact scores: follow-through weak, breadth high, automation risk low
heuristic read: high recent PR volume; broad repo spread; high open PR share; targets high-star repos

Example artifacts:

PR #14026: [Fix] Resolve deprecated pipeline modules in from_pretrained — open

`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:

PR #13799: Fix Cosmos2 safety checker grad mode leak — open

`Osamaali313`

profile: github.com/Osamaali313
repo PR search: open search
repo issue search: open search
repo first seen: 2026-07-17T19:52:16Z
repo last seen: 2026-07-18T20:05:59Z
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: 1846 days
recent public PR activity: 164 PRs (46 merged / 17 closed-unmerged / 101 open; merged rate 28%, closed-unmerged rate 10%, open rate 62%)
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 #14216: Fix DDIMParallelScheduler batch path ignoring final_alpha_cumprod — open

`Paramveersingh-S`

profile: github.com/Paramveersingh-S
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-23T13:34:36Z
repo last seen: 2026-06-26T15:57:34Z
first seen in snapshot: no
repo association: NONE
repo primary artifacts: 1
snapshot authored PRs/issues: 1 PRs / 0 issues
snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
account age: 898 days
recent public PR activity: 26 PRs (3 merged / 1 closed-unmerged / 22 open; merged rate 12%, closed-unmerged rate 4%, open rate 85%)
public orgs: none visible
compact scores: follow-through weak, breadth high, automation risk low
heuristic read: high recent PR volume; broad repo spread; high open PR share

Example artifacts:

PR #14051: feat(anima): add img2img capability (#13903) — closed

`pctablet505`

profile: github.com/pctablet505
repo PR search: open search
repo issue search: open search
repo first seen: 2026-07-15T19:46:56Z
repo last seen: 2026-07-15T19:46:56Z
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: 2503 days
recent public PR activity: 86 PRs (5 merged / 11 closed-unmerged / 70 open; merged rate 6%, closed-unmerged rate 13%, open rate 81%)
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

Example artifacts:

PR #14198: fix: allow local LoRA paths in offline mode — closed, draft

`pepepeboom`

profile: github.com/pepepeboom
repo PR search: open search
repo issue search: open search
repo first seen: 2026-07-18T12:40:24Z
repo last seen: 2026-07-18T12:40:24Z
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: 833 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 #14232: [docs] remove link to unmaintained HEIM in evaluation guide — open

`PlagueKind`

profile: github.com/PlagueKind
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-24T18:22:29Z
repo last seen: 2026-06-24T18:22:29Z
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: 41 days
recent public PR activity: 20 PRs (7 merged / 9 closed-unmerged / 4 open; merged rate 35%, closed-unmerged rate 45%, open rate 20%)
public orgs: none visible
compact scores: follow-through mixed, breadth moderate, automation risk medium
heuristic read: very new account; many recent closed-unmerged PRs; targets high-star repos

Example artifacts:

PR #14061: fix: resolve leftover conflict marker in bria pipeline docstring — open

`porunov`

profile: github.com/porunov
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-16T12:36:55Z
repo last seen: 2026-06-26T17:18:02Z
first seen in snapshot: no
repo association: CONTRIBUTOR
repo primary artifacts: 1
snapshot authored PRs/issues: 1 PRs / 0 issues
snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
account age: 3755 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: JanusGraph
compact scores: follow-through weak, breadth moderate, automation risk low
heuristic read: high open PR share

Example artifacts:

PR #13971: feat: bump safetensors to 0.8.0 — closed, merged

`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:

PR #13820: Fix black image output in QwenImageEdit docstring — open

`PrakshaaleJain`

profile: github.com/PrakshaaleJain
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-24T13:19:25Z
repo last seen: 2026-07-02T13:15:12Z
first seen in snapshot: no
repo association: CONTRIBUTOR
repo primary artifacts: 1
snapshot authored PRs/issues: 1 PRs / 0 issues
snapshot discussion activity: 4 comments / 0 reviews / 0 review comments
account age: 947 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:

PR #14064: Fix mutable default args in lora_base.py — closed, merged

`PreethamNoelP`

profile: github.com/PreethamNoelP
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-10T00:04:40Z
repo last seen: 2026-07-16T11:08:44Z
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 / 9 reviews / 9 review comments
account age: 1022 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 #13929: [Anima] Add img2img pipeline blocks — closed, merged

`ProgramerSalar`

profile: github.com/ProgramerSalar
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-05T16:29:56Z
repo last seen: 2026-06-06T07:10:07Z
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: 1646 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 #13874: [Core] Fix community pipeline initialization compatibility with primitive types — open

`Pruthvi226`

profile: github.com/Pruthvi226
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-28T13:28:14Z
repo last seen: 2026-06-28T13:28:14Z
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: 658 days
recent public PR activity: 4 PRs (0 merged / 0 closed-unmerged / 4 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
public orgs: none visible
compact scores: follow-through weak, breadth moderate, automation risk low
heuristic read: high open PR share; targets high-star repos

Example artifacts:

PR #14081: Add Krea2 modular pipeline — open

`rathodkunj2005`

profile: github.com/rathodkunj2005
repo PR search: open search
repo issue search: open search
repo first seen: 2026-07-10T18:07:37Z
repo last seen: 2026-07-10T18:07:37Z
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: 1838 days
recent public PR activity: 6 PRs (3 merged / 0 closed-unmerged / 3 open; merged rate 50%, closed-unmerged rate 0%, open rate 50%)
public orgs: none visible
compact scores: follow-through mixed, breadth moderate, automation risk low
heuristic read: high open PR share

Example artifacts:

PR #14165: Handle Anima LoRA alpha keys — open

`rumitvn`

profile: github.com/rumitvn
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-14T17:28:45Z
repo last seen: 2026-06-14T17:28:45Z
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: 849 days
recent public PR activity: 39 PRs (25 merged / 3 closed-unmerged / 11 open; merged rate 64%, closed-unmerged rate 8%, open rate 28%)
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 #13951: Fix CogView3 lazy export to match the actual output class name — open

`Saurav-Gupta-9741`

profile: github.com/Saurav-Gupta-9741
repo PR search: open search
repo issue search: open search
repo first seen: 2026-07-01T19:48:18Z
repo last seen: 2026-07-06T09:56:03Z
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 / 0 reviews / 0 review comments
account age: 1743 days
recent public PR activity: 12 PRs (3 merged / 3 closed-unmerged / 6 open; merged rate 25%, closed-unmerged rate 25%, open rate 50%)
public orgs: none visible
compact scores: follow-through weak, breadth high, automation risk low
heuristic read: broad repo spread; high open PR share

Example artifacts:

PR #14105: feat: auto-detect and fuse QKV for original PEFT adapters — open

`Solaris-star`

profile: github.com/Solaris-star
repo PR search: open search
repo issue search: open search
repo first seen: 2026-07-20T15:17:03Z
repo last seen: 2026-07-20T15:17:03Z
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: 2216 days
recent public PR activity: 246 PRs (35 merged / 71 closed-unmerged / 140 open; merged rate 14%, closed-unmerged rate 29%, open rate 57%)
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 #14250: fix: do not leak set_attention_backend into process-wide registry — open

`spartanz51`

profile: github.com/spartanz51
repo PR search: open search
repo issue search: open search
repo first seen: 2026-07-21T09:53:44Z
repo last seen: 2026-07-21T09:53:58Z
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: 4713 days
recent public PR activity: 21 PRs (13 merged / 4 closed-unmerged / 4 open; merged rate 62%, closed-unmerged rate 19%, open rate 19%)
public orgs: none visible
compact scores: follow-through mixed, breadth moderate, automation risk low
heuristic read: —

Example artifacts:

PR #14264: Support native-layout Krea2 checkpoints (community GGUFs) in from_single_file() — open

`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: 2026-06-03T06:50:34Z
first seen in snapshot: no
repo association: FIRST_TIMER
repo primary artifacts: 1
snapshot authored PRs/issues: 1 PRs / 0 issues
snapshot discussion activity: 2 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:

PR #13824: Add use_real parameter to Z-Image for platform compatibility — open

`SuryanshSS1011`

profile: github.com/SuryanshSS1011
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-29T22:17:01Z
repo last seen: 2026-07-13T21:24:16Z
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: 3 comments / 4 reviews / 4 review comments
account age: 874 days
recent public PR activity: 16 PRs (11 merged / 0 closed-unmerged / 5 open; merged rate 69%, closed-unmerged rate 0%, open rate 31%)
public orgs: none visible
compact scores: follow-through mixed, breadth moderate, automation risk low
heuristic read: no visible non-self stars

Example artifacts:

PR #14093: Invalidate HookRegistry child-registries cache on enable/disable cache — open

`Vitaliy-Pikalo`

profile: github.com/Vitaliy-Pikalo
repo PR search: open search
repo issue search: open search
repo first seen: 2026-06-21T03:47:01Z
repo last seen: 2026-06-21T03:47:01Z
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: 636 days
recent public PR activity: 17 PRs (0 merged / 1 closed-unmerged / 16 open; merged rate 0%, closed-unmerged rate 6%, open rate 94%)
public orgs: none visible
compact scores: follow-through weak, breadth high, automation risk low
heuristic read: broad repo spread; high open PR share; targets high-star repos

Example artifacts:

PR #14015: fix(attention_dispatch): use correct attr names for FLASH_VARLEN_HUB … — open

`XIONGPEILIN`

profile: github.com/XIONGPEILIN
repo PR search: open search
repo issue search: open search
repo first seen: 2026-07-14T13:08:30Z
repo last seen: 2026-07-14T13:08:30Z
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: 0 comments / 0 reviews / 0 review comments
account age: 799 days
recent public PR activity: 5 PRs (2 merged / 0 closed-unmerged / 3 open; merged rate 40%, closed-unmerged rate 0%, open rate 60%)
public orgs: none visible
compact scores: follow-through mixed, breadth moderate, automation risk low
heuristic read: high open PR share

Example artifacts:

PR #14187: Fix SEG _gaussian_blur_2d: finite blur_sigma is ignored (inverted infinite-blur branch) — open