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Refresh openclaw dataset snapshot 20260418T042035Z

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Files changed (19) hide show
  1. README.md +1 -1
  2. comments.parquet +2 -2
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new-contributors-report.md CHANGED
@@ -1,9 +1,9 @@
1
  # New Contributor Report: openclaw/openclaw
2
 
3
- - Snapshot: `20260418T032034Z`
4
- - Generated: `2026-04-18T03:22:07Z`
5
  - Activity window: `7d`
6
- - Contributors: `719`
7
 
8
  ## Summary
9
 
@@ -19,17 +19,17 @@
19
  | `Jah-yee` | [profile](https://github.com/Jah-yee) | no | NONE | 735d | `2026-03-03T03:34:57Z` | 31 | 11 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
20
  | `Takhoffman` | [profile](https://github.com/Takhoffman) | no | CONTRIBUTOR | 5455d | `2026-01-27T16:37:08Z` | 29 | 1 | mixed | low | low | high recent PR volume; targets high-star repos |
21
  | `hxy91819` | [profile](https://github.com/hxy91819) | no | MEMBER | 4229d | `2026-03-13T11:26:05Z` | 26 | 1 | mixed | low | low | high recent PR volume; targets high-star repos |
 
22
  | `eleqtrizit` | [profile](https://github.com/eleqtrizit) | no | CONTRIBUTOR | 3150d | `2026-04-07T18:17:36Z` | 23 | 0 | strong | low | low | targets high-star repos |
23
- | `kagura-agent` | [profile](https://github.com/kagura-agent) | no | NONE | 32d | `2026-03-18T00:16:55Z` | 22 | 7 | mixed | high | high | very new account; extremely high recent PR volume; broad repo spread; high open PR share |
24
  | `Yanhu007` | [profile](https://github.com/Yanhu007) | no | CONTRIBUTOR | 4741d | `2026-04-10T13:40:56Z` | 22 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share |
25
  | `oraculoos` | [profile](https://github.com/oraculoos) | no | NONE | ?d | `2026-04-14T13:16:27Z` | 20 | 0 | n/a | n/a | n/a | summary unavailable |
26
  | `jalehman` | [profile](https://github.com/jalehman) | no | CONTRIBUTOR | 5579d | `2026-01-05T21:51:45Z` | 19 | 0 | mixed | low | low | high recent PR volume; targets high-star repos |
27
  | `slepybear` | [profile](https://github.com/slepybear) | no | CONTRIBUTOR | 1386d | `2026-04-09T16:25:21Z` | 19 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
28
  | `omarshahine` | [profile](https://github.com/omarshahine) | no | CONTRIBUTOR | 4126d | `2026-02-20T03:30:56Z` | 18 | 10 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 
29
  | `mbelinky` | [profile](https://github.com/mbelinky) | no | CONTRIBUTOR | 1077d | `2026-02-08T09:07:45Z` | 18 | 0 | strong | low | low | targets high-star repos |
30
  | `obviyus` | [profile](https://github.com/obviyus) | no | CONTRIBUTOR | 3510d | `2026-01-04T13:17:28Z` | 18 | 0 | strong | low | low | targets high-star repos |
31
  | `mcaxtr` | [profile](https://github.com/mcaxtr) | no | MEMBER | 4358d | `2026-02-04T01:45:00Z` | 17 | 5 | mixed | low | low | high open PR share; targets high-star repos |
32
- | `BunsDev` | [profile](https://github.com/BunsDev) | no | MEMBER | 2087d | `2026-02-07T11:32:40Z` | 17 | 0 | strong | moderate | low | high recent PR volume |
33
  | `coygeek` | [profile](https://github.com/coygeek) | no | CONTRIBUTOR | 2164d | `2026-01-31T03:06:37Z` | 16 | 18 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
34
  | `yozu` | [profile](https://github.com/yozu) | no | NONE | 5186d | `2026-04-07T11:36:48Z` | 16 | 1 | weak | low | low | high open PR share; targets high-star repos |
35
  | `drobison00` | [profile](https://github.com/drobison00) | no | CONTRIBUTOR | 4625d | `2026-03-24T18:33:52Z` | 16 | 0 | strong | low | low | targets high-star repos |
@@ -55,6 +55,7 @@
55
  | `VACInc` | [profile](https://github.com/VACInc) | no | CONTRIBUTOR | 4839d | `2026-01-06T03:04:41Z` | 9 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
56
  | `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2026-01-16T21:59:54Z` | 9 | 0 | n/a | n/a | n/a | summary unavailable |
57
  | `lawrence3699` | [profile](https://github.com/lawrence3699) | no | CONTRIBUTOR | 135d | `2026-04-06T08:25:15Z` | 9 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 
58
  | `SARAMALI15792` | [profile](https://github.com/SARAMALI15792) | no | CONTRIBUTOR | 992d | `2026-04-11T06:57:22Z` | 9 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
59
  | `WuKongAI-CMU` | [profile](https://github.com/WuKongAI-CMU) | no | CONTRIBUTOR | 343d | `2026-03-09T20:35:04Z` | 9 | 0 | weak | low | low | young account; high recent PR volume; high open PR share; targets high-star repos |
60
  | `xinmotlanthua` | [profile](https://github.com/xinmotlanthua) | no | CONTRIBUTOR | ?d | `2026-04-14T03:17:52Z` | 9 | 0 | n/a | n/a | n/a | summary unavailable |
@@ -68,7 +69,6 @@
68
  | `duqaXxX` | [profile](https://github.com/duqaXxX) | no | CONTRIBUTOR | 4000d | `2026-04-09T23:20:27Z` | 8 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
69
  | `jlapenna` | [profile](https://github.com/jlapenna) | no | CONTRIBUTOR | 6304d | `2026-04-03T04:12:38Z` | 8 | 0 | weak | low | low | high open PR share |
70
  | `Magicray1217` | [profile](https://github.com/Magicray1217) | no | NONE | 34d | `2026-04-13T10:47:52Z` | 8 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
71
- | `MonkeyLeeT` | [profile](https://github.com/MonkeyLeeT) | no | CONTRIBUTOR | 4437d | `2026-03-02T15:37:21Z` | 8 | 0 | weak | low | low | high open PR share; targets high-star repos |
72
  | `mushuiyu886` | [profile](https://github.com/mushuiyu886) | no | NONE | 37d | `2026-04-10T05:26:47Z` | 8 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
73
  | `onutc` | [profile](https://github.com/onutc) | no | CONTRIBUTOR | 874d | `2026-01-08T12:30:20Z` | 8 | 0 | strong | low | low | targets high-star repos |
74
  | `OwenYWT` | [profile](https://github.com/OwenYWT) | no | CONTRIBUTOR | 1471d | `2026-04-10T09:45:23Z` | 8 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -85,16 +85,15 @@
85
  | `nxmxbbd` | [profile](https://github.com/nxmxbbd) | no | CONTRIBUTOR | 6373d | `2026-03-24T14:29:43Z` | 7 | 0 | n/a | low | low | no visible non-self stars |
86
  | `oliviareid-svg` | [profile](https://github.com/oliviareid-svg) | no | CONTRIBUTOR | 27d | `2026-03-22T06:41:01Z` | 7 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
87
  | `wade-microblueworld` | [profile](https://github.com/wade-microblueworld) | no | NONE | 2336d | `2026-04-17T10:35:38Z` | 7 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
 
88
  | `mobilinkd` | [profile](https://github.com/mobilinkd) | no | NONE | 4686d | `2026-04-09T19:27:39Z` | 6 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
89
  | `amittell` | [profile](https://github.com/amittell) | no | CONTRIBUTOR | 5191d | `2026-02-23T20:22:28Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
90
- | `chinar-amrutkar` | [profile](https://github.com/chinar-amrutkar) | no | CONTRIBUTOR | 3502d | `2026-03-04T08:38:16Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
91
  | `coletebou` | [profile](https://github.com/coletebou) | no | NONE | 3993d | `2026-02-03T13:22:50Z` | 6 | 0 | mixed | low | low | targets high-star repos |
92
  | `enis-uys` | [profile](https://github.com/enis-uys) | no | NONE | 1412d | `2026-03-14T22:33:28Z` | 6 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
93
  | `jjmk6` | [profile](https://github.com/jjmk6) | no | NONE | 254d | `2026-04-17T13:50:46Z` | 6 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; targets high-star repos |
94
  | `l0cka` | [profile](https://github.com/l0cka) | no | CONTRIBUTOR | 3942d | `2026-04-11T22:54:22Z` | 6 | 0 | strong | low | low | — |
95
  | `manhhai999` | [profile](https://github.com/manhhai999) | no | NONE | 2076d | `2026-04-13T10:17:17Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
96
  | `neofdezf-cloud` | [profile](https://github.com/neofdezf-cloud) | no | NONE | 19d | `2026-04-11T10:11:35Z` | 6 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
97
- | `shad0wca7` | [profile](https://github.com/shad0wca7) | no | CONTRIBUTOR | 4159d | `2026-02-21T17:28:52Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
98
  | `stanleeyY` | [profile](https://github.com/stanleeyY) | no | NONE | 4751d | `2026-04-13T16:15:57Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
99
  | `visionik` | [profile](https://github.com/visionik) | no | CONTRIBUTOR | 6279d | `2026-01-02T09:08:10Z` | 6 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
100
  | `ZehanXu-Doncic` | [profile](https://github.com/ZehanXu-Doncic) | no | NONE | 43d | `2026-04-13T08:06:37Z` | 6 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -158,6 +157,7 @@
158
  | `welfo-beo` | [profile](https://github.com/welfo-beo) | no | CONTRIBUTOR | 525d | `2026-04-11T04:57:14Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
159
  | `xudaiyanzi` | [profile](https://github.com/xudaiyanzi) | no | NONE | 2751d | `2026-04-14T20:23:42Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
160
  | `YangManBOBO` | [profile](https://github.com/YangManBOBO) | no | NONE | 827d | `2026-03-03T01:36:04Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
161
  | `sercada` | [profile](https://github.com/sercada) | no | CONTRIBUTOR | 3420d | `2026-03-10T14:46:37Z` | 5 | 2 | mixed | low | low | high open PR share; targets high-star repos |
162
  | `jhsmith409` | [profile](https://github.com/jhsmith409) | no | CONTRIBUTOR | 434d | `2026-04-08T11:54:12Z` | 4 | 3 | weak | moderate | low | high open PR share; targets high-star repos |
163
  | `fuller-stack-dev` | [profile](https://github.com/fuller-stack-dev) | no | CONTRIBUTOR | 55d | `2026-03-02T21:04:55Z` | 4 | 1 | weak | low | medium | very new account; high open PR share; targets high-star repos |
@@ -169,9 +169,9 @@
169
  | `Rahulkumar070` | [profile](https://github.com/Rahulkumar070) | no | CONTRIBUTOR | 874d | `2026-04-10T20:11:58Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
170
  | `glfruit` | [profile](https://github.com/glfruit) | no | NONE | 4773d | `2026-04-09T14:53:44Z` | 3 | 4 | weak | low | low | high open PR share; targets high-star repos |
171
  | `Alex-Alaniz` | [profile](https://github.com/Alex-Alaniz) | no | CONTRIBUTOR | 1705d | `2026-02-23T15:51:19Z` | 3 | 2 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 
172
  | `sparkeros` | [profile](https://github.com/sparkeros) | no | NONE | 156d | `2026-03-09T12:13:39Z` | 3 | 1 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
173
  | `alchip` | [profile](https://github.com/alchip) | no | NONE | 3345d | `2026-04-09T09:39:38Z` | 3 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
174
- | `bek91` | [profile](https://github.com/bek91) | no | NONE | 2144d | `2026-04-10T20:34:48Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
175
  | `GaosCode` | [profile](https://github.com/GaosCode) | no | CONTRIBUTOR | 632d | `2026-04-09T08:32:17Z` | 3 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
176
  | `richardclawbot` | [profile](https://github.com/richardclawbot) | no | NONE | 31d | `2026-04-10T17:07:12Z` | 3 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
177
  | `OpenCodeEngineer` | [profile](https://github.com/OpenCodeEngineer) | no | CONTRIBUTOR | 61d | `2026-04-11T01:14:43Z` | 2 | 9 | strong | low | low | very new account; no visible non-self stars; targets high-star repos |
@@ -202,7 +202,9 @@
202
  | `benholl94-cmyk` | [profile](https://github.com/benholl94-cmyk) | no | NONE | 6d | `2026-04-15T00:20:23Z` | 2 | 0 | n/a | low | medium | very new account; no visible non-self stars |
203
  | `bettert0n` | [profile](https://github.com/bettert0n) | no | NONE | 2828d | `2026-04-17T16:36:34Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
204
  | `bin448482` | [profile](https://github.com/bin448482) | no | NONE | 3832d | `2026-04-12T12:14:05Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 
205
  | `chris-yyau` | [profile](https://github.com/chris-yyau) | no | CONTRIBUTOR | 89d | `2026-04-16T13:56:07Z` | 2 | 0 | mixed | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 
206
  | `dallylee` | [profile](https://github.com/dallylee) | no | CONTRIBUTOR | 1081d | `2026-04-14T09:55:39Z` | 2 | 0 | weak | moderate | low | high open PR share |
207
  | `EdderTalmor` | [profile](https://github.com/EdderTalmor) | no | CONTRIBUTOR | 2678d | `2026-04-12T02:32:19Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
208
  | `Eruditi` | [profile](https://github.com/Eruditi) | no | NONE | 1072d | `2026-04-16T15:08:41Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -274,6 +276,7 @@
274
  | `jakepresent` | [profile](https://github.com/jakepresent) | no | CONTRIBUTOR | 3157d | `2026-03-07T18:48:46Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
275
  | `kamusis` | [profile](https://github.com/kamusis) | no | NONE | 5054d | `2026-01-30T03:47:15Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
276
  | `keithce` | [profile](https://github.com/keithce) | no | CONTRIBUTOR | 5004d | `2026-03-24T02:09:06Z` | 2 | 1 | mixed | low | low | — |
 
277
  | `Pearcekieser` | [profile](https://github.com/Pearcekieser) | no | NONE | 4652d | `2026-04-11T00:45:04Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
278
  | `qualiobra` | [profile](https://github.com/qualiobra) | no | NONE | 330d | `2026-03-20T15:55:02Z` | 2 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
279
  | `TaoXieSZ` | [profile](https://github.com/TaoXieSZ) | no | CONTRIBUTOR | 4376d | `2026-03-09T09:15:27Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
@@ -345,6 +348,7 @@
345
  | `huveewomg` | [profile](https://github.com/huveewomg) | no | NONE | 2127d | `2026-04-14T03:49:33Z` | 1 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
346
  | `hyamie` | [profile](https://github.com/hyamie) | no | NONE | 167d | `2026-04-15T15:40:25Z` | 1 | 1 | weak | low | medium | young account; high open PR share; targets high-star repos |
347
  | `Ivan-Fn` | [profile](https://github.com/Ivan-Fn) | no | CONTRIBUTOR | 5243d | `2026-03-24T19:08:31Z` | 1 | 1 | strong | low | low | targets high-star repos |
 
348
  | `jaredar1232` | [profile](https://github.com/jaredar1232) | no | NONE | 2325d | `2026-04-10T18:25:32Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
349
  | `jarvisz8` | [profile](https://github.com/jarvisz8) | no | NONE | 67d | `2026-02-16T14:19:49Z` | 1 | 1 | weak | low | medium | very new account; high open PR share; targets high-star repos |
350
  | `Jcxu97` | [profile](https://github.com/Jcxu97) | no | NONE | 1158d | `2026-04-17T22:19:18Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
@@ -399,7 +403,6 @@
399
  | `aayushprsingh` | [profile](https://github.com/aayushprsingh) | no | NONE | 677d | `2026-04-12T08:37:49Z` | 1 | 0 | mixed | moderate | low | — |
400
  | `abliteration-ai` | [profile](https://github.com/abliteration-ai) | no | NONE | 144d | `2026-04-17T03:32:43Z` | 1 | 0 | weak | moderate | medium | young account; high open PR share; targets high-star repos |
401
  | `acewhitegui` | [profile](https://github.com/acewhitegui) | no | NONE | 3315d | `2026-04-17T07:57:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
402
- | `adamxrodriguez` | [profile](https://github.com/adamxrodriguez) | no | NONE | 5041d | `2026-04-11T04:00:56Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
403
  | `adapepper` | [profile](https://github.com/adapepper) | no | NONE | 71d | `2026-04-15T23:40:57Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
404
  | `addelh` | [profile](https://github.com/addelh) | no | NONE | 2894d | `2026-04-11T07:50:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
405
  | `agent-merkava` | [profile](https://github.com/agent-merkava) | no | NONE | 50d | `2026-04-15T21:25:47Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -430,7 +433,6 @@
430
  | `batmanhz` | [profile](https://github.com/batmanhz) | no | NONE | 362d | `2026-04-12T14:52:39Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
431
  | `BillyBunn` | [profile](https://github.com/BillyBunn) | no | NONE | 2860d | `2026-04-13T16:03:08Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
432
  | `bloodycoder` | [profile](https://github.com/bloodycoder) | no | NONE | 4355d | `2026-04-12T08:42:07Z` | 1 | 0 | weak | low | low | high open PR share |
433
- | `bluesky6868` | [profile](https://github.com/bluesky6868) | no | NONE | 3181d | `2026-04-17T22:26:25Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
434
  | `bmadwaves` | [profile](https://github.com/bmadwaves) | no | NONE | 443d | `2026-04-17T16:54:06Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
435
  | `bobgee00001-beep` | [profile](https://github.com/bobgee00001-beep) | no | NONE | 63d | `2026-04-13T18:14:21Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
436
  | `bogdanovich` | [profile](https://github.com/bogdanovich) | no | NONE | 4623d | `2026-04-12T03:44:21Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -448,7 +450,6 @@
448
  | `CHECKUPAUTO` | [profile](https://github.com/CHECKUPAUTO) | no | NONE | 458d | `2026-04-11T09:43:25Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
449
  | `chefallan` | [profile](https://github.com/chefallan) | no | NONE | 3155d | `2026-04-12T22:54:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
450
  | `chiyouYCH` | [profile](https://github.com/chiyouYCH) | no | NONE | 3303d | `2026-04-15T06:31:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
451
- | `chrisabad` | [profile](https://github.com/chrisabad) | yes | NONE | 2185d | `2026-04-18T02:47:00Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
452
  | `clemenshelm` | [profile](https://github.com/clemenshelm) | no | NONE | 6022d | `2026-02-22T05:57:34Z` | 1 | 0 | strong | low | low | — |
453
  | `clivemoore` | [profile](https://github.com/clivemoore) | no | NONE | 6223d | `2026-04-17T01:11:28Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
454
  | `CnxLuc` | [profile](https://github.com/CnxLuc) | no | NONE | 2491d | `2026-02-04T07:50:11Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -649,7 +650,6 @@
649
  | `rockchris099` | [profile](https://github.com/rockchris099) | no | NONE | ?d | `2026-04-14T19:32:52Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
650
  | `rocke2020` | [profile](https://github.com/rocke2020) | no | NONE | 3046d | `2026-04-14T14:49:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
651
  | `rocklobster-ai` | [profile](https://github.com/rocklobster-ai) | no | NONE | 38d | `2026-04-13T21:52:33Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
652
- | `RogerLYJ` | [profile](https://github.com/RogerLYJ) | no | NONE | 2533d | `2026-04-11T04:00:15Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
653
  | `rommanali-spec` | [profile](https://github.com/rommanali-spec) | no | NONE | 242d | `2026-04-13T16:08:39Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
654
  | `rudi193-cmd` | [profile](https://github.com/rudi193-cmd) | no | NONE | 190d | `2026-04-16T19:11:32Z` | 1 | 0 | mixed | moderate | low | young account; high open PR share; no visible non-self stars |
655
  | `rvajustin` | [profile](https://github.com/rvajustin) | no | NONE | 4443d | `2026-04-17T17:57:49Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -672,6 +672,7 @@
672
  | `SimoneB79` | [profile](https://github.com/SimoneB79) | no | NONE | 841d | `2026-04-14T08:35:51Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
673
  | `sjz-ks` | [profile](https://github.com/sjz-ks) | no | NONE | 738d | `2026-04-11T16:30:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
674
  | `skainguyen1412` | [profile](https://github.com/skainguyen1412) | no | CONTRIBUTOR | 3868d | `2026-04-13T04:22:58Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 
675
  | `smartaz` | [profile](https://github.com/smartaz) | no | NONE | 4804d | `2026-04-12T20:08:30Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
676
  | `songlairui` | [profile](https://github.com/songlairui) | no | NONE | 4515d | `2026-04-13T02:49:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
677
  | `spartman` | [profile](https://github.com/spartman) | no | NONE | 5692d | `2026-04-15T11:44:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -970,6 +971,32 @@ Example artifacts:
970
  - [PR #67909: CI: add pull_request trigger to CodeQL workflow, change schedule to weekly](https://github.com/openclaw/openclaw/pull/67909) — closed
971
  - [Issue #64892: [Bug]: Agent self-update bypasses update.run and uses raw npm global upgrade without restarting gateway](https://github.com/openclaw/openclaw/issues/64892) — open
972
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
973
  ### `eleqtrizit`
974
 
975
  - profile: [github.com/eleqtrizit](https://github.com/eleqtrizit)
@@ -993,32 +1020,6 @@ Example artifacts:
993
  - [PR #66707: Harden Feishu webhook replay guards](https://github.com/openclaw/openclaw/pull/66707) — closed, merged
994
  - [PR #66665: Harden MCP loopback request validation](https://github.com/openclaw/openclaw/pull/66665) — closed, merged
995
 
996
- ### `kagura-agent`
997
-
998
- - profile: [github.com/kagura-agent](https://github.com/kagura-agent)
999
- - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Akagura-agent)
1000
- - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Akagura-agent)
1001
- - repo first seen: `2026-03-18T00:16:55Z`
1002
- - repo last seen: `2026-04-18T01:48:10Z`
1003
- - first seen in snapshot: **no**
1004
- - repo association: **NONE**
1005
- - repo primary artifacts: **29**
1006
- - snapshot authored PRs/issues: **22 PRs / 7 issues**
1007
- - snapshot discussion activity: **38 comments / 0 reviews / 0 review comments**
1008
- - account age: **32 days**
1009
- - recent public PR activity: **108 PRs** (51 merged / 12 closed-unmerged / 45 open; merged rate **47%**, closed-unmerged rate **11%**, open rate **42%**)
1010
- - public orgs: none visible
1011
- - compact scores: follow-through **mixed**, breadth **high**, automation risk **high**
1012
- - heuristic read: **very new account; extremely high recent PR volume; broad repo spread; high open PR share**
1013
-
1014
- Example artifacts:
1015
- - [PR #68355: fix: allow unknown properties in WakeParams schema (#68347)](https://github.com/openclaw/openclaw/pull/68355) — open
1016
- - [PR #68346: fix: use normalized model lookup in resolveGatewayModelSupportsImages (#68272)](https://github.com/openclaw/openclaw/pull/68346) — open
1017
- - [PR #68332: Matrix: forward dangerouslyAllowPrivateNetwork config to client SSRF policy](https://github.com/openclaw/openclaw/pull/68332) — open
1018
- - [Issue #68123: feat: allow cron tasks to opt out of main session notification](https://github.com/openclaw/openclaw/issues/68123) — open
1019
- - [Issue #66576: [Feature]: Configurable workspace file inclusion/exclusion (bootstrapFiles)](https://github.com/openclaw/openclaw/issues/66576) — open
1020
- - [Issue #66399: Process supervisor: graceful signal escalation and drain timeout for exec tool](https://github.com/openclaw/openclaw/issues/66399) — open
1021
-
1022
  ### `Yanhu007`
1023
 
1024
  - profile: [github.com/Yanhu007](https://github.com/Yanhu007)
@@ -1138,6 +1139,29 @@ Example artifacts:
1138
  - [Issue #67752: bluebubbles: tighten SSRF guard on API fetches (bypass via undefined SsrFPolicy)](https://github.com/openclaw/openclaw/issues/67752) — open
1139
  - [Issue #66984: feat: manifest-level capability declaration for plugins using child_process](https://github.com/openclaw/openclaw/issues/66984) — closed
1140
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1141
  ### `mbelinky`
1142
 
1143
  - profile: [github.com/mbelinky](https://github.com/mbelinky)
@@ -1167,12 +1191,12 @@ Example artifacts:
1167
  - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aobviyus)
1168
  - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aobviyus)
1169
  - repo first seen: `2026-01-04T13:17:28Z`
1170
- - repo last seen: `2026-04-17T07:24:21Z`
1171
  - first seen in snapshot: **no**
1172
  - repo association: **CONTRIBUTOR**
1173
  - repo primary artifacts: **18**
1174
  - snapshot authored PRs/issues: **18 PRs / 0 issues**
1175
- - snapshot discussion activity: **520 comments / 43 reviews / 3 review comments**
1176
  - account age: **3510 days**
1177
  - recent public PR activity: **16 PRs** (15 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
1178
  - public orgs: `UplauseApp`
@@ -1190,12 +1214,12 @@ Example artifacts:
1190
  - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amcaxtr)
1191
  - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amcaxtr)
1192
  - repo first seen: `2026-02-04T01:45:00Z`
1193
- - repo last seen: `2026-04-18T02:08:44Z`
1194
  - first seen in snapshot: **no**
1195
  - repo association: **MEMBER**
1196
  - repo primary artifacts: **22**
1197
  - snapshot authored PRs/issues: **17 PRs / 5 issues**
1198
- - snapshot discussion activity: **510 comments / 37 reviews / 37 review comments**
1199
  - account age: **4358 days**
1200
  - recent public PR activity: **13 PRs** (5 merged / 1 closed-unmerged / 7 open; merged rate **38%**, closed-unmerged rate **8%**, open rate **54%**)
1201
  - public orgs: `openclaw`
@@ -1210,29 +1234,6 @@ Example artifacts:
1210
  - [Issue #31155: [Refactor]: Extract shared batch embedding lifecycle from OpenAI/Voyage/Gemini providers](https://github.com/openclaw/openclaw/issues/31155) — closed
1211
  - [Issue #30967: [Refactor]: Unify channel account-list helpers with binding-aware default resolution](https://github.com/openclaw/openclaw/issues/30967) — closed
1212
 
1213
- ### `BunsDev`
1214
-
1215
- - profile: [github.com/BunsDev](https://github.com/BunsDev)
1216
- - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ABunsDev)
1217
- - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ABunsDev)
1218
- - repo first seen: `2026-02-07T11:32:40Z`
1219
- - repo last seen: `2026-04-17T15:35:19Z`
1220
- - first seen in snapshot: **no**
1221
- - repo association: **MEMBER**
1222
- - repo primary artifacts: **17**
1223
- - snapshot authored PRs/issues: **17 PRs / 0 issues**
1224
- - snapshot discussion activity: **84 comments / 22 reviews / 21 review comments**
1225
- - account age: **2087 days**
1226
- - recent public PR activity: **91 PRs** (82 merged / 5 closed-unmerged / 4 open; merged rate **90%**, closed-unmerged rate **5%**, open rate **4%**)
1227
- - public orgs: `RitualChain`, `DeDevsClub`, `SoulSwapFinance`, `openclaw`
1228
- - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
1229
- - heuristic read: **high recent PR volume**
1230
-
1231
- Example artifacts:
1232
- - [PR #68178: fix(ui): add clear pending config updates action](https://github.com/openclaw/openclaw/pull/68178) — open
1233
- - [PR #68150: fix(ui): reset settings scroll and align details headers](https://github.com/openclaw/openclaw/pull/68150) — closed, merged
1234
- - [PR #68039: fix: preserve hello-ok scopes for reused device tokens](https://github.com/openclaw/openclaw/pull/68039) — closed, merged
1235
-
1236
  ### `coygeek`
1237
 
1238
  - profile: [github.com/coygeek](https://github.com/coygeek)
@@ -1821,6 +1822,29 @@ Example artifacts:
1821
  - [PR #67981: fix(cli): prefer live channel logout [AI-assisted]](https://github.com/openclaw/openclaw/pull/67981) — open, draft
1822
  - [PR #67980: [AI-assisted] fix(agents): mark failed TTS tool synthesis as an error](https://github.com/openclaw/openclaw/pull/67980) — closed, merged
1823
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1824
  ### `SARAMALI15792`
1825
 
1826
  - profile: [github.com/SARAMALI15792](https://github.com/SARAMALI15792)
@@ -2127,29 +2151,6 @@ Example artifacts:
2127
  - [PR #67297: fix(compaction): use reserveTokens instead of reserveTokensFloor for memoryFlush and preflight thresholds](https://github.com/openclaw/openclaw/pull/67297) — open
2128
  - [PR #67050: fix: skip test files and directories in install security scanner](https://github.com/openclaw/openclaw/pull/67050) — open
2129
 
2130
- ### `MonkeyLeeT`
2131
-
2132
- - profile: [github.com/MonkeyLeeT](https://github.com/MonkeyLeeT)
2133
- - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AMonkeyLeeT)
2134
- - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AMonkeyLeeT)
2135
- - repo first seen: `2026-03-02T15:37:21Z`
2136
- - repo last seen: `2026-04-17T23:39:44Z`
2137
- - first seen in snapshot: **no**
2138
- - repo association: **CONTRIBUTOR**
2139
- - repo primary artifacts: **8**
2140
- - snapshot authored PRs/issues: **8 PRs / 0 issues**
2141
- - snapshot discussion activity: **13 comments / 1 reviews / 1 review comments**
2142
- - account age: **4437 days**
2143
- - recent public PR activity: **9 PRs** (2 merged / 3 closed-unmerged / 4 open; merged rate **22%**, closed-unmerged rate **33%**, open rate **44%**)
2144
- - public orgs: none visible
2145
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
2146
- - heuristic read: **high open PR share; targets high-star repos**
2147
-
2148
- Example artifacts:
2149
- - [PR #68328: [codex] Fix config validation for truncateAfterCompaction](https://github.com/openclaw/openclaw/pull/68328) — open, draft
2150
- - [PR #67807: fix(cron): clean up deleteAfterRun direct deliveries](https://github.com/openclaw/openclaw/pull/67807) — open
2151
- - [PR #67800: fix(agents): honor explicit long Anthropic cache TTL on custom hosts](https://github.com/openclaw/openclaw/pull/67800) — open
2152
-
2153
  ### `mushuiyu886`
2154
 
2155
  - profile: [github.com/mushuiyu886](https://github.com/mushuiyu886)
@@ -2338,7 +2339,7 @@ Example artifacts:
2338
 
2339
  Example artifacts:
2340
  - [PR #68100: fix(telegram): fence stale reply delivery after abort](https://github.com/openclaw/openclaw/pull/68100) — open
2341
- - [PR #67968: Align documented bootstrap context defaults with runtime values](https://github.com/openclaw/openclaw/pull/67968) — open
2342
  - [PR #67906: fix(agents): dedupe repeated bootstrap truncation warnings](https://github.com/openclaw/openclaw/pull/67906) — closed, merged
2343
  - [Issue #65919: [Feature]: Keep configured presence alive until run complete + dispatch idle](https://github.com/openclaw/openclaw/issues/65919) — open
2344
 
@@ -2526,6 +2527,30 @@ Example artifacts:
2526
  - [PR #68098: fix(cron): avoid false timeout report when job finishes cleanly before deadline](https://github.com/openclaw/openclaw/pull/68098) — open
2527
  - [PR #68092: fix(cli): update by plain plugin id always resolves @latest for npm plugins](https://github.com/openclaw/openclaw/pull/68092) — open
2528
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2529
  ### `mobilinkd`
2530
 
2531
  - profile: [github.com/mobilinkd](https://github.com/mobilinkd)
@@ -2573,29 +2598,6 @@ Example artifacts:
2573
  - [PR #67475: fix(memory-lancedb): reject inbound envelope metadata during capture and recall](https://github.com/openclaw/openclaw/pull/67475) — open
2574
  - [PR #66913: fix(memory-lancedb): show full IDs in memory_forget candidate list](https://github.com/openclaw/openclaw/pull/66913) — open
2575
 
2576
- ### `chinar-amrutkar`
2577
-
2578
- - profile: [github.com/chinar-amrutkar](https://github.com/chinar-amrutkar)
2579
- - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Achinar-amrutkar)
2580
- - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Achinar-amrutkar)
2581
- - repo first seen: `2026-03-04T08:38:16Z`
2582
- - repo last seen: `2026-04-17T09:11:37Z`
2583
- - first seen in snapshot: **no**
2584
- - repo association: **CONTRIBUTOR**
2585
- - repo primary artifacts: **6**
2586
- - snapshot authored PRs/issues: **6 PRs / 0 issues**
2587
- - snapshot discussion activity: **14 comments / 1 reviews / 1 review comments**
2588
- - account age: **3502 days**
2589
- - recent public PR activity: **6 PRs** (1 merged / 1 closed-unmerged / 4 open; merged rate **17%**, closed-unmerged rate **17%**, open rate **67%**)
2590
- - public orgs: none visible
2591
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
2592
- - heuristic read: **high open PR share; targets high-star repos**
2593
-
2594
- Example artifacts:
2595
- - [PR #67822: fix(telegram): clean up thread bindings to stale/failed ACP sessions on startup](https://github.com/openclaw/openclaw/pull/67822) — closed, merged
2596
- - [PR #67380: fix(channels): improve error logging for bundled channel entry loading failures](https://github.com/openclaw/openclaw/pull/67380) — open
2597
- - [PR #67360: Fix/telegram config read bug](https://github.com/openclaw/openclaw/pull/67360) — open
2598
-
2599
  ### `coletebou`
2600
 
2601
  - profile: [github.com/coletebou](https://github.com/coletebou)
@@ -2734,29 +2736,6 @@ Example artifacts:
2734
  - [PR #65005: feat(models): add provider/model resolution explain command](https://github.com/openclaw/openclaw/pull/65005) — open
2735
  - [PR #64988: feat(gateway): infer provider from configured model families](https://github.com/openclaw/openclaw/pull/64988) — open
2736
 
2737
- ### `shad0wca7`
2738
-
2739
- - profile: [github.com/shad0wca7](https://github.com/shad0wca7)
2740
- - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ashad0wca7)
2741
- - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ashad0wca7)
2742
- - repo first seen: `2026-02-21T17:28:52Z`
2743
- - repo last seen: `2026-04-14T16:27:22Z`
2744
- - first seen in snapshot: **no**
2745
- - repo association: **CONTRIBUTOR**
2746
- - repo primary artifacts: **6**
2747
- - snapshot authored PRs/issues: **6 PRs / 0 issues**
2748
- - snapshot discussion activity: **5 comments / 1 reviews / 1 review comments**
2749
- - account age: **4159 days**
2750
- - recent public PR activity: **6 PRs** (1 merged / 0 closed-unmerged / 5 open; merged rate **17%**, closed-unmerged rate **0%**, open rate **83%**)
2751
- - public orgs: none visible
2752
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
2753
- - heuristic read: **high open PR share; targets high-star repos**
2754
-
2755
- Example artifacts:
2756
- - [PR #66671: fix: replace source-tree-relative runtime import in session-status-tool](https://github.com/openclaw/openclaw/pull/66671) — open, draft
2757
- - [PR #64956: fix: dedupe session summaries by session id](https://github.com/openclaw/openclaw/pull/64956) — open
2758
- - [PR #64617: Doctor: add regression coverage for archived transcript artifacts in orphan checks](https://github.com/openclaw/openclaw/pull/64617) — open
2759
-
2760
  ### `stanleeyY`
2761
 
2762
  - profile: [github.com/stanleeyY](https://github.com/stanleeyY)
@@ -4236,6 +4215,29 @@ Example artifacts:
4236
  - [PR #66442: fix(skills): support Discord multi-account config in skills check](https://github.com/openclaw/openclaw/pull/66442) — open
4237
  - [PR #65753: docs: fix link audit to ignore fenced code blocks correctly](https://github.com/openclaw/openclaw/pull/65753) — open
4238
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4239
  ### `sercada`
4240
 
4241
  - profile: [github.com/sercada](https://github.com/sercada)
@@ -4502,6 +4504,30 @@ Example artifacts:
4502
  - [Issue #64460: Community notice: Claude CLI billing discrimination — findings, workarounds, and formal complaints filed](https://github.com/openclaw/openclaw/issues/64460) — open
4503
  - [Issue #64305: claude-cli backend: spawned CLI gets 402 billing error despite valid Max subscription](https://github.com/openclaw/openclaw/issues/64305) — closed
4504
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4505
  ### `sparkeros`
4506
 
4507
  - profile: [github.com/sparkeros](https://github.com/sparkeros)
@@ -4549,29 +4575,6 @@ Example artifacts:
4549
  - [PR #67923: fix(memory-core): show light-only dreaming state in memory status](https://github.com/openclaw/openclaw/pull/67923) — open
4550
  - [PR #63666: test(imessage): cover reflected assistant-content inbound drop](https://github.com/openclaw/openclaw/pull/63666) — open
4551
 
4552
- ### `bek91`
4553
-
4554
- - profile: [github.com/bek91](https://github.com/bek91)
4555
- - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abek91)
4556
- - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abek91)
4557
- - repo first seen: `2026-04-10T20:34:48Z`
4558
- - repo last seen: `2026-04-13T05:38:42Z`
4559
- - first seen in snapshot: **no**
4560
- - repo association: **NONE**
4561
- - repo primary artifacts: **3**
4562
- - snapshot authored PRs/issues: **3 PRs / 0 issues**
4563
- - snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
4564
- - account age: **2144 days**
4565
- - recent public PR activity: **6 PRs** (2 merged / 0 closed-unmerged / 4 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
4566
- - public orgs: none visible
4567
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
4568
- - heuristic read: **high open PR share; targets high-star repos**
4569
-
4570
- Example artifacts:
4571
- - [PR #65731: Slack: Annotate inbound Slack mentions in raw bodies](https://github.com/openclaw/openclaw/pull/65731) — open
4572
- - [PR #65226: Fix qmd session export/update races](https://github.com/openclaw/openclaw/pull/65226) — open
4573
- - [PR #64494: fix: Wrap pathological session export lines](https://github.com/openclaw/openclaw/pull/64494) — open
4574
-
4575
  ### `GaosCode`
4576
 
4577
  - profile: [github.com/GaosCode](https://github.com/GaosCode)
@@ -5268,6 +5271,28 @@ Example artifacts:
5268
  - [PR #65398: fix(feishu): preserve top-level groupPolicy and avoid duplicate registration](https://github.com/openclaw/openclaw/pull/65398) — open
5269
  - [PR #65338: Merge: 同步大量更新和重构](https://github.com/openclaw/openclaw/pull/65338) — closed
5270
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5271
  ### `chris-yyau`
5272
 
5273
  - profile: [github.com/chris-yyau](https://github.com/chris-yyau)
@@ -5290,6 +5315,28 @@ Example artifacts:
5290
  - [PR #67704: fix(errors): stop treating Codex HTML challenge pages as DNS failures](https://github.com/openclaw/openclaw/pull/67704) — closed, merged
5291
  - [PR #67693: Prevent setup prompts from crashing on blank option labels](https://github.com/openclaw/openclaw/pull/67693) — open
5292
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5293
  ### `dallylee`
5294
 
5295
  - profile: [github.com/dallylee](https://github.com/dallylee)
@@ -6882,6 +6929,29 @@ Example artifacts:
6882
  - [PR #53298: fix(matrix): resolve crypto bootstrap failure and multi-extension idHint warning](https://github.com/openclaw/openclaw/pull/53298) — open
6883
  - [Issue #66809: Browser: local managed loopback CDP tab ops can still fail with 'browser endpoint blocked by policy' after successful host navigation](https://github.com/openclaw/openclaw/issues/66809) — open
6884
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6885
  ### `Pearcekieser`
6886
 
6887
  - profile: [github.com/Pearcekieser](https://github.com/Pearcekieser)
@@ -8482,6 +8552,28 @@ Example artifacts:
8482
  - [PR #65028: fix: classify "No conversation found" as session_expired](https://github.com/openclaw/openclaw/pull/65028) — open
8483
  - [Issue #53906: [Bug]: Rate limit cooldown cascade blocks all recovery — model switch, fallback, and restart all fail](https://github.com/openclaw/openclaw/issues/53906) — open
8484
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
8485
  ### `jaredar1232`
8486
 
8487
  - profile: [github.com/jaredar1232](https://github.com/jaredar1232)
@@ -8818,12 +8910,12 @@ Example artifacts:
8818
  - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amasatohoshino)
8819
  - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amasatohoshino)
8820
  - repo first seen: `2026-02-25T18:12:54Z`
8821
- - repo last seen: `2026-04-15T14:43:43Z`
8822
  - first seen in snapshot: **no**
8823
  - repo association: **CONTRIBUTOR**
8824
  - repo primary artifacts: **2**
8825
  - snapshot authored PRs/issues: **1 PRs / 1 issues**
8826
- - snapshot discussion activity: **16 comments / 12 reviews / 12 review comments**
8827
  - account age: **138 days**
8828
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
8829
  - public orgs: none visible
@@ -9665,27 +9757,6 @@ Example artifacts:
9665
  Example artifacts:
9666
  - [PR #68036: perf(sessions): add readonly option to skip structuredClone on cache hits](https://github.com/openclaw/openclaw/pull/68036) — open
9667
 
9668
- ### `adamxrodriguez`
9669
-
9670
- - profile: [github.com/adamxrodriguez](https://github.com/adamxrodriguez)
9671
- - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aadamxrodriguez)
9672
- - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aadamxrodriguez)
9673
- - repo first seen: `2026-04-11T04:00:56Z`
9674
- - repo last seen: `2026-04-11T04:00:56Z`
9675
- - first seen in snapshot: **no**
9676
- - repo association: **NONE**
9677
- - repo primary artifacts: **1**
9678
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
9679
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
9680
- - account age: **5041 days**
9681
- - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
9682
- - public orgs: none visible
9683
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
9684
- - heuristic read: **high open PR share; targets high-star repos**
9685
-
9686
- Example artifacts:
9687
- - [PR #64623: fix(qa-lab): qa/scenarios missing from npm package manifest](https://github.com/openclaw/openclaw/pull/64623) — open
9688
-
9689
  ### `adapepper`
9690
 
9691
  - profile: [github.com/adapepper](https://github.com/adapepper)
@@ -10316,27 +10387,6 @@ Example artifacts:
10316
  Example artifacts:
10317
  - [PR #65262: fix(cli): clarify that 'commands' is a runtime slash command](https://github.com/openclaw/openclaw/pull/65262) — open
10318
 
10319
- ### `bluesky6868`
10320
-
10321
- - profile: [github.com/bluesky6868](https://github.com/bluesky6868)
10322
- - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abluesky6868)
10323
- - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abluesky6868)
10324
- - repo first seen: `2026-04-17T22:26:25Z`
10325
- - repo last seen: `2026-04-18T02:54:49Z`
10326
- - first seen in snapshot: **no**
10327
- - repo association: **NONE**
10328
- - repo primary artifacts: **1**
10329
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
10330
- - snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
10331
- - account age: **3181 days**
10332
- - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
10333
- - public orgs: none visible
10334
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
10335
- - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
10336
-
10337
- Example artifacts:
10338
- - [PR #68298: fix(discord): fail closed when bot identity is unavailable](https://github.com/openclaw/openclaw/pull/68298) — open
10339
-
10340
  ### `bmadwaves`
10341
 
10342
  - profile: [github.com/bmadwaves](https://github.com/bmadwaves)
@@ -10694,27 +10744,6 @@ Example artifacts:
10694
  Example artifacts:
10695
  - [PR #67023: fix(memory-core): prevent dreaming-narrative session leaks (#66358)](https://github.com/openclaw/openclaw/pull/67023) — open
10696
 
10697
- ### `chrisabad`
10698
-
10699
- - profile: [github.com/chrisabad](https://github.com/chrisabad)
10700
- - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Achrisabad)
10701
- - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Achrisabad)
10702
- - repo first seen: `2026-04-18T02:47:00Z`
10703
- - repo last seen: `2026-04-18T02:47:00Z`
10704
- - first seen in snapshot: **yes**
10705
- - repo association: **NONE**
10706
- - repo primary artifacts: **1**
10707
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
10708
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
10709
- - account age: **2185 days**
10710
- - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
10711
- - public orgs: none visible
10712
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
10713
- - heuristic read: **high open PR share; targets high-star repos**
10714
-
10715
- Example artifacts:
10716
- - [PR #68372: feat: add session-persistence truncation cap for tool results](https://github.com/openclaw/openclaw/pull/68372) — open
10717
-
10718
  ### `clemenshelm`
10719
 
10720
  - profile: [github.com/clemenshelm](https://github.com/clemenshelm)
@@ -13389,12 +13418,12 @@ Example artifacts:
13389
  - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Alikewen-tech)
13390
  - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Alikewen-tech)
13391
  - repo first seen: `2026-04-17T13:44:27Z`
13392
- - repo last seen: `2026-04-17T14:41:06Z`
13393
  - first seen in snapshot: **no**
13394
  - repo association: **NONE**
13395
  - repo primary artifacts: **1**
13396
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
13397
- - snapshot discussion activity: **0 comments / 4 reviews / 4 review comments**
13398
  - account age: **477 days**
13399
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
13400
  - public orgs: none visible
@@ -14917,27 +14946,6 @@ Example artifacts:
14917
  Example artifacts:
14918
  - [PR #66174: Fix session transcript path canonicalization on save](https://github.com/openclaw/openclaw/pull/66174) — open
14919
 
14920
- ### `RogerLYJ`
14921
-
14922
- - profile: [github.com/RogerLYJ](https://github.com/RogerLYJ)
14923
- - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ARogerLYJ)
14924
- - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ARogerLYJ)
14925
- - repo first seen: `2026-04-11T04:00:15Z`
14926
- - repo last seen: `2026-04-11T04:00:15Z`
14927
- - first seen in snapshot: **no**
14928
- - repo association: **NONE**
14929
- - repo primary artifacts: **1**
14930
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
14931
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
14932
- - account age: **2533 days**
14933
- - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
14934
- - public orgs: none visible
14935
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
14936
- - heuristic read: **high open PR share; targets high-star repos**
14937
-
14938
- Example artifacts:
14939
- - [PR #64622: fix(gateway): harden agent-to-agent routing, timeout handling, and main-session metadata sanitization](https://github.com/openclaw/openclaw/pull/64622) — open
14940
-
14941
  ### `rommanali-spec`
14942
 
14943
  - profile: [github.com/rommanali-spec](https://github.com/rommanali-spec)
@@ -15400,6 +15408,27 @@ Example artifacts:
15400
  Example artifacts:
15401
  - [PR #65772: fix(cli): keep nodes list aligned with nodes status](https://github.com/openclaw/openclaw/pull/65772) — open
15402
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
15403
  ### `smartaz`
15404
 
15405
  - profile: [github.com/smartaz](https://github.com/smartaz)
 
1
  # New Contributor Report: openclaw/openclaw
2
 
3
+ - Snapshot: `20260418T042035Z`
4
+ - Generated: `2026-04-18T04:26:14Z`
5
  - Activity window: `7d`
6
+ - Contributors: `720`
7
 
8
  ## Summary
9
 
 
19
  | `Jah-yee` | [profile](https://github.com/Jah-yee) | no | NONE | 735d | `2026-03-03T03:34:57Z` | 31 | 11 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
20
  | `Takhoffman` | [profile](https://github.com/Takhoffman) | no | CONTRIBUTOR | 5455d | `2026-01-27T16:37:08Z` | 29 | 1 | mixed | low | low | high recent PR volume; targets high-star repos |
21
  | `hxy91819` | [profile](https://github.com/hxy91819) | no | MEMBER | 4229d | `2026-03-13T11:26:05Z` | 26 | 1 | mixed | low | low | high recent PR volume; targets high-star repos |
22
+ | `kagura-agent` | [profile](https://github.com/kagura-agent) | no | CONTRIBUTOR | 32d | `2026-03-18T00:16:55Z` | 23 | 7 | mixed | high | high | very new account; extremely high recent PR volume; broad repo spread; high open PR share |
23
  | `eleqtrizit` | [profile](https://github.com/eleqtrizit) | no | CONTRIBUTOR | 3150d | `2026-04-07T18:17:36Z` | 23 | 0 | strong | low | low | targets high-star repos |
 
24
  | `Yanhu007` | [profile](https://github.com/Yanhu007) | no | CONTRIBUTOR | 4741d | `2026-04-10T13:40:56Z` | 22 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share |
25
  | `oraculoos` | [profile](https://github.com/oraculoos) | no | NONE | ?d | `2026-04-14T13:16:27Z` | 20 | 0 | n/a | n/a | n/a | summary unavailable |
26
  | `jalehman` | [profile](https://github.com/jalehman) | no | CONTRIBUTOR | 5579d | `2026-01-05T21:51:45Z` | 19 | 0 | mixed | low | low | high recent PR volume; targets high-star repos |
27
  | `slepybear` | [profile](https://github.com/slepybear) | no | CONTRIBUTOR | 1386d | `2026-04-09T16:25:21Z` | 19 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
28
  | `omarshahine` | [profile](https://github.com/omarshahine) | no | CONTRIBUTOR | 4126d | `2026-02-20T03:30:56Z` | 18 | 10 | mixed | moderate | low | high recent PR volume; targets high-star repos |
29
+ | `BunsDev` | [profile](https://github.com/BunsDev) | no | MEMBER | 2087d | `2026-02-07T11:32:40Z` | 18 | 0 | strong | moderate | low | high recent PR volume |
30
  | `mbelinky` | [profile](https://github.com/mbelinky) | no | CONTRIBUTOR | 1077d | `2026-02-08T09:07:45Z` | 18 | 0 | strong | low | low | targets high-star repos |
31
  | `obviyus` | [profile](https://github.com/obviyus) | no | CONTRIBUTOR | 3510d | `2026-01-04T13:17:28Z` | 18 | 0 | strong | low | low | targets high-star repos |
32
  | `mcaxtr` | [profile](https://github.com/mcaxtr) | no | MEMBER | 4358d | `2026-02-04T01:45:00Z` | 17 | 5 | mixed | low | low | high open PR share; targets high-star repos |
 
33
  | `coygeek` | [profile](https://github.com/coygeek) | no | CONTRIBUTOR | 2164d | `2026-01-31T03:06:37Z` | 16 | 18 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
34
  | `yozu` | [profile](https://github.com/yozu) | no | NONE | 5186d | `2026-04-07T11:36:48Z` | 16 | 1 | weak | low | low | high open PR share; targets high-star repos |
35
  | `drobison00` | [profile](https://github.com/drobison00) | no | CONTRIBUTOR | 4625d | `2026-03-24T18:33:52Z` | 16 | 0 | strong | low | low | targets high-star repos |
 
55
  | `VACInc` | [profile](https://github.com/VACInc) | no | CONTRIBUTOR | 4839d | `2026-01-06T03:04:41Z` | 9 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
56
  | `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2026-01-16T21:59:54Z` | 9 | 0 | n/a | n/a | n/a | summary unavailable |
57
  | `lawrence3699` | [profile](https://github.com/lawrence3699) | no | CONTRIBUTOR | 135d | `2026-04-06T08:25:15Z` | 9 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
58
+ | `MonkeyLeeT` | [profile](https://github.com/MonkeyLeeT) | no | CONTRIBUTOR | 4437d | `2026-03-02T15:37:21Z` | 9 | 0 | weak | low | low | high open PR share; targets high-star repos |
59
  | `SARAMALI15792` | [profile](https://github.com/SARAMALI15792) | no | CONTRIBUTOR | 992d | `2026-04-11T06:57:22Z` | 9 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
60
  | `WuKongAI-CMU` | [profile](https://github.com/WuKongAI-CMU) | no | CONTRIBUTOR | 343d | `2026-03-09T20:35:04Z` | 9 | 0 | weak | low | low | young account; high recent PR volume; high open PR share; targets high-star repos |
61
  | `xinmotlanthua` | [profile](https://github.com/xinmotlanthua) | no | CONTRIBUTOR | ?d | `2026-04-14T03:17:52Z` | 9 | 0 | n/a | n/a | n/a | summary unavailable |
 
69
  | `duqaXxX` | [profile](https://github.com/duqaXxX) | no | CONTRIBUTOR | 4000d | `2026-04-09T23:20:27Z` | 8 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
70
  | `jlapenna` | [profile](https://github.com/jlapenna) | no | CONTRIBUTOR | 6304d | `2026-04-03T04:12:38Z` | 8 | 0 | weak | low | low | high open PR share |
71
  | `Magicray1217` | [profile](https://github.com/Magicray1217) | no | NONE | 34d | `2026-04-13T10:47:52Z` | 8 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 
72
  | `mushuiyu886` | [profile](https://github.com/mushuiyu886) | no | NONE | 37d | `2026-04-10T05:26:47Z` | 8 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
73
  | `onutc` | [profile](https://github.com/onutc) | no | CONTRIBUTOR | 874d | `2026-01-08T12:30:20Z` | 8 | 0 | strong | low | low | targets high-star repos |
74
  | `OwenYWT` | [profile](https://github.com/OwenYWT) | no | CONTRIBUTOR | 1471d | `2026-04-10T09:45:23Z` | 8 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
85
  | `nxmxbbd` | [profile](https://github.com/nxmxbbd) | no | CONTRIBUTOR | 6373d | `2026-03-24T14:29:43Z` | 7 | 0 | n/a | low | low | no visible non-self stars |
86
  | `oliviareid-svg` | [profile](https://github.com/oliviareid-svg) | no | CONTRIBUTOR | 27d | `2026-03-22T06:41:01Z` | 7 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
87
  | `wade-microblueworld` | [profile](https://github.com/wade-microblueworld) | no | NONE | 2336d | `2026-04-17T10:35:38Z` | 7 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
88
+ | `chinar-amrutkar` | [profile](https://github.com/chinar-amrutkar) | no | CONTRIBUTOR | 3502d | `2026-03-03T22:36:15Z` | 6 | 1 | weak | low | low | high open PR share; targets high-star repos |
89
  | `mobilinkd` | [profile](https://github.com/mobilinkd) | no | NONE | 4686d | `2026-04-09T19:27:39Z` | 6 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
90
  | `amittell` | [profile](https://github.com/amittell) | no | CONTRIBUTOR | 5191d | `2026-02-23T20:22:28Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
91
  | `coletebou` | [profile](https://github.com/coletebou) | no | NONE | 3993d | `2026-02-03T13:22:50Z` | 6 | 0 | mixed | low | low | targets high-star repos |
92
  | `enis-uys` | [profile](https://github.com/enis-uys) | no | NONE | 1412d | `2026-03-14T22:33:28Z` | 6 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
93
  | `jjmk6` | [profile](https://github.com/jjmk6) | no | NONE | 254d | `2026-04-17T13:50:46Z` | 6 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; targets high-star repos |
94
  | `l0cka` | [profile](https://github.com/l0cka) | no | CONTRIBUTOR | 3942d | `2026-04-11T22:54:22Z` | 6 | 0 | strong | low | low | — |
95
  | `manhhai999` | [profile](https://github.com/manhhai999) | no | NONE | 2076d | `2026-04-13T10:17:17Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
96
  | `neofdezf-cloud` | [profile](https://github.com/neofdezf-cloud) | no | NONE | 19d | `2026-04-11T10:11:35Z` | 6 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 
97
  | `stanleeyY` | [profile](https://github.com/stanleeyY) | no | NONE | 4751d | `2026-04-13T16:15:57Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
98
  | `visionik` | [profile](https://github.com/visionik) | no | CONTRIBUTOR | 6279d | `2026-01-02T09:08:10Z` | 6 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
99
  | `ZehanXu-Doncic` | [profile](https://github.com/ZehanXu-Doncic) | no | NONE | 43d | `2026-04-13T08:06:37Z` | 6 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 
157
  | `welfo-beo` | [profile](https://github.com/welfo-beo) | no | CONTRIBUTOR | 525d | `2026-04-11T04:57:14Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
158
  | `xudaiyanzi` | [profile](https://github.com/xudaiyanzi) | no | NONE | 2751d | `2026-04-14T20:23:42Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
159
  | `YangManBOBO` | [profile](https://github.com/YangManBOBO) | no | NONE | 827d | `2026-03-03T01:36:04Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
160
+ | `shad0wca7` | [profile](https://github.com/shad0wca7) | no | CONTRIBUTOR | 4159d | `2026-02-21T17:28:52Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
161
  | `sercada` | [profile](https://github.com/sercada) | no | CONTRIBUTOR | 3420d | `2026-03-10T14:46:37Z` | 5 | 2 | mixed | low | low | high open PR share; targets high-star repos |
162
  | `jhsmith409` | [profile](https://github.com/jhsmith409) | no | CONTRIBUTOR | 434d | `2026-04-08T11:54:12Z` | 4 | 3 | weak | moderate | low | high open PR share; targets high-star repos |
163
  | `fuller-stack-dev` | [profile](https://github.com/fuller-stack-dev) | no | CONTRIBUTOR | 55d | `2026-03-02T21:04:55Z` | 4 | 1 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 
169
  | `Rahulkumar070` | [profile](https://github.com/Rahulkumar070) | no | CONTRIBUTOR | 874d | `2026-04-10T20:11:58Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
170
  | `glfruit` | [profile](https://github.com/glfruit) | no | NONE | 4773d | `2026-04-09T14:53:44Z` | 3 | 4 | weak | low | low | high open PR share; targets high-star repos |
171
  | `Alex-Alaniz` | [profile](https://github.com/Alex-Alaniz) | no | CONTRIBUTOR | 1705d | `2026-02-23T15:51:19Z` | 3 | 2 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
172
+ | `bek91` | [profile](https://github.com/bek91) | no | NONE | 2144d | `2026-04-10T20:34:48Z` | 3 | 1 | weak | low | low | high open PR share; targets high-star repos |
173
  | `sparkeros` | [profile](https://github.com/sparkeros) | no | NONE | 156d | `2026-03-09T12:13:39Z` | 3 | 1 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
174
  | `alchip` | [profile](https://github.com/alchip) | no | NONE | 3345d | `2026-04-09T09:39:38Z` | 3 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 
175
  | `GaosCode` | [profile](https://github.com/GaosCode) | no | CONTRIBUTOR | 632d | `2026-04-09T08:32:17Z` | 3 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
176
  | `richardclawbot` | [profile](https://github.com/richardclawbot) | no | NONE | 31d | `2026-04-10T17:07:12Z` | 3 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
177
  | `OpenCodeEngineer` | [profile](https://github.com/OpenCodeEngineer) | no | CONTRIBUTOR | 61d | `2026-04-11T01:14:43Z` | 2 | 9 | strong | low | low | very new account; no visible non-self stars; targets high-star repos |
 
202
  | `benholl94-cmyk` | [profile](https://github.com/benholl94-cmyk) | no | NONE | 6d | `2026-04-15T00:20:23Z` | 2 | 0 | n/a | low | medium | very new account; no visible non-self stars |
203
  | `bettert0n` | [profile](https://github.com/bettert0n) | no | NONE | 2828d | `2026-04-17T16:36:34Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
204
  | `bin448482` | [profile](https://github.com/bin448482) | no | NONE | 3832d | `2026-04-12T12:14:05Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
205
+ | `bluesky6868` | [profile](https://github.com/bluesky6868) | no | NONE | 3181d | `2026-04-17T22:26:25Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
206
  | `chris-yyau` | [profile](https://github.com/chris-yyau) | no | CONTRIBUTOR | 89d | `2026-04-16T13:56:07Z` | 2 | 0 | mixed | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
207
+ | `chrisabad` | [profile](https://github.com/chrisabad) | no | NONE | 2185d | `2026-04-18T02:47:00Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
208
  | `dallylee` | [profile](https://github.com/dallylee) | no | CONTRIBUTOR | 1081d | `2026-04-14T09:55:39Z` | 2 | 0 | weak | moderate | low | high open PR share |
209
  | `EdderTalmor` | [profile](https://github.com/EdderTalmor) | no | CONTRIBUTOR | 2678d | `2026-04-12T02:32:19Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
210
  | `Eruditi` | [profile](https://github.com/Eruditi) | no | NONE | 1072d | `2026-04-16T15:08:41Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 
276
  | `jakepresent` | [profile](https://github.com/jakepresent) | no | CONTRIBUTOR | 3157d | `2026-03-07T18:48:46Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
277
  | `kamusis` | [profile](https://github.com/kamusis) | no | NONE | 5054d | `2026-01-30T03:47:15Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
278
  | `keithce` | [profile](https://github.com/keithce) | no | CONTRIBUTOR | 5004d | `2026-03-24T02:09:06Z` | 2 | 1 | mixed | low | low | — |
279
+ | `lyfuci` | [profile](https://github.com/lyfuci) | no | NONE | 3970d | `2026-03-04T12:15:50Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
280
  | `Pearcekieser` | [profile](https://github.com/Pearcekieser) | no | NONE | 4652d | `2026-04-11T00:45:04Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
281
  | `qualiobra` | [profile](https://github.com/qualiobra) | no | NONE | 330d | `2026-03-20T15:55:02Z` | 2 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
282
  | `TaoXieSZ` | [profile](https://github.com/TaoXieSZ) | no | CONTRIBUTOR | 4376d | `2026-03-09T09:15:27Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
 
348
  | `huveewomg` | [profile](https://github.com/huveewomg) | no | NONE | 2127d | `2026-04-14T03:49:33Z` | 1 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
349
  | `hyamie` | [profile](https://github.com/hyamie) | no | NONE | 167d | `2026-04-15T15:40:25Z` | 1 | 1 | weak | low | medium | young account; high open PR share; targets high-star repos |
350
  | `Ivan-Fn` | [profile](https://github.com/Ivan-Fn) | no | CONTRIBUTOR | 5243d | `2026-03-24T19:08:31Z` | 1 | 1 | strong | low | low | targets high-star repos |
351
+ | `jacko2bot` | [profile](https://github.com/jacko2bot) | no | NONE | 63d | `2026-04-17T23:40:43Z` | 1 | 1 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
352
  | `jaredar1232` | [profile](https://github.com/jaredar1232) | no | NONE | 2325d | `2026-04-10T18:25:32Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
353
  | `jarvisz8` | [profile](https://github.com/jarvisz8) | no | NONE | 67d | `2026-02-16T14:19:49Z` | 1 | 1 | weak | low | medium | very new account; high open PR share; targets high-star repos |
354
  | `Jcxu97` | [profile](https://github.com/Jcxu97) | no | NONE | 1158d | `2026-04-17T22:19:18Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 
403
  | `aayushprsingh` | [profile](https://github.com/aayushprsingh) | no | NONE | 677d | `2026-04-12T08:37:49Z` | 1 | 0 | mixed | moderate | low | — |
404
  | `abliteration-ai` | [profile](https://github.com/abliteration-ai) | no | NONE | 144d | `2026-04-17T03:32:43Z` | 1 | 0 | weak | moderate | medium | young account; high open PR share; targets high-star repos |
405
  | `acewhitegui` | [profile](https://github.com/acewhitegui) | no | NONE | 3315d | `2026-04-17T07:57:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
406
  | `adapepper` | [profile](https://github.com/adapepper) | no | NONE | 71d | `2026-04-15T23:40:57Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
407
  | `addelh` | [profile](https://github.com/addelh) | no | NONE | 2894d | `2026-04-11T07:50:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
408
  | `agent-merkava` | [profile](https://github.com/agent-merkava) | no | NONE | 50d | `2026-04-15T21:25:47Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 
433
  | `batmanhz` | [profile](https://github.com/batmanhz) | no | NONE | 362d | `2026-04-12T14:52:39Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
434
  | `BillyBunn` | [profile](https://github.com/BillyBunn) | no | NONE | 2860d | `2026-04-13T16:03:08Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
435
  | `bloodycoder` | [profile](https://github.com/bloodycoder) | no | NONE | 4355d | `2026-04-12T08:42:07Z` | 1 | 0 | weak | low | low | high open PR share |
 
436
  | `bmadwaves` | [profile](https://github.com/bmadwaves) | no | NONE | 443d | `2026-04-17T16:54:06Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
437
  | `bobgee00001-beep` | [profile](https://github.com/bobgee00001-beep) | no | NONE | 63d | `2026-04-13T18:14:21Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
438
  | `bogdanovich` | [profile](https://github.com/bogdanovich) | no | NONE | 4623d | `2026-04-12T03:44:21Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
450
  | `CHECKUPAUTO` | [profile](https://github.com/CHECKUPAUTO) | no | NONE | 458d | `2026-04-11T09:43:25Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
451
  | `chefallan` | [profile](https://github.com/chefallan) | no | NONE | 3155d | `2026-04-12T22:54:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
452
  | `chiyouYCH` | [profile](https://github.com/chiyouYCH) | no | NONE | 3303d | `2026-04-15T06:31:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
453
  | `clemenshelm` | [profile](https://github.com/clemenshelm) | no | NONE | 6022d | `2026-02-22T05:57:34Z` | 1 | 0 | strong | low | low | — |
454
  | `clivemoore` | [profile](https://github.com/clivemoore) | no | NONE | 6223d | `2026-04-17T01:11:28Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
455
  | `CnxLuc` | [profile](https://github.com/CnxLuc) | no | NONE | 2491d | `2026-02-04T07:50:11Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
650
  | `rockchris099` | [profile](https://github.com/rockchris099) | no | NONE | ?d | `2026-04-14T19:32:52Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
651
  | `rocke2020` | [profile](https://github.com/rocke2020) | no | NONE | 3046d | `2026-04-14T14:49:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
652
  | `rocklobster-ai` | [profile](https://github.com/rocklobster-ai) | no | NONE | 38d | `2026-04-13T21:52:33Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 
653
  | `rommanali-spec` | [profile](https://github.com/rommanali-spec) | no | NONE | 242d | `2026-04-13T16:08:39Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
654
  | `rudi193-cmd` | [profile](https://github.com/rudi193-cmd) | no | NONE | 190d | `2026-04-16T19:11:32Z` | 1 | 0 | mixed | moderate | low | young account; high open PR share; no visible non-self stars |
655
  | `rvajustin` | [profile](https://github.com/rvajustin) | no | NONE | 4443d | `2026-04-17T17:57:49Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
672
  | `SimoneB79` | [profile](https://github.com/SimoneB79) | no | NONE | 841d | `2026-04-14T08:35:51Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
673
  | `sjz-ks` | [profile](https://github.com/sjz-ks) | no | NONE | 738d | `2026-04-11T16:30:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
674
  | `skainguyen1412` | [profile](https://github.com/skainguyen1412) | no | CONTRIBUTOR | 3868d | `2026-04-13T04:22:58Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
675
+ | `skernelx` | [profile](https://github.com/skernelx) | yes | NONE | 118d | `2026-04-18T04:11:36Z` | 1 | 0 | weak | low | medium | young account; high open PR share; targets high-star repos |
676
  | `smartaz` | [profile](https://github.com/smartaz) | no | NONE | 4804d | `2026-04-12T20:08:30Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
677
  | `songlairui` | [profile](https://github.com/songlairui) | no | NONE | 4515d | `2026-04-13T02:49:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
678
  | `spartman` | [profile](https://github.com/spartman) | no | NONE | 5692d | `2026-04-15T11:44:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
971
  - [PR #67909: CI: add pull_request trigger to CodeQL workflow, change schedule to weekly](https://github.com/openclaw/openclaw/pull/67909) — closed
972
  - [Issue #64892: [Bug]: Agent self-update bypasses update.run and uses raw npm global upgrade without restarting gateway](https://github.com/openclaw/openclaw/issues/64892) — open
973
 
974
+ ### `kagura-agent`
975
+
976
+ - profile: [github.com/kagura-agent](https://github.com/kagura-agent)
977
+ - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Akagura-agent)
978
+ - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Akagura-agent)
979
+ - repo first seen: `2026-03-18T00:16:55Z`
980
+ - repo last seen: `2026-04-18T03:39:40Z`
981
+ - first seen in snapshot: **no**
982
+ - repo association: **CONTRIBUTOR**
983
+ - repo primary artifacts: **30**
984
+ - snapshot authored PRs/issues: **23 PRs / 7 issues**
985
+ - snapshot discussion activity: **38 comments / 0 reviews / 0 review comments**
986
+ - account age: **32 days**
987
+ - recent public PR activity: **108 PRs** (51 merged / 12 closed-unmerged / 45 open; merged rate **47%**, closed-unmerged rate **11%**, open rate **42%**)
988
+ - public orgs: none visible
989
+ - compact scores: follow-through **mixed**, breadth **high**, automation risk **high**
990
+ - heuristic read: **very new account; extremely high recent PR volume; broad repo spread; high open PR share**
991
+
992
+ Example artifacts:
993
+ - [PR #68382: fix(plugins): preserve existing capability during plugin cache state restore](https://github.com/openclaw/openclaw/pull/68382) — open
994
+ - [PR #68355: fix: allow unknown properties in WakeParams schema (#68347)](https://github.com/openclaw/openclaw/pull/68355) — closed, merged
995
+ - [PR #68346: fix: use normalized model lookup in resolveGatewayModelSupportsImages (#68272)](https://github.com/openclaw/openclaw/pull/68346) — open
996
+ - [Issue #68123: feat: allow cron tasks to opt out of main session notification](https://github.com/openclaw/openclaw/issues/68123) — open
997
+ - [Issue #66576: [Feature]: Configurable workspace file inclusion/exclusion (bootstrapFiles)](https://github.com/openclaw/openclaw/issues/66576) — open
998
+ - [Issue #66399: Process supervisor: graceful signal escalation and drain timeout for exec tool](https://github.com/openclaw/openclaw/issues/66399) — open
999
+
1000
  ### `eleqtrizit`
1001
 
1002
  - profile: [github.com/eleqtrizit](https://github.com/eleqtrizit)
 
1020
  - [PR #66707: Harden Feishu webhook replay guards](https://github.com/openclaw/openclaw/pull/66707) — closed, merged
1021
  - [PR #66665: Harden MCP loopback request validation](https://github.com/openclaw/openclaw/pull/66665) — closed, merged
1022
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1023
  ### `Yanhu007`
1024
 
1025
  - profile: [github.com/Yanhu007](https://github.com/Yanhu007)
 
1139
  - [Issue #67752: bluebubbles: tighten SSRF guard on API fetches (bypass via undefined SsrFPolicy)](https://github.com/openclaw/openclaw/issues/67752) — open
1140
  - [Issue #66984: feat: manifest-level capability declaration for plugins using child_process](https://github.com/openclaw/openclaw/issues/66984) — closed
1141
 
1142
+ ### `BunsDev`
1143
+
1144
+ - profile: [github.com/BunsDev](https://github.com/BunsDev)
1145
+ - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ABunsDev)
1146
+ - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ABunsDev)
1147
+ - repo first seen: `2026-02-07T11:32:40Z`
1148
+ - repo last seen: `2026-04-18T04:10:20Z`
1149
+ - first seen in snapshot: **no**
1150
+ - repo association: **MEMBER**
1151
+ - repo primary artifacts: **18**
1152
+ - snapshot authored PRs/issues: **18 PRs / 0 issues**
1153
+ - snapshot discussion activity: **84 comments / 22 reviews / 21 review comments**
1154
+ - account age: **2087 days**
1155
+ - recent public PR activity: **91 PRs** (82 merged / 5 closed-unmerged / 4 open; merged rate **90%**, closed-unmerged rate **5%**, open rate **4%**)
1156
+ - public orgs: `RitualChain`, `DeDevsClub`, `SoulSwapFinance`, `openclaw`
1157
+ - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
1158
+ - heuristic read: **high recent PR volume**
1159
+
1160
+ Example artifacts:
1161
+ - [PR #68396: [codex] fix(auth): harden OAuth refresh and Codex CLI bootstrap flows](https://github.com/openclaw/openclaw/pull/68396) — open
1162
+ - [PR #68178: fix(ui): add clear pending config updates action](https://github.com/openclaw/openclaw/pull/68178) — open
1163
+ - [PR #68150: fix(ui): reset settings scroll and align details headers](https://github.com/openclaw/openclaw/pull/68150) — closed, merged
1164
+
1165
  ### `mbelinky`
1166
 
1167
  - profile: [github.com/mbelinky](https://github.com/mbelinky)
 
1191
  - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aobviyus)
1192
  - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aobviyus)
1193
  - repo first seen: `2026-01-04T13:17:28Z`
1194
+ - repo last seen: `2026-04-18T03:55:19Z`
1195
  - first seen in snapshot: **no**
1196
  - repo association: **CONTRIBUTOR**
1197
  - repo primary artifacts: **18**
1198
  - snapshot authored PRs/issues: **18 PRs / 0 issues**
1199
+ - snapshot discussion activity: **521 comments / 45 reviews / 4 review comments**
1200
  - account age: **3510 days**
1201
  - recent public PR activity: **16 PRs** (15 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
1202
  - public orgs: `UplauseApp`
 
1214
  - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amcaxtr)
1215
  - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amcaxtr)
1216
  - repo first seen: `2026-02-04T01:45:00Z`
1217
+ - repo last seen: `2026-04-18T03:56:45Z`
1218
  - first seen in snapshot: **no**
1219
  - repo association: **MEMBER**
1220
  - repo primary artifacts: **22**
1221
  - snapshot authored PRs/issues: **17 PRs / 5 issues**
1222
+ - snapshot discussion activity: **510 comments / 41 reviews / 41 review comments**
1223
  - account age: **4358 days**
1224
  - recent public PR activity: **13 PRs** (5 merged / 1 closed-unmerged / 7 open; merged rate **38%**, closed-unmerged rate **8%**, open rate **54%**)
1225
  - public orgs: `openclaw`
 
1234
  - [Issue #31155: [Refactor]: Extract shared batch embedding lifecycle from OpenAI/Voyage/Gemini providers](https://github.com/openclaw/openclaw/issues/31155) — closed
1235
  - [Issue #30967: [Refactor]: Unify channel account-list helpers with binding-aware default resolution](https://github.com/openclaw/openclaw/issues/30967) — closed
1236
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1237
  ### `coygeek`
1238
 
1239
  - profile: [github.com/coygeek](https://github.com/coygeek)
 
1822
  - [PR #67981: fix(cli): prefer live channel logout [AI-assisted]](https://github.com/openclaw/openclaw/pull/67981) — open, draft
1823
  - [PR #67980: [AI-assisted] fix(agents): mark failed TTS tool synthesis as an error](https://github.com/openclaw/openclaw/pull/67980) — closed, merged
1824
 
1825
+ ### `MonkeyLeeT`
1826
+
1827
+ - profile: [github.com/MonkeyLeeT](https://github.com/MonkeyLeeT)
1828
+ - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AMonkeyLeeT)
1829
+ - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AMonkeyLeeT)
1830
+ - repo first seen: `2026-03-02T15:37:21Z`
1831
+ - repo last seen: `2026-04-18T04:11:15Z`
1832
+ - first seen in snapshot: **no**
1833
+ - repo association: **CONTRIBUTOR**
1834
+ - repo primary artifacts: **9**
1835
+ - snapshot authored PRs/issues: **9 PRs / 0 issues**
1836
+ - snapshot discussion activity: **14 comments / 1 reviews / 1 review comments**
1837
+ - account age: **4437 days**
1838
+ - recent public PR activity: **9 PRs** (2 merged / 3 closed-unmerged / 4 open; merged rate **22%**, closed-unmerged rate **33%**, open rate **44%**)
1839
+ - public orgs: none visible
1840
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
1841
+ - heuristic read: **high open PR share; targets high-star repos**
1842
+
1843
+ Example artifacts:
1844
+ - [PR #68395: fix(config): accept truncateAfterCompaction](https://github.com/openclaw/openclaw/pull/68395) — open
1845
+ - [PR #68328: fix(config): accept truncateAfterCompaction](https://github.com/openclaw/openclaw/pull/68328) — closed, draft
1846
+ - [PR #67807: fix(cron): clean up deleteAfterRun direct deliveries](https://github.com/openclaw/openclaw/pull/67807) — open
1847
+
1848
  ### `SARAMALI15792`
1849
 
1850
  - profile: [github.com/SARAMALI15792](https://github.com/SARAMALI15792)
 
2151
  - [PR #67297: fix(compaction): use reserveTokens instead of reserveTokensFloor for memoryFlush and preflight thresholds](https://github.com/openclaw/openclaw/pull/67297) — open
2152
  - [PR #67050: fix: skip test files and directories in install security scanner](https://github.com/openclaw/openclaw/pull/67050) — open
2153
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2154
  ### `mushuiyu886`
2155
 
2156
  - profile: [github.com/mushuiyu886](https://github.com/mushuiyu886)
 
2339
 
2340
  Example artifacts:
2341
  - [PR #68100: fix(telegram): fence stale reply delivery after abort](https://github.com/openclaw/openclaw/pull/68100) — open
2342
+ - [PR #67968: Align documented bootstrap context defaults with runtime values](https://github.com/openclaw/openclaw/pull/67968) — closed, merged
2343
  - [PR #67906: fix(agents): dedupe repeated bootstrap truncation warnings](https://github.com/openclaw/openclaw/pull/67906) — closed, merged
2344
  - [Issue #65919: [Feature]: Keep configured presence alive until run complete + dispatch idle](https://github.com/openclaw/openclaw/issues/65919) — open
2345
 
 
2527
  - [PR #68098: fix(cron): avoid false timeout report when job finishes cleanly before deadline](https://github.com/openclaw/openclaw/pull/68098) — open
2528
  - [PR #68092: fix(cli): update by plain plugin id always resolves @latest for npm plugins](https://github.com/openclaw/openclaw/pull/68092) — open
2529
 
2530
+ ### `chinar-amrutkar`
2531
+
2532
+ - profile: [github.com/chinar-amrutkar](https://github.com/chinar-amrutkar)
2533
+ - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Achinar-amrutkar)
2534
+ - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Achinar-amrutkar)
2535
+ - repo first seen: `2026-03-03T22:36:15Z`
2536
+ - repo last seen: `2026-04-17T09:11:37Z`
2537
+ - first seen in snapshot: **no**
2538
+ - repo association: **CONTRIBUTOR**
2539
+ - repo primary artifacts: **7**
2540
+ - snapshot authored PRs/issues: **6 PRs / 1 issues**
2541
+ - snapshot discussion activity: **14 comments / 1 reviews / 1 review comments**
2542
+ - account age: **3502 days**
2543
+ - recent public PR activity: **6 PRs** (1 merged / 1 closed-unmerged / 4 open; merged rate **17%**, closed-unmerged rate **17%**, open rate **67%**)
2544
+ - public orgs: none visible
2545
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
2546
+ - heuristic read: **high open PR share; targets high-star repos**
2547
+
2548
+ Example artifacts:
2549
+ - [PR #67822: fix(telegram): clean up thread bindings to stale/failed ACP sessions on startup](https://github.com/openclaw/openclaw/pull/67822) — closed, merged
2550
+ - [PR #67380: fix(channels): improve error logging for bundled channel entry loading failures](https://github.com/openclaw/openclaw/pull/67380) — open
2551
+ - [PR #67360: Fix/telegram config read bug](https://github.com/openclaw/openclaw/pull/67360) — open
2552
+ - [Issue #33568: [Bug]: chats from Telegram Topics are not logged in YYYY-MM-DD.md memory files](https://github.com/openclaw/openclaw/issues/33568) — closed
2553
+
2554
  ### `mobilinkd`
2555
 
2556
  - profile: [github.com/mobilinkd](https://github.com/mobilinkd)
 
2598
  - [PR #67475: fix(memory-lancedb): reject inbound envelope metadata during capture and recall](https://github.com/openclaw/openclaw/pull/67475) — open
2599
  - [PR #66913: fix(memory-lancedb): show full IDs in memory_forget candidate list](https://github.com/openclaw/openclaw/pull/66913) — open
2600
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2601
  ### `coletebou`
2602
 
2603
  - profile: [github.com/coletebou](https://github.com/coletebou)
 
2736
  - [PR #65005: feat(models): add provider/model resolution explain command](https://github.com/openclaw/openclaw/pull/65005) — open
2737
  - [PR #64988: feat(gateway): infer provider from configured model families](https://github.com/openclaw/openclaw/pull/64988) — open
2738
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2739
  ### `stanleeyY`
2740
 
2741
  - profile: [github.com/stanleeyY](https://github.com/stanleeyY)
 
4215
  - [PR #66442: fix(skills): support Discord multi-account config in skills check](https://github.com/openclaw/openclaw/pull/66442) — open
4216
  - [PR #65753: docs: fix link audit to ignore fenced code blocks correctly](https://github.com/openclaw/openclaw/pull/65753) — open
4217
 
4218
+ ### `shad0wca7`
4219
+
4220
+ - profile: [github.com/shad0wca7](https://github.com/shad0wca7)
4221
+ - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ashad0wca7)
4222
+ - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ashad0wca7)
4223
+ - repo first seen: `2026-02-21T17:28:52Z`
4224
+ - repo last seen: `2026-04-14T16:27:22Z`
4225
+ - first seen in snapshot: **no**
4226
+ - repo association: **CONTRIBUTOR**
4227
+ - repo primary artifacts: **6**
4228
+ - snapshot authored PRs/issues: **6 PRs / 0 issues**
4229
+ - snapshot discussion activity: **5 comments / 1 reviews / 1 review comments**
4230
+ - account age: **4159 days**
4231
+ - recent public PR activity: **6 PRs** (1 merged / 0 closed-unmerged / 5 open; merged rate **17%**, closed-unmerged rate **0%**, open rate **83%**)
4232
+ - public orgs: none visible
4233
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
4234
+ - heuristic read: **high open PR share; targets high-star repos**
4235
+
4236
+ Example artifacts:
4237
+ - [PR #66671: fix: replace source-tree-relative runtime import in session-status-tool](https://github.com/openclaw/openclaw/pull/66671) — open, draft
4238
+ - [PR #64956: fix: dedupe session summaries by session id](https://github.com/openclaw/openclaw/pull/64956) — open
4239
+ - [PR #64617: Doctor: add regression coverage for archived transcript artifacts in orphan checks](https://github.com/openclaw/openclaw/pull/64617) — open
4240
+
4241
  ### `sercada`
4242
 
4243
  - profile: [github.com/sercada](https://github.com/sercada)
 
4504
  - [Issue #64460: Community notice: Claude CLI billing discrimination — findings, workarounds, and formal complaints filed](https://github.com/openclaw/openclaw/issues/64460) — open
4505
  - [Issue #64305: claude-cli backend: spawned CLI gets 402 billing error despite valid Max subscription](https://github.com/openclaw/openclaw/issues/64305) — closed
4506
 
4507
+ ### `bek91`
4508
+
4509
+ - profile: [github.com/bek91](https://github.com/bek91)
4510
+ - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abek91)
4511
+ - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abek91)
4512
+ - repo first seen: `2026-04-10T20:34:48Z`
4513
+ - repo last seen: `2026-04-18T03:47:06Z`
4514
+ - first seen in snapshot: **no**
4515
+ - repo association: **NONE**
4516
+ - repo primary artifacts: **4**
4517
+ - snapshot authored PRs/issues: **3 PRs / 1 issues**
4518
+ - snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
4519
+ - account age: **2144 days**
4520
+ - recent public PR activity: **6 PRs** (2 merged / 0 closed-unmerged / 4 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
4521
+ - public orgs: none visible
4522
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
4523
+ - heuristic read: **high open PR share; targets high-star repos**
4524
+
4525
+ Example artifacts:
4526
+ - [PR #65731: Slack: Annotate inbound Slack mentions in raw bodies](https://github.com/openclaw/openclaw/pull/65731) — open
4527
+ - [PR #65226: Fix qmd session export/update races](https://github.com/openclaw/openclaw/pull/65226) — open
4528
+ - [PR #64494: fix: Wrap pathological session export lines](https://github.com/openclaw/openclaw/pull/64494) — open
4529
+ - [Issue #68383: Slack new thread sessions can replay assistant commentary/reasoning into prompt context](https://github.com/openclaw/openclaw/issues/68383) — open
4530
+
4531
  ### `sparkeros`
4532
 
4533
  - profile: [github.com/sparkeros](https://github.com/sparkeros)
 
4575
  - [PR #67923: fix(memory-core): show light-only dreaming state in memory status](https://github.com/openclaw/openclaw/pull/67923) — open
4576
  - [PR #63666: test(imessage): cover reflected assistant-content inbound drop](https://github.com/openclaw/openclaw/pull/63666) — open
4577
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4578
  ### `GaosCode`
4579
 
4580
  - profile: [github.com/GaosCode](https://github.com/GaosCode)
 
5271
  - [PR #65398: fix(feishu): preserve top-level groupPolicy and avoid duplicate registration](https://github.com/openclaw/openclaw/pull/65398) — open
5272
  - [PR #65338: Merge: 同步大量更新和重构](https://github.com/openclaw/openclaw/pull/65338) — closed
5273
 
5274
+ ### `bluesky6868`
5275
+
5276
+ - profile: [github.com/bluesky6868](https://github.com/bluesky6868)
5277
+ - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abluesky6868)
5278
+ - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abluesky6868)
5279
+ - repo first seen: `2026-04-17T22:26:25Z`
5280
+ - repo last seen: `2026-04-18T03:48:19Z`
5281
+ - first seen in snapshot: **no**
5282
+ - repo association: **NONE**
5283
+ - repo primary artifacts: **2**
5284
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
5285
+ - snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
5286
+ - account age: **3181 days**
5287
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
5288
+ - public orgs: none visible
5289
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
5290
+ - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
5291
+
5292
+ Example artifacts:
5293
+ - [PR #68384: fix(secrets): reject noisy plain exec stdout](https://github.com/openclaw/openclaw/pull/68384) — open
5294
+ - [PR #68298: fix(discord): fail closed when bot identity is unavailable](https://github.com/openclaw/openclaw/pull/68298) — open
5295
+
5296
  ### `chris-yyau`
5297
 
5298
  - profile: [github.com/chris-yyau](https://github.com/chris-yyau)
 
5315
  - [PR #67704: fix(errors): stop treating Codex HTML challenge pages as DNS failures](https://github.com/openclaw/openclaw/pull/67704) — closed, merged
5316
  - [PR #67693: Prevent setup prompts from crashing on blank option labels](https://github.com/openclaw/openclaw/pull/67693) — open
5317
 
5318
+ ### `chrisabad`
5319
+
5320
+ - profile: [github.com/chrisabad](https://github.com/chrisabad)
5321
+ - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Achrisabad)
5322
+ - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Achrisabad)
5323
+ - repo first seen: `2026-04-18T02:47:00Z`
5324
+ - repo last seen: `2026-04-18T03:36:42Z`
5325
+ - first seen in snapshot: **no**
5326
+ - repo association: **NONE**
5327
+ - repo primary artifacts: **2**
5328
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
5329
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
5330
+ - account age: **2185 days**
5331
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
5332
+ - public orgs: none visible
5333
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
5334
+ - heuristic read: **high open PR share; targets high-star repos**
5335
+
5336
+ Example artifacts:
5337
+ - [PR #68381: feat: add maxExecutionMs per-task timeout to command lane](https://github.com/openclaw/openclaw/pull/68381) — open
5338
+ - [PR #68372: feat: add session-persistence truncation cap for tool results](https://github.com/openclaw/openclaw/pull/68372) — open
5339
+
5340
  ### `dallylee`
5341
 
5342
  - profile: [github.com/dallylee](https://github.com/dallylee)
 
6929
  - [PR #53298: fix(matrix): resolve crypto bootstrap failure and multi-extension idHint warning](https://github.com/openclaw/openclaw/pull/53298) — open
6930
  - [Issue #66809: Browser: local managed loopback CDP tab ops can still fail with 'browser endpoint blocked by policy' after successful host navigation](https://github.com/openclaw/openclaw/issues/66809) — open
6931
 
6932
+ ### `lyfuci`
6933
+
6934
+ - profile: [github.com/lyfuci](https://github.com/lyfuci)
6935
+ - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Alyfuci)
6936
+ - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Alyfuci)
6937
+ - repo first seen: `2026-03-04T12:15:50Z`
6938
+ - repo last seen: `2026-04-18T04:06:01Z`
6939
+ - first seen in snapshot: **no**
6940
+ - repo association: **NONE**
6941
+ - repo primary artifacts: **3**
6942
+ - snapshot authored PRs/issues: **2 PRs / 1 issues**
6943
+ - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
6944
+ - account age: **3970 days**
6945
+ - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
6946
+ - public orgs: none visible
6947
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
6948
+ - heuristic read: **high open PR share; targets high-star repos**
6949
+
6950
+ Example artifacts:
6951
+ - [PR #68389: plugins: clarify allowlist warning when entries don't match discovered ids](https://github.com/openclaw/openclaw/pull/68389) — open
6952
+ - [PR #34420: fix(google-gemini-cli-auth): respect system proxy for OAuth token exchange](https://github.com/openclaw/openclaw/pull/34420) — closed
6953
+ - [Issue #34401: google-gemini-cli-auth: OAuth token exchange fails behind proxy (fetchWithSsrFGuard uses createPinnedDispatcher instead of EnvHttpProxyAgent)](https://github.com/openclaw/openclaw/issues/34401) — open
6954
+
6955
  ### `Pearcekieser`
6956
 
6957
  - profile: [github.com/Pearcekieser](https://github.com/Pearcekieser)
 
8552
  - [PR #65028: fix: classify "No conversation found" as session_expired](https://github.com/openclaw/openclaw/pull/65028) — open
8553
  - [Issue #53906: [Bug]: Rate limit cooldown cascade blocks all recovery — model switch, fallback, and restart all fail](https://github.com/openclaw/openclaw/issues/53906) — open
8554
 
8555
+ ### `jacko2bot`
8556
+
8557
+ - profile: [github.com/jacko2bot](https://github.com/jacko2bot)
8558
+ - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajacko2bot)
8559
+ - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajacko2bot)
8560
+ - repo first seen: `2026-04-17T23:40:43Z`
8561
+ - repo last seen: `2026-04-18T04:05:48Z`
8562
+ - first seen in snapshot: **no**
8563
+ - repo association: **NONE**
8564
+ - repo primary artifacts: **2**
8565
+ - snapshot authored PRs/issues: **1 PRs / 1 issues**
8566
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
8567
+ - account age: **63 days**
8568
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
8569
+ - public orgs: none visible
8570
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
8571
+ - heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
8572
+
8573
+ Example artifacts:
8574
+ - [PR #68388: fix(cli-backend): restore compaction lifecycle and rotate claude-cli sessions after compaction](https://github.com/openclaw/openclaw/pull/68388) — open
8575
+ - [Issue #68329: cli-backend never triggers compaction (native or plugin) — context grows unbounded](https://github.com/openclaw/openclaw/issues/68329) — open
8576
+
8577
  ### `jaredar1232`
8578
 
8579
  - profile: [github.com/jaredar1232](https://github.com/jaredar1232)
 
8910
  - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amasatohoshino)
8911
  - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amasatohoshino)
8912
  - repo first seen: `2026-02-25T18:12:54Z`
8913
+ - repo last seen: `2026-04-18T04:17:12Z`
8914
  - first seen in snapshot: **no**
8915
  - repo association: **CONTRIBUTOR**
8916
  - repo primary artifacts: **2**
8917
  - snapshot authored PRs/issues: **1 PRs / 1 issues**
8918
+ - snapshot discussion activity: **16 comments / 14 reviews / 14 review comments**
8919
  - account age: **138 days**
8920
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
8921
  - public orgs: none visible
 
9757
  Example artifacts:
9758
  - [PR #68036: perf(sessions): add readonly option to skip structuredClone on cache hits](https://github.com/openclaw/openclaw/pull/68036) — open
9759
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
9760
  ### `adapepper`
9761
 
9762
  - profile: [github.com/adapepper](https://github.com/adapepper)
 
10387
  Example artifacts:
10388
  - [PR #65262: fix(cli): clarify that 'commands' is a runtime slash command](https://github.com/openclaw/openclaw/pull/65262) — open
10389
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
10390
  ### `bmadwaves`
10391
 
10392
  - profile: [github.com/bmadwaves](https://github.com/bmadwaves)
 
10744
  Example artifacts:
10745
  - [PR #67023: fix(memory-core): prevent dreaming-narrative session leaks (#66358)](https://github.com/openclaw/openclaw/pull/67023) — open
10746
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
10747
  ### `clemenshelm`
10748
 
10749
  - profile: [github.com/clemenshelm](https://github.com/clemenshelm)
 
13418
  - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Alikewen-tech)
13419
  - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Alikewen-tech)
13420
  - repo first seen: `2026-04-17T13:44:27Z`
13421
+ - repo last seen: `2026-04-18T04:14:49Z`
13422
  - first seen in snapshot: **no**
13423
  - repo association: **NONE**
13424
  - repo primary artifacts: **1**
13425
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
13426
+ - snapshot discussion activity: **0 comments / 21 reviews / 21 review comments**
13427
  - account age: **477 days**
13428
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
13429
  - public orgs: none visible
 
14946
  Example artifacts:
14947
  - [PR #66174: Fix session transcript path canonicalization on save](https://github.com/openclaw/openclaw/pull/66174) — open
14948
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
14949
  ### `rommanali-spec`
14950
 
14951
  - profile: [github.com/rommanali-spec](https://github.com/rommanali-spec)
 
15408
  Example artifacts:
15409
  - [PR #65772: fix(cli): keep nodes list aligned with nodes status](https://github.com/openclaw/openclaw/pull/65772) — open
15410
 
15411
+ ### `skernelx`
15412
+
15413
+ - profile: [github.com/skernelx](https://github.com/skernelx)
15414
+ - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Askernelx)
15415
+ - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Askernelx)
15416
+ - repo first seen: `2026-04-18T04:11:36Z`
15417
+ - repo last seen: `2026-04-18T04:11:36Z`
15418
+ - first seen in snapshot: **yes**
15419
+ - repo association: **NONE**
15420
+ - repo primary artifacts: **1**
15421
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
15422
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
15423
+ - account age: **118 days**
15424
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
15425
+ - public orgs: none visible
15426
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
15427
+ - heuristic read: **young account; high open PR share; targets high-star repos**
15428
+
15429
+ Example artifacts:
15430
+ - [PR #68397: fix(sessions_spawn): silently strip ACP-only fields for runtime=subagent](https://github.com/openclaw/openclaw/pull/68397) — open
15431
+
15432
  ### `smartaz`
15433
 
15434
  - profile: [github.com/smartaz](https://github.com/smartaz)
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