Refresh openclaw dataset snapshot 20260418T122035Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
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@@ -38853,14 +38769,14 @@
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new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: openclaw/openclaw
 
-- Snapshot: `20260418T112035Z`
-- Generated: `2026-04-18T11:22:50Z`
+- Snapshot: `20260418T122035Z`
+- Generated: `2026-04-18T12:22:53Z`
 - Activity window: `7d`
-- Contributors: `714`
+- Contributors: `713`
 
 ## Summary
 
@@ -19,7 +19,7 @@
 | `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 |
 | `hxy91819` | [profile](https://github.com/hxy91819) | no | MEMBER | 4229d | `2026-03-13T11:26:05Z` | 30 | 1 | mixed | low | low | high recent PR volume; targets high-star repos |
 | `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 |
-| `kagura-agent` | [profile](https://github.com/kagura-agent) | no | CONTRIBUTOR | 32d | `2026-03-18T00:16:55Z` | 26 | 7 | mixed | high | high | very new account; extremely high recent PR volume; broad repo spread; high open PR share |
+| `kagura-agent` | [profile](https://github.com/kagura-agent) | no | CONTRIBUTOR | 32d | `2026-03-18T00:16:55Z` | 27 | 7 | mixed | high | high | very new account; extremely high recent PR volume; broad repo spread; high open PR share |
 | `eleqtrizit` | [profile](https://github.com/eleqtrizit) | no | CONTRIBUTOR | 3150d | `2026-04-07T18:17:36Z` | 23 | 0 | strong | low | low | targets high-star repos |
 | `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 |
 | `oraculoos` | [profile](https://github.com/oraculoos) | no | NONE | ?d | `2026-04-14T13:16:27Z` | 20 | 0 | n/a | n/a | n/a | summary unavailable |
@@ -100,7 +100,7 @@
 | `skylee-01` | [profile](https://github.com/skylee-01) | no | NONE | 2648d | `2026-04-14T12:14:20Z` | 6 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `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 |
 | `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 |
-| `feiskyer` | [profile](https://github.com/feiskyer) | no | CONTRIBUTOR | 5509d | `2026-04-06T06:23:31Z` | 5 | 2 | strong | low | low | targets high-star repos |
+| `frankekn` | [profile](https://github.com/frankekn) | no | MEMBER | 4714d | `2026-01-29T00:35:02Z` | 5 | 2 | strong | low | low | targets high-star repos |
 | `lyfuci` | [profile](https://github.com/lyfuci) | no | NONE | 3970d | `2026-03-04T12:15:50Z` | 5 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `rmfalco89` | [profile](https://github.com/rmfalco89) | no | NONE | 4592d | `2026-02-08T21:18:55Z` | 5 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `sliverp` | [profile](https://github.com/sliverp) | no | MEMBER | 2933d | `2026-02-06T14:44:05Z` | 5 | 1 | mixed | low | low | targets high-star repos |
@@ -108,16 +108,17 @@
 | `armorbreak001` | [profile](https://github.com/armorbreak001) | no | NONE | 7d | `2026-04-16T01:31:19Z` | 5 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars |
 | `defonota3box` | [profile](https://github.com/defonota3box) | no | NONE | 121d | `2026-04-13T22:54:16Z` | 5 | 0 | weak | low | medium | young account; high open PR share; targets high-star repos |
 | `joshavant` | [profile](https://github.com/joshavant) | no | CONTRIBUTOR | 5430d | `2026-02-19T23:12:53Z` | 5 | 0 | strong | low | low | targets high-star repos |
+| `likewen-tech` | [profile](https://github.com/likewen-tech) | no | NONE | 477d | `2026-04-17T13:44:27Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `plgonzalezrx8` | [profile](https://github.com/plgonzalezrx8) | no | CONTRIBUTOR | 3595d | `2026-01-31T01:53:17Z` | 5 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `sahilsatralkar` | [profile](https://github.com/sahilsatralkar) | no | CONTRIBUTOR | 2210d | `2026-02-20T15:02:41Z` | 5 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `sharkqwy` | [profile](https://github.com/sharkqwy) | no | NONE | 5196d | `2026-03-24T04:06:08Z` | 5 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `YangManBOBO` | [profile](https://github.com/YangManBOBO) | no | NONE | 827d | `2026-03-03T01:36:04Z` | 5 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `zhanggpcsu` | [profile](https://github.com/zhanggpcsu) | no | NONE | 2d | `2026-04-14T07:10:06Z` | 5 | 0 | weak | low | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `ztexydt-cqh` | [profile](https://github.com/ztexydt-cqh) | no | NONE | 1d | `2026-04-16T16:11:40Z` | 5 | 0 | weak | moderate | medium | very new account; many recent closed-unmerged PRs; targets high-star repos |
 | `Kyzcreig` | [profile](https://github.com/Kyzcreig) | no | NONE | 4208d | `2026-03-26T04:03:04Z` | 4 | 5 | mixed | low | low | high open PR share; targets high-star repos |
 | `alexander-applyinnovations` | [profile](https://github.com/alexander-applyinnovations) | no | CONTRIBUTOR | 1334d | `2026-04-10T07:50:12Z` | 4 | 2 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `BKF-Gitty` | [profile](https://github.com/BKF-Gitty) | no | CONTRIBUTOR | 53d | `2026-04-11T18:30:35Z` | 4 | 2 | strong | low | low | very new account; targets high-star repos |
 | `dlebee-agent` | [profile](https://github.com/dlebee-agent) | no | NONE | 16d | `2026-04-17T18:21:49Z` | 4 | 2 | mixed | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
-| `frankekn` | [profile](https://github.com/frankekn) | no | MEMBER | 4714d | `2026-01-29T00:35:02Z` | 4 | 2 | strong | low | low | targets high-star repos |
 | `sebykrueger` | [profile](https://github.com/sebykrueger) | no | NONE | 4553d | `2026-04-12T13:47:56Z` | 4 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `bek91` | [profile](https://github.com/bek91) | no | NONE | 2144d | `2026-04-10T20:34:48Z` | 4 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `Joel-Claw` | [profile](https://github.com/Joel-Claw) | no | NONE | 7d | `2026-04-14T17:55:10Z` | 4 | 1 | weak | low | medium | very new account; high open PR share; no visible non-self stars |
@@ -132,19 +133,18 @@
 | `hoyanhan` | [profile](https://github.com/hoyanhan) | no | NONE | 2697d | `2026-04-16T11:24:49Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `jasonmakr` | [profile](https://github.com/jasonmakr) | no | NONE | 39d | `2026-04-18T02:14:36Z` | 4 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `KeWang0622` | [profile](https://github.com/KeWang0622) | no | NONE | 3176d | `2026-04-12T22:12:52Z` | 4 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
-| `likewen-tech` | [profile](https://github.com/likewen-tech) | no | NONE | 477d | `2026-04-17T13:44:27Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `moorsecopers99` | [profile](https://github.com/moorsecopers99) | no | NONE | 2665d | `2026-04-15T11:43:40Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `RoLuoGan` | [profile](https://github.com/RoLuoGan) | no | NONE | 575d | `2026-04-14T03:58:53Z` | 4 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `ryanngit` | [profile](https://github.com/ryanngit) | no | CONTRIBUTOR | 1984d | `2026-04-12T15:09:17Z` | 4 | 0 | weak | low | low | high open PR share |
 | `samrusani` | [profile](https://github.com/samrusani) | no | CONTRIBUTOR | 3856d | `2026-04-12T06:30:02Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
 | `samzong` | [profile](https://github.com/samzong) | no | CONTRIBUTOR | 3898d | `2026-03-10T13:13:25Z` | 4 | 0 | strong | moderate | low | — |
 | `wkeything` | [profile](https://github.com/wkeything) | no | NONE | 50d | `2026-04-14T22:36:13Z` | 4 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
-| `YangManBOBO` | [profile](https://github.com/YangManBOBO) | no | NONE | 827d | `2026-03-03T01:36:04Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `zeng269` | [profile](https://github.com/zeng269) | no | NONE | 2383d | `2026-04-15T18:11:38Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `zhengyuliu047-rgb` | [profile](https://github.com/zhengyuliu047-rgb) | no | NONE | 88d | `2026-04-14T04:51:17Z` | 4 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; targets high-star repos |
 | `ziomancer` | [profile](https://github.com/ziomancer) | no | CONTRIBUTOR | 57d | `2026-03-05T10:46:38Z` | 4 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `zoneblaze` | [profile](https://github.com/zoneblaze) | no | NONE | 5505d | `2026-04-17T15:38:07Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `CyberRaccoonTeam` | [profile](https://github.com/CyberRaccoonTeam) | no | NONE | 451d | `2026-04-11T12:36:28Z` | 3 | 4 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars |
+| `Feelw00` | [profile](https://github.com/Feelw00) | no | NONE | 2690d | `2026-04-08T11:13:23Z` | 3 | 3 | weak | low | low | high open PR share; targets high-star repos |
 | `Ziy1-Tan` | [profile](https://github.com/Ziy1-Tan) | no | CONTRIBUTOR | 2560d | `2026-03-16T02:45:15Z` | 3 | 3 | mixed | low | low | high open PR share; targets high-star repos |
 | `anyech` | [profile](https://github.com/anyech) | no | NONE | 4236d | `2026-02-23T04:42:33Z` | 3 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `yoanndefay` | [profile](https://github.com/yoanndefay) | no | NONE | 2166d | `2026-04-13T15:13:19Z` | 3 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -164,6 +164,7 @@
 | `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 |
 | `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 |
 | `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 |
+| `feiskyer` | [profile](https://github.com/feiskyer) | no | CONTRIBUTOR | 5509d | `2026-04-06T06:23:31Z` | 5 | 2 | strong | low | low | targets high-star repos |
 | `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 |
 | `mraleko` | [profile](https://github.com/mraleko) | no | NONE | 938d | `2026-04-08T03:48:45Z` | 5 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `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 |
@@ -180,7 +181,6 @@
 | `717986230` | [profile](https://github.com/717986230) | no | NONE | 1852d | `2026-04-13T02:48:11Z` | 2 | 3 | weak | low | low | high open PR share; targets high-star repos |
 | `leaderlemon` | [profile](https://github.com/leaderlemon) | no | NONE | 1559d | `2026-04-13T09:58:26Z` | 2 | 3 | weak | low | low | targets high-star repos |
 | `RedParrotBerkeley` | [profile](https://github.com/RedParrotBerkeley) | no | NONE | 1107d | `2026-04-10T16:29:40Z` | 2 | 3 | mixed | moderate | low | — |
-| `Feelw00` | [profile](https://github.com/Feelw00) | no | NONE | 2690d | `2026-04-08T11:13:23Z` | 2 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `hansolo949` | [profile](https://github.com/hansolo949) | no | NONE | 297d | `2026-04-12T08:08:29Z` | 2 | 2 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `jensenwang560-blip` | [profile](https://github.com/jensenwang560-blip) | no | NONE | 36d | `2026-04-13T07:35:13Z` | 2 | 2 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `shaun0927` | [profile](https://github.com/shaun0927) | no | NONE | 2053d | `2026-04-16T12:23:24Z` | 2 | 2 | mixed | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share |
@@ -214,6 +214,7 @@
 | `frankentini` | [profile](https://github.com/frankentini) | no | NONE | 2190d | `2026-04-11T12:05:46Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `geekhuashan` | [profile](https://github.com/geekhuashan) | no | CONTRIBUTOR | 2635d | `2026-03-12T01:17:49Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `IshanDaga` | [profile](https://github.com/IshanDaga) | no | NONE | 4222d | `2026-04-13T19:01:38Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `isopenclaw` | [profile](https://github.com/isopenclaw) | no | NONE | 48d | `2026-04-16T01:27:05Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `iubns` | [profile](https://github.com/iubns) | no | NONE | 4512d | `2026-03-17T18:37:20Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `jkf87` | [profile](https://github.com/jkf87) | no | NONE | 3258d | `2026-04-11T13:41:30Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `JQRobert` | [profile](https://github.com/JQRobert) | no | NONE | 46d | `2026-04-13T05:33:05Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
@@ -300,7 +301,7 @@
 | `wangshu94` | [profile](https://github.com/wangshu94) | no | NONE | 2454d | `2026-03-24T16:29:43Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `wittam-01` | [profile](https://github.com/wittam-01) | no | CONTRIBUTOR | 20d | `2026-04-09T14:43:04Z` | 2 | 0 | mixed | low | medium | very new account; no visible non-self stars |
 | `xDarkicex` | [profile](https://github.com/xDarkicex) | no | NONE | 4225d | `2026-03-25T06:09:32Z` | 2 | 0 | mixed | low | low | — |
-| `ttomiczek` | [profile](https://github.com/ttomiczek) | no | NONE | 41d | `2026-04-10T05:23:08Z` | 1 | 12 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
+| `ttomiczek` | [profile](https://github.com/ttomiczek) | no | NONE | 41d | `2026-04-10T05:23:08Z` | 1 | 13 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `JIRBOY` | [profile](https://github.com/JIRBOY) | no | NONE | 2565d | `2026-04-11T06:03:38Z` | 1 | 7 | weak | low | low | high open PR share; targets high-star repos |
 | `ismael-81` | [profile](https://github.com/ismael-81) | no | NONE | 10d | `2026-04-10T18:46:07Z` | 1 | 6 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `barronlroth` | [profile](https://github.com/barronlroth) | no | CONTRIBUTOR | 4583d | `2026-02-16T19:50:20Z` | 1 | 5 | mixed | low | low | high open PR share; targets high-star repos |
@@ -438,11 +439,10 @@
 | `bryanpearson` | [profile](https://github.com/bryanpearson) | no | NONE | 5384d | `2026-03-12T20:19:11Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `bthaha123-Carl` | [profile](https://github.com/bthaha123-Carl) | no | NONE | 781d | `2026-04-12T03:48:09Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `bullwinkle` | [profile](https://github.com/bullwinkle) | no | NONE | 4806d | `2026-04-14T11:30:41Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `byliu` | [profile](https://github.com/byliu) | no | NONE | 4257d | `2026-04-11T11:30:32Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `c6zks4gssn-droid` | [profile](https://github.com/c6zks4gssn-droid) | no | NONE | 47d | `2026-04-16T22:24:01Z` | 1 | 0 | weak | moderate | medium | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `CCcassiusdjs` | [profile](https://github.com/CCcassiusdjs) | no | NONE | 950d | `2026-04-12T02:37:09Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `central-hd-ytakeda` | [profile](https://github.com/central-hd-ytakeda) | no | NONE | 895d | `2026-04-13T09:12:24Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `cesararevalo` | [profile](https://github.com/cesararevalo) | yes | NONE | 5858d | `2026-04-18T11:01:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `cesararevalo` | [profile](https://github.com/cesararevalo) | no | NONE | 5858d | `2026-04-18T11:01:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `CharlesMcquade` | [profile](https://github.com/CharlesMcquade) | no | NONE | 4467d | `2026-04-13T16:56:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `cheapestinference` | [profile](https://github.com/cheapestinference) | no | CONTRIBUTOR | 175d | `2026-04-14T11:43:30Z` | 1 | 0 | weak | low | medium | young account; high open PR share; targets high-star repos |
 | `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 |
@@ -499,7 +499,6 @@
 | `grandmamischief` | [profile](https://github.com/grandmamischief) | no | NONE | 763d | `2026-04-11T15:11:35Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `grimmjoww` | [profile](https://github.com/grimmjoww) | no | NONE | 3584d | `2026-04-18T10:03:57Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `groovetandon` | [profile](https://github.com/groovetandon) | no | NONE | 3339d | `2026-04-16T01:30:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `grtninja` | [profile](https://github.com/grtninja) | no | NONE | 316d | `2026-04-11T11:50:44Z` | 1 | 0 | weak | high | medium | young account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars |
 | `gztony` | [profile](https://github.com/gztony) | no | NONE | 3302d | `2026-04-13T04:31:10Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Hakibbumbus` | [profile](https://github.com/Hakibbumbus) | no | NONE | 2017d | `2026-04-13T19:50:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `hamzaMissewi` | [profile](https://github.com/hamzaMissewi) | no | NONE | 1646d | `2026-04-15T11:28:03Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -524,7 +523,6 @@
 | `infocentr` | [profile](https://github.com/infocentr) | no | NONE | 2808d | `2026-04-18T09:28:18Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `insomnius` | [profile](https://github.com/insomnius) | no | NONE | 3552d | `2026-04-16T11:54:42Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `iosifpeterfi` | [profile](https://github.com/iosifpeterfi) | no | NONE | 4825d | `2026-04-14T20:41:55Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `isopenclaw` | [profile](https://github.com/isopenclaw) | no | NONE | 48d | `2026-04-16T01:27:05Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `itsuzef` | [profile](https://github.com/itsuzef) | no | NONE | 2465d | `2026-02-21T23:47:03Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ivyhabscheid` | [profile](https://github.com/ivyhabscheid) | no | NONE | 12d | `2026-04-16T18:44:59Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `jack-ra` | [profile](https://github.com/jack-ra) | no | NONE | 4832d | `2026-04-18T04:40:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -699,6 +697,7 @@
 | `trentcharlton` | [profile](https://github.com/trentcharlton) | no | NONE | 827d | `2026-02-24T16:28:28Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `Trojaner` | [profile](https://github.com/Trojaner) | no | NONE | 5066d | `2026-04-12T12:13:01Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `TrueNorth49` | [profile](https://github.com/TrueNorth49) | no | NONE | 573d | `2026-04-13T07:46:32Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
+| `TTTT-T` | [profile](https://github.com/TTTT-T) | yes | NONE | 495d | `2026-04-18T12:12:52Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Tuarisa` | [profile](https://github.com/Tuarisa) | no | NONE | 4909d | `2026-04-17T18:27:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Unayung` | [profile](https://github.com/Unayung) | no | CONTRIBUTOR | 5054d | `2026-02-12T00:36:52Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `vipitec-neo` | [profile](https://github.com/vipitec-neo) | no | NONE | 64d | `2026-04-14T13:24:54Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
@@ -755,12 +754,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3A100yenadmin)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3A100yenadmin)
 - repo first seen: `2026-03-15T18:31:56Z`
-- repo last seen: `2026-04-18T11:00:16Z`
+- repo last seen: `2026-04-18T12:13:13Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **100**
 - snapshot authored PRs/issues: **51 PRs / 49 issues**
-- snapshot discussion activity: **214 comments / 892 reviews / 892 review comments**
+- snapshot discussion activity: **224 comments / 892 reviews / 892 review comments**
 - account age: **178 days**
 - recent public PR activity: **81 PRs** (21 merged / 36 closed-unmerged / 24 open; merged rate **26%**, closed-unmerged rate **44%**, open rate **30%**)
 - public orgs: `electricsheephq`
@@ -971,11 +970,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Akagura-agent)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Akagura-agent)
 - repo first seen: `2026-03-18T00:16:55Z`
-- repo last seen: `2026-04-18T10:54:59Z`
+- repo last seen: `2026-04-18T11:39:13Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **33**
-- snapshot authored PRs/issues: **26 PRs / 7 issues**
+- repo primary artifacts: **34**
+- snapshot authored PRs/issues: **27 PRs / 7 issues**
 - snapshot discussion activity: **38 comments / 0 reviews / 0 review comments**
 - account age: **32 days**
 - recent public PR activity: **108 PRs** (51 merged / 12 closed-unmerged / 45 open; merged rate **47%**, closed-unmerged rate **11%**, open rate **42%**)
@@ -984,9 +983,9 @@ Example artifacts:
 - heuristic read: **very new account; extremely high recent PR volume; broad repo spread; high open PR share**
 
 Example artifacts:
+- [PR #68534: fix(memory-core): add cooldown guard to prevent dreaming-narrative from spawning on every heartbeat](https://github.com/openclaw/openclaw/pull/68534) — open
 - [PR #68518: fix(ui): filter system event messages from chat transcript (#68508)](https://github.com/openclaw/openclaw/pull/68518) — open
 - [PR #68490: fix: exclude volatile inbound metadata from extraSystemPromptHash](https://github.com/openclaw/openclaw/pull/68490) — open
-- [PR #68448: fix: prioritize explicit provider config over model ID prefix parsing](https://github.com/openclaw/openclaw/pull/68448) — open
 - [Issue #68123: feat: allow cron tasks to opt out of main session notification](https://github.com/openclaw/openclaw/issues/68123) — open
 - [Issue #66576: [Feature]: Configurable workspace file inclusion/exclusion (bootstrapFiles)](https://github.com/openclaw/openclaw/issues/66576) — open
 - [Issue #66399: Process supervisor: graceful signal escalation and drain timeout for exec tool](https://github.com/openclaw/openclaw/issues/66399) — open
@@ -2391,12 +2390,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aimadal1n)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aimadal1n)
 - repo first seen: `2026-04-09T00:47:07Z`
-- repo last seen: `2026-04-16T21:11:26Z`
+- repo last seen: `2026-04-18T12:06:06Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **7**
 - snapshot authored PRs/issues: **7 PRs / 0 issues**
-- snapshot discussion activity: **7 comments / 3 reviews / 3 review comments**
+- snapshot discussion activity: **10 comments / 3 reviews / 3 review comments**
 - account age: **1548 days**
 - recent public PR activity: **6 PRs** (0 merged / 2 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
 - public orgs: none visible
@@ -2872,30 +2871,30 @@ Example artifacts:
 - [PR #67018: refactor(ios): extract TTS format strings to constants](https://github.com/openclaw/openclaw/pull/67018) — open
 - [PR #67015: feat(ios): make GatewayConnectionIssue requestId extraction case-inse…](https://github.com/openclaw/openclaw/pull/67015) — open
 
-### `feiskyer`
+### `frankekn`
 
-- profile: [github.com/feiskyer](https://github.com/feiskyer)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Afeiskyer)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Afeiskyer)
-- repo first seen: `2026-04-06T06:23:31Z`
-- repo last seen: `2026-04-15T09:55:38Z`
+- profile: [github.com/frankekn](https://github.com/frankekn)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Afrankekn)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Afrankekn)
+- repo first seen: `2026-01-29T00:35:02Z`
+- repo last seen: `2026-04-18T11:33:18Z`
 - first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
+- repo association: **MEMBER**
 - repo primary artifacts: **7**
 - snapshot authored PRs/issues: **5 PRs / 2 issues**
-- snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
-- account age: **5509 days**
-- recent public PR activity: **6 PRs** (5 merged / 0 closed-unmerged / 1 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
-- public orgs: `Azure`, `kubernetes`, `kubernetes-sigs`
+- snapshot discussion activity: **229 comments / 2 reviews / 2 review comments**
+- account age: **4714 days**
+- recent public PR activity: **5 PRs** (5 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
+- public orgs: `openclaw`, `openabdev`
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #66528: fix(configure): re-read config hash after persist to avoid stale-hash race (#64188)](https://github.com/openclaw/openclaw/pull/66528) — closed, merged
-- [PR #65716: fix(anthropic-vertex): resolve model discovery and auth for GCP ADC](https://github.com/openclaw/openclaw/pull/65716) — open
-- [PR #64790: fix(security): redact secrets in exec approval prompts (#61077)](https://github.com/openclaw/openclaw/pull/64790) — open
-- [Issue #65715: anthropic-vertex models missing after upgrade to 2026.4.11](https://github.com/openclaw/openclaw/issues/65715) — open
-- [Issue #61717: [Feature]: Add GitHub Copilot as memory search embedding provider](https://github.com/openclaw/openclaw/issues/61717) — closed
+- [PR #68516: fix(cli): normalize reply-media paths for agent --deliver](https://github.com/openclaw/openclaw/pull/68516) — closed, merged
+- [PR #65966: fix(whatsapp): harden Baileys media upload hotfix](https://github.com/openclaw/openclaw/pull/65966) — closed, merged
+- [PR #65896: fix(whatsapp): await write stream finish before returning encFilePath](https://github.com/openclaw/openclaw/pull/65896) — closed, merged
+- [Issue #63130: claude-cli OAuth token not auto-refreshed; agents silently fall back](https://github.com/openclaw/openclaw/issues/63130) — closed
+- [Issue #63054: Bug: NO_REPLY token leaks as visible text when model generates trailing content after NO_REPLY](https://github.com/openclaw/openclaw/issues/63054) — closed
 
 ### `lyfuci`
 
@@ -2951,12 +2950,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asliverp)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asliverp)
 - repo first seen: `2026-02-06T14:44:05Z`
-- repo last seen: `2026-04-17T08:26:39Z`
+- repo last seen: `2026-04-18T11:59:50Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **5 PRs / 1 issues**
-- snapshot discussion activity: **34 comments / 7 reviews / 6 review comments**
+- snapshot discussion activity: **34 comments / 8 reviews / 6 review comments**
 - account age: **2933 days**
 - recent public PR activity: **9 PRs** (4 merged / 2 closed-unmerged / 3 open; merged rate **44%**, closed-unmerged rate **22%**, open rate **33%**)
 - public orgs: `openclaw`
@@ -3061,6 +3060,29 @@ Example artifacts:
 - [PR #66796: fix(reply): resolve active channel/account SecretRefs in reply runs](https://github.com/openclaw/openclaw/pull/66796) — closed, merged
 - [PR #65596: feat(qa-lab): add Convex credential broker and admin CLI](https://github.com/openclaw/openclaw/pull/65596) — closed, merged
 
+### `likewen-tech`
+
+- profile: [github.com/likewen-tech](https://github.com/likewen-tech)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Alikewen-tech)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Alikewen-tech)
+- repo first seen: `2026-04-17T13:44:27Z`
+- repo last seen: `2026-04-18T12:00:21Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **5 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 22 reviews / 22 review comments**
+- account age: **477 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #68535: cron: prefer sessionTarget for failure alerts](https://github.com/openclaw/openclaw/pull/68535) — open
+- [PR #68506: status: improve degraded-state recovery guidance](https://github.com/openclaw/openclaw/pull/68506) — open
+- [PR #68503: status: reduce diagnosis noise in status --all](https://github.com/openclaw/openclaw/pull/68503) — open
+
 ### `plgonzalezrx8`
 
 - profile: [github.com/plgonzalezrx8](https://github.com/plgonzalezrx8)
@@ -3130,6 +3152,29 @@ Example artifacts:
 - [PR #67476: test(ui): remove console.log fixture snippets from markdown tests](https://github.com/openclaw/openclaw/pull/67476) — open
 - [PR #66776: fix(pre-commit): fall back to corepack-managed pnpm](https://github.com/openclaw/openclaw/pull/66776) — open
 
+### `YangManBOBO`
+
+- profile: [github.com/YangManBOBO](https://github.com/YangManBOBO)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AYangManBOBO)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AYangManBOBO)
+- repo first seen: `2026-03-03T01:36:04Z`
+- repo last seen: `2026-04-18T11:21:50Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **5 PRs / 0 issues**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
+- account age: **827 days**
+- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #68528: fix(groups): default requireMention off when groupPolicy is open (#68476)](https://github.com/openclaw/openclaw/pull/68528) — open
+- [PR #67644: fix: avoid python preflight false positives for $ tokens in string literals](https://github.com/openclaw/openclaw/pull/67644) — open
+- [PR #66442: fix(skills): support Discord multi-account config in skills check](https://github.com/openclaw/openclaw/pull/66442) — open
+
 ### `zhanggpcsu`
 
 - profile: [github.com/zhanggpcsu](https://github.com/zhanggpcsu)
@@ -3277,31 +3322,6 @@ Example artifacts:
 - [Issue #68297: [Feature]: Add --daemon-env flag to openclaw node install](https://github.com/openclaw/openclaw/issues/68297) — open
 - [Issue #68287: [Bug]: openclaw node install fails with 'Unit file openclaw-gateway.service does not exist' on node-only VMs](https://github.com/openclaw/openclaw/issues/68287) — open
 
-### `frankekn`
-
-- profile: [github.com/frankekn](https://github.com/frankekn)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Afrankekn)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Afrankekn)
-- repo first seen: `2026-01-29T00:35:02Z`
-- repo last seen: `2026-04-18T11:16:08Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **6**
-- snapshot authored PRs/issues: **4 PRs / 2 issues**
-- snapshot discussion activity: **228 comments / 2 reviews / 2 review comments**
-- account age: **4714 days**
-- recent public PR activity: **5 PRs** (5 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
-- public orgs: `openclaw`, `openabdev`
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #68516: fix(cli): normalize reply-media paths for agent --deliver](https://github.com/openclaw/openclaw/pull/68516) — open
-- [PR #65966: fix(whatsapp): harden Baileys media upload hotfix](https://github.com/openclaw/openclaw/pull/65966) — closed, merged
-- [PR #65896: fix(whatsapp): await write stream finish before returning encFilePath](https://github.com/openclaw/openclaw/pull/65896) — closed, merged
-- [Issue #63130: claude-cli OAuth token not auto-refreshed; agents silently fall back](https://github.com/openclaw/openclaw/issues/63130) — closed
-- [Issue #63054: Bug: NO_REPLY token leaks as visible text when model generates trailing content after NO_REPLY](https://github.com/openclaw/openclaw/issues/63054) — closed
-
 ### `sebykrueger`
 
 - profile: [github.com/sebykrueger](https://github.com/sebykrueger)
@@ -3631,29 +3651,6 @@ Example artifacts:
 - [PR #66710: fix: forward toolsAllow through embedded runner call chain](https://github.com/openclaw/openclaw/pull/66710) — open
 - [PR #65607: fix(image-tool): resolve default provider from config instead of hardcoding openai](https://github.com/openclaw/openclaw/pull/65607) — closed
 
-### `likewen-tech`
-
-- profile: [github.com/likewen-tech](https://github.com/likewen-tech)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Alikewen-tech)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Alikewen-tech)
-- repo first seen: `2026-04-17T13:44:27Z`
-- repo last seen: `2026-04-18T10:01:54Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 22 reviews / 22 review comments**
-- account age: **477 days**
-- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #68506: status: improve degraded-state recovery guidance](https://github.com/openclaw/openclaw/pull/68506) — open
-- [PR #68503: status: reduce diagnosis noise in status --all](https://github.com/openclaw/openclaw/pull/68503) — open
-- [PR #68499: tasks: separate recent and historical failures in founder-visible summaries](https://github.com/openclaw/openclaw/pull/68499) — open
-
 ### `moorsecopers99`
 
 - profile: [github.com/moorsecopers99](https://github.com/moorsecopers99)
@@ -3792,29 +3789,6 @@ Example artifacts:
 - [PR #66846: feat(memory): add model override for memoryFlush](https://github.com/openclaw/openclaw/pull/66846) — open
 - [PR #66845: fix(memory): handle zero-initialization in flush compaction dedup](https://github.com/openclaw/openclaw/pull/66845) — open
 
-### `YangManBOBO`
-
-- profile: [github.com/YangManBOBO](https://github.com/YangManBOBO)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AYangManBOBO)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AYangManBOBO)
-- repo first seen: `2026-03-03T01:36:04Z`
-- repo last seen: `2026-04-16T11:34:51Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **827 days**
-- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #67644: fix: avoid python preflight false positives for $ tokens in string literals](https://github.com/openclaw/openclaw/pull/67644) — open
-- [PR #66442: fix(skills): support Discord multi-account config in skills check](https://github.com/openclaw/openclaw/pull/66442) — open
-- [PR #65753: docs: fix link audit to ignore fenced code blocks correctly](https://github.com/openclaw/openclaw/pull/65753) — open
-
 ### `zeng269`
 
 - profile: [github.com/zeng269](https://github.com/zeng269)
@@ -3933,6 +3907,32 @@ Example artifacts:
 - [Issue #66392: [Feature Proposal] Matrix and Cyberpunk themes for Control UI](https://github.com/openclaw/openclaw/issues/66392) — open
 - [Issue #66356: [Bug]: Discord guided setup says "not enabled" and skips token input in configure wizard](https://github.com/openclaw/openclaw/issues/66356) — open
 
+### `Feelw00`
+
+- profile: [github.com/Feelw00](https://github.com/Feelw00)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AFeelw00)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AFeelw00)
+- repo first seen: `2026-04-08T11:13:23Z`
+- repo last seen: `2026-04-18T11:40:33Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **3 PRs / 3 issues**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
+- account age: **2690 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #68531: fix(plugins): roll back partial registry array contributions when register() throws](https://github.com/openclaw/openclaw/pull/68531) — open
+- [PR #68511: fix(infra): revert sigusr1 authorization when emitGatewayRestart emission throws](https://github.com/openclaw/openclaw/pull/68511) — open
+- [PR #68489: fix(agents): keep subagent sweeper alive while pendingLifecycleErrorByRunId has entries](https://github.com/openclaw/openclaw/pull/68489) — closed
+- [Issue #68529: plugin register() throw leaves partial httpRoutes/services/hooks entries in the shared registry](https://github.com/openclaw/openclaw/issues/68529) — open
+- [Issue #68510: emitGatewayRestart's catch path leaves sigusr1 authorization count incremented on emit failure](https://github.com/openclaw/openclaw/issues/68510) — open
+- [Issue #68487: subagent sweeper self-stops while pendingLifecycleErrorByRunId still has entries](https://github.com/openclaw/openclaw/issues/68487) — open
+
 ### `Ziy1-Tan`
 
 - profile: [github.com/Ziy1-Tan](https://github.com/Ziy1-Tan)
@@ -4376,6 +4376,31 @@ Example artifacts:
 - [PR #64956: fix: dedupe session summaries by session id](https://github.com/openclaw/openclaw/pull/64956) — open
 - [PR #64617: Doctor: add regression coverage for archived transcript artifacts in orphan checks](https://github.com/openclaw/openclaw/pull/64617) — open
 
+### `feiskyer`
+
+- profile: [github.com/feiskyer](https://github.com/feiskyer)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Afeiskyer)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Afeiskyer)
+- repo first seen: `2026-04-06T06:23:31Z`
+- repo last seen: `2026-04-15T09:55:38Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **7**
+- snapshot authored PRs/issues: **5 PRs / 2 issues**
+- snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
+- account age: **5509 days**
+- recent public PR activity: **6 PRs** (5 merged / 0 closed-unmerged / 1 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
+- public orgs: `Azure`, `kubernetes`, `kubernetes-sigs`
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #66528: fix(configure): re-read config hash after persist to avoid stale-hash race (#64188)](https://github.com/openclaw/openclaw/pull/66528) — closed, merged
+- [PR #65716: fix(anthropic-vertex): resolve model discovery and auth for GCP ADC](https://github.com/openclaw/openclaw/pull/65716) — open
+- [PR #64790: fix(security): redact secrets in exec approval prompts (#61077)](https://github.com/openclaw/openclaw/pull/64790) — open
+- [Issue #65715: anthropic-vertex models missing after upgrade to 2026.4.11](https://github.com/openclaw/openclaw/issues/65715) — open
+- [Issue #61717: [Feature]: Add GitHub Copilot as memory search embedding provider](https://github.com/openclaw/openclaw/issues/61717) — closed
+
 ### `sercada`
 
 - profile: [github.com/sercada](https://github.com/sercada)
@@ -4765,30 +4790,6 @@ Example artifacts:
 - [Issue #64929: Browser tool is unexpectedly slow in local managed Brave mode due to per-action CDP attach/discovery overhead](https://github.com/openclaw/openclaw/issues/64929) — open
 - [Issue #64402: Discord provider advertises channel/thread create actions, but agent runtime lacks a documented/invokable path](https://github.com/openclaw/openclaw/issues/64402) — open
 
-### `Feelw00`
-
-- profile: [github.com/Feelw00](https://github.com/Feelw00)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AFeelw00)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AFeelw00)
-- repo first seen: `2026-04-08T11:13:23Z`
-- repo last seen: `2026-04-18T10:26:11Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **2 PRs / 2 issues**
-- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **2690 days**
-- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #68511: fix(infra): revert sigusr1 authorization when emitGatewayRestart emission throws](https://github.com/openclaw/openclaw/pull/68511) — open
-- [PR #68489: fix(agents): keep subagent sweeper alive while pendingLifecycleErrorByRunId has entries](https://github.com/openclaw/openclaw/pull/68489) — closed
-- [Issue #68510: emitGatewayRestart's catch path leaves sigusr1 authorization count incremented on emit failure](https://github.com/openclaw/openclaw/issues/68510) — open
-- [Issue #68487: subagent sweeper self-stops while pendingLifecycleErrorByRunId still has entries](https://github.com/openclaw/openclaw/issues/68487) — open
-
 ### `hansolo949`
 
 - profile: [github.com/hansolo949](https://github.com/hansolo949)
@@ -5532,6 +5533,28 @@ Example artifacts:
 - [PR #66143: docs: clarify mobile pairing routing and approval flow](https://github.com/openclaw/openclaw/pull/66143) — closed
 - [PR #66123: fix(android): preserve websocket transport and reduce pairing churn](https://github.com/openclaw/openclaw/pull/66123) — open
 
+### `isopenclaw`
+
+- profile: [github.com/isopenclaw](https://github.com/isopenclaw)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aisopenclaw)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aisopenclaw)
+- repo first seen: `2026-04-16T01:27:05Z`
+- repo last seen: `2026-04-18T12:16:37Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **48 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #68538: discord: timebox native-command defer before dispatch](https://github.com/openclaw/openclaw/pull/68538) — open
+- [PR #67463: Fix doctor SecretRef false positive and normalize task timestamps](https://github.com/openclaw/openclaw/pull/67463) — open
+
 ### `iubns`
 
 - profile: [github.com/iubns](https://github.com/iubns)
@@ -7466,11 +7489,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Attomiczek)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Attomiczek)
 - repo first seen: `2026-04-10T05:23:08Z`
-- repo last seen: `2026-04-18T08:20:34Z`
+- repo last seen: `2026-04-18T11:33:17Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
-- repo primary artifacts: **13**
-- snapshot authored PRs/issues: **1 PRs / 12 issues**
+- repo primary artifacts: **14**
+- snapshot authored PRs/issues: **1 PRs / 13 issues**
 - snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
 - account age: **41 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
@@ -7480,9 +7503,9 @@ Example artifacts:
 
 Example artifacts:
 - [PR #67073: fix(dreaming): use isolated sessionTarget instead of main (#67021)](https://github.com/openclaw/openclaw/pull/67073) — open
+- [Issue #68533: Paperclip v2026.416.0: API route passes project name as UUID to PostgreSQL](https://github.com/openclaw/openclaw/issues/68533) — open
 - [Issue #68468: Change default dreaming storage.mode from inline to separate](https://github.com/openclaw/openclaw/issues/68468) — open
 - [Issue #68467: Dreaming inline mode silently produces no output (storage.mode: inline broken)](https://github.com/openclaw/openclaw/issues/68467) — open
-- [Issue #67021: Main workspace excluded from dreaming schedule — silently skipped](https://github.com/openclaw/openclaw/issues/67021) — open
 
 ### `JIRBOY`
 
@@ -8578,12 +8601,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajacko2bot)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajacko2bot)
 - repo first seen: `2026-04-17T23:40:43Z`
-- repo last seen: `2026-04-18T04:05:48Z`
+- repo last seen: `2026-04-18T12:17:26Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
 - account age: **63 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -10488,27 +10511,6 @@ Example artifacts:
 Example artifacts:
 - [PR #66515: feat: add YandexGPT as native provider via Yandex AI Studio](https://github.com/openclaw/openclaw/pull/66515) — open
 
-### `byliu`
-
-- profile: [github.com/byliu](https://github.com/byliu)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abyliu)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abyliu)
-- repo first seen: `2026-04-11T11:30:32Z`
-- repo last seen: `2026-04-11T11:30:32Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **4257 days**
-- recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
-- public orgs: none visible
-- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
-- heuristic read: **no visible non-self stars**
-
-Example artifacts:
-- [PR #64782: fix(gateway): restore codex-cli chat history imports](https://github.com/openclaw/openclaw/pull/64782) — open
-
 ### `c6zks4gssn-droid`
 
 - profile: [github.com/c6zks4gssn-droid](https://github.com/c6zks4gssn-droid)
@@ -10579,7 +10581,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Acesararevalo)
 - repo first seen: `2026-04-18T11:01:34Z`
 - repo last seen: `2026-04-18T11:01:34Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -11769,27 +11771,6 @@ Example artifacts:
 Example artifacts:
 - [PR #67467: Fix Slack cron delivery inference for agentTurn jobs](https://github.com/openclaw/openclaw/pull/67467) — closed
 
-### `grtninja`
-
-- profile: [github.com/grtninja](https://github.com/grtninja)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Agrtninja)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Agrtninja)
-- repo first seen: `2026-04-11T11:50:44Z`
-- repo last seen: `2026-04-13T19:36:29Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
-- account age: **316 days**
-- recent public PR activity: **30 PRs** (5 merged / 5 closed-unmerged / 20 open; merged rate **17%**, closed-unmerged rate **17%**, open rate **67%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
-- heuristic read: **young account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars**
-
-Example artifacts:
-- [PR #64787: fix: ignore auto-filled streamTo for subagent spawns](https://github.com/openclaw/openclaw/pull/64787) — open
-
 ### `gztony`
 
 - profile: [github.com/gztony](https://github.com/gztony)
@@ -12295,27 +12276,6 @@ Example artifacts:
 Example artifacts:
 - [PR #66798: feat: bridge external MCP servers to CLI backends via bundleExternalMcp](https://github.com/openclaw/openclaw/pull/66798) — open
 
-### `isopenclaw`
-
-- profile: [github.com/isopenclaw](https://github.com/isopenclaw)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aisopenclaw)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aisopenclaw)
-- repo first seen: `2026-04-16T01:27:05Z`
-- repo last seen: `2026-04-17T08:03:21Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **48 days**
-- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #67463: Fix doctor SecretRef false positive and normalize task timestamps](https://github.com/openclaw/openclaw/pull/67463) — open
-
 ### `itsuzef`
 
 - profile: [github.com/itsuzef](https://github.com/itsuzef)
@@ -12910,12 +12870,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AJuniperSling)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AJuniperSling)
 - repo first seen: `2026-04-18T07:51:44Z`
-- repo last seen: `2026-04-18T07:51:44Z`
+- repo last seen: `2026-04-18T12:10:18Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **0 comments / 2 reviews / 2 review comments**
 - account age: **1866 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -15971,6 +15931,27 @@ Example artifacts:
 Example artifacts:
 - [PR #65789: docs: add execution checklist for false-green gateway health](https://github.com/openclaw/openclaw/pull/65789) — closed
 
+### `TTTT-T`
+
+- profile: [github.com/TTTT-T](https://github.com/TTTT-T)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ATTTT-T)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ATTTT-T)
+- repo first seen: `2026-04-18T12:12:52Z`
+- repo last seen: `2026-04-18T12:12:52Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **495 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #68537: [codex] fix(telegram): allow ACP bindings for direct chats](https://github.com/openclaw/openclaw/pull/68537) — open, draft
+
 ### `Tuarisa`
 
 - profile: [github.com/Tuarisa](https://github.com/Tuarisa)

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+size 1388056

snapshots/20260418T122035Z/manifest.json

@@ -0,0 +1,39 @@
+{
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+    "new_contributors_markdown": "new-contributors-report.md",
+    "new_contributors_parquet": "new_contributors.parquet"
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+  "delta_counts": {
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+    "issue_stubs": 47,
+    "issues": 9,
+    "links": 174,
+    "pr_diffs": 38,
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+  "extracted_at": "2026-04-18T12:20:35Z",
+  "repo": "openclaw/openclaw",
+  "snapshot_id": "20260418T122035Z",
+  "watermark": {
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+}

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@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260418T112035Z/manifest.json",
-  "latest_snapshot_id": "20260418T112035Z",
+  "archived_manifest_path": "snapshots/20260418T122035Z/manifest.json",
+  "latest_snapshot_id": "20260418T122035Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-04-18T11:20:35Z",
+  "next_since": "2026-04-18T12:20:35Z",
   "repo": "openclaw/openclaw",
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 }

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-  "next_since": "2026-04-18T11:20:35Z",
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   "repo": "openclaw/openclaw",
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 }