Refresh openclaw dataset snapshot 20260419T072034Z

README.md

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

@@ -1,9 +1,9 @@
 # New Contributor Report: openclaw/openclaw
 
-- Snapshot: `20260419T062034Z`
-- Generated: `2026-04-19T06:22:19Z`
+- Snapshot: `20260419T072034Z`
+- Generated: `2026-04-19T07:23:00Z`
 - Activity window: `7d`
-- Contributors: `705`
+- Contributors: `701`
 
 ## Summary
 
@@ -15,7 +15,7 @@
 | `nightq` | [profile](https://github.com/nightq) | no | CONTRIBUTOR | 4825d | `2026-04-01T13:17:35Z` | 41 | 1 | weak | low | medium | extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
 | `hclsys` | [profile](https://github.com/hclsys) | no | CONTRIBUTOR | 4339d | `2026-01-29T06:32:51Z` | 41 | 0 | weak | low | high | very high single-repo PR burst; high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
 | `neeravmakwana` | [profile](https://github.com/neeravmakwana) | no | CONTRIBUTOR | 64d | `2026-02-24T02:57:36Z` | 40 | 0 | weak | low | medium | very new account; high recent PR volume; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `kagura-agent` | [profile](https://github.com/kagura-agent) | no | CONTRIBUTOR | 32d | `2026-03-18T00:16:55Z` | 33 | 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` | 36 | 7 | mixed | high | high | very new account; extremely high recent PR volume; broad repo spread; high open PR share |
 | `Takhoffman` | [profile](https://github.com/Takhoffman) | no | CONTRIBUTOR | 5455d | `2026-01-27T16:37:08Z` | 32 | 1 | mixed | low | low | high recent PR volume; targets high-star repos |
 | `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` | 31 | 1 | mixed | low | low | high recent PR volume; targets high-star repos |
@@ -48,6 +48,7 @@
 | `1aifanatic` | [profile](https://github.com/1aifanatic) | no | NONE | 2426d | `2026-02-01T16:01:30Z` | 11 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Bartok9` | [profile](https://github.com/Bartok9) | no | CONTRIBUTOR | 70d | `2026-02-27T18:48:49Z` | 11 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `SARAMALI15792` | [profile](https://github.com/SARAMALI15792) | no | CONTRIBUTOR | 992d | `2026-04-11T06:57:22Z` | 11 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
+| `armorbreak001` | [profile](https://github.com/armorbreak001) | no | NONE | 7d | `2026-04-16T01:31:19Z` | 10 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars |
 | `Jimmy-xuzimo` | [profile](https://github.com/Jimmy-xuzimo) | no | CONTRIBUTOR | 1335d | `2026-02-25T14:46:20Z` | 10 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `lawrence3699` | [profile](https://github.com/lawrence3699) | no | CONTRIBUTOR | 135d | `2026-04-06T08:25:15Z` | 10 | 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 |
 | `Linux2010` | [profile](https://github.com/Linux2010) | no | CONTRIBUTOR | 3021d | `2026-02-28T09:30:44Z` | 10 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -55,14 +56,13 @@
 | `MonkeyLeeT` | [profile](https://github.com/MonkeyLeeT) | no | CONTRIBUTOR | 4437d | `2026-03-02T15:37:21Z` | 10 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Rohan5commit` | [profile](https://github.com/Rohan5commit) | no | CONTRIBUTOR | 580d | `2026-02-21T09:50:26Z` | 10 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `pfrederiksen` | [profile](https://github.com/pfrederiksen) | no | NONE | 5392d | `2026-04-14T16:42:04Z` | 9 | 4 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `jetd1` | [profile](https://github.com/jetd1) | no | CONTRIBUTOR | 3810d | `2026-04-09T03:07:08Z` | 9 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `VACInc` | [profile](https://github.com/VACInc) | no | CONTRIBUTOR | 4839d | `2026-01-06T03:04:41Z` | 9 | 2 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `martingarramon` | [profile](https://github.com/martingarramon) | no | CONTRIBUTOR | 49d | `2026-03-21T22:50:34Z` | 9 | 1 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `stainlu` | [profile](https://github.com/stainlu) | no | CONTRIBUTOR | 1364d | `2026-04-08T01:24:20Z` | 9 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `armorbreak001` | [profile](https://github.com/armorbreak001) | no | NONE | 7d | `2026-04-16T01:31:19Z` | 9 | 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 |
 | `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 |
 | `xinmotlanthua` | [profile](https://github.com/xinmotlanthua) | no | CONTRIBUTOR | ?d | `2026-04-14T03:17:52Z` | 9 | 0 | n/a | n/a | n/a | summary unavailable |
 | `yqli2420` | [profile](https://github.com/yqli2420) | no | CONTRIBUTOR | 3910d | `2026-04-13T18:44:19Z` | 9 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `Feelw00` | [profile](https://github.com/Feelw00) | no | NONE | 2690d | `2026-04-08T11:13:23Z` | 8 | 8 | weak | low | low | high open PR share; targets high-star repos |
 | `zqchris` | [profile](https://github.com/zqchris) | no | CONTRIBUTOR | 4718d | `2026-03-01T13:09:15Z` | 8 | 5 | weak | low | low | high open PR share; targets high-star repos |
 | `zhouhe-xydt` | [profile](https://github.com/zhouhe-xydt) | no | CONTRIBUTOR | 44d | `2026-03-10T08:57:32Z` | 8 | 2 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `loongfay` | [profile](https://github.com/loongfay) | no | NONE | 3732d | `2026-04-15T14:58:37Z` | 8 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -101,10 +101,11 @@
 | `plgonzalezrx8` | [profile](https://github.com/plgonzalezrx8) | no | CONTRIBUTOR | 3595d | `2026-01-31T01:53:17Z` | 6 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `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 |
+| `tianhaocui` | [profile](https://github.com/tianhaocui) | no | CONTRIBUTOR | 2442d | `2026-04-19T04:50:42Z` | 6 | 0 | mixed | moderate | low | high open PR share |
 | `wirjo` | [profile](https://github.com/wirjo) | no | CONTRIBUTOR | 5970d | `2026-04-06T11:49:31Z` | 6 | 0 | weak | low | medium | many recent closed-unmerged PRs; 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 |
-| `Feelw00` | [profile](https://github.com/Feelw00) | no | NONE | 2690d | `2026-04-08T11:13:23Z` | 5 | 5 | weak | low | low | high open PR share; 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 |
+| `kesslerio` | [profile](https://github.com/kesslerio) | no | NONE | 4923d | `2026-01-29T00:28:18Z` | 5 | 2 | weak | low | low | high open PR share |
 | `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 |
@@ -119,7 +120,6 @@
 | `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 |
 | `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 |
 | `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 |
 | `joelnishanth` | [profile](https://github.com/joelnishanth) | no | CONTRIBUTOR | 1003d | `2026-02-24T01:34:00Z` | 4 | 1 | strong | low | low | targets high-star repos |
 | `WayChan` | [profile](https://github.com/WayChan) | no | NONE | 3842d | `2026-04-15T12:42:46Z` | 4 | 1 | weak | low | low | high open PR share; targets high-star repos |
@@ -160,9 +160,9 @@
 | `mylukin` | [profile](https://github.com/mylukin) | no | CONTRIBUTOR | 5340d | `2026-01-26T00:39:54Z` | 3 | 0 | mixed | low | low | — |
 | `nnish16` | [profile](https://github.com/nnish16) | no | NONE | 2135d | `2026-04-13T18:14:26Z` | 3 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `RLTree` | [profile](https://github.com/RLTree) | no | NONE | 1732d | `2026-04-14T20:31:37Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `SimbaKingjoe` | [profile](https://github.com/SimbaKingjoe) | no | NONE | 1147d | `2026-04-13T10:48:04Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `soloclz` | [profile](https://github.com/soloclz) | no | NONE | 728d | `2026-04-15T15:18:28Z` | 3 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `sqsge` | [profile](https://github.com/sqsge) | no | NONE | 1979d | `2026-04-13T14:48:07Z` | 3 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
-| `tianhaocui` | [profile](https://github.com/tianhaocui) | no | NONE | 2442d | `2026-04-19T04:50:42Z` | 3 | 0 | mixed | moderate | low | high open PR share |
 | `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 |
 | `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 |
@@ -171,6 +171,7 @@
 | `mraleko` | [profile](https://github.com/mraleko) | no | CONTRIBUTOR | 938d | `2026-04-08T03:48:45Z` | 5 | 0 | weak | moderate | low | 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 |
 | `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 |
+| `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 |
 | `jerome-benoit` | [profile](https://github.com/jerome-benoit) | no | NONE | 4459d | `2026-03-12T22:28:40Z` | 4 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 | `steipete` | [profile](https://github.com/steipete) | no | CONTRIBUTOR | 6258d | `2025-11-26T16:46:20Z` | 4 | 1 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `ayeshakhalid192007-dev` | [profile](https://github.com/ayeshakhalid192007-dev) | no | NONE | 172d | `2026-04-02T13:08:35Z` | 4 | 0 | weak | moderate | medium | young account; high open PR share |
@@ -204,6 +205,7 @@
 | `ademczuk` | [profile](https://github.com/ademczuk) | no | CONTRIBUTOR | 4629d | `2026-02-23T17:59:33Z` | 2 | 0 | weak | low | low | targets high-star repos |
 | `akashmahlaz` | [profile](https://github.com/akashmahlaz) | no | NONE | 452d | `2026-04-16T07:39:37Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Aliciawque` | [profile](https://github.com/Aliciawque) | no | NONE | 734d | `2026-04-15T03:33:14Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `altierac` | [profile](https://github.com/altierac) | no | NONE | 5d | `2026-04-18T16:22:48Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `AstronautGumbo` | [profile](https://github.com/AstronautGumbo) | no | NONE | 471d | `2026-04-18T13:07:48Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `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 |
 | `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 |
@@ -217,9 +219,11 @@
 | `flowforgelab` | [profile](https://github.com/flowforgelab) | no | NONE | 374d | `2026-04-17T09:50:18Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `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 |
+| `grimmjoww` | [profile](https://github.com/grimmjoww) | no | NONE | 3584d | `2026-04-18T10:03:57Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; 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 |
+| `javierdici` | [profile](https://github.com/javierdici) | no | NONE | 1088d | `2026-04-13T03:33:17Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `jdc4429` | [profile](https://github.com/jdc4429) | no | NONE | 3611d | `2026-04-12T20:57:07Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `josmithiii` | [profile](https://github.com/josmithiii) | no | CONTRIBUTOR | 4984d | `2026-04-14T06:34:16Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; 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 |
@@ -233,6 +237,7 @@
 | `monasprox` | [profile](https://github.com/monasprox) | no | NONE | 152d | `2026-04-18T06:55:05Z` | 2 | 0 | mixed | low | low | young account |
 | `mrlane2k` | [profile](https://github.com/mrlane2k) | no | NONE | 1738d | `2026-04-17T00:38:19Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `mvanhorn` | [profile](https://github.com/mvanhorn) | no | CONTRIBUTOR | 5651d | `2026-03-08T00:20:58Z` | 2 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share |
+| `name5566` | [profile](https://github.com/name5566) | no | NONE | 5820d | `2026-04-19T04:38:23Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Nimraakram22` | [profile](https://github.com/Nimraakram22) | no | NONE | 82d | `2026-04-17T19:03:24Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `notamicrodose` | [profile](https://github.com/notamicrodose) | no | NONE | 1835d | `2026-04-14T06:48:41Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `osolmaz` | [profile](https://github.com/osolmaz) | no | CONTRIBUTOR | 4948d | `2026-02-16T18:46:02Z` | 2 | 0 | strong | low | low | targets high-star repos |
@@ -243,7 +248,6 @@
 | `seoseo-ai` | [profile](https://github.com/seoseo-ai) | no | NONE | 61d | `2026-04-18T12:56:25Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `serkonyc` | [profile](https://github.com/serkonyc) | no | CONTRIBUTOR | 4509d | `2026-04-12T11:37:04Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `shahyashish` | [profile](https://github.com/shahyashish) | no | NONE | 1601d | `2026-04-15T18:06:48Z` | 2 | 0 | weak | high | low | broad repo spread; high open PR share; no visible non-self stars |
-| `SimbaKingjoe` | [profile](https://github.com/SimbaKingjoe) | no | NONE | 1147d | `2026-04-13T10:48:04Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `soumikbhatta` | [profile](https://github.com/soumikbhatta) | no | CONTRIBUTOR | 3210d | `2026-01-28T15:14:01Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `stroupaloop` | [profile](https://github.com/stroupaloop) | no | NONE | 4952d | `2026-04-18T14:50:16Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `sunapi386` | [profile](https://github.com/sunapi386) | no | NONE | 5336d | `2026-04-16T06:21:03Z` | 2 | 0 | mixed | moderate | low | — |
@@ -254,13 +258,13 @@
 | `yangxiyucs` | [profile](https://github.com/yangxiyucs) | no | NONE | 3510d | `2026-04-13T14:23:50Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ymaxgit` | [profile](https://github.com/ymaxgit) | no | NONE | 3289d | `2026-04-17T07:53:18Z` | 2 | 0 | mixed | low | low | high open PR share; no visible non-self stars |
 | `zhangyue19921010` | [profile](https://github.com/zhangyue19921010) | no | NONE | 2066d | `2026-04-17T03:44:42Z` | 2 | 0 | weak | low | low | high open PR share |
+| `jetd1` | [profile](https://github.com/jetd1) | no | CONTRIBUTOR | 3810d | `2026-04-09T03:07:08Z` | 9 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `HOYALIM` | [profile](https://github.com/HOYALIM) | no | CONTRIBUTOR | 736d | `2026-02-19T18:49:52Z` | 7 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Jerry-Xin` | [profile](https://github.com/Jerry-Xin) | no | NONE | 4826d | `2026-03-13T06:51:39Z` | 6 | 0 | mixed | low | low | high open PR share |
 | `mmaps` | [profile](https://github.com/mmaps) | no | CONTRIBUTOR | 4827d | `2026-04-09T18:38:21Z` | 6 | 0 | strong | low | low | targets high-star repos |
-| `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 |
 | `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 |
 | `smartchainark` | [profile](https://github.com/smartchainark) | no | NONE | 326d | `2026-02-12T19:25:12Z` | 6 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
-| `extrasmall0` | [profile](https://github.com/extrasmall0) | no | CONTRIBUTOR | 77d | `2026-03-07T15:35:58Z` | 5 | 0 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
+| `chen-zhang-cs-code` | [profile](https://github.com/chen-zhang-cs-code) | no | CONTRIBUTOR | 118d | `2026-03-18T08:15:21Z` | 5 | 0 | weak | low | medium | young account; high open PR share; targets high-star repos |
 | `saitama3292-onepunch` | [profile](https://github.com/saitama3292-onepunch) | no | NONE | 18d | `2026-04-07T12:18:26Z` | 5 | 0 | weak | low | low | very new account |
 | `scoootscooob` | [profile](https://github.com/scoootscooob) | no | CONTRIBUTOR | 732d | `2026-02-26T07:20:09Z` | 5 | 0 | strong | low | low | targets high-star repos |
 | `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 |
@@ -302,7 +306,6 @@
 | `mitmul` | [profile](https://github.com/mitmul) | no | NONE | 5513d | `2026-04-08T03:40:41Z` | 2 | 0 | strong | low | low | — |
 | `rhinoroo` | [profile](https://github.com/rhinoroo) | no | NONE | 4034d | `2026-04-12T04:14:07Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `snowshadow` | [profile](https://github.com/snowshadow) | no | NONE | 4105d | `2026-02-26T05:43:47Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `SYU8384` | [profile](https://github.com/SYU8384) | no | NONE | 2209d | `2026-04-09T18:58:16Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `trudbot` | [profile](https://github.com/trudbot) | no | NONE | 1655d | `2026-04-11T17:13:42Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `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 |
@@ -319,10 +322,8 @@
 | `Conan-Scott` | [profile](https://github.com/Conan-Scott) | no | NONE | 19d | `2026-04-05T01:45:33Z` | 1 | 2 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `cwmine` | [profile](https://github.com/cwmine) | no | NONE | 4762d | `2026-03-01T15:52:37Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `Etoilelune` | [profile](https://github.com/Etoilelune) | no | NONE | 3481d | `2026-03-05T13:46:03Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
-| `fujiwaranosai850` | [profile](https://github.com/fujiwaranosai850) | no | NONE | 56d | `2026-04-12T07:17:06Z` | 1 | 2 | mixed | low | medium | very new account; high recent PR volume; many recent closed-unmerged PRs; no visible non-self stars |
 | `garnetlyx` | [profile](https://github.com/garnetlyx) | no | CONTRIBUTOR | 3984d | `2026-02-07T09:54:36Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
 | `harinwu-netizen` | [profile](https://github.com/harinwu-netizen) | no | NONE | 44d | `2026-04-15T12:59:20Z` | 1 | 2 | weak | low | medium | very new account; high open PR share; targets high-star repos |
-| `kesslerio` | [profile](https://github.com/kesslerio) | no | NONE | 4923d | `2026-01-29T00:28:18Z` | 1 | 2 | weak | low | low | high open PR share |
 | `kindomLee` | [profile](https://github.com/kindomLee) | no | NONE | 4174d | `2026-04-14T03:14:01Z` | 1 | 2 | strong | low | low | — |
 | `lumien` | [profile](https://github.com/lumien) | no | NONE | 5206d | `2026-04-12T18:18:23Z` | 1 | 2 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `njxiaohan` | [profile](https://github.com/njxiaohan) | no | NONE | 3977d | `2026-04-15T01:24:50Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
@@ -405,7 +406,6 @@
 | `alickgithub2` | [profile](https://github.com/alickgithub2) | no | NONE | 1141d | `2026-04-12T16:15:43Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `aliyevaladddin` | [profile](https://github.com/aliyevaladddin) | no | NONE | 326d | `2026-04-15T01:10:25Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `allenliang2022` | [profile](https://github.com/allenliang2022) | no | NONE | 1544d | `2026-04-17T11:19:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `altierac` | [profile](https://github.com/altierac) | no | NONE | 5d | `2026-04-18T16:22:48Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `andyylin` | [profile](https://github.com/andyylin) | no | CONTRIBUTOR | 2500d | `2026-04-08T14:02:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `aniaan` | [profile](https://github.com/aniaan) | no | NONE | 2846d | `2026-04-19T04:23:08Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `anniesurla` | [profile](https://github.com/anniesurla) | no | NONE | 1352d | `2026-04-18T00:06:08Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -458,6 +458,7 @@
 | `darkamenosa` | [profile](https://github.com/darkamenosa) | no | MEMBER | 4446d | `2026-02-22T00:42:48Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `davidrudduck` | [profile](https://github.com/davidrudduck) | no | CONTRIBUTOR | 2628d | `2026-02-08T20:35:56Z` | 1 | 0 | mixed | low | low | — |
 | `davynci58-byte` | [profile](https://github.com/davynci58-byte) | no | NONE | 11d | `2026-04-13T14:03:07Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
+| `desty` | [profile](https://github.com/desty) | yes | NONE | 5749d | `2026-04-19T06:34:08Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `devlux76` | [profile](https://github.com/devlux76) | no | NONE | 1756d | `2026-04-16T21:12:28Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `devsehyeon` | [profile](https://github.com/devsehyeon) | no | NONE | 2470d | `2026-04-13T15:13:44Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `DexDevCode` | [profile](https://github.com/DexDevCode) | no | NONE | 66d | `2026-04-16T10:12:28Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -493,7 +494,6 @@
 | `gee-bjak` | [profile](https://github.com/gee-bjak) | no | NONE | 269d | `2026-04-14T08:39:01Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `Ghitahouir` | [profile](https://github.com/Ghitahouir) | no | NONE | 1479d | `2026-04-14T21:09:25Z` | 1 | 0 | mixed | low | low | targets high-star repos |
 | `Gozei` | [profile](https://github.com/Gozei) | no | NONE | 2233d | `2026-04-15T10:34:27Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; 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 |
 | `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 |
@@ -505,7 +505,6 @@
 | `HelloBias` | [profile](https://github.com/HelloBias) | no | NONE | 1d | `2026-04-15T00:52:12Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `hendricius` | [profile](https://github.com/hendricius) | no | NONE | 5435d | `2026-04-13T13:53:53Z` | 1 | 0 | mixed | low | low | — |
 | `henkterharmsel` | [profile](https://github.com/henkterharmsel) | no | NONE | 5701d | `2026-04-18T12:54:22Z` | 1 | 0 | weak | low | low | high open PR share |
-| `hondaya01` | [profile](https://github.com/hondaya01) | no | NONE | ?d | `2026-04-12T06:40:40Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
 | `Hou-Yufan` | [profile](https://github.com/Hou-Yufan) | no | NONE | 1866d | `2026-04-12T14:51:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `houston2394` | [profile](https://github.com/houston2394) | no | NONE | 443d | `2026-04-14T11:55:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `huangzynn` | [profile](https://github.com/huangzynn) | no | NONE | 1274d | `2026-04-16T02:22:50Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -529,7 +528,6 @@
 | `jaredmarin` | [profile](https://github.com/jaredmarin) | no | NONE | 3319d | `2026-04-19T01:22:18Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `jason-zimmer` | [profile](https://github.com/jason-zimmer) | no | NONE | 3159d | `2026-04-13T22:47:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `JASSBR` | [profile](https://github.com/JASSBR) | no | NONE | 1585d | `2026-04-13T11:18:07Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `javierdici` | [profile](https://github.com/javierdici) | no | NONE | 1088d | `2026-04-13T03:33:17Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `Jay-ju` | [profile](https://github.com/Jay-ju) | no | NONE | 3831d | `2026-04-17T09:23:25Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `JeevaByte` | [profile](https://github.com/JeevaByte) | no | NONE | 2055d | `2026-04-17T23:10:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `JerranC` | [profile](https://github.com/JerranC) | no | NONE | 1342d | `2026-04-15T02:06:31Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -599,7 +597,6 @@
 | `mohuaxiao` | [profile](https://github.com/mohuaxiao) | no | NONE | 79d | `2026-04-12T16:28:41Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `MotherSphere` | [profile](https://github.com/MotherSphere) | no | NONE | 198d | `2026-04-18T14:28:07Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `mylesdebastion` | [profile](https://github.com/mylesdebastion) | no | NONE | 2781d | `2026-01-28T22:26:25Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `name5566` | [profile](https://github.com/name5566) | no | NONE | 5820d | `2026-04-19T04:38:23Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `neilofneils404` | [profile](https://github.com/neilofneils404) | no | NONE | 74d | `2026-04-16T22:29:09Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `nerua1` | [profile](https://github.com/nerua1) | no | NONE | 20d | `2026-04-12T19:44:51Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `nighting0615` | [profile](https://github.com/nighting0615) | no | NONE | 800d | `2026-04-14T07:39:00Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -678,7 +675,6 @@
 | `tardigrde` | [profile](https://github.com/tardigrde) | no | NONE | 3106d | `2026-04-15T05:54:30Z` | 1 | 0 | weak | low | low | high open PR share |
 | `tars90percent` | [profile](https://github.com/tars90percent) | no | CONTRIBUTOR | 107d | `2026-04-13T11:28:23Z` | 1 | 0 | weak | low | medium | young account; high open PR share; targets high-star repos |
 | `TheDillonHall` | [profile](https://github.com/TheDillonHall) | no | NONE | 1109d | `2026-04-17T21:36:47Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `thewilloftheshadow` | [profile](https://github.com/thewilloftheshadow) | no | MEMBER | 3009d | `2025-12-17T05:45:19Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `thinhhh-beep` | [profile](https://github.com/thinhhh-beep) | no | NONE | 2d | `2026-04-16T18:25:19Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `thomasquintana` | [profile](https://github.com/thomasquintana) | no | NONE | 5042d | `2026-04-14T00:10:29Z` | 1 | 0 | weak | low | low | high open PR share |
 | `TinyTb` | [profile](https://github.com/TinyTb) | no | CONTRIBUTOR | 4534d | `2026-02-05T18:45:41Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -865,12 +861,12 @@ 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: `2026-04-19T04:26:02Z`
+- repo last seen: `2026-04-19T07:15:46Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **40**
-- snapshot authored PRs/issues: **33 PRs / 7 issues**
-- snapshot discussion activity: **50 comments / 0 reviews / 0 review comments**
+- repo primary artifacts: **43**
+- snapshot authored PRs/issues: **36 PRs / 7 issues**
+- snapshot discussion activity: **51 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%**)
 - public orgs: none visible
@@ -878,9 +874,9 @@ Example artifacts:
 - heuristic read: **very new account; extremely high recent PR volume; broad repo spread; high open PR share**
 
 Example artifacts:
-- [PR #68817: fix: add claude, codex, hermes to Windows .cmd shim allowlist](https://github.com/openclaw/openclaw/pull/68817) — open
-- [PR #68798: fix: prevent auto-fallback model from persisting into session state](https://github.com/openclaw/openclaw/pull/68798) — open
-- [PR #68783: fix(cron): preserve delivery config across job executions (#68760)](https://github.com/openclaw/openclaw/pull/68783) — open
+- [PR #68856: fix: skip brew prompt on Linux when native package manager is available](https://github.com/openclaw/openclaw/pull/68856) — open
+- [PR #68846: fix: reap MCP child processes when spawned session run ends](https://github.com/openclaw/openclaw/pull/68846) — open
+- [PR #68840: fix: add exponential backoff retry for Feishu WebSocket reconnection](https://github.com/openclaw/openclaw/pull/68840) — 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
@@ -1061,12 +1057,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aobviyus)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aobviyus)
 - repo first seen: `2026-01-04T13:17:28Z`
-- repo last seen: `2026-04-19T02:36:53Z`
+- repo last seen: `2026-04-19T06:39:40Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **19**
 - snapshot authored PRs/issues: **19 PRs / 0 issues**
-- snapshot discussion activity: **533 comments / 49 reviews / 4 review comments**
+- snapshot discussion activity: **534 comments / 50 reviews / 4 review comments**
 - account age: **3510 days**
 - recent public PR activity: **16 PRs** (15 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
 - public orgs: `UplauseApp`
@@ -1159,12 +1155,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ambelinky)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ambelinky)
 - repo first seen: `2026-02-08T09:07:45Z`
-- repo last seen: `2026-04-19T06:10:46Z`
+- repo last seen: `2026-04-19T07:12:36Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **18**
 - snapshot authored PRs/issues: **18 PRs / 0 issues**
-- snapshot discussion activity: **192 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **193 comments / 0 reviews / 0 review comments**
 - account age: **1077 days**
 - recent public PR activity: **18 PRs** (17 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
 - public orgs: none visible
@@ -1624,12 +1620,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ASARAMALI15792)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ASARAMALI15792)
 - repo first seen: `2026-04-11T06:57:22Z`
-- repo last seen: `2026-04-19T06:10:21Z`
+- repo last seen: `2026-04-19T06:36:47Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **11**
 - snapshot authored PRs/issues: **11 PRs / 0 issues**
-- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **7 comments / 3 reviews / 3 review comments**
 - account age: **992 days**
 - recent public PR activity: **12 PRs** (4 merged / 1 closed-unmerged / 7 open; merged rate **33%**, closed-unmerged rate **8%**, open rate **58%**)
 - public orgs: none visible
@@ -1641,6 +1637,29 @@ Example artifacts:
 - [PR #68575: fix(telegram): reset sessions after unrecoverable context overflow](https://github.com/openclaw/openclaw/pull/68575) — open
 - [PR #68125: fix: Control UI runtime content filtering (#68094)](https://github.com/openclaw/openclaw/pull/68125) — closed
 
+### `armorbreak001`
+
+- profile: [github.com/armorbreak001](https://github.com/armorbreak001)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aarmorbreak001)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aarmorbreak001)
+- repo first seen: `2026-04-16T01:31:19Z`
+- repo last seen: `2026-04-19T07:08:12Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **10**
+- snapshot authored PRs/issues: **10 PRs / 0 issues**
+- snapshot discussion activity: **7 comments / 3 reviews / 3 review comments**
+- account age: **7 days**
+- recent public PR activity: **145 PRs** (8 merged / 23 closed-unmerged / 114 open; merged rate **6%**, closed-unmerged rate **16%**, open rate **79%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
+- heuristic read: **very new account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars**
+
+Example artifacts:
+- [PR #68854: fix(security): allow quoted heredocs in allowlist mode without extra approval](https://github.com/openclaw/openclaw/pull/68854) — open
+- [PR #68822: feat(memory): make embedding retry/concurrency parameters configurable](https://github.com/openclaw/openclaw/pull/68822) — open
+- [PR #68742: fix(agents): restore streaming usage tracking for non-native openai-completions providers](https://github.com/openclaw/openclaw/pull/68742) — open
+
 ### `Jimmy-xuzimo`
 
 - profile: [github.com/Jimmy-xuzimo](https://github.com/Jimmy-xuzimo)
@@ -1805,31 +1824,6 @@ Example artifacts:
 - [Issue #67887: parity gate fails when speech-core runtime public surface cannot be resolved](https://github.com/openclaw/openclaw/issues/67887) — open
 - [Issue #66695: pre-commit hook assumes bare pnpm instead of Corepack-managed pnpm](https://github.com/openclaw/openclaw/issues/66695) — open
 
-### `jetd1`
-
-- profile: [github.com/jetd1](https://github.com/jetd1)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajetd1)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajetd1)
-- repo first seen: `2026-04-09T03:07:08Z`
-- repo last seen: `2026-04-18T10:08:49Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **11**
-- snapshot authored PRs/issues: **9 PRs / 2 issues**
-- snapshot discussion activity: **6 comments / 34 reviews / 34 review comments**
-- account age: **3810 days**
-- recent public PR activity: **9 PRs** (1 merged / 3 closed-unmerged / 5 open; merged rate **11%**, closed-unmerged rate **33%**, open rate **56%**)
-- 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 #68474: fix: skip SDK retry on 429 with long retry-after across providers](https://github.com/openclaw/openclaw/pull/68474) — open
-- [PR #65222: fix(telegram): bypass grammY sequential key for interrupt/steer message delivery](https://github.com/openclaw/openclaw/pull/65222) — open
-- [PR #65221: fix: resolve interrupt scheduling race between embedded run and ReplyOperation registries](https://github.com/openclaw/openclaw/pull/65221) — open
-- [Issue #65223: Design: tool abort signal handling and framework-level execution interruption](https://github.com/openclaw/openclaw/issues/65223) — open
-- [Issue #64951: Inbound debouncer keyChains re-serializes steer messages, making per-message grammY keys ineffective](https://github.com/openclaw/openclaw/issues/64951) — closed
-
 ### `VACInc`
 
 - profile: [github.com/VACInc](https://github.com/VACInc)
@@ -1903,29 +1897,6 @@ Example artifacts:
 - [PR #67785: fix(agents): scope nested lane per target session to stop cross-agent blocking (#67502)](https://github.com/openclaw/openclaw/pull/67785) — closed, merged
 - [Issue #67934: [feature request] Auto-apply auth.applyConfig at plugin-load time for Category B providers (defineSingleProviderPluginEntry)](https://github.com/openclaw/openclaw/issues/67934) — closed
 
-### `armorbreak001`
-
-- profile: [github.com/armorbreak001](https://github.com/armorbreak001)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aarmorbreak001)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aarmorbreak001)
-- repo first seen: `2026-04-16T01:31:19Z`
-- repo last seen: `2026-04-19T04:46:24Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **9**
-- snapshot authored PRs/issues: **9 PRs / 0 issues**
-- snapshot discussion activity: **6 comments / 3 reviews / 3 review comments**
-- account age: **7 days**
-- recent public PR activity: **145 PRs** (8 merged / 23 closed-unmerged / 114 open; merged rate **6%**, closed-unmerged rate **16%**, open rate **79%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
-- heuristic read: **very new account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars**
-
-Example artifacts:
-- [PR #68822: feat(memory): make embedding retry/concurrency parameters configurable](https://github.com/openclaw/openclaw/pull/68822) — open
-- [PR #68742: fix(agents): restore streaming usage tracking for non-native openai-completions providers](https://github.com/openclaw/openclaw/pull/68742) — open
-- [PR #68714: fix(config): openclaw.json written with 0664 mode instead of 0600 after hot-save](https://github.com/openclaw/openclaw/pull/68714) — open
-
 ### `WuKongAI-CMU`
 
 - profile: [github.com/WuKongAI-CMU](https://github.com/WuKongAI-CMU)
@@ -1996,6 +1967,32 @@ Example artifacts:
 - [PR #66340: fix(billing): recognize billing cooldown skip messages as billing errors](https://github.com/openclaw/openclaw/pull/66340) — closed
 - [PR #66214: fix(plugin-sdk): restore stringEnum export for backward compatibility](https://github.com/openclaw/openclaw/pull/66214) — 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: `2026-04-19T07:08:47Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **16**
+- snapshot authored PRs/issues: **8 PRs / 8 issues**
+- snapshot discussion activity: **19 comments / 6 reviews / 6 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 #68848: fix(gateway): clear nodeWakeById on no-registration early-return](https://github.com/openclaw/openclaw/pull/68848) — open
+- [PR #68842: fix(gateway): bound costUsageCache with MAX + FIFO eviction](https://github.com/openclaw/openclaw/pull/68842) — open
+- [PR #68839: fix(auto-reply): guard FOLLOWUP_QUEUES delete against late drain finally](https://github.com/openclaw/openclaw/pull/68839) — open
+- [Issue #68847: gateway/nodes: maybeWakeNodeWithApns sets nodeWakeById before registration check, leaking entries for unregistered nodeIds](https://github.com/openclaw/openclaw/issues/68847) — open
+- [Issue #68841: gateway/usage: costUsageCache has no cap/prune — stale entries accumulate across days](https://github.com/openclaw/openclaw/issues/68841) — open
+- [Issue #68838: auto-reply queue: drain finally deletes FOLLOWUP_QUEUES entry without identity check, orphaning post-/stop queue](https://github.com/openclaw/openclaw/issues/68838) — open
+
 ### `zqchris`
 
 - profile: [github.com/zqchris](https://github.com/zqchris)
@@ -2090,7 +2087,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #68814: docs: clarify source Control UI dev/build flow](https://github.com/openclaw/openclaw/pull/68814) — open
+- [PR #68814: docs: clarify source Control UI dev/build flow](https://github.com/openclaw/openclaw/pull/68814) — closed, merged
 - [PR #68100: fix(telegram): fence stale reply delivery after abort](https://github.com/openclaw/openclaw/pull/68100) — closed, merged
 - [PR #67968: Align documented bootstrap context defaults with runtime values](https://github.com/openclaw/openclaw/pull/67968) — closed, merged
 - [Issue #65919: [Feature]: Keep configured presence alive until run complete + dispatch idle](https://github.com/openclaw/openclaw/issues/65919) — open
@@ -2888,6 +2885,29 @@ Example artifacts:
 - [PR #66066: fix(nextcloud-talk): align replay test callback contract](https://github.com/openclaw/openclaw/pull/66066) — open
 - [PR #66064: fix(feishu): add wait-timeout support to lifecycle helper](https://github.com/openclaw/openclaw/pull/66064) — open
 
+### `tianhaocui`
+
+- profile: [github.com/tianhaocui](https://github.com/tianhaocui)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Atianhaocui)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Atianhaocui)
+- repo first seen: `2026-04-19T04:50:42Z`
+- repo last seen: `2026-04-19T07:19:47Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **6 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **2442 days**
+- recent public PR activity: **19 PRs** (9 merged / 2 closed-unmerged / 8 open; merged rate **47%**, closed-unmerged rate **11%**, open rate **42%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share**
+
+Example artifacts:
+- [PR #68857: feat: add gateway.nodes.invokeTimeoutMs config option](https://github.com/openclaw/openclaw/pull/68857) — open
+- [PR #68855: fix: guard against non-string content delta and thinking blocks](https://github.com/openclaw/openclaw/pull/68855) — open
+- [PR #68849: fix: add "claude" to Windows cmdCommands shim allowlist](https://github.com/openclaw/openclaw/pull/68849) — open
+
 ### `wirjo`
 
 - profile: [github.com/wirjo](https://github.com/wirjo)
@@ -2934,32 +2954,6 @@ 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
 
-### `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: `2026-04-18T19:57:37Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **10**
-- snapshot authored PRs/issues: **5 PRs / 5 issues**
-- snapshot discussion activity: **18 comments / 5 reviews / 5 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 #68669: fix(agents): dedupe subagent browser session cleanup wrapper with dispatch flag](https://github.com/openclaw/openclaw/pull/68669) — open
-- [PR #68543: fix(infra): keep retryAsync delays above server-supplied Retry-After](https://github.com/openclaw/openclaw/pull/68543) — open
-- [PR #68531: fix(plugins): roll back partial registry array contributions when register() throws](https://github.com/openclaw/openclaw/pull/68531) — closed
-- [Issue #68668: subagent-registry: cleanupBrowserSessionsForLifecycleEnd wrapper invoked twice for same runId in embedded mode](https://github.com/openclaw/openclaw/issues/68668) — open
-- [Issue #68541: retryAsync's symmetric jitter can undercut server-supplied Retry-After](https://github.com/openclaw/openclaw/issues/68541) — open
-- [Issue #68529: plugin register() throw leaves partial httpRoutes/services/hooks entries in the shared registry](https://github.com/openclaw/openclaw/issues/68529) — closed
-
 ### `frankekn`
 
 - profile: [github.com/frankekn](https://github.com/frankekn)
@@ -2985,6 +2979,31 @@ Example artifacts:
 - [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
 
+### `kesslerio`
+
+- profile: [github.com/kesslerio](https://github.com/kesslerio)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Akesslerio)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Akesslerio)
+- repo first seen: `2026-01-29T00:28:18Z`
+- repo last seen: `2026-04-19T06:40:42Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **7**
+- snapshot authored PRs/issues: **5 PRs / 2 issues**
+- snapshot discussion activity: **16 comments / 7 reviews / 7 review comments**
+- account age: **4923 days**
+- recent public PR activity: **6 PRs** (1 merged / 1 closed-unmerged / 4 open; merged rate **17%**, closed-unmerged rate **17%**, open rate **67%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share**
+
+Example artifacts:
+- [PR #68844: fix(outbound): pack newline-mode paragraphs up to limit](https://github.com/openclaw/openclaw/pull/68844) — open
+- [PR #68843: fix(acp): treat missing cwd as stale bound session](https://github.com/openclaw/openclaw/pull/68843) — open
+- [PR #68807: fix(codex): bridge MCP tool approval elicitations](https://github.com/openclaw/openclaw/pull/68807) — open
+- [Issue #68784: [Bug]: native Codex app-server does not surface app approval/input prompts, and Codex Apps GitHub writes fail as "user rejected MCP tool call"](https://github.com/openclaw/openclaw/issues/68784) — open
+- [Issue #67844: Harden Gmail draft helpers against quoted-heredoc command-substitution bugs](https://github.com/openclaw/openclaw/issues/67844) — closed
+
 ### `lyfuci`
 
 - profile: [github.com/lyfuci](https://github.com/lyfuci)
@@ -3314,30 +3333,6 @@ Example artifacts:
 - [Issue #65380: MiniMax tool use broken: tool call ID sanitization causes error 2013](https://github.com/openclaw/openclaw/issues/65380) — open
 - [Issue #65379: Browser CDP reachability check fails on Linux due to global undici EnvHttpProxyAgent](https://github.com/openclaw/openclaw/issues/65379) — open
 
-### `bek91`
-
-- profile: [github.com/bek91](https://github.com/bek91)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abek91)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abek91)
-- repo first seen: `2026-04-10T20:34:48Z`
-- repo last seen: `2026-04-18T04:29:52Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **5**
-- snapshot authored PRs/issues: **4 PRs / 1 issues**
-- snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
-- account age: **2144 days**
-- recent public PR activity: **6 PRs** (2 merged / 0 closed-unmerged / 4 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #68402: [Context] Avoid replaying Slack bot thread context](https://github.com/openclaw/openclaw/pull/68402) — open
-- [PR #65731: Slack: Annotate inbound Slack mentions in raw bodies](https://github.com/openclaw/openclaw/pull/65731) — open
-- [PR #65226: Fix qmd session export/update races](https://github.com/openclaw/openclaw/pull/65226) — open
-- [Issue #68383: Slack new thread sessions can replay assistant commentary/reasoning into prompt context](https://github.com/openclaw/openclaw/issues/68383) — open
-
 ### `Joel-Claw`
 
 - profile: [github.com/Joel-Claw](https://github.com/Joel-Claw)
@@ -4272,6 +4267,29 @@ Example artifacts:
 - [PR #67456: fix: package qa-channel public surface](https://github.com/openclaw/openclaw/pull/67456) — closed
 - [PR #66788: memory-wiki: fix native relative report links](https://github.com/openclaw/openclaw/pull/66788) — closed
 
+### `SimbaKingjoe`
+
+- profile: [github.com/SimbaKingjoe](https://github.com/SimbaKingjoe)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ASimbaKingjoe)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ASimbaKingjoe)
+- repo first seen: `2026-04-13T10:48:04Z`
+- repo last seen: `2026-04-19T06:23:23Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **1147 days**
+- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #68837: fix(active-memory): skip non-string entries in pluginConfig.agents du…](https://github.com/openclaw/openclaw/pull/68837) — open
+- [PR #68773: fix(active-memory): skip payload-less memory_search toolResults in tr…](https://github.com/openclaw/openclaw/pull/68773) — open
+- [PR #65893: fix(openai): improve debuggability of codex cli auth file reading](https://github.com/openclaw/openclaw/pull/65893) — closed
+
 ### `soloclz`
 
 - profile: [github.com/soloclz](https://github.com/soloclz)
@@ -4318,29 +4336,6 @@ Example artifacts:
 - [PR #66018: fix(ci): resolve existing tsgo type errors](https://github.com/openclaw/openclaw/pull/66018) — closed
 - [PR #65992: fix(memory-wiki): prevent ingested source page collisions](https://github.com/openclaw/openclaw/pull/65992) — open
 
-### `tianhaocui`
-
-- profile: [github.com/tianhaocui](https://github.com/tianhaocui)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Atianhaocui)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Atianhaocui)
-- repo first seen: `2026-04-19T04:50:42Z`
-- repo last seen: `2026-04-19T05:10:09Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2442 days**
-- recent public PR activity: **19 PRs** (9 merged / 2 closed-unmerged / 8 open; merged rate **47%**, closed-unmerged rate **11%**, open rate **42%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share**
-
-Example artifacts:
-- [PR #68830: fix(memory): expose vectorScore and textScore in hybrid search results](https://github.com/openclaw/openclaw/pull/68830) — open
-- [PR #68829: fix(cron): stop persisting "last" as literal delivery channel value](https://github.com/openclaw/openclaw/pull/68829) — open
-- [PR #68824: fix: remove blanket heredoc approval gate in allowlist mode](https://github.com/openclaw/openclaw/pull/68824) — open
-
 ### `xudaiyanzi`
 
 - profile: [github.com/xudaiyanzi](https://github.com/xudaiyanzi)
@@ -4536,6 +4531,30 @@ Example artifacts:
 - [Issue #66691: v2026.4.14 regression: models.providers.*.request.allowPrivateNetwork no longer applied for audio transcription](https://github.com/openclaw/openclaw/issues/66691) — closed
 - [Issue #63132: STT: Audio transcription provider requests blocked by SSRF guard for private/LAN IPs (regression in v2026.4.7)](https://github.com/openclaw/openclaw/issues/63132) — open
 
+### `bek91`
+
+- profile: [github.com/bek91](https://github.com/bek91)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abek91)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abek91)
+- repo first seen: `2026-04-10T20:34:48Z`
+- repo last seen: `2026-04-18T04:29:52Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **4 PRs / 1 issues**
+- snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
+- account age: **2144 days**
+- recent public PR activity: **6 PRs** (2 merged / 0 closed-unmerged / 4 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #68402: [Context] Avoid replaying Slack bot thread context](https://github.com/openclaw/openclaw/pull/68402) — open
+- [PR #65731: Slack: Annotate inbound Slack mentions in raw bodies](https://github.com/openclaw/openclaw/pull/65731) — open
+- [PR #65226: Fix qmd session export/update races](https://github.com/openclaw/openclaw/pull/65226) — open
+- [Issue #68383: Slack new thread sessions can replay assistant commentary/reasoning into prompt context](https://github.com/openclaw/openclaw/issues/68383) — open
+
 ### `jerome-benoit`
 
 - profile: [github.com/jerome-benoit](https://github.com/jerome-benoit)
@@ -5316,6 +5335,28 @@ Example artifacts:
 - [PR #66976: fix(whatsapp): remove redundant root Baileys install blocker](https://github.com/openclaw/openclaw/pull/66976) — open
 - [PR #66964: fix(whatsapp): remove redundant root Baileys install blocker](https://github.com/openclaw/openclaw/pull/66964) — closed
 
+### `altierac`
+
+- profile: [github.com/altierac](https://github.com/altierac)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aaltierac)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aaltierac)
+- repo first seen: `2026-04-18T16:22:48Z`
+- repo last seen: `2026-04-19T07:01:19Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **5 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **very new account; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #68852: fix(memory-wiki): skip fenced code blocks when extracting wiki links](https://github.com/openclaw/openclaw/pull/68852) — open
+- [PR #68639: fix(memory-wiki): forward sessionKey to shared memory search](https://github.com/openclaw/openclaw/pull/68639) — open
+
 ### `AstronautGumbo`
 
 - profile: [github.com/AstronautGumbo](https://github.com/AstronautGumbo)
@@ -5602,6 +5643,28 @@ Example artifacts:
 - [PR #66243: infra: normalize proxy fetch input and convert global FormData to undici](https://github.com/openclaw/openclaw/pull/66243) — open
 - [PR #66241: Discord: persist component registry to disk across gateway restarts](https://github.com/openclaw/openclaw/pull/66241) — open
 
+### `grimmjoww`
+
+- profile: [github.com/grimmjoww](https://github.com/grimmjoww)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Agrimmjoww)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Agrimmjoww)
+- repo first seen: `2026-04-18T10:03:57Z`
+- repo last seen: `2026-04-19T07:03:15Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **3584 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 #68853: fix(gateway): SIGUSR1 restart fast path that doesn't break Windows schtasks](https://github.com/openclaw/openclaw/pull/68853) — open
+- [PR #68507: fix(gateway): try SIGUSR1 restart before spawning external processes](https://github.com/openclaw/openclaw/pull/68507) — closed
+
 ### `IshanDaga`
 
 - profile: [github.com/IshanDaga](https://github.com/IshanDaga)
@@ -5665,8 +5728,30 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #67346: Scripts: use path.basename for pnpm to fix shell execution on Windows](https://github.com/openclaw/openclaw/pull/67346) — open
-- [PR #67290: fix(ui): remove duplicate usage page header](https://github.com/openclaw/openclaw/pull/67290) — open
+- [PR #67346: Scripts: use path.basename for pnpm to fix shell execution on Windows](https://github.com/openclaw/openclaw/pull/67346) — open
+- [PR #67290: fix(ui): remove duplicate usage page header](https://github.com/openclaw/openclaw/pull/67290) — open
+
+### `javierdici`
+
+- profile: [github.com/javierdici](https://github.com/javierdici)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajavierdici)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajavierdici)
+- repo first seen: `2026-04-13T03:33:17Z`
+- repo last seen: `2026-04-19T06:57:08Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **1088 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 #68850: fix(ui): clean synthetic session selector labels](https://github.com/openclaw/openclaw/pull/68850) — open
+- [PR #65689: Render provider errors in chat history](https://github.com/openclaw/openclaw/pull/65689) — open
 
 ### `jdc4429`
 
@@ -5954,6 +6039,28 @@ Example artifacts:
 - [PR #68110: fix(memory-search): thread cfg through getMemoryEmbeddingProvider so doctor stops emitting plugins.allow and memory-core false positives](https://github.com/openclaw/openclaw/pull/68110) — open
 - [PR #68107: fix(feishu): respect reasoningLevel=off so thinking text stops rendering in Feishu cards](https://github.com/openclaw/openclaw/pull/68107) — open
 
+### `name5566`
+
+- profile: [github.com/name5566](https://github.com/name5566)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aname5566)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aname5566)
+- repo first seen: `2026-04-19T04:38:23Z`
+- repo last seen: `2026-04-19T07:20:49Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **5820 days**
+- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
+
+Example artifacts:
+- [PR #68859: feat(exec): inject OPENCLAW_SESSION_KEY env var for child processes](https://github.com/openclaw/openclaw/pull/68859) — open
+- [PR #68820: feat(exec): inject OPENCLAW_SESSION_KEY env var for child processes](https://github.com/openclaw/openclaw/pull/68820) — closed
+
 ### `Nimraakram22`
 
 - profile: [github.com/Nimraakram22](https://github.com/Nimraakram22)
@@ -6174,28 +6281,6 @@ Example artifacts:
 - [PR #67330: Fix: [Bug]: Misleading "Context limit exceeded" error points to compaction when root cause is heartbeat model bleed](https://github.com/openclaw/openclaw/pull/67330) — open
 - [PR #67329: Fix: [Bug]: memory-wiki: wiki status and wiki doctor report 0 bridge artifacts despite populated memory](https://github.com/openclaw/openclaw/pull/67329) — open
 
-### `SimbaKingjoe`
-
-- profile: [github.com/SimbaKingjoe](https://github.com/SimbaKingjoe)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ASimbaKingjoe)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ASimbaKingjoe)
-- repo first seen: `2026-04-13T10:48:04Z`
-- repo last seen: `2026-04-19T02:17:20Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **1147 days**
-- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #68773: fix(active-memory): skip payload-less memory_search toolResults in tr…](https://github.com/openclaw/openclaw/pull/68773) — open
-- [PR #65893: fix(openai): improve debuggability of codex cli auth file reading](https://github.com/openclaw/openclaw/pull/65893) — closed
-
 ### `soumikbhatta`
 
 - profile: [github.com/soumikbhatta](https://github.com/soumikbhatta)
@@ -6416,6 +6501,31 @@ Example artifacts:
 - [PR #68116: feat(memory-lancedb): support reindex and drop-index command](https://github.com/openclaw/openclaw/pull/68116) — open
 - [PR #67952: fix(memory-lancedb): get memory records through ltm list command](https://github.com/openclaw/openclaw/pull/67952) — open
 
+### `jetd1`
+
+- profile: [github.com/jetd1](https://github.com/jetd1)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajetd1)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajetd1)
+- repo first seen: `2026-04-09T03:07:08Z`
+- repo last seen: `2026-04-18T10:08:49Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **11**
+- snapshot authored PRs/issues: **9 PRs / 2 issues**
+- snapshot discussion activity: **6 comments / 34 reviews / 34 review comments**
+- account age: **3810 days**
+- recent public PR activity: **9 PRs** (1 merged / 3 closed-unmerged / 5 open; merged rate **11%**, closed-unmerged rate **33%**, open rate **56%**)
+- 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 #68474: fix: skip SDK retry on 429 with long retry-after across providers](https://github.com/openclaw/openclaw/pull/68474) — open
+- [PR #65222: fix(telegram): bypass grammY sequential key for interrupt/steer message delivery](https://github.com/openclaw/openclaw/pull/65222) — open
+- [PR #65221: fix: resolve interrupt scheduling race between embedded run and ReplyOperation registries](https://github.com/openclaw/openclaw/pull/65221) — open
+- [Issue #65223: Design: tool abort signal handling and framework-level execution interruption](https://github.com/openclaw/openclaw/issues/65223) — open
+- [Issue #64951: Inbound debouncer keyChains re-serializes steer messages, making per-message grammY keys ineffective](https://github.com/openclaw/openclaw/issues/64951) — closed
+
 ### `HOYALIM`
 
 - profile: [github.com/HOYALIM](https://github.com/HOYALIM)
@@ -6485,29 +6595,6 @@ Example artifacts:
 - [PR #64377: fix: include image param in sandbox media normalization [AI-assisted]](https://github.com/openclaw/openclaw/pull/64377) — closed, merged
 - [PR #64376: fix(infra): extend exec completion detection to cover local background exec formats [AI-assisted]](https://github.com/openclaw/openclaw/pull/64376) — closed, merged
 
-### `neofdezf-cloud`
-
-- profile: [github.com/neofdezf-cloud](https://github.com/neofdezf-cloud)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aneofdezf-cloud)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aneofdezf-cloud)
-- repo first seen: `2026-04-11T10:11:35Z`
-- repo last seen: `2026-04-12T15:53:40Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **6**
-- snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **15 comments / 0 reviews / 0 review comments**
-- account age: **19 days**
-- recent public PR activity: **6 PRs** (0 merged / 0 closed-unmerged / 6 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #65213: feat(sessions): add effective session explain command](https://github.com/openclaw/openclaw/pull/65213) — open
-- [PR #65005: feat(models): add provider/model resolution explain command](https://github.com/openclaw/openclaw/pull/65005) — open
-- [PR #64988: feat(gateway): infer provider from configured model families](https://github.com/openclaw/openclaw/pull/64988) — open
-
 ### `shad0wca7`
 
 - profile: [github.com/shad0wca7](https://github.com/shad0wca7)
@@ -6554,28 +6641,28 @@ Example artifacts:
 - [PR #56391: fix(agents): replace blank tool names with sentinel to prevent dispatch loops](https://github.com/openclaw/openclaw/pull/56391) — open
 - [PR #50200: fix(slack): fetch fresh download URL via files.info for DM file attachments](https://github.com/openclaw/openclaw/pull/50200) — open
 
-### `extrasmall0`
+### `chen-zhang-cs-code`
 
-- profile: [github.com/extrasmall0](https://github.com/extrasmall0)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aextrasmall0)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aextrasmall0)
-- repo first seen: `2026-03-07T15:35:58Z`
-- repo last seen: `2026-04-12T19:16:33Z`
+- profile: [github.com/chen-zhang-cs-code](https://github.com/chen-zhang-cs-code)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Achen-zhang-cs-code)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Achen-zhang-cs-code)
+- repo first seen: `2026-03-18T08:15:21Z`
+- repo last seen: `2026-04-19T07:20:31Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **77 days**
-- recent public PR activity: **6 PRs** (1 merged / 2 closed-unmerged / 3 open; merged rate **17%**, closed-unmerged rate **33%**, open rate **50%**)
+- snapshot discussion activity: **12 comments / 1 reviews / 1 review comments**
+- account age: **118 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 **moderate**, automation risk **medium**
-- heuristic read: **very new account; high open PR share; targets high-star repos**
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **young account; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #65229: fix(doctor): resolve env-backed SecretRef in gateway auth health check to prevent false-positive warning](https://github.com/openclaw/openclaw/pull/65229) — open
-- [PR #64692: fix(plugins): always forward idempotencyKey in gateway subagent run](https://github.com/openclaw/openclaw/pull/64692) — closed
-- [PR #64469: fix(skills): add missing opening --- to taskflow and taskflow-inbox-triage SKILL.md frontmatter](https://github.com/openclaw/openclaw/pull/64469) — closed, merged
+- [PR #68858: fix(cron): parse PowerShell tools allow list](https://github.com/openclaw/openclaw/pull/68858) — open
+- [PR #64650: fix(telegram): honor channel-level topic prompts in multi-account mode](https://github.com/openclaw/openclaw/pull/64650) — open
+- [PR #64632: fix(slack): preserve media roots through custom invoke](https://github.com/openclaw/openclaw/pull/64632) — open
 
 ### `saitama3292-onepunch`
 
@@ -7507,28 +7594,6 @@ Example artifacts:
 - [PR #65727: docs: add hook-pack publishing guide](https://github.com/openclaw/openclaw/pull/65727) — open
 - [PR #65084: fix(discord): guard zombie gateway reconnects after close](https://github.com/openclaw/openclaw/pull/65084) — open
 
-### `SYU8384`
-
-- profile: [github.com/SYU8384](https://github.com/SYU8384)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ASYU8384)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ASYU8384)
-- repo first seen: `2026-04-09T18:58:16Z`
-- repo last seen: `2026-04-12T06:44:07Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2209 days**
-- recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #65212: fix(qmd): normalize direct file collection paths](https://github.com/openclaw/openclaw/pull/65212) — open
-- [PR #63893: fix: rebuild legacy flow_runs tables](https://github.com/openclaw/openclaw/pull/63893) — open
-
 ### `trudbot`
 
 - profile: [github.com/trudbot](https://github.com/trudbot)
@@ -7904,29 +7969,6 @@ Example artifacts:
 - [Issue #67068: feat(feishu): Pass thread_id (root_id) as MessageThreadId in inbound context](https://github.com/openclaw/openclaw/issues/67068) — open
 - [Issue #36212: Queued messages should preserve original platform message_id](https://github.com/openclaw/openclaw/issues/36212) — open
 
-### `fujiwaranosai850`
-
-- profile: [github.com/fujiwaranosai850](https://github.com/fujiwaranosai850)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Afujiwaranosai850)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Afujiwaranosai850)
-- repo first seen: `2026-04-12T07:17:06Z`
-- repo last seen: `2026-04-15T01:38:44Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **1 PRs / 2 issues**
-- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **56 days**
-- recent public PR activity: **25 PRs** (14 merged / 10 closed-unmerged / 1 open; merged rate **56%**, closed-unmerged rate **40%**, open rate **4%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **medium**
-- heuristic read: **very new account; high recent PR volume; many recent closed-unmerged PRs; no visible non-self stars**
-
-Example artifacts:
-- [PR #65227: fix(status): reflect observed heartbeat state](https://github.com/openclaw/openclaw/pull/65227) — closed
-- [Issue #66914: DevClaw can silently fork project registry state by creating an empty devclaw/projects.json](https://github.com/openclaw/openclaw/issues/66914) — closed
-- [Issue #66472: [Bug]: DevClaw can create semantically duplicate issues, leave multiple PRs open for overlapping work, and drift issue state from PR reality](https://github.com/openclaw/openclaw/issues/66472) — open
-
 ### `garnetlyx`
 
 - profile: [github.com/garnetlyx](https://github.com/garnetlyx)
@@ -7973,29 +8015,6 @@ Example artifacts:
 - [Issue #68102: Bug: webchat attach file image attachment lost after upload (Control UI) — #64918 fix not covering this path](https://github.com/openclaw/openclaw/issues/68102) — open
 - [Issue #67856: [Bug] Memory-core creates Dreaming cron without tz field](https://github.com/openclaw/openclaw/issues/67856) — open
 
-### `kesslerio`
-
-- profile: [github.com/kesslerio](https://github.com/kesslerio)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Akesslerio)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Akesslerio)
-- repo first seen: `2026-01-29T00:28:18Z`
-- repo last seen: `2026-04-19T05:21:10Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **1 PRs / 2 issues**
-- snapshot discussion activity: **12 comments / 2 reviews / 2 review comments**
-- account age: **4923 days**
-- recent public PR activity: **6 PRs** (1 merged / 1 closed-unmerged / 4 open; merged rate **17%**, closed-unmerged rate **17%**, open rate **67%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share**
-
-Example artifacts:
-- [PR #68807: fix(codex): bridge MCP tool approval elicitations](https://github.com/openclaw/openclaw/pull/68807) — open
-- [Issue #68784: [Bug]: native Codex app-server does not surface app approval/input prompts, and Codex Apps GitHub writes fail as "user rejected MCP tool call"](https://github.com/openclaw/openclaw/issues/68784) — open
-- [Issue #67844: Harden Gmail draft helpers against quoted-heredoc command-substitution bugs](https://github.com/openclaw/openclaw/issues/67844) — closed
-
 ### `kindomLee`
 
 - profile: [github.com/kindomLee](https://github.com/kindomLee)
@@ -9792,27 +9811,6 @@ Example artifacts:
 Example artifacts:
 - [PR #68089: mattermost: fix /oc_* slash command 503 from duplicate slash-state instance](https://github.com/openclaw/openclaw/pull/68089) — open
 
-### `altierac`
-
-- profile: [github.com/altierac](https://github.com/altierac)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aaltierac)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aaltierac)
-- repo first seen: `2026-04-18T16:22:48Z`
-- repo last seen: `2026-04-18T16:22:48Z`
-- 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: **5 days**
-- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **very new account; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #68639: fix(memory-wiki): forward sessionKey to shared memory search](https://github.com/openclaw/openclaw/pull/68639) — open
-
 ### `andyylin`
 
 - profile: [github.com/andyylin](https://github.com/andyylin)
@@ -10905,6 +10903,27 @@ Example artifacts:
 Example artifacts:
 - [PR #65972: Add Bluesky skill: CLI tool and MCP server for Bluesky social media](https://github.com/openclaw/openclaw/pull/65972) — open
 
+### `desty`
+
+- profile: [github.com/desty](https://github.com/desty)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Adesty)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Adesty)
+- repo first seen: `2026-04-19T06:34:08Z`
+- repo last seen: `2026-04-19T06:34:08Z`
+- 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: **5749 days**
+- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #68845: Telegram: unskip sticker e2e tests](https://github.com/openclaw/openclaw/pull/68845) — open, draft
+
 ### `devlux76`
 
 - profile: [github.com/devlux76](https://github.com/devlux76)
@@ -11640,27 +11659,6 @@ Example artifacts:
 Example artifacts:
 - [PR #67126: first cmit v-deepclaw](https://github.com/openclaw/openclaw/pull/67126) — closed
 
-### `grimmjoww`
-
-- profile: [github.com/grimmjoww](https://github.com/grimmjoww)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Agrimmjoww)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Agrimmjoww)
-- repo first seen: `2026-04-18T10:03:57Z`
-- repo last seen: `2026-04-18T10:03:57Z`
-- 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: **3584 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 #68507: fix(gateway): try SIGUSR1 restart before spawning external processes](https://github.com/openclaw/openclaw/pull/68507) — open
-
 ### `groovetandon`
 
 - profile: [github.com/groovetandon](https://github.com/groovetandon)
@@ -11892,28 +11890,6 @@ Example artifacts:
 Example artifacts:
 - [PR #68554: fix(sessions): remove redundant skipCache disk re-read inside session store lock](https://github.com/openclaw/openclaw/pull/68554) — open
 
-### `hondaya01`
-
-- profile: [github.com/hondaya01](https://github.com/hondaya01)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ahondaya01)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ahondaya01)
-- repo first seen: `2026-04-12T06:40:40Z`
-- repo last seen: `2026-04-12T06:40:40Z`
-- 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: **? days**
-- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
-- public orgs: none visible
-- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
-- heuristic read: **summary unavailable**
-- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'hondaya01'."}]`
-
-Example artifacts:
-- [PR #65211: fix: include user-configured provider models in gateway catalog for capability checks](https://github.com/openclaw/openclaw/pull/65211) — open
-
 ### `Hou-Yufan`
 
 - profile: [github.com/Hou-Yufan](https://github.com/Hou-Yufan)
@@ -12397,27 +12373,6 @@ Example artifacts:
 Example artifacts:
 - [PR #65906: feat: Add {context} and {contextPercent} template variables for response prefix](https://github.com/openclaw/openclaw/pull/65906) — open
 
-### `javierdici`
-
-- profile: [github.com/javierdici](https://github.com/javierdici)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajavierdici)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajavierdici)
-- repo first seen: `2026-04-13T03:33:17Z`
-- repo last seen: `2026-04-13T03:33:17Z`
-- 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: **1088 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 #65689: Render provider errors in chat history](https://github.com/openclaw/openclaw/pull/65689) — open
-
 ### `Jay-ju`
 
 - profile: [github.com/Jay-ju](https://github.com/Jay-ju)
@@ -13867,27 +13822,6 @@ Example artifacts:
 Example artifacts:
 - [PR #65741: fix(telegram): improve group message routing reliability](https://github.com/openclaw/openclaw/pull/65741) — open
 
-### `name5566`
-
-- profile: [github.com/name5566](https://github.com/name5566)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aname5566)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aname5566)
-- repo first seen: `2026-04-19T04:38:23Z`
-- repo last seen: `2026-04-19T04:38:23Z`
-- 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: **5820 days**
-- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #68820: feat(exec): inject OPENCLAW_SESSION_KEY env var for child processes](https://github.com/openclaw/openclaw/pull/68820) — closed
-
 ### `neilofneils404`
 
 - profile: [github.com/neilofneils404](https://github.com/neilofneils404)
@@ -15527,27 +15461,6 @@ Example artifacts:
 Example artifacts:
 - [PR #68283: fix(approvals): back off native handler bootstrap retries](https://github.com/openclaw/openclaw/pull/68283) — open
 
-### `thewilloftheshadow`
-
-- profile: [github.com/thewilloftheshadow](https://github.com/thewilloftheshadow)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Athewilloftheshadow)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Athewilloftheshadow)
-- repo first seen: `2025-12-17T05:45:19Z`
-- repo last seen: `2026-04-16T03:46:08Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **765 comments / 0 reviews / 0 review comments**
-- account age: **3009 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: `DiscordSRV`, `groupme-js`, `buape`, `jt99network`, `trackedout`, `openclaw`
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #65205: feat(discord): add canvas-first Discord Activities support](https://github.com/openclaw/openclaw/pull/65205) — open
-
 ### `thinhhh-beep`
 
 - profile: [github.com/thinhhh-beep](https://github.com/thinhhh-beep)

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