new-contributors-report.md

New Contributor Report: huggingface/diffusers

• Snapshot: 20260625T113518Z
• Generated: 2026-06-25T11:36:08Z
• Activity window: 60d
• Contributors: 118

Summary

Author	Profile	First seen?	Association	Account age	Repo first seen	Snapshot PRs	Snapshot issues	Follow-through	Breadth	Automation risk	Notes
sayakpaul	profile	no	MEMBER	3507d	2023-01-13T14:42:20Z	1062	134	strong	moderate	low	extremely high recent PR volume
DN6	profile	no	MEMBER	4403d	2023-02-22T04:27:25Z	383	14	strong	low	low	targets high-star repos
yiyixuxu	profile	no	MEMBER	4019d	2022-12-14T16:37:57Z	311	38	strong	low	low	targets high-star repos
stevhliu	profile	no	MEMBER	2338d	2023-02-22T18:18:22Z	215	6	strong	low	low	high recent PR volume; no visible non-self stars; targets high-star repos
hlky	profile	no	CONTRIBUTOR	1455d	2022-08-22T10:44:45Z	150	84	strong	moderate	low	high recent PR volume; no visible non-self stars
linoytsaban	profile	no	MEMBER	2390d	2023-06-20T06:10:02Z	77	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	66	0	mixed	high	low	high recent PR volume; broad repo spread
Ricardo-M-L	profile	no	CONTRIBUTOR	2123d	2026-04-02T16:08:54Z	45	0	weak	very high	medium	extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos
akshan-main	profile	no	CONTRIBUTOR	1603d	2025-11-21T08:13:14Z	34	2	mixed	low	low	high open PR share; targets high-star repos
apolinario	profile	no	MEMBER	5498d	2022-07-20T09:48:08Z	33	31	weak	low	low	high open PR share; targets high-star repos
dependabot[bot]	profile	no	CONTRIBUTOR	?d	2023-12-20T21:14:21Z	28	0	n/a	n/a	n/a	summary unavailable
jiqing-feng	profile	no	CONTRIBUTOR	1437d	2022-11-29T08:44:19Z	27	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
sywangyi	profile	no	CONTRIBUTOR	3038d	2023-09-19T06:45:24Z	15	0	mixed	moderate	low	targets high-star repos
dxqb	profile	no	CONTRIBUTOR	628d	2025-01-12T14:41:12Z	12	20	n/a	low	low	no visible non-self stars
HaozheZhang6	profile	no	CONTRIBUTOR	2679d	2026-06-09T08:45:25Z	12	0	mixed	moderate	low	—
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
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
srlynch1	profile	no	NONE	2777d	2026-06-21T11:26:07Z	8	0	mixed	moderate	low	high recent PR volume
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
hf-security-analysis[bot]	profile	no	CONTRIBUTOR	?d	2026-03-27T11:59:04Z	5	0	n/a	n/a	n/a	summary unavailable
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
taivu1998	profile	no	FIRST_TIME_CONTRIBUTOR	2693d	2026-05-10T11:20:33Z	4	0	weak	very high	high	extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars
TheChyeahhh	profile	no	FIRST_TIME_CONTRIBUTOR	82d	2026-05-29T21:09:17Z	4	0	weak	high	medium	very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos
atharvajoshi10	profile	no	CONTRIBUTOR	3244d	2026-05-27T21:18:03Z	3	1	strong	low	low	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
jbbqqf	profile	no	FIRST_TIME_CONTRIBUTOR	4301d	2026-05-10T09:20:21Z	3	0	weak	very high	high	extremely high recent PR volume; very broad repo spread; high open PR share
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
yzhautouskay	profile	no	CONTRIBUTOR	588d	2026-05-28T11:20:40Z	3	0	weak	low	low	high open PR share; no visible non-self stars; targets high-star repos
asomoza	profile	no	MEMBER	4641d	2023-11-10T05:32:15Z	52	12	weak	low	low	targets high-star repos
kaixuanliu	profile	no	CONTRIBUTOR	3976d	2025-01-20T00:59:08Z	15	1	mixed	moderate	low	high recent PR volume; 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
zhtmike	profile	no	CONTRIBUTOR	4316d	2026-03-17T08:08:13Z	6	3	mixed	moderate	low	high recent PR volume
JingyaHuang	profile	no	MEMBER	2783d	2022-11-03T10:27:59Z	5	0	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	—
TheLovesOfLadyPurple	profile	no	FIRST_TIME_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
feice-huang	profile	no	CONTRIBUTOR	1479d	2026-04-22T10:38:45Z	2	1	strong	low	low	targets high-star repos
Ace3Z	profile	no	FIRST_TIME_CONTRIBUTOR	2602d	2026-05-24T21:27:06Z	2	0	weak	moderate	low	high open PR share; targets high-star repos
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
adityasingh2400	profile	no	NONE	2321d	2026-05-21T11:20:08Z	2	0	weak	very high	high	extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos
Alex-Wengg	profile	no	NONE	3055d	2026-06-21T02:31:56Z	2	0	mixed	moderate	low	extremely high recent PR volume
Enderfga	profile	no	CONTRIBUTOR	2011d	2023-05-08T05:27:53Z	2	0	strong	moderate	low	high recent PR volume
gueraf	profile	no	FIRST_TIME_CONTRIBUTOR	4102d	2026-04-27T22:38:24Z	2	0	strong	moderate	low	—
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
lcheng321	profile	no	CONTRIBUTOR	2601d	2026-06-20T07:33:42Z	2	0	weak	moderate	low	high open PR share; targets high-star repos
RobbinMarcus	profile	no	CONTRIBUTOR	4718d	2026-05-03T18:15:59Z	2	0	mixed	low	low	many recent closed-unmerged PRs; targets high-star repos
Sunt-ing	profile	no	FIRST_TIME_CONTRIBUTOR	2845d	2026-06-22T14:21:21Z	2	0	weak	moderate	medium	high recent PR volume; high open PR share; targets high-star repos
terarachang	profile	no	CONTRIBUTOR	3934d	2026-04-28T06:39:25Z	2	0	mixed	low	low	many recent closed-unmerged PRs; targets high-star repos
xodn348	profile	no	NONE	2380d	2026-05-07T07:22:44Z	2	0	weak	very high	high	extremely high recent PR volume; very broad repo spread; high open PR share
zxuhan	profile	no	FIRST_TIME_CONTRIBUTOR	1020d	2026-05-14T19:07:05Z	2	0	weak	high	medium	high recent PR volume; broad repo spread; high open PR share; targets high-star repos
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	24	8	mixed	low	low	—
Mr-Neutr0n	profile	no	FIRST_TIME_CONTRIBUTOR	2234d	2026-02-07T08:06:58Z	11	0	weak	moderate	low	high open PR share
DavidBert	profile	no	CONTRIBUTOR	4055d	2025-09-26T15:01:33Z	8	1	weak	low	low	high open PR share; targets high-star repos
paulinebm	profile	no	MEMBER	871d	2024-12-12T10:28:15Z	8	0	strong	very high	medium	extremely high recent PR volume; very broad repo spread; no visible non-self stars
RuixiangMa	profile	no	CONTRIBUTOR	3328d	2026-04-02T17:19:18Z	6	0	mixed	low	low	high recent PR volume
neo	profile	no	CONTRIBUTOR	4253d	2023-09-20T21:42:50Z	5	0	weak	low	low	high open PR share; targets high-star repos
catwell	profile	no	CONTRIBUTOR	5921d	2024-07-19T08:49:58Z	3	0	weak	low	low	high open PR share; targets high-star repos
chinoll	profile	no	CONTRIBUTOR	3525d	2022-11-02T08:27:54Z	2	3	weak	low	low	high open PR share; targets high-star repos
WaterKnight1998	profile	no	CONTRIBUTOR	2876d	2024-01-11T10:06:01Z	2	2	mixed	low	low	high open PR share; targets high-star repos
luren55	profile	no	FIRST_TIME_CONTRIBUTOR	1599d	2025-10-31T04:34:34Z	2	1	mixed	low	low	high open PR share; targets high-star repos
ElectricGoal	profile	no	FIRST_TIME_CONTRIBUTOR	2916d	2026-06-25T10:27:43Z	1	1	weak	low	low	high open PR share; targets high-star repos
ivnvalex	profile	no	CONTRIBUTOR	2629d	2026-04-29T16:10:12Z	1	1	strong	low	low	targets high-star repos
LucasSte	profile	no	CONTRIBUTOR	2976d	2026-03-28T23:48:15Z	1	1	mixed	moderate	low	high recent PR volume
ramkumar27072006	profile	no	FIRST_TIME_CONTRIBUTOR	543d	2026-06-07T03:05:23Z	1	1	weak	moderate	low	high open PR share; targets high-star repos
Sainava	profile	no	NONE	869d	2026-06-22T18:05:17Z	1	1	mixed	moderate	low	—
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	FIRST_TIME_CONTRIBUTOR	3358d	2026-06-22T06:54:14Z	1	1	weak	low	low	high open PR share; targets high-star repos
ViktoriiaRomanova	profile	no	CONTRIBUTOR	1680d	2026-04-08T09:26:22Z	1	1	strong	low	low	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_TIMER	719d	2026-06-22T08:03:05Z	1	0	weak	low	low	high open PR share; targets high-star repos
April-Sonnet	profile	no	FIRST_TIME_CONTRIBUTOR	78d	2026-06-22T04:18:41Z	1	0	weak	moderate	medium	very new account; high recent PR volume; high open PR share; no visible non-self stars
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
arieleli01212	profile	no	FIRST_TIME_CONTRIBUTOR	407d	2026-05-17T18:44:15Z	1	0	weak	high	medium	broad repo spread; high open PR share; no visible non-self stars; targets high-star repos
aryanmotgi	profile	no	FIRST_TIME_CONTRIBUTOR	1809d	2026-05-22T02:15:07Z	1	0	strong	high	medium	extremely high recent PR volume; broad repo spread
ATOM00blue	profile	no	FIRST_TIME_CONTRIBUTOR	325d	2026-05-22T01:48:23Z	1	0	weak	very high	medium	young account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos
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
ChinChyi	profile	no	FIRST_TIME_CONTRIBUTOR	3098d	2026-05-06T17:18:28Z	1	0	mixed	low	low	high open PR share; targets high-star repos
Chinmay1220	profile	no	FIRST_TIME_CONTRIBUTOR	1001d	2026-06-13T16:50:00Z	1	0	strong	moderate	low	high recent PR volume
CoderSATTY	profile	no	FIRST_TIME_CONTRIBUTOR	650d	2026-05-23T06:54:12Z	1	0	weak	low	low	high open PR share; targets high-star repos
david-PHR	profile	no	CONTRIBUTOR	1515d	2026-04-30T08:17:26Z	1	0	mixed	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
dparikh79	profile	no	FIRST_TIME_CONTRIBUTOR	2871d	2026-05-16T22:41:41Z	1	0	weak	high	medium	high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos
gaurav-init	profile	no	FIRST_TIME_CONTRIBUTOR	1225d	2026-06-21T19:11:42Z	1	0	weak	low	low	high open PR share
hf-dependantbot-rollout[bot]	profile	no	CONTRIBUTOR	?d	2026-05-26T10:32:00Z	1	0	n/a	n/a	n/a	summary unavailable
hoangperry	profile	no	FIRST_TIME_CONTRIBUTOR	2993d	2026-05-17T09:23:14Z	1	0	weak	moderate	low	high open PR share; targets high-star repos
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
itzzdeep	profile	no	FIRST_TIME_CONTRIBUTOR	2114d	2026-05-11T21:21:31Z	1	0	weak	low	low	high open PR share; no visible non-self stars; targets high-star repos
javierdejesusda	profile	no	FIRST_TIME_CONTRIBUTOR	549d	2026-05-24T23:05:02Z	1	0	mixed	high	medium	broad repo spread; high open PR share
JinLiIdeogram	profile	no	NONE	979d	2026-05-11T18:57:43Z	1	0	weak	low	low	many recent closed-unmerged PRs; targets high-star repos
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
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
oab24413gmai	profile	no	FIRST_TIME_CONTRIBUTOR	46d	2026-05-14T04:22:50Z	1	0	weak	very high	high	very new account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos
ooovenenoso	profile	no	FIRST_TIME_CONTRIBUTOR	1262d	2026-05-24T12:21:28Z	1	0	mixed	moderate	low	high open PR share; targets high-star repos
Paramveersingh-S	profile	no	FIRST_TIME_CONTRIBUTOR	898d	2026-06-23T13:34:36Z	1	0	weak	high	low	high recent PR volume; broad repo spread; high open PR share
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	FIRST_TIME_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	FIRST_TIME_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	FIRST_TIME_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
rmatif	profile	no	CONTRIBUTOR	2185d	2026-05-12T16:24:51Z	1	0	weak	moderate	low	many recent closed-unmerged PRs
rumitvn	profile	no	FIRST_TIME_CONTRIBUTOR	849d	2026-06-14T17:28:45Z	1	0	mixed	high	low	high recent PR volume; broad repo spread
Shreyas-jk	profile	no	FIRST_TIME_CONTRIBUTOR	547d	2026-05-08T23:19:21Z	1	0	mixed	low	low	no visible non-self stars
st7109	profile	no	FIRST_TIMER	2512d	2026-05-28T13:25:48Z	1	0	weak	low	low	high open PR share; targets high-star repos
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

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: 2026-06-25T05:01:16Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 1196
• snapshot authored PRs/issues: 1062 PRs / 134 issues
• snapshot discussion activity: 8271 comments / 7095 reviews / 7395 review comments
• account age: 3507 days
• recent public PR activity: 101 PRs (86 merged / 7 closed-unmerged / 8 open; merged rate 85%, closed-unmerged rate 7%, open rate 8%)
• public orgs: huggingface, all-things-vits
• compact scores: follow-through strong, breadth moderate, automation risk low
• heuristic read: extremely high recent PR volume

Example artifacts:

• PR #14059: [tests] implement base model output caching in model-level tests — closed, merged
• PR #14058: fix claude code review fix in PRs. — closed, merged
• PR #13976: [ci] don't remind model authors about linking issues/. — closed
• Issue #13869: fix underlying issue with test_from_save_pretrained_dtype_inference is that the model.to(dtype) cast at — open
• Issue #13713: Incorporate safetensors support to TorchAO — closed
• Issue #13475: QwenImage has_neg_prompt derivation — closed

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: 2026-06-25T11:31:02Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 397
• snapshot authored PRs/issues: 383 PRs / 14 issues
• snapshot discussion activity: 1088 comments / 1541 reviews / 1220 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 #13966: [WIP] Update diffusers-cli for agentic use — open
• PR #13852: [CI] Fix torch_device import in AutoencoderTesterMixin — closed, merged
• PR #13794: [WIP] Refactor Model Design — open
• 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: 2026-06-25T08:53:50Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 349
• snapshot authored PRs/issues: 311 PRs / 38 issues
• snapshot discussion activity: 2604 comments / 2977 reviews / 3682 review comments
• account age: 4019 days
• recent public PR activity: 11 PRs (9 merged / 0 closed-unmerged / 2 open; merged rate 82%, closed-unmerged rate 0%, open rate 18%)
• public orgs: none visible
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: targets high-star repos

Example artifacts:

• PR #14048: [.ai] document single-file model layout and "don't reimplement Diffus… — closed, merged
• PR #14045: Add Krea 2 (K2) text-to-image pipeline and transformer — closed, merged
• PR #13982: [.ai doc] Refine .ai attention-mask and component-mutation guidance — closed, merged
• Issue #12564: [Proposals Welcome] Fal Flashpack integration for faster model loading — open
• Issue #12257: [Looking for community contribution] support Wan 2.2 S2V: an audio-driven cinematic video generation model — open
• Issue #12222: [Contribution welcome] adding a fast test for Qwen-Image Controlnet Pipeline — closed

stevhliu

• profile: github.com/stevhliu
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2023-02-22T18:18:22Z
• repo last seen: 2026-06-15T15:36:47Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 221
• snapshot authored PRs/issues: 215 PRs / 6 issues
• snapshot discussion activity: 248 comments / 776 reviews / 1611 review comments
• account age: 2338 days
• recent public PR activity: 30 PRs (25 merged / 0 closed-unmerged / 5 open; merged rate 83%, closed-unmerged rate 0%, open rate 17%)
• public orgs: huggingface
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: high recent PR volume; no visible non-self stars; targets high-star repos

Example artifacts:

• PR #13830: [docs] add missing Returns sections to forward/call docstrings — closed, merged
• PR #13771: [docs] remove pipeline examples section — closed, merged
• PR #13769: Fix missing forward/call docstring entries — closed, merged
• Issue #7238: IP-Adapter masking — closed
• Issue #5380: [community pipeline] Mixture tiling — closed
• Issue #5379: [community pipeline] SpeechToImage — closed

hlky

• profile: github.com/hlky
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2022-08-22T10:44:45Z
• repo last seen: 2026-06-13T22:04:00Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 234
• snapshot authored PRs/issues: 150 PRs / 84 issues
• snapshot discussion activity: 559 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

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: 2026-06-23T07:56:35Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 79
• snapshot authored PRs/issues: 77 PRs / 2 issues
• snapshot discussion activity: 260 comments / 185 reviews / 146 review comments
• account age: 2390 days
• recent public PR activity: 2 PRs (1 merged / 0 closed-unmerged / 1 open; merged rate 50%, closed-unmerged rate 0%, open rate 50%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #13921: Add Ideogram4LoraLoaderMixin (LoRA loading for Ideogram4) — closed, merged
• PR #13919: Support loading non-diffusers Ideogram4 LoRA checkpoints — closed, merged
• PR #13788: [LTX 2.3] update docs — closed, merged
• Issue #11730: Add --lora_alpha and metadata handling in training scripts follow up — closed
• Issue #6546: PALP: Prompt Aligned Personalization of Text-to-Image Models 🖌️🔥 — closed

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: 2026-06-25T07:37:23Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 81
• snapshot authored PRs/issues: 71 PRs / 10 issues
• snapshot discussion activity: 392 comments / 1018 reviews / 864 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: 2026-06-23T10:07:18Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 66
• snapshot authored PRs/issues: 66 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 #13986: [discrete diffusion] Add DiffusionGemma pipeline and schedulers — closed, merged
• PR #13699: [discrete diffusion] Add dflash pipeline — open
• PR #13698: [LLADA2] Fix llada2 review #13598 — closed, merged

Ricardo-M-L

• profile: github.com/Ricardo-M-L
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-02T16:08:54Z
• repo last seen: 2026-06-01T08:48:01Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 45
• snapshot authored PRs/issues: 45 PRs / 0 issues
• snapshot discussion activity: 37 comments / 1 reviews / 1 review comments
• account age: 2123 days
• recent public PR activity: 281 PRs (62 merged / 94 closed-unmerged / 125 open; merged rate 22%, closed-unmerged rate 33%, open rate 44%)
• public orgs: none visible
• compact scores: follow-through weak, breadth very high, automation risk medium
• heuristic read: extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos

Example artifacts:

• PR #13760: Fix FlowMatchEulerDiscreteScheduler double-shift in set_timesteps — open
• PR #13741: Route SanaTransformer2DModel.forward by time-embed type, not by guidance presence — open
• PR #13740: Raise ValueError instead of tearing down CUDA when AuraFlow latents exceed pos_embed_max_size — open

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: 2026-06-25T03:09:54Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 36
• snapshot authored PRs/issues: 34 PRs / 2 issues
• snapshot discussion activity: 116 comments / 32 reviews / 32 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 #13983: fix(bria_fibo): honor timesteps, fix edit num_images batching, add _no_split_modules, fix docstring — open
• PR #13981: fix(bria_fibo): fix guidance_embeds, prompt_embeds, tensor-image and multi-image crashes — closed, merged
• PR #13958: fix(flux): decouple modular flux from classic and qwenimage imports — open
• Issue #13439: HunyuanVideo 1.5 I2V image conditioning preprocessed at latent resolution instead of pixel resolution — closed
• Issue #13421: Add negative_prompt parameter to GLMImagePipeline — closed

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 — open
• 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

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: 2026-06-24T19:09:11Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 28
• snapshot authored PRs/issues: 28 PRs / 0 issues
• snapshot discussion activity: 8 comments / 0 reviews / 0 review comments
• account age: ? days
• recent public PR activity: ? PRs (? merged / ? closed-unmerged / ? open; merged rate n/a, closed-unmerged rate n/a, open rate n/a)
• public orgs: none visible
• compact scores: follow-through n/a, breadth n/a, automation risk n/a
• heuristic read: summary unavailable
• enrichment fetch error: [{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'dependabot[bot]'."}]

Example artifacts:

• PR #14062: Bump the actions group across 1 directory with 16 updates — open
• PR #14031: Bump the actions group across 1 directory with 17 updates — closed
• PR #13960: Bump the actions group across 1 directory with 16 updates — 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: 2026-06-24T06:43:32Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 31
• snapshot authored PRs/issues: 27 PRs / 4 issues
• snapshot discussion activity: 90 comments / 32 reviews / 32 review comments
• account age: 1437 days
• recent public PR activity: 35 PRs (23 merged / 7 closed-unmerged / 5 open; merged rate 66%, closed-unmerged rate 20%, open rate 14%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth moderate, automation risk low
• heuristic read: high recent PR volume; targets high-star repos

Example artifacts:

• PR #13816: Use device_map="auto" in single file tests to support large models on limited GPU memory — closed, merged
• PR #13777: Fix OOM in WanAnimate BitsAndBytes Training Test — closed, merged
• PR #13776: Reduce FLUX int8 test peak memory with sequential offload — open
• Issue #13105: Wan-AI/Wan2.1-T2V-1.3B-Diffusers output noise — closed
• Issue #12975: AnimateDiffPipeline performance regression on CPU. — closed
• Issue #12632: stable_diffusion_xl_img2img failed due to dtype missmatch — closed

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:

• PR #13882: fix(tests): dtype-aware reference cast in test_from_save_pretrained_dtype_inference — open
• PR #13867: fix(cosmos2_5_predict): guard text safety check with isinstance like the video path — open
• PR #13791: fix(modeling_utils): rename shadowed tuple loop var in get_parameter_dtype (#13789) — open

sywangyi

• profile: github.com/sywangyi
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2023-09-19T06:45:24Z
• repo last seen: 2026-06-15T11:59:54Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 15
• snapshot authored PRs/issues: 15 PRs / 0 issues
• snapshot discussion activity: 34 comments / 13 reviews / 13 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 #13892: fix test_pag_sdxl::StableDiffusionXLPAGPipelineIntegrationTests — open
• PR #13886: fix marigold depth failure in xpu and A100 — closed, merged
• PR #13856: updatge the test marigold to make it pass in xpu — 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: 2026-06-20T12:06:22Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 32
• snapshot authored PRs/issues: 12 PRs / 20 issues
• snapshot discussion activity: 89 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:

• PR #14010: Fix KeyError for non-attention LoRA sublayers in Flux/Chroma mixture-format converter — open, draft
• PR #14007: Avoid eager transformers>=5.0.0 requirement for ErnieImage prompt enhancer — open
• PR #14006: Fix Kohya UNet LoRA key conversion for conv_in/conv_out/time_embedding — open, draft
• Issue #14009: Kohya->diffusers LoRA key converter fails for Chroma and Flux1, if LoRA is not attention-only — open
• Issue #14008: from_pretrained fails loading deprecated pipelines — open
• Issue #14005: _convert_unet_lora_key misses conv_in/conv_out/time_embedding mapping for Kohya UNet LoRAs — open

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: 2026-06-23T03:47:35Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 12
• snapshot authored PRs/issues: 12 PRs / 0 issues
• snapshot discussion activity: 17 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 — open
• PR #13944: ovis_image: fix guidance_scale / max_sequence_length / batched CFG / precomputed embeds + add pipeline test — open

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:

• PR #13973: Fix clip_skip being ignored for negative prompt embeddings in SDXL pipelines — open
• PR #13806: [fix] hooks/taylorseer_cache: fix off-by-one in post-warmup compute interval — open
• PR #13797: [DreamBooth SDXL LoRA] Apply SNR min-weighting to prior preservation loss when snr_gamma is set — open

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: 2026-06-20T06:52:01Z
• 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: 2 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:

• PR #13997: Fix LoKr format LoRA weight loading for Flux2 pipelines — closed
• PR #13996: Fix Flux2LoraLoaderMixin crash on modular pipeline sub-pipes — open
• PR #13995: Fix set_attention_backend skipping hub kernel download — open

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

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:

• PR #13969: Fix CUDA synchronization bottleneck in LCMScheduler (#9485) — closed
• PR #13964: fix(pipeline): preserve original pipeline dtype in from_pipe() by default — closed
• PR #13959: Fix silent feature mixing bug in IP-Adapter batch processing by removing redundant batch_size multiplication (#9813) — closed

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

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: 2026-06-18T15:39:37Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 5
• snapshot authored PRs/issues: 5 PRs / 0 issues
• snapshot discussion activity: 7 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:

• PR #13950: Clarify LTX2 pipeline docs and examples — open
• PR #13939: Log VQ remapping configuration through the model logger — open
• PR #13936: Log WanAnimate interpolation resizing as a warning — open

taivu1998

• profile: github.com/taivu1998
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-10T11:20:33Z
• repo last seen: 2026-05-10T11:23:21Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 4
• snapshot authored PRs/issues: 4 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 2693 days
• recent public PR activity: 204 PRs (29 merged / 41 closed-unmerged / 134 open; merged rate 14%, closed-unmerged rate 20%, open rate 66%)
• public orgs: none visible
• compact scores: follow-through weak, breadth very high, automation risk high
• heuristic read: extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars

Example artifacts:

• PR #13711: Fix shared transformer masks and temporal output channels — open
• PR #13710: Add opt-in Exclusive Self Attention support — open
• PR #13709: Fix model infrastructure edge cases — open

TheChyeahhh

• profile: github.com/TheChyeahhh
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-29T21:09:17Z
• repo last seen: 2026-05-29T23:35:05Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 4
• snapshot authored PRs/issues: 4 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 82 days
• recent public PR activity: 38 PRs (0 merged / 4 closed-unmerged / 34 open; merged rate 0%, closed-unmerged rate 11%, open rate 89%)
• public orgs: none visible
• compact scores: follow-through weak, breadth high, automation risk medium
• heuristic read: very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos

Example artifacts:

• PR #13842: Fix typos found by codespell — open
• PR #13841: Fix typo: maxmium -> maximum in memory optimization docs — open
• PR #13839: Fix stale docstring in KarrasVeScheduler.step_correct — open

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: 2026-06-23T17:31:06Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 4
• snapshot authored PRs/issues: 3 PRs / 1 issues
• snapshot discussion activity: 0 comments / 3 reviews / 3 review comments
• account age: 3244 days
• recent public PR activity: 1 PRs (1 merged / 0 closed-unmerged / 0 open; merged rate 100%, closed-unmerged rate 0%, open rate 0%)
• public orgs: none visible
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: targets high-star repos

Example artifacts:

• PR #14054: Cosmos3 context parallel — open, draft
• PR #13924: multi-GPU VAE Fix for Cosmos 3 — open
• PR #13818: Adding Cosmos 3 to Diffusers — closed, merged
• Issue #14041: Finalize Guidelines for Ulysses based context parallel attention — open

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

jbbqqf

• profile: github.com/jbbqqf
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-10T09:20:21Z
• repo last seen: 2026-05-22T07:11:13Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 3
• snapshot authored PRs/issues: 3 PRs / 0 issues
• snapshot discussion activity: 6 comments / 0 reviews / 0 review comments
• account age: 4301 days
• recent public PR activity: 352 PRs (17 merged / 68 closed-unmerged / 267 open; merged rate 5%, closed-unmerged rate 19%, open rate 76%)
• public orgs: just-escape
• compact scores: follow-through weak, breadth very high, automation risk high
• heuristic read: extremely high recent PR volume; very broad repo spread; high open PR share

Example artifacts:

• PR #13706: Fix double timestep shifting in FlowMatchEulerDiscreteScheduler.set_timesteps (#13243) — open
• PR #13705: Validate num_inference_steps > 0 in DDPMScheduler.set_timesteps (#13394) — open
• PR #13704: Guard against zero std_cfg in rescale_noise_cfg (#13425) — open

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:

• PR #14029: Fix kohya FLUX CLIP text-encoder LoRA loading under transformers>=5 (#13984) — open
• PR #13846: Fix incorrect batch temporal IDs for cond_model_input in dreambooth flux2 img2img — open
• PR #13821: fix(dreambooth): correct batch handling in _prepare_image_ids for flux2 img2img — open

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: 2026-06-23T16:46:42Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 3
• snapshot authored PRs/issues: 3 PRs / 0 issues
• snapshot discussion activity: 0 comments / 6 reviews / 6 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 #14053: Transfer capability to Cosmos3 pipeline — open
• PR #13896: Add Cosmos3 video2video generation support — closed, merged
• PR #13823: Add Cosmos3 action generation support — closed, merged

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: 2026-06-23T01:11:22Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 64
• snapshot authored PRs/issues: 52 PRs / 12 issues
• snapshot discussion activity: 1326 comments / 261 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 #13843: [fix] CLIPTextModel with transformers >= 5.6 and from_single_file — closed, merged
• PR #13575: [Ernie-Image] Add lora support — closed, merged
• PR #13427: [torchao] Fix record_stream with torchao and group offloading — closed, draft
• Issue #13903: [Anima] Add img2img capability — open
• Issue #12441: Support Wan2.2-Animate — closed
• Issue #11861: ControlnetUnion not working correctly — 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: 2026-06-25T07:26:28Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 16
• snapshot authored PRs/issues: 15 PRs / 1 issues
• snapshot discussion activity: 45 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 — open
• 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 — open

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

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: 2026-06-12T06:46:39Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 9
• snapshot authored PRs/issues: 6 PRs / 3 issues
• snapshot discussion activity: 25 comments / 47 reviews / 47 review comments
• account age: 4316 days
• recent public PR activity: 67 PRs (42 merged / 20 closed-unmerged / 5 open; merged rate 63%, closed-unmerged rate 30%, open rate 7%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth moderate, automation risk low
• heuristic read: high recent PR volume

Example artifacts:

• PR #13809: add SP support for _flash_3_varlen_hub backend — open
• PR #13756: Fix the QwenImage Attention mask under Ulysses SP — closed, merged
• PR #13479: add SP support for flash_varlen_hub backend — closed, merged
• 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
• Issue #13277: QwenImagePipeline failed with Ulysses SP and batch inputs — 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: 2026-06-22T14:50:43Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 5
• snapshot authored PRs/issues: 5 PRs / 0 issues
• snapshot discussion activity: 7 comments / 9 reviews / 14 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 #14039: [TPU] Initial TorchTPU backend integration (eager + torch.compile) — open, draft
• PR #13718: [Neuron] Add tensor parallel support for Neuron backend — open
• PR #13485: [Neuron] Enable torch.compile compatibility with Neuron device — closed, merged

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: 2026-06-23T21:20:15Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 7
• snapshot authored PRs/issues: 2 PRs / 5 issues
• snapshot discussion activity: 4 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

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: 2026-06-24T23:13:33Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 4
• snapshot authored PRs/issues: 2 PRs / 2 issues
• snapshot discussion activity: 14 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 — open
• PR #13868: fix the bug on the leading time schedule — closed, draft
• Issue #14013: A bug on the set_timesteps function of the FlowMatchEulerDiscreteScheduler — open
• 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:

• PR #13931: Fix LTX2 connector token/register layout (regression from #13564) — closed, merged
• PR #13918: Cast LTX2 scale_shift tables to the activation dtype at use site — closed
• Issue #13930: LTX2 text connectors pass reversed prompt tokens and misplaced registers to the transformer (regression from #13564) — 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

Ace3Z

• profile: github.com/Ace3Z
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-24T21:27:06Z
• repo last seen: 2026-05-29T12:24:29Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 2
• snapshot authored PRs/issues: 2 PRs / 0 issues
• snapshot discussion activity: 2 comments / 0 reviews / 0 review comments
• account age: 2602 days
• recent public PR activity: 16 PRs (2 merged / 1 closed-unmerged / 13 open; merged rate 12%, closed-unmerged rate 6%, open rate 81%)
• public orgs: none visible
• compact scores: follow-through weak, breadth moderate, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #13804: fix(ernie_image): pass attn_mask=None when text is unpadded — closed
• PR #13802: fix(ernie-image): pass attn_mask=None when text is unpadded — open

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:

• PR #13963: fix(modeling): remove tuple builtin shadow and raise on empty dtype in get_parameter_dtype — open
• PR #13962: fix(scheduler): store sigma_min/max before shifting to prevent double-shift in FlowMatchEulerDiscreteScheduler (#13243) — open

adityasingh2400

• profile: github.com/adityasingh2400
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-21T11:20:08Z
• repo last seen: 2026-05-21T11:22:41Z
• first seen in snapshot: no
• repo association: 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: 2321 days
• recent public PR activity: 335 PRs (81 merged / 102 closed-unmerged / 152 open; merged rate 24%, closed-unmerged rate 30%, open rate 45%)
• public orgs: none visible
• compact scores: follow-through weak, breadth very high, automation risk high
• heuristic read: extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos

Example artifacts:

• PR #13784: Point users at AOBaseConfig replacement when passing string quant_type to TorchAoConfig — closed
• PR #13783: Fix AttentionModuleMixin.set_attention_backend skipping hub kernel download — closed

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:

• PR #14016: Fix flash-attn2 hub-kernel attribute names in attention dispatch (#14012) — closed
• PR #14014: Fix kohya FLUX CLIP text-encoder LoRA loading under transformers>=5 (#13984) — closed

Enderfga

• profile: github.com/Enderfga
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2023-05-08T05:27:53Z
• repo last seen: 2026-05-27T15:19:26Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 2
• snapshot authored PRs/issues: 2 PRs / 0 issues
• snapshot discussion activity: 14 comments / 43 reviews / 43 review comments
• account age: 2011 days
• recent public PR activity: 38 PRs (32 merged / 3 closed-unmerged / 3 open; merged rate 84%, closed-unmerged rate 8%, open rate 8%)
• public orgs: none visible
• compact scores: follow-through strong, breadth moderate, automation risk low
• heuristic read: high recent PR volume

Example artifacts:

• PR #13792: [AnyFlow] FAR: standalone causal-mask builder + torch.compile follow-up — closed, merged
• PR #13745: Add AnyFlow Any-Step Video Diffusion Pipelines (Bidirectional + FAR Causal) — closed, merged

gueraf

• profile: github.com/gueraf
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-27T22:38:24Z
• repo last seen: 2026-05-18T12:44:21Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 2
• snapshot authored PRs/issues: 2 PRs / 0 issues
• snapshot discussion activity: 5 comments / 0 reviews / 0 review comments
• account age: 4102 days
• recent public PR activity: 11 PRs (8 merged / 0 closed-unmerged / 3 open; merged rate 73%, closed-unmerged rate 0%, open rate 27%)
• public orgs: none visible
• compact scores: follow-through strong, breadth moderate, automation risk low
• heuristic read: —

Example artifacts:

• PR #13681: Add a (rolling) KV cache for Wan models to enable autoregressive rollouts ("SelfForcing-style"). — open
• PR #13569: Add rolling KV cache hook — open, draft

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:

• PR #14036: fix: ensure custom timesteps are consistent with sigmas in FlowMatchEulerDiscreteScheduler — open
• PR #14035: fix: handle CLIP text_model prefix change in transformers>=5 for FLUX LoRA loading — open

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: 2026-06-21T17:43:13Z
• first seen in snapshot: no
• repo association: 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: 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 #14027: fix(mag_cache): correct per-transformer step count for dual-transformer pipelines — open
• PR #14001: [Fix] Fix three final_layer LoRA conversion bugs in _convert_sd_scripts_to_ai_toolkit — closed, merged

RobbinMarcus

• profile: github.com/RobbinMarcus
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-03T18:15:59Z
• repo last seen: 2026-05-04T19:16:57Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 2
• snapshot authored PRs/issues: 2 PRs / 0 issues
• snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
• account age: 4718 days
• recent public PR activity: 2 PRs (1 merged / 1 closed-unmerged / 0 open; merged rate 50%, closed-unmerged rate 50%, open rate 0%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: many recent closed-unmerged PRs; targets high-star repos

Example artifacts:

• PR #13678: Fix ignored generator in FlowMatchEulerDiscreteScheduler — closed, merged
• PR #13677: Fix ignored generator in FlowMatchEulerDiscreteScheduler — closed

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: 2026-06-22T20:03:19Z
• 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: 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:

• PR #14043: Fix clip_skip AttributeError on Stable Diffusion pipelines with transformers>=5.6 — open
• PR #14038: Fix group offloading for quanto-quantized models and the use_stream path for quantized tensor subclasses — open

terarachang

• profile: github.com/terarachang
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-28T06:39:25Z
• repo last seen: 2026-05-07T18:13:51Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 2
• snapshot authored PRs/issues: 2 PRs / 0 issues
• snapshot discussion activity: 0 comments / 6 reviews / 6 review comments
• account age: 3934 days
• recent public PR activity: 2 PRs (1 merged / 1 closed-unmerged / 0 open; merged rate 50%, closed-unmerged rate 50%, open rate 0%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: many recent closed-unmerged PRs; targets high-star repos

Example artifacts:

• PR #13664: Add LoRA support for Cosmos Predict 2.5 and fix pipeline to match official Cosmos repo — closed, merged
• PR #13573: Add LoRA support for Cosmos Predict 2.5 and fix pipeline to match official Cosmos repo — closed

xodn348

• profile: github.com/xodn348
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-07T07:22:44Z
• repo last seen: 2026-05-13T09:19:39Z
• first seen in snapshot: no
• repo association: 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: 2380 days
• recent public PR activity: 319 PRs (109 merged / 52 closed-unmerged / 158 open; merged rate 34%, closed-unmerged rate 16%, open rate 50%)
• public orgs: none visible
• compact scores: follow-through weak, breadth very high, automation risk high
• heuristic read: extremely high recent PR volume; very broad repo spread; high open PR share

Example artifacts:

• PR #13742: fix(dynamic_modules): enforce trust_remote_code for community pipeline branch — closed
• PR #13688: fix(deepfloyd_if): remove @torch.no_grad() from encode_prompt in all IF variants — closed

zxuhan

• profile: github.com/zxuhan
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-14T19:07:05Z
• repo last seen: 2026-05-14T19:39:53Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 2
• snapshot authored PRs/issues: 2 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 1020 days
• recent public PR activity: 60 PRs (11 merged / 21 closed-unmerged / 28 open; merged rate 18%, closed-unmerged rate 35%, open rate 47%)
• public orgs: none visible
• compact scores: follow-through weak, breadth high, automation risk medium
• heuristic read: high recent PR volume; broad repo spread; high open PR share; targets high-star repos

Example artifacts:

• PR #13755: [pipelines] fix SD3 crash with pre-computed prompt_embeds and num_images_per_prompt — open
• PR #13754: [schedulers] fix RecursionError in CosineDPMSolverMultistepScheduler — open

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: 2026-06-18T03:26:35Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 35
• snapshot authored PRs/issues: 33 PRs / 2 issues
• snapshot discussion activity: 147 comments / 76 reviews / 75 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
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• 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:

• PR #14000: fa3 varlen return type should be tested before unpacking — open
• PR #10543: LTXPipeline should tolerate torch.Generator on CPU by generating the latents on the device where the Generator is — closed
• PR #9880: add skip_layers argument to SD3 transformer model class — closed, merged
• Issue #14012: attention dispatcher assumes wrong attributes for flash attn kernel from hub — open
• Issue #13999: Flash Attention 3 varlen wrapper assumes output is a tuple — open
• Issue #12610: Quanto + Group Offload causes device mismatch error (weights on cpu, mat1 on gpu) — open

rootonchair

• profile: github.com/rootonchair
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• repo issue search: open search
• repo first seen: 2023-12-27T03:24:34Z
• repo last seen: 2026-05-28T08:51:55Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 32
• snapshot authored PRs/issues: 24 PRs / 8 issues
• snapshot discussion activity: 107 comments / 40 reviews / 40 review comments
• account age: 3478 days
• recent public PR activity: 3 PRs (2 merged / 0 closed-unmerged / 1 open; merged rate 67%, closed-unmerged rate 0%, open rate 33%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: —

Example artifacts:

• PR #13730: Fix redundant Z-Image terminal timestep — closed, merged
• PR #12934: LTX2 distilled checkpoint support — closed, merged
• PR #10488: Implement framewise encoding/decoding in LTX Video VAE — closed, merged
• Issue #13232: LTX-2.3 Support — closed
• Issue #8686: SDXLCFGCutoffCallback does not work with StableDiffusionXLControlNetPipeline — closed
• Issue #7985: IPAdapter not compatible to torch.compile — 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:

• PR #13927: Fix #13094: fix: correct Z-Image guidance scale threshold from > 1 to > 0 — open, draft
• PR #13131: Fix broken attention masking for inner padding in ZImageTransformer2DModel — closed
• PR #13125: Fix CogVideoX scheduler prev_timestep for non-leading spacing — open

DavidBert

• profile: github.com/DavidBert
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• 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

paulinebm

• profile: github.com/paulinebm
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• repo issue search: open search
• repo first seen: 2024-12-12T10:28:15Z
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• repo association: MEMBER
• repo primary artifacts: 8
• snapshot authored PRs/issues: 8 PRs / 0 issues
• snapshot discussion activity: 1 comments / 9 reviews / 8 review comments
• account age: 871 days
• recent public PR activity: 192 PRs (179 merged / 9 closed-unmerged / 4 open; merged rate 93%, closed-unmerged rate 5%, open rate 2%)
• public orgs: none visible
• compact scores: follow-through strong, breadth very high, automation risk medium
• heuristic read: extremely high recent PR volume; very broad repo spread; no visible non-self stars

Example artifacts:

• PR #13690: [CI] Bump style-bot SHA + switch to GitHub App — closed, merged
• PR #13438: add PR fork workable — closed, merged
• PR #13385: 🔒 Pin GitHub Actions to commit SHAs — closed, merged

RuixiangMa

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• repo first seen: 2026-04-02T17:19:18Z
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• 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

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

catwell

• profile: github.com/catwell
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2024-07-19T08:49:58Z
• repo last seen: 2026-05-19T10:14:19Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 3
• snapshot authored PRs/issues: 3 PRs / 0 issues
• snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
• account age: 5921 days
• recent public PR activity: 3 PRs (0 merged / 1 closed-unmerged / 2 open; merged rate 0%, closed-unmerged rate 33%, open rate 67%)
• public orgs: oploadk, strawberry-graphql, lunarmodules, finegrain-ai
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #13765: properly check for ftfy and warn if unavailable in all pipelines — open
• PR #10982: fix default values of Flux guidance_scale in docstrings — closed, merged
• PR #8905: allow tensors in several schedulers step() call — closed, merged

chinoll

• profile: github.com/chinoll
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2022-11-02T08:27:54Z
• repo last seen: 2026-05-18T09:06:24Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 5
• snapshot authored PRs/issues: 2 PRs / 3 issues
• snapshot discussion activity: 7 comments / 0 reviews / 0 review comments
• account age: 3525 days
• recent public PR activity: 2 PRs (0 merged / 0 closed-unmerged / 2 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #13749: feat: Add HiDream-O1 transformer and image generation pipeline — open
• PR #1671: Fix the bug that torch version less than 1.12 throws TypeError — closed, merged
• Issue #1343: Enable xformers by default — closed
• Issue #1214: CLIPTextModel does not work at half precision — closed
• Issue #1100: Low probability of throwing 'CLIPTextTransformer' object has no attribute 'device' exception — closed

WaterKnight1998

• profile: github.com/WaterKnight1998
• repo PR search: open search
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• repo first seen: 2024-01-11T10:06:01Z
• repo last seen: 2026-05-28T10:09:11Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 4
• snapshot authored PRs/issues: 2 PRs / 2 issues
• snapshot discussion activity: 10 comments / 0 reviews / 0 review comments
• account age: 2876 days
• recent public PR activity: 2 PRs (1 merged / 0 closed-unmerged / 1 open; merged rate 50%, closed-unmerged rate 0%, open rate 50%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #13822: Update repo_id for FLASH_4_HUB in attention_dispatch — closed, merged
• PR #12787: [PRX] Improve model compilation — closed, merged
• Issue #12786: [PRX] Improving export to Tensorrt — closed
• Issue #6529: SDXL Fooocus Inpaint — closed

luren55

• profile: github.com/luren55
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2025-10-31T04:34:34Z
• repo last seen: 2026-05-10T16:11:06Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 3
• snapshot authored PRs/issues: 2 PRs / 1 issues
• snapshot discussion activity: 7 comments / 2 reviews / 2 review comments
• account age: 1599 days
• recent public PR activity: 2 PRs (1 merged / 0 closed-unmerged / 1 open; merged rate 50%, closed-unmerged rate 0%, open rate 50%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #13689: z-image support npu — open
• PR #12979: z-image support npu — open, draft
• Issue #12565: Wan2.1 i2v running issue — open

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: 2026-06-25T10:59:37Z
• 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: 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 — open
• Issue #14065: DreamLite-base fails to load due to unsupported legacy UNet block type names — open

ivnvalex

• profile: github.com/ivnvalex
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-29T16:10:12Z
• repo last seen: 2026-04-29T16:19:34Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 2
• snapshot authored PRs/issues: 1 PRs / 1 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 2629 days
• recent public PR activity: 1 PRs (1 merged / 0 closed-unmerged / 0 open; merged rate 100%, closed-unmerged rate 0%, open rate 0%)
• public orgs: none visible
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: targets high-star repos

Example artifacts:

• PR #13645: [docs] fix typo in AutoencoderOobleck docs (#13642) — closed, merged
• Issue #13642: [docs] typo in AutoencoderOobleck docs — closed

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: FIRST_TIME_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 — open
• Issue #13877: docs: fix typos in scheduling_euler_discrete.py — open

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: 2026-06-25T11:18:47Z
• first seen in snapshot: no
• repo association: NONE
• repo primary artifacts: 2
• snapshot authored PRs/issues: 1 PRs / 1 issues
• snapshot discussion activity: 1 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 #14042: Add Flux2KleinImg2ImgPipeline for FLUX.2 Klein — 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:

• PR #13910: [feat] Add JoyAI-Echo multi-shot audio-video generation pipeline — open
• Issue #13909: [New Pipeline/Model] Add JoyAI-Echo multi-shot audio-video generation pipeline — open

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: 2026-06-25T03:01:44Z
• 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: 3 comments / 11 reviews / 11 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 — open
• Issue #14049: Add JoyAI-Image Edit Plus pipeline and model — open

ViktoriiaRomanova

• profile: github.com/ViktoriiaRomanova
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-08T09:26:22Z
• repo last seen: 2026-05-04T09:32:13Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 2
• snapshot authored PRs/issues: 1 PRs / 1 issues
• snapshot discussion activity: 4 comments / 3 reviews / 3 review comments
• account age: 1680 days
• recent public PR activity: 1 PRs (1 merged / 0 closed-unmerged / 0 open; merged rate 100%, closed-unmerged rate 0%, open rate 0%)
• public orgs: none visible
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: targets high-star repos

Example artifacts:

• PR #13564: Eliminate GPU sync overhead and CPU→GPU transfers across LTX2 pipeline — closed, merged
• Issue #13462: Decorating bound methods in profiling utils breaks instance isolation — closed

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:

• PR #13813: fix: resolve issue #13811 — open
• Issue #13811: Fix incorrect batch handling in _prepare_image_ids usage in train_dreambooth_lora_flux2_img2img.py — open

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: 2026-06-17T17:25:14Z
• 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: 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: 2026-06-22T08:03:05Z
• first seen in snapshot: no
• repo association: FIRST_TIMER
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 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

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: 2026-06-22T04:18:41Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 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:

• PR #14030: Fix typos in comments and docstrings — 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: 2026-06-14T00:32:24Z
• 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: 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

arieleli01212

• profile: github.com/arieleli01212
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-17T18:44:15Z
• repo last seen: 2026-05-17T18:44:15Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 407 days
• recent public PR activity: 21 PRs (3 merged / 7 closed-unmerged / 11 open; merged rate 14%, closed-unmerged rate 33%, open rate 52%)
• public orgs: none visible
• compact scores: follow-through weak, breadth high, automation risk medium
• heuristic read: broad repo spread; high open PR share; no visible non-self stars; targets high-star repos

Example artifacts:

• PR #13763: Fix rescale_noise_cfg zero std handling — open

aryanmotgi

• profile: github.com/aryanmotgi
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-22T02:15:07Z
• repo last seen: 2026-05-22T02:15:07Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 1809 days
• recent public PR activity: 101 PRs (79 merged / 9 closed-unmerged / 13 open; merged rate 78%, closed-unmerged rate 9%, open rate 13%)
• public orgs: none visible
• compact scores: follow-through strong, breadth high, automation risk medium
• heuristic read: extremely high recent PR volume; broad repo spread

Example artifacts:

• PR #13786: Fix from_pretrain typo in StableCascade and Wuerstchen docstrings — open

ATOM00blue

• profile: github.com/ATOM00blue
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-22T01:48:23Z
• repo last seen: 2026-05-22T01:48:23Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 325 days
• recent public PR activity: 72 PRs (10 merged / 9 closed-unmerged / 53 open; merged rate 14%, closed-unmerged rate 12%, open rate 74%)
• public orgs: none visible
• compact scores: follow-through weak, breadth very high, automation risk medium
• heuristic read: young account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos

Example artifacts:

• PR #13785: Fix FlowMatchEulerDiscreteScheduler.index_for_timestep float precision lookup — 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: 2026-06-25T08:20:40Z
• 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 / 26 reviews / 26 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

ChinChyi

• profile: github.com/ChinChyi
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-06T17:18:28Z
• repo last seen: 2026-05-06T17:18:28Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 3098 days
• recent public PR activity: 2 PRs (1 merged / 0 closed-unmerged / 1 open; merged rate 50%, closed-unmerged rate 0%, open rate 50%)
• public orgs: Alpha-VLLM
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #13686: [LLaDA 2.0-Uni] Add LLaDA 2.0-Uni multimodal discrete diffusion 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: 2026-06-13T16:50:00Z
• 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: 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

CoderSATTY

• profile: github.com/CoderSATTY
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-23T06:54:12Z
• repo last seen: 2026-06-13T13:50:51Z
• 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 / 1 reviews / 0 review comments
• account age: 650 days
• recent public PR activity: 1 PRs (0 merged / 0 closed-unmerged / 1 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #13798: Fix: FLUX.2 encode_prompt dtype and add bitsandbytes int8+bfloat16 warning — open

david-PHR

• profile: github.com/david-PHR
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-30T08:17:26Z
• repo last seen: 2026-04-30T08:17:26Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 1515 days
• recent public PR activity: 2 PRs (1 merged / 0 closed-unmerged / 1 open; merged rate 50%, closed-unmerged rate 0%, open rate 50%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #13660: [qwenimage] add image_area kwarg to QwenImageEditPlusPipeline — open

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

dparikh79

• profile: github.com/dparikh79
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-16T22:41:41Z
• repo last seen: 2026-05-16T22:41:41Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 2871 days
• recent public PR activity: 25 PRs (3 merged / 2 closed-unmerged / 20 open; merged rate 12%, closed-unmerged rate 8%, open rate 80%)
• public orgs: none visible
• compact scores: follow-through weak, breadth high, automation risk medium
• heuristic read: high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos

Example artifacts:

• PR #13759: fix(peft_utils): raise actionable ValueError when rank_dict is empty in get_peft_kwargs — open

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

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

hoangperry

• profile: github.com/hoangperry
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-17T09:23:14Z
• repo last seen: 2026-05-17T09:23:14Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 2993 days
• recent public PR activity: 4 PRs (0 merged / 0 closed-unmerged / 4 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
• public orgs: dpsnewailab, deepis-vn
• compact scores: follow-through weak, breadth moderate, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #13761: security: fix SSRF in load_image and load_video URL fetching — open

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

itzzdeep

• profile: github.com/itzzdeep
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-11T21:21:31Z
• repo last seen: 2026-05-11T21:21:31Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 2114 days
• recent public PR activity: 1 PRs (0 merged / 0 closed-unmerged / 1 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: high open PR share; no visible non-self stars; targets high-star repos

Example artifacts:

• PR #13721: torchao: safetensors save/load + disk group offload (closes #13713) — 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

JinLiIdeogram

• profile: github.com/JinLiIdeogram
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-11T18:57:43Z
• repo last seen: 2026-05-11T18:57:43Z
• first seen in snapshot: no
• repo association: NONE
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 979 days
• recent public PR activity: 2 PRs (0 merged / 2 closed-unmerged / 0 open; merged rate 0%, closed-unmerged rate 100%, open rate 0%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: many recent closed-unmerged PRs; targets high-star repos

Example artifacts:

• PR #13720: Test — closed

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

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

oab24413gmai

• profile: github.com/oab24413gmai
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-14T04:22:50Z
• repo last seen: 2026-05-14T04:22:50Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 46 days
• recent public PR activity: 67 PRs (9 merged / 20 closed-unmerged / 38 open; merged rate 13%, closed-unmerged rate 30%, open rate 57%)
• public orgs: none visible
• compact scores: follow-through weak, breadth very high, automation risk high
• heuristic read: very new account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos

Example artifacts:

• PR #13746: docs: fix duplicated "to" in UNetSpatioTemporalConditionModel docstring — 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

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: 2026-06-23T13:34:36Z
• 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: 0 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) — 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: 2026-06-16T12:36:55Z
• 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: 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 — open

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: 2026-06-25T09:52:22Z
• 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: 1 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 — open

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: 2026-06-19T03:38:41Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 3 comments / 2 reviews / 2 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 — open

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

rmatif

• profile: github.com/rmatif
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-12T16:24:51Z
• repo last seen: 2026-05-29T13:02:50Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 3 comments / 4 reviews / 4 review comments
• account age: 2185 days
• recent public PR activity: 4 PRs (1 merged / 2 closed-unmerged / 1 open; merged rate 25%, closed-unmerged rate 50%, open rate 25%)
• public orgs: none visible
• compact scores: follow-through weak, breadth moderate, automation risk low
• heuristic read: many recent closed-unmerged PRs

Example artifacts:

• PR #13732: Add Anima modular pipeline — closed, merged

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

Shreyas-jk

• profile: github.com/Shreyas-jk
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-08T23:19:21Z
• repo last seen: 2026-05-08T23:19:21Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 547 days
• recent public PR activity: 3 PRs (2 merged / 0 closed-unmerged / 1 open; merged rate 67%, closed-unmerged rate 0%, open rate 33%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: no visible non-self stars

Example artifacts:

• PR #13701: [mps] Fix NaN in Attention.get_attention_scores when attention_mask is None — 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

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