Refresh openclaw dataset snapshot 20260418T142036Z

README.md

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

@@ -1,17 +1,17 @@
 # New Contributor Report: openclaw/openclaw
 
-- Snapshot: `20260418T132034Z`
-- Generated: `2026-04-18T13:23:41Z`
+- Snapshot: `20260418T142036Z`
+- Generated: `2026-04-18T14:23:25Z`
 - Activity window: `7d`
-- Contributors: `716`
+- Contributors: `715`
 
 ## Summary
 
 | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
 | `EronFan` | [profile](https://github.com/EronFan) | no | CONTRIBUTOR | 2527d | `2026-03-24T11:57:26Z` | 72 | 0 | weak | low | medium | high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
+| `vincentkoc` | [profile](https://github.com/vincentkoc) | no | MEMBER | 6420d | `2026-02-03T19:03:56Z` | 54 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `100yenadmin` | [profile](https://github.com/100yenadmin) | no | CONTRIBUTOR | 178d | `2026-03-15T18:31:56Z` | 51 | 49 | weak | moderate | medium | young account; high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
-| `vincentkoc` | [profile](https://github.com/vincentkoc) | no | MEMBER | 6420d | `2026-02-03T19:03:56Z` | 51 | 0 | strong | low | low | high recent PR volume; 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 |
 | `nightq` | [profile](https://github.com/nightq) | no | CONTRIBUTOR | 4825d | `2026-04-01T13:17:35Z` | 39 | 1 | weak | low | medium | extremely 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` | 38 | 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 |
@@ -42,24 +42,25 @@
 | `MoerAI` | [profile](https://github.com/MoerAI) | no | CONTRIBUTOR | 3336d | `2026-02-23T01:38:58Z` | 13 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `openperf` | [profile](https://github.com/openperf) | no | MEMBER | 1860d | `2026-02-07T10:37:24Z` | 13 | 0 | mixed | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `Tianworld` | [profile](https://github.com/Tianworld) | no | CONTRIBUTOR | 2846d | `2026-03-24T16:13:35Z` | 13 | 0 | weak | low | low | high recent PR volume; high open PR share; no visible non-self stars; targets high-star repos |
+| `imadal1n` | [profile](https://github.com/imadal1n) | no | NONE | 1548d | `2026-04-09T00:47:07Z` | 12 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `mushuiyu886` | [profile](https://github.com/mushuiyu886) | no | NONE | 37d | `2026-04-10T05:26:47Z` | 12 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `pashpashpash` | [profile](https://github.com/pashpashpash) | no | CONTRIBUTOR | 3539d | `2026-04-12T00:42:09Z` | 12 | 0 | mixed | low | low | targets high-star repos |
 | `sudie-codes` | [profile](https://github.com/sudie-codes) | no | CONTRIBUTOR | 173d | `2026-03-23T03:58:32Z` | 12 | 0 | mixed | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `1aifanatic` | [profile](https://github.com/1aifanatic) | no | NONE | 2426d | `2026-02-01T16:01:30Z` | 10 | 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` | 10 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `imadal1n` | [profile](https://github.com/imadal1n) | no | NONE | 1548d | `2026-04-09T00:47:07Z` | 10 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `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 |
 | `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 |
 | `lml2468` | [profile](https://github.com/lml2468) | no | CONTRIBUTOR | 2893d | `2026-03-03T11:34:24Z` | 10 | 0 | strong | low | low | high recent PR volume |
 | `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 |
+| `SARAMALI15792` | [profile](https://github.com/SARAMALI15792) | no | CONTRIBUTOR | 992d | `2026-04-11T06:57:22Z` | 10 | 0 | weak | moderate | low | high open PR share; 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 |
+| `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 |
 | `VACInc` | [profile](https://github.com/VACInc) | no | CONTRIBUTOR | 4839d | `2026-01-06T03:04:41Z` | 9 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `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 |
 | `lawrence3699` | [profile](https://github.com/lawrence3699) | no | CONTRIBUTOR | 135d | `2026-04-06T08:25:15Z` | 9 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `MonkeyLeeT` | [profile](https://github.com/MonkeyLeeT) | no | CONTRIBUTOR | 4437d | `2026-03-02T15:37:21Z` | 9 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `SARAMALI15792` | [profile](https://github.com/SARAMALI15792) | no | CONTRIBUTOR | 992d | `2026-04-11T06:57:22Z` | 9 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `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 |
@@ -75,7 +76,7 @@
 | `OwenYWT` | [profile](https://github.com/OwenYWT) | no | CONTRIBUTOR | 1471d | `2026-04-10T09:45:23Z` | 8 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `mjamiv` | [profile](https://github.com/mjamiv) | no | CONTRIBUTOR | 977d | `2026-04-08T18:58:33Z` | 7 | 5 | mixed | low | low | high open PR share; targets high-star repos |
 | `asakir44` | [profile](https://github.com/asakir44) | no | NONE | 440d | `2026-04-13T14:53:54Z` | 7 | 1 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `martingarramon` | [profile](https://github.com/martingarramon) | no | CONTRIBUTOR | 49d | `2026-03-21T22:50:34Z` | 7 | 1 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `Lucenx9` | [profile](https://github.com/Lucenx9) | no | CONTRIBUTOR | 547d | `2026-02-25T06:16:41Z` | 7 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `nxmxbbd` | [profile](https://github.com/nxmxbbd) | no | CONTRIBUTOR | 6373d | `2026-03-05T20:12:25Z` | 7 | 1 | n/a | low | low | no visible non-self stars |
 | `rubencu` | [profile](https://github.com/rubencu) | no | CONTRIBUTOR | 4684d | `2026-04-13T11:49:44Z` | 7 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `visionik` | [profile](https://github.com/visionik) | no | CONTRIBUTOR | 6279d | `2026-01-02T09:08:10Z` | 7 | 1 | weak | moderate | low | many recent closed-unmerged PRs |
@@ -148,7 +149,7 @@
 | `anyech` | [profile](https://github.com/anyech) | no | NONE | 4236d | `2026-02-23T04:42:33Z` | 3 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `yoanndefay` | [profile](https://github.com/yoanndefay) | no | NONE | 2166d | `2026-04-13T15:13:19Z` | 3 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `akinshaywai` | [profile](https://github.com/akinshaywai) | no | NONE | 1855d | `2026-04-15T23:06:37Z` | 3 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
-| `Ante042` | [profile](https://github.com/Ante042) | yes | NONE | 2859d | `2026-04-18T13:02:47Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `Ante042` | [profile](https://github.com/Ante042) | no | NONE | 2859d | `2026-04-18T13:02:47Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `bluesky6868` | [profile](https://github.com/bluesky6868) | no | NONE | 3181d | `2026-04-17T22:26:25Z` | 3 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `damselem` | [profile](https://github.com/damselem) | no | CONTRIBUTOR | 6104d | `2026-04-12T09:37:25Z` | 3 | 0 | n/a | low | low | no visible non-self stars |
 | `GameWorldsDEV` | [profile](https://github.com/GameWorldsDEV) | no | NONE | 609d | `2026-03-22T22:51:07Z` | 3 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
@@ -160,6 +161,7 @@
 | `nfredmond` | [profile](https://github.com/nfredmond) | no | NONE | 3541d | `2026-04-11T23:36:37Z` | 3 | 0 | weak | moderate | low | high open PR share |
 | `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 |
+| `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 |
 | `xudaiyanzi` | [profile](https://github.com/xudaiyanzi) | no | NONE | 2751d | `2026-04-14T20:23:42Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `slepybear` | [profile](https://github.com/slepybear) | no | CONTRIBUTOR | 1386d | `2026-04-09T16:25:21Z` | 19 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `shad0wca7` | [profile](https://github.com/shad0wca7) | no | CONTRIBUTOR | 4159d | `2026-02-21T17:28:52Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -174,7 +176,6 @@
 | `Alex-Alaniz` | [profile](https://github.com/Alex-Alaniz) | no | CONTRIBUTOR | 1705d | `2026-02-23T15:51:19Z` | 3 | 2 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `sparkeros` | [profile](https://github.com/sparkeros) | no | NONE | 156d | `2026-03-09T12:13:39Z` | 3 | 1 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `alchip` | [profile](https://github.com/alchip) | no | NONE | 3345d | `2026-04-09T09:39:38Z` | 3 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `Ricardo-M-L` | [profile](https://github.com/Ricardo-M-L) | no | NONE | 2080d | `2026-04-11T13:13:57Z` | 3 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `richardclawbot` | [profile](https://github.com/richardclawbot) | no | NONE | 31d | `2026-04-10T17:07:12Z` | 3 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `welfo-beo` | [profile](https://github.com/welfo-beo) | no | CONTRIBUTOR | 525d | `2026-04-11T04:57:14Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `OpenCodeEngineer` | [profile](https://github.com/OpenCodeEngineer) | no | CONTRIBUTOR | 61d | `2026-04-11T01:14:43Z` | 2 | 9 | strong | low | low | very new account; no visible non-self stars; targets high-star repos |
@@ -183,7 +184,7 @@
 | `RedParrotBerkeley` | [profile](https://github.com/RedParrotBerkeley) | no | NONE | 1107d | `2026-04-10T16:29:40Z` | 2 | 3 | mixed | moderate | low | — |
 | `hansolo949` | [profile](https://github.com/hansolo949) | no | NONE | 297d | `2026-04-12T08:08:29Z` | 2 | 2 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `jensenwang560-blip` | [profile](https://github.com/jensenwang560-blip) | no | NONE | 36d | `2026-04-13T07:35:13Z` | 2 | 2 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
-| `johnlanni` | [profile](https://github.com/johnlanni) | yes | NONE | 4436d | `2026-02-04T02:56:19Z` | 2 | 2 | mixed | low | low | — |
+| `johnlanni` | [profile](https://github.com/johnlanni) | no | NONE | 4436d | `2026-02-04T02:56:19Z` | 2 | 2 | mixed | low | low | — |
 | `shaun0927` | [profile](https://github.com/shaun0927) | no | NONE | 2053d | `2026-04-16T12:23:24Z` | 2 | 2 | mixed | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share |
 | `zongqichen` | [profile](https://github.com/zongqichen) | no | NONE | 1030d | `2026-04-14T13:18:08Z` | 2 | 2 | weak | low | low | targets high-star repos |
 | `188080501` | [profile](https://github.com/188080501) | no | NONE | 4410d | `2026-03-03T12:01:36Z` | 2 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -197,10 +198,11 @@
 | `wzhgba` | [profile](https://github.com/wzhgba) | no | NONE | 4060d | `2026-04-14T16:57:48Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `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 |
+| `alekseivarin-gif` | [profile](https://github.com/alekseivarin-gif) | no | NONE | 0d | `2026-04-18T13:06:54Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `alexlomt` | [profile](https://github.com/alexlomt) | no | NONE | 582d | `2026-04-14T18:25:56Z` | 2 | 0 | weak | low | low | 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 |
 | `apocalypse9949` | [profile](https://github.com/apocalypse9949) | no | NONE | 1150d | `2026-04-11T20:07:39Z` | 2 | 0 | weak | moderate | low | high open PR share |
-| `AstronautGumbo` | [profile](https://github.com/AstronautGumbo) | yes | 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 |
+| `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 |
 | `bin448482` | [profile](https://github.com/bin448482) | no | NONE | 3832d | `2026-04-12T12:14:05Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -218,7 +220,6 @@
 | `IshanDaga` | [profile](https://github.com/IshanDaga) | no | NONE | 4222d | `2026-04-13T19:01:38Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `isopenclaw` | [profile](https://github.com/isopenclaw) | no | NONE | 48d | `2026-04-16T01:27:05Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `iubns` | [profile](https://github.com/iubns) | no | NONE | 4512d | `2026-03-17T18:37:20Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `jkf87` | [profile](https://github.com/jkf87) | no | NONE | 3258d | `2026-04-11T13:41:30Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `JQRobert` | [profile](https://github.com/JQRobert) | no | NONE | 46d | `2026-04-13T05:33:05Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `jquadrino` | [profile](https://github.com/jquadrino) | no | NONE | 533d | `2026-02-21T06:24:49Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `kvnkho` | [profile](https://github.com/kvnkho) | no | NONE | 3116d | `2026-04-13T21:57:52Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -239,12 +240,12 @@
 | `questionares` | [profile](https://github.com/questionares) | no | NONE | 390d | `2026-04-14T10:33:49Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `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 |
 | `rogery-coder` | [profile](https://github.com/rogery-coder) | no | NONE | 6d | `2026-04-13T09:10:32Z` | 2 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `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 |
 | `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 |
 | `soloclz` | [profile](https://github.com/soloclz) | no | NONE | 728d | `2026-04-15T15:18:28Z` | 2 | 0 | weak | low | low | high open PR share; 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 |
-| `sqsge` | [profile](https://github.com/sqsge) | no | NONE | 1979d | `2026-04-13T14:48:07Z` | 2 | 0 | weak | moderate | 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 | — |
 | `thesomewhatyou` | [profile](https://github.com/thesomewhatyou) | no | CONTRIBUTOR | 768d | `2026-02-08T01:46:55Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `tmimmanuel` | [profile](https://github.com/tmimmanuel) | no | CONTRIBUTOR | 3882d | `2026-04-14T01:17:36Z` | 2 | 0 | mixed | moderate | low | targets high-star repos |
@@ -256,11 +257,9 @@
 | `HOYALIM` | [profile](https://github.com/HOYALIM) | no | CONTRIBUTOR | 736d | `2026-02-19T18:49:52Z` | 6 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `mmaps` | [profile](https://github.com/mmaps) | no | CONTRIBUTOR | 4827d | `2026-04-09T18:38:21Z` | 6 | 0 | strong | low | low | 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 |
-| `Lucenx9` | [profile](https://github.com/Lucenx9) | no | CONTRIBUTOR | 547d | `2026-02-25T06:16:41Z` | 5 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `corbin-breton` | [profile](https://github.com/corbin-breton) | no | NONE | 4734d | `2026-04-08T19:15:22Z` | 5 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `scoootscooob` | [profile](https://github.com/scoootscooob) | no | CONTRIBUTOR | 732d | `2026-02-26T07:20:09Z` | 5 | 0 | strong | low | low | targets high-star repos |
 | `ShionEria` | [profile](https://github.com/ShionEria) | no | CONTRIBUTOR | 35d | `2026-03-16T10:11:17Z` | 5 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
-| `alexander-applyinnovations` | [profile](https://github.com/alexander-applyinnovations) | no | CONTRIBUTOR | 1334d | `2026-04-10T07:50:12Z` | 4 | 2 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `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 |
 | `web3blind` | [profile](https://github.com/web3blind) | no | NONE | 46d | `2026-03-21T14:20:44Z` | 4 | 1 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
 | `drvoss` | [profile](https://github.com/drvoss) | no | CONTRIBUTOR | 4872d | `2026-02-25T02:18:08Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -273,6 +272,7 @@
 | `evandance` | [profile](https://github.com/evandance) | no | CONTRIBUTOR | 1220d | `2026-04-09T11:38:41Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `IVY-AI-gif` | [profile](https://github.com/IVY-AI-gif) | no | CONTRIBUTOR | 2223d | `2026-03-22T16:01:04Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `latenighthackathon` | [profile](https://github.com/latenighthackathon) | no | NONE | 84d | `2026-04-10T15:42:36Z` | 3 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
+| `Ricardo-M-L` | [profile](https://github.com/Ricardo-M-L) | no | NONE | 2080d | `2026-04-11T13:13:57Z` | 3 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `Arry8` | [profile](https://github.com/Arry8) | no | NONE | 53d | `2026-03-13T19:47:00Z` | 2 | 2 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `ggzeng` | [profile](https://github.com/ggzeng) | no | NONE | 3560d | `2026-04-09T09:35:59Z` | 2 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `gdibble` | [profile](https://github.com/gdibble) | no | NONE | 5393d | `2026-02-20T17:08:19Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
@@ -323,7 +323,6 @@
 | `MertBasar0` | [profile](https://github.com/MertBasar0) | no | NONE | 1513d | `2026-04-11T20:22:47Z` | 1 | 2 | weak | low | low | high open PR share; 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 |
 | `parasol-aser` | [profile](https://github.com/parasol-aser) | no | NONE | 4782d | `2026-04-09T22:55:43Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
-| `protomota` | [profile](https://github.com/protomota) | no | NONE | 5291d | `2026-03-19T16:36:32Z` | 1 | 2 | n/a | low | low | no visible non-self stars |
 | `walkojas-boop` | [profile](https://github.com/walkojas-boop) | no | NONE | 62d | `2026-04-14T09:55:31Z` | 1 | 2 | weak | moderate | medium | very new account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `zeolenon` | [profile](https://github.com/zeolenon) | no | NONE | 2260d | `2026-03-15T10:24:08Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `zhulijin1991` | [profile](https://github.com/zhulijin1991) | no | NONE | 721d | `2026-04-11T23:56:13Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
@@ -409,7 +408,6 @@
 | `ahbi1006-hue` | [profile](https://github.com/ahbi1006-hue) | no | NONE | 12d | `2026-04-18T07:30:52Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `aimqwest` | [profile](https://github.com/aimqwest) | no | NONE | 3904d | `2026-04-11T15:27:38Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `AlainSainteCroix` | [profile](https://github.com/AlainSainteCroix) | no | NONE | 631d | `2026-04-16T20:37:03Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `alekseivarin-gif` | [profile](https://github.com/alekseivarin-gif) | yes | NONE | 0d | `2026-04-18T13:06:54Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `alex-latitude` | [profile](https://github.com/alex-latitude) | no | NONE | 323d | `2026-04-13T22:11:34Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `alexanderkreidich` | [profile](https://github.com/alexanderkreidich) | no | NONE | 1140d | `2026-04-12T23:34:37Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `alexanderxfgl-bit` | [profile](https://github.com/alexanderxfgl-bit) | no | NONE | 66d | `2026-04-17T12:32:56Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars |
@@ -431,7 +429,7 @@
 | `BananaAccurate` | [profile](https://github.com/BananaAccurate) | no | NONE | 250d | `2026-04-14T02:59:08Z` | 1 | 0 | mixed | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `banddude` | [profile](https://github.com/banddude) | no | NONE | 1136d | `2026-04-15T07:38:45Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `batmanhz` | [profile](https://github.com/batmanhz) | no | NONE | 362d | `2026-04-12T14:52:39Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
-| `billriesner` | [profile](https://github.com/billriesner) | yes | NONE | 312d | `2026-04-18T13:05:13Z` | 1 | 0 | strong | low | low | young account |
+| `billriesner` | [profile](https://github.com/billriesner) | no | NONE | 312d | `2026-04-18T13:05:13Z` | 1 | 0 | strong | low | low | young account |
 | `BillyBunn` | [profile](https://github.com/BillyBunn) | no | NONE | 2860d | `2026-04-13T16:03:08Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `bloodycoder` | [profile](https://github.com/bloodycoder) | no | NONE | 4355d | `2026-04-12T08:42:07Z` | 1 | 0 | weak | low | low | high open PR share |
 | `bmadwaves` | [profile](https://github.com/bmadwaves) | no | NONE | 443d | `2026-04-17T16:54:06Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -512,7 +510,7 @@
 | `hddevteam` | [profile](https://github.com/hddevteam) | no | NONE | 3870d | `2026-03-04T15:23:09Z` | 1 | 0 | mixed | low | low | targets high-star repos |
 | `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) | yes | NONE | 5701d | `2026-04-18T12:54:22Z` | 1 | 0 | weak | low | low | high open PR share |
+| `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 |
@@ -627,6 +625,7 @@
 | `pandego` | [profile](https://github.com/pandego) | no | CONTRIBUTOR | 4334d | `2026-02-20T21:19:18Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `paramiao` | [profile](https://github.com/paramiao) | no | NONE | 5277d | `2026-04-16T13:42:00Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `patricklee001` | [profile](https://github.com/patricklee001) | no | NONE | 46d | `2026-04-17T14:39:01Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
+| `peking2` | [profile](https://github.com/peking2) | yes | NONE | 4842d | `2026-04-18T14:09:14Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `phxwang` | [profile](https://github.com/phxwang) | no | NONE | 5350d | `2026-04-12T14:23:12Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `Phymath` | [profile](https://github.com/Phymath) | no | NONE | 3506d | `2026-04-16T16:48:45Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `plokomarketing-ai` | [profile](https://github.com/plokomarketing-ai) | no | NONE | 99d | `2026-04-16T14:14:10Z` | 1 | 0 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -664,7 +663,6 @@
 | `seank-com` | [profile](https://github.com/seank-com) | no | NONE | 5207d | `2026-04-14T01:38:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `seanniu93` | [profile](https://github.com/seanniu93) | no | NONE | 4213d | `2026-04-18T07:23:52Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `secondfry` | [profile](https://github.com/secondfry) | no | NONE | 5691d | `2026-04-13T19:30:49Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `seoseo-ai` | [profile](https://github.com/seoseo-ai) | yes | NONE | 61d | `2026-04-18T12:56:25Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `shakkernerd` | [profile](https://github.com/shakkernerd) | no | MEMBER | 749d | `2026-01-26T14:21:30Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `ShayMeshGit` | [profile](https://github.com/ShayMeshGit) | no | NONE | 2606d | `2026-04-17T19:10:02Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `shirtlessfounder` | [profile](https://github.com/shirtlessfounder) | no | NONE | 1129d | `2026-04-12T16:41:08Z` | 1 | 0 | mixed | moderate | low | — |
@@ -704,7 +702,7 @@
 | `Unayung` | [profile](https://github.com/Unayung) | no | CONTRIBUTOR | 5054d | `2026-02-12T00:36:52Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `vipitec-neo` | [profile](https://github.com/vipitec-neo) | no | NONE | 64d | `2026-04-14T13:24:54Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `ViseonDev` | [profile](https://github.com/ViseonDev) | no | NONE | 3325d | `2026-04-15T19:16:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `vivekchand` | [profile](https://github.com/vivekchand) | yes | NONE | 5357d | `2026-03-02T00:27:17Z` | 1 | 0 | strong | low | low | extremely high recent PR volume |
+| `vivekchand` | [profile](https://github.com/vivekchand) | no | NONE | 5357d | `2026-03-02T00:27:17Z` | 1 | 0 | strong | low | low | extremely high recent PR volume |
 | `vladxyz23` | [profile](https://github.com/vladxyz23) | no | NONE | 3d | `2026-04-12T21:02:14Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `vvitovec` | [profile](https://github.com/vvitovec) | no | NONE | 224d | `2026-04-17T12:08:21Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `werdelin` | [profile](https://github.com/werdelin) | no | NONE | 5860d | `2026-04-16T19:22:23Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -722,6 +720,7 @@
 | `yosit` | [profile](https://github.com/yosit) | no | NONE | 6065d | `2026-04-14T13:06:45Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
 | `YoungMoneyInvestments` | [profile](https://github.com/YoungMoneyInvestments) | no | NONE | 932d | `2026-02-23T16:58:16Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `yxjsxy` | [profile](https://github.com/yxjsxy) | no | CONTRIBUTOR | 3041d | `2026-04-18T00:21:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `ZackaryShen` | [profile](https://github.com/ZackaryShen) | yes | NONE | 2598d | `2026-04-18T13:48:28Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share |
 | `zeroasterisk` | [profile](https://github.com/zeroasterisk) | no | CONTRIBUTOR | 6430d | `2026-04-11T22:07:01Z` | 1 | 0 | mixed | low | low | targets high-star repos |
 | `Zetarcos` | [profile](https://github.com/Zetarcos) | no | NONE | 1265d | `2026-04-17T07:36:00Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `zrt-ai-lab` | [profile](https://github.com/zrt-ai-lab) | no | NONE | 3613d | `2026-04-14T02:47:26Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -751,18 +750,41 @@ Example artifacts:
 - [PR #67312: fix: prevent exec completion feedback loop in web UI session](https://github.com/openclaw/openclaw/pull/67312) — closed
 - [PR #67310: fix: prevent exec completion feedback loop in web UI session](https://github.com/openclaw/openclaw/pull/67310) — closed
 
+### `vincentkoc`
+
+- profile: [github.com/vincentkoc](https://github.com/vincentkoc)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Avincentkoc)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Avincentkoc)
+- repo first seen: `2026-02-03T19:03:56Z`
+- repo last seen: `2026-04-18T13:34:24Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **54**
+- snapshot authored PRs/issues: **54 PRs / 0 issues**
+- snapshot discussion activity: **1850 comments / 7 reviews / 7 review comments**
+- account age: **6420 days**
+- recent public PR activity: **44 PRs** (35 merged / 3 closed-unmerged / 6 open; merged rate **80%**, closed-unmerged rate **7%**, open rate **14%**)
+- public orgs: `comet-ml`, `Orange-Submarine`, `kontology`, `Locomotive-Ventures`, `openclaw`
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #68579: fix(models): resolve openrouter compat aliases](https://github.com/openclaw/openclaw/pull/68579) — open
+- [PR #68577: fix(openrouter): parse visible reasoning_details output](https://github.com/openclaw/openclaw/pull/68577) — open
+- [PR #68574: fix(openrouter): heal stale provider base urls](https://github.com/openclaw/openclaw/pull/68574) — open
+
 ### `100yenadmin`
 
 - profile: [github.com/100yenadmin](https://github.com/100yenadmin)
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3A100yenadmin)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3A100yenadmin)
 - repo first seen: `2026-03-15T18:31:56Z`
-- repo last seen: `2026-04-18T13:14:34Z`
+- repo last seen: `2026-04-18T14:20:59Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **100**
 - snapshot authored PRs/issues: **51 PRs / 49 issues**
-- snapshot discussion activity: **226 comments / 915 reviews / 915 review comments**
+- snapshot discussion activity: **237 comments / 926 reviews / 926 review comments**
 - account age: **178 days**
 - recent public PR activity: **81 PRs** (21 merged / 36 closed-unmerged / 24 open; merged rate **26%**, closed-unmerged rate **44%**, open rate **30%**)
 - public orgs: `electricsheephq`
@@ -777,29 +799,6 @@ Example artifacts:
 - [Issue #67777: [Bug]: Subagent completion delivery can be lost on direct-announce timeout, drain, or orphan prune](https://github.com/openclaw/openclaw/issues/67777) — open
 - [Issue #67637: [qa-lab] Add tool-call trace inspection to QaBusMessage for richer scenario assertions](https://github.com/openclaw/openclaw/issues/67637) — open
 
-### `vincentkoc`
-
-- profile: [github.com/vincentkoc](https://github.com/vincentkoc)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Avincentkoc)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Avincentkoc)
-- repo first seen: `2026-02-03T19:03:56Z`
-- repo last seen: `2026-04-17T21:39:54Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **51**
-- snapshot authored PRs/issues: **51 PRs / 0 issues**
-- snapshot discussion activity: **1850 comments / 7 reviews / 7 review comments**
-- account age: **6420 days**
-- recent public PR activity: **44 PRs** (35 merged / 3 closed-unmerged / 6 open; merged rate **80%**, closed-unmerged rate **7%**, open rate **14%**)
-- public orgs: `comet-ml`, `Orange-Submarine`, `kontology`, `Locomotive-Ventures`, `openclaw`
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **high recent PR volume; targets high-star repos**
-
-Example artifacts:
-- [PR #68284: fix(auth): centralize oauth lifecycle manager](https://github.com/openclaw/openclaw/pull/68284) — open
-- [PR #67099: fix(plugins): localize bundled runtime deps to extensions](https://github.com/openclaw/openclaw/pull/67099) — closed, merged
-- [PR #67080: feat(plugins): narrow gateway route loads from manifests](https://github.com/openclaw/openclaw/pull/67080) — open
-
 ### `hclsys`
 
 - profile: [github.com/hclsys](https://github.com/hclsys)
@@ -1513,6 +1512,29 @@ Example artifacts:
 - [PR #67212: fix(config-ui): keep Raw view readable when raw text withheld](https://github.com/openclaw/openclaw/pull/67212) — closed
 - [PR #67211: fix(text): strip leaked reasoning before orphan </think>](https://github.com/openclaw/openclaw/pull/67211) — closed
 
+### `imadal1n`
+
+- profile: [github.com/imadal1n](https://github.com/imadal1n)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aimadal1n)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aimadal1n)
+- repo first seen: `2026-04-09T00:47:07Z`
+- repo last seen: `2026-04-18T14:06:23Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **12**
+- snapshot authored PRs/issues: **12 PRs / 0 issues**
+- snapshot discussion activity: **10 comments / 3 reviews / 3 review comments**
+- account age: **1548 days**
+- recent public PR activity: **6 PRs** (0 merged / 2 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #68590: fix(memory-core): rewrite qmd index on managed collection repair](https://github.com/openclaw/openclaw/pull/68590) — open
+- [PR #68586: fix(memory-core): resolve runtime artifacts before wiki bridge status](https://github.com/openclaw/openclaw/pull/68586) — open
+- [PR #68567: fix(gateway): disable stale plugin cache at startup](https://github.com/openclaw/openclaw/pull/68567) — open
+
 ### `mushuiyu886`
 
 - profile: [github.com/mushuiyu886](https://github.com/mushuiyu886)
@@ -1628,29 +1650,6 @@ Example artifacts:
 - [PR #68047: fix(gateway): extend image-support name fallback to direct anthropic provider](https://github.com/openclaw/openclaw/pull/68047) — open
 - [PR #67591: fix(session): clear auto-fallback model overrides on /new and /reset](https://github.com/openclaw/openclaw/pull/67591) — open
 
-### `imadal1n`
-
-- profile: [github.com/imadal1n](https://github.com/imadal1n)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aimadal1n)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aimadal1n)
-- repo first seen: `2026-04-09T00:47:07Z`
-- repo last seen: `2026-04-18T13:10:58Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **10**
-- snapshot authored PRs/issues: **10 PRs / 0 issues**
-- snapshot discussion activity: **10 comments / 3 reviews / 3 review comments**
-- account age: **1548 days**
-- recent public PR activity: **6 PRs** (0 merged / 2 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #68567: fix(gateway): disable stale plugin cache at startup](https://github.com/openclaw/openclaw/pull/68567) — open
-- [PR #68559: fix(memory-host-sdk): index only primary session transcripts](https://github.com/openclaw/openclaw/pull/68559) — open
-- [PR #68556: feat(memory-host-sdk): preserve explicit custom collection names](https://github.com/openclaw/openclaw/pull/68556) — open
-
 ### `Jimmy-xuzimo`
 
 - profile: [github.com/Jimmy-xuzimo](https://github.com/Jimmy-xuzimo)
@@ -1743,6 +1742,29 @@ Example artifacts:
 - [PR #66363: fix(reply): classify billing cooldown summaries](https://github.com/openclaw/openclaw/pull/66363) — closed, merged
 - [PR #66110: fix(logging): support root log file overrides](https://github.com/openclaw/openclaw/pull/66110) — open
 
+### `SARAMALI15792`
+
+- profile: [github.com/SARAMALI15792](https://github.com/SARAMALI15792)
+- 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: `2026-04-18T13:25:33Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **10**
+- snapshot authored PRs/issues: **10 PRs / 0 issues**
+- snapshot discussion activity: **5 comments / 0 reviews / 0 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
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+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
+- [PR #67717: fix(agents): detect Cloudflare challenge pages and provide actionable error message](https://github.com/openclaw/openclaw/pull/67717) — open
+
 ### `pfrederiksen`
 
 - profile: [github.com/pfrederiksen](https://github.com/pfrederiksen)
@@ -1794,6 +1816,30 @@ Example artifacts:
 - [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
 
+### `martingarramon`
+
+- profile: [github.com/martingarramon](https://github.com/martingarramon)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amartingarramon)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amartingarramon)
+- repo first seen: `2026-03-21T22:50:34Z`
+- repo last seen: `2026-04-18T14:16:53Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **10**
+- snapshot authored PRs/issues: **9 PRs / 1 issues**
+- snapshot discussion activity: **74 comments / 35 reviews / 4 review comments**
+- account age: **49 days**
+- recent public PR activity: **5 PRs** (0 merged / 2 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **40%**, open rate **60%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **very new account; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #68594: fix(slack): surface silent errors in thread starter/history fetch](https://github.com/openclaw/openclaw/pull/68594) — open
+- [PR #68168: test(cron): add unit tests for active-jobs singleton](https://github.com/openclaw/openclaw/pull/68168) — open
+- [PR #68164: test(slack): cover looksLikeSlackTargetId + target-parsing edge cases](https://github.com/openclaw/openclaw/pull/68164) — open
+- [Issue #68160: [Bug]: stale Type.Optional wrapper on HelloOkSchema.auth after #67810](https://github.com/openclaw/openclaw/issues/68160) — open
+
 ### `stainlu`
 
 - profile: [github.com/stainlu](https://github.com/stainlu)
@@ -1912,29 +1958,6 @@ Example artifacts:
 - [PR #68328: fix(config): accept truncateAfterCompaction](https://github.com/openclaw/openclaw/pull/68328) — closed, draft
 - [PR #67807: fix(cron): clean up deleteAfterRun direct deliveries](https://github.com/openclaw/openclaw/pull/67807) — closed, merged
 
-### `SARAMALI15792`
-
-- profile: [github.com/SARAMALI15792](https://github.com/SARAMALI15792)
-- 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: `2026-04-18T10:17:15Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **9**
-- snapshot authored PRs/issues: **9 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 0 reviews / 0 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
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #68125: fix: Control UI runtime content filtering (#68094)](https://github.com/openclaw/openclaw/pull/68125) — closed
-- [PR #67717: fix(agents): detect Cloudflare challenge pages and provide actionable error message](https://github.com/openclaw/openclaw/pull/67717) — open
-- [PR #67163: fix(commands): resolve auto setting during startup with empty registry](https://github.com/openclaw/openclaw/pull/67163) — open
-
 ### `WuKongAI-CMU`
 
 - profile: [github.com/WuKongAI-CMU](https://github.com/WuKongAI-CMU)
@@ -2291,29 +2314,29 @@ Example artifacts:
 - [PR #66049: feat(agents): add per-agent TTS voice configuration](https://github.com/openclaw/openclaw/pull/66049) — open
 - [Issue #66056: [Feature]: Locale-aware error messages for user-facing failure text](https://github.com/openclaw/openclaw/issues/66056) — open
 
-### `martingarramon`
+### `Lucenx9`
 
-- profile: [github.com/martingarramon](https://github.com/martingarramon)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amartingarramon)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amartingarramon)
-- repo first seen: `2026-03-21T22:50:34Z`
-- repo last seen: `2026-04-18T13:03:43Z`
+- profile: [github.com/Lucenx9](https://github.com/Lucenx9)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ALucenx9)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ALucenx9)
+- repo first seen: `2026-02-25T06:16:41Z`
+- repo last seen: `2026-04-18T14:06:27Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **7 PRs / 1 issues**
-- snapshot discussion activity: **72 comments / 30 reviews / 1 review comments**
-- account age: **49 days**
-- recent public PR activity: **5 PRs** (0 merged / 2 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **40%**, open rate **60%**)
+- snapshot discussion activity: **12 comments / 1 reviews / 1 review comments**
+- account age: **547 days**
+- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **very new account; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #68168: test(cron): add unit tests for active-jobs singleton](https://github.com/openclaw/openclaw/pull/68168) — open
-- [PR #68164: test(slack): cover looksLikeSlackTargetId + target-parsing edge cases](https://github.com/openclaw/openclaw/pull/68164) — open
-- [PR #68161: fix(gateway/schema): drop stale Type.Optional wrapper on hello-ok auth](https://github.com/openclaw/openclaw/pull/68161) — open
-- [Issue #68160: [Bug]: stale Type.Optional wrapper on HelloOkSchema.auth after #67810](https://github.com/openclaw/openclaw/issues/68160) — open
+- [PR #68588: fix(telegram): avoid wedging callback updates on permanent edit errors](https://github.com/openclaw/openclaw/pull/68588) — open
+- [PR #68573: fix(webhooks): re-resolve rotated webhook secrets](https://github.com/openclaw/openclaw/pull/68573) — open
+- [PR #68269: [codex] CLI/Doctor: skip gateway token warning in trusted-proxy mode](https://github.com/openclaw/openclaw/pull/68269) — open
+- [Issue #45645: [Bug]: doctor/update can leave CLI and gateway on different installs on Linux](https://github.com/openclaw/openclaw/issues/45645) — open
 
 ### `nxmxbbd`
 
@@ -2544,9 +2567,9 @@ Example artifacts:
 - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #68145: fix(memory-search): pass cfg to getMemoryEmbeddingProvider calls (#68088)](https://github.com/openclaw/openclaw/pull/68145) — open
-- [PR #68098: fix(cron): avoid false timeout report when job finishes cleanly before deadline](https://github.com/openclaw/openclaw/pull/68098) — open
-- [PR #68092: fix(cli): update by plain plugin id always resolves @latest for npm plugins](https://github.com/openclaw/openclaw/pull/68092) — open
+- [PR #68145: fix(memory-search): pass cfg to getMemoryEmbeddingProvider calls (#68088)](https://github.com/openclaw/openclaw/pull/68145) — closed
+- [PR #68098: fix(cron): avoid false timeout report when job finishes cleanly before deadline](https://github.com/openclaw/openclaw/pull/68098) — closed
+- [PR #68092: fix(cli): update by plain plugin id always resolves @latest for npm plugins](https://github.com/openclaw/openclaw/pull/68092) — closed
 
 ### `chinar-amrutkar`
 
@@ -3256,12 +3279,12 @@ Example artifacts:
 - 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: `2026-04-18T13:02:57Z`
+- repo last seen: `2026-04-18T14:19:35Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **4 PRs / 4 issues**
-- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **12 comments / 3 reviews / 3 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
@@ -3270,10 +3293,10 @@ Example artifacts:
 
 Example artifacts:
 - [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) — open
+- [PR #68531: fix(plugins): roll back partial registry array contributions when register() throws](https://github.com/openclaw/openclaw/pull/68531) — closed
 - [PR #68511: fix(infra): revert sigusr1 authorization when emitGatewayRestart emission throws](https://github.com/openclaw/openclaw/pull/68511) — closed
 - [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) — open
+- [Issue #68529: plugin register() throw leaves partial httpRoutes/services/hooks entries in the shared registry](https://github.com/openclaw/openclaw/issues/68529) — closed
 - [Issue #68510: emitGatewayRestart's catch path leaves sigusr1 authorization count incremented on emit failure](https://github.com/openclaw/openclaw/issues/68510) — closed
 
 ### `BKF-Gitty`
@@ -4016,7 +4039,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AAnte042)
 - repo first seen: `2026-04-18T13:02:47Z`
 - repo last seen: `2026-04-18T13:11:28Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
@@ -4285,6 +4308,29 @@ 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
 
+### `sqsge`
+
+- profile: [github.com/sqsge](https://github.com/sqsge)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asqsge)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asqsge)
+- repo first seen: `2026-04-13T14:48:07Z`
+- repo last seen: `2026-04-18T13:59:09Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **1979 days**
+- recent public PR activity: **11 PRs** (1 merged / 2 closed-unmerged / 8 open; merged rate **9%**, closed-unmerged rate **18%**, open rate **73%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #68589: fix(cli): avoid sessions JSON warmup in non-TTY runs](https://github.com/openclaw/openclaw/pull/68589) — open
+- [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
+
 ### `xudaiyanzi`
 
 - profile: [github.com/xudaiyanzi](https://github.com/xudaiyanzi)
@@ -4622,29 +4668,6 @@ Example artifacts:
 - [PR #67923: fix(memory-core): show light-only dreaming state in memory status](https://github.com/openclaw/openclaw/pull/67923) — open
 - [PR #63666: test(imessage): cover reflected assistant-content inbound drop](https://github.com/openclaw/openclaw/pull/63666) — open
 
-### `Ricardo-M-L`
-
-- profile: [github.com/Ricardo-M-L](https://github.com/Ricardo-M-L)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ARicardo-M-L)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ARicardo-M-L)
-- repo first seen: `2026-04-11T13:13:57Z`
-- repo last seen: `2026-04-11T15:29:20Z`
-- 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: **2080 days**
-- recent public PR activity: **64 PRs** (5 merged / 24 closed-unmerged / 35 open; merged rate **8%**, closed-unmerged rate **38%**, open rate **55%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
-- heuristic read: **high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #64872: fix: convert local media paths to gateway URLs in WhatsApp reply pipeline](https://github.com/openclaw/openclaw/pull/64872) — open
-- [PR #64820: fix(feishu): break circular module init causing ReferenceError on group mention](https://github.com/openclaw/openclaw/pull/64820) — open
-- [PR #64817: fix: surface_error failover now throws FailoverError to prevent UI hang](https://github.com/openclaw/openclaw/pull/64817) — open
-
 ### `richardclawbot`
 
 - profile: [github.com/richardclawbot](https://github.com/richardclawbot)
@@ -4846,7 +4869,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajohnlanni)
 - repo first seen: `2026-02-04T02:56:19Z`
 - repo last seen: `2026-04-18T12:51:00Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **2 PRs / 2 issues**
@@ -5162,6 +5185,28 @@ Example artifacts:
 - [PR #67579: feat: multi-provider API key system with curated model catalogs (v2)](https://github.com/openclaw/openclaw/pull/67579) — open
 - [PR #67570: feat: multi-provider API key system with curated model catalogs](https://github.com/openclaw/openclaw/pull/67570) — closed
 
+### `alekseivarin-gif`
+
+- profile: [github.com/alekseivarin-gif](https://github.com/alekseivarin-gif)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aalekseivarin-gif)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aalekseivarin-gif)
+- repo first seen: `2026-04-18T13:06:54Z`
+- repo last seen: `2026-04-18T14:08:30Z`
+- 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: **0 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #68591: docs: extend assistant-first framing to feature and help hubs](https://github.com/openclaw/openclaw/pull/68591) — open
+- [PR #68564: docs: shift user-facing copy toward assistant-first positioning](https://github.com/openclaw/openclaw/pull/68564) — open
+
 ### `alexlomt`
 
 - profile: [github.com/alexlomt](https://github.com/alexlomt)
@@ -5235,7 +5280,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AAstronautGumbo)
 - repo first seen: `2026-04-18T13:07:48Z`
 - repo last seen: `2026-04-18T13:08:13Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
@@ -5624,28 +5669,6 @@ 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
 
-### `jkf87`
-
-- profile: [github.com/jkf87](https://github.com/jkf87)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajkf87)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajkf87)
-- repo first seen: `2026-04-11T13:41:30Z`
-- repo last seen: `2026-04-11T13:55:55Z`
-- 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: **3258 days**
-- recent public PR activity: **6 PRs** (0 merged / 3 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
-- public orgs: `Pseudo-Lab`
-- 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 #64827: fix(agents): increase default idle timeout for reasoning models](https://github.com/openclaw/openclaw/pull/64827) — closed
-- [PR #64824: fix(agents): increase default idle timeout for reasoning models](https://github.com/openclaw/openclaw/pull/64824) — closed
-
 ### `JQRobert`
 
 - profile: [github.com/JQRobert](https://github.com/JQRobert)
@@ -6086,6 +6109,28 @@ Example artifacts:
 - [PR #65947: fix(codex): materialize synthetic auth in catalog](https://github.com/openclaw/openclaw/pull/65947) — open
 - [PR #65830: fix: skip invalid PI custom model providers](https://github.com/openclaw/openclaw/pull/65830) — closed
 
+### `seoseo-ai`
+
+- profile: [github.com/seoseo-ai](https://github.com/seoseo-ai)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aseoseo-ai)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aseoseo-ai)
+- repo first seen: `2026-04-18T12:56:25Z`
+- repo last seen: `2026-04-18T13:49:10Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
+- account age: **61 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #68584: feat(plugins): add plugin-facing heartbeat and timeout timer seam for delegated tasks](https://github.com/openclaw/openclaw/pull/68584) — open
+- [PR #68572: feat(plugin-sdk): add delegated wait-run handle seam](https://github.com/openclaw/openclaw/pull/68572) — open
+
 ### `serkonyc`
 
 - profile: [github.com/serkonyc](https://github.com/serkonyc)
@@ -6196,28 +6241,6 @@ Example artifacts:
 - [PR #66213: fix(ci): add post-publish asset verification for macOS stable releases](https://github.com/openclaw/openclaw/pull/66213) — open
 - [PR #65439: Add avatar link for soumikbhatta to README](https://github.com/openclaw/openclaw/pull/65439) — open
 
-### `sqsge`
-
-- profile: [github.com/sqsge](https://github.com/sqsge)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asqsge)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asqsge)
-- repo first seen: `2026-04-13T14:48:07Z`
-- repo last seen: `2026-04-13T15:54:00Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **1979 days**
-- recent public PR activity: **11 PRs** (1 merged / 2 closed-unmerged / 8 open; merged rate **9%**, closed-unmerged rate **18%**, open rate **73%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #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
-
 ### `sunapi386`
 
 - profile: [github.com/sunapi386](https://github.com/sunapi386)
@@ -6463,30 +6486,6 @@ 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
 
-### `Lucenx9`
-
-- profile: [github.com/Lucenx9](https://github.com/Lucenx9)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ALucenx9)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ALucenx9)
-- repo first seen: `2026-02-25T06:16:41Z`
-- repo last seen: `2026-04-17T20:16:27Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **6**
-- snapshot authored PRs/issues: **5 PRs / 1 issues**
-- snapshot discussion activity: **12 comments / 0 reviews / 0 review comments**
-- account age: **547 days**
-- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #68269: [codex] CLI/Doctor: skip gateway token warning in trusted-proxy mode](https://github.com/openclaw/openclaw/pull/68269) — open
-- [PR #64548: fix(whatsapp): normalize explicit heartbeat target](https://github.com/openclaw/openclaw/pull/64548) — closed
-- [PR #64531: fix(bluebubbles): add configurable outbound send method](https://github.com/openclaw/openclaw/pull/64531) — closed
-- [Issue #45645: [Bug]: doctor/update can leave CLI and gateway on different installs on Linux](https://github.com/openclaw/openclaw/issues/45645) — open
-
 ### `corbin-breton`
 
 - profile: [github.com/corbin-breton](https://github.com/corbin-breton)
@@ -6556,31 +6555,6 @@ Example artifacts:
 - [PR #64539: fix(reply): allow OpenClaw tmp media in normalizer](https://github.com/openclaw/openclaw/pull/64539) — open
 - [PR #64492: fix(cli): route gateway media sends through sendMedia](https://github.com/openclaw/openclaw/pull/64492) — closed, merged
 
-### `alexander-applyinnovations`
-
-- profile: [github.com/alexander-applyinnovations](https://github.com/alexander-applyinnovations)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aalexander-applyinnovations)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aalexander-applyinnovations)
-- repo first seen: `2026-04-10T07:50:12Z`
-- repo last seen: `2026-04-15T01:00:10Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **6**
-- snapshot authored PRs/issues: **4 PRs / 2 issues**
-- snapshot discussion activity: **6 comments / 3 reviews / 3 review comments**
-- account age: **1334 days**
-- recent public PR activity: **4 PRs** (1 merged / 2 closed-unmerged / 1 open; merged rate **25%**, closed-unmerged rate **50%**, open rate **25%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #64832: fix(agents): isolatedSession should rotate transcript files per run](https://github.com/openclaw/openclaw/pull/64832) — open
-- [PR #64808: fix(agents): archive rotated heartbeat transcript on isolatedSession rotation](https://github.com/openclaw/openclaw/pull/64808) — closed
-- [PR #64797: fix(agents): clear sessionFile when rolling a fresh isolated session](https://github.com/openclaw/openclaw/pull/64797) — closed
-- [Issue #64795: heartbeat: isolatedSession: true silently reuses the same transcript file across every run](https://github.com/openclaw/openclaw/issues/64795) — open
-- [Issue #64180: fix(agents): context overflow not detected for llama.cpp server provider](https://github.com/openclaw/openclaw/issues/64180) — closed
-
 ### `fuller-stack-dev`
 
 - profile: [github.com/fuller-stack-dev](https://github.com/fuller-stack-dev)
@@ -6860,6 +6834,29 @@ Example artifacts:
 - [PR #64398: fix(cli): strip null bytes from system prompt before spawn](https://github.com/openclaw/openclaw/pull/64398) — closed
 - [PR #64390: fix(model): guard normalizeResolvedModel against undefined model param](https://github.com/openclaw/openclaw/pull/64390) — open
 
+### `Ricardo-M-L`
+
+- profile: [github.com/Ricardo-M-L](https://github.com/Ricardo-M-L)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ARicardo-M-L)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ARicardo-M-L)
+- repo first seen: `2026-04-11T13:13:57Z`
+- repo last seen: `2026-04-11T15:29:20Z`
+- 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: **2080 days**
+- recent public PR activity: **64 PRs** (5 merged / 24 closed-unmerged / 35 open; merged rate **8%**, closed-unmerged rate **38%**, open rate **55%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
+- heuristic read: **high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #64872: fix: convert local media paths to gateway URLs in WhatsApp reply pipeline](https://github.com/openclaw/openclaw/pull/64872) — open
+- [PR #64820: fix(feishu): break circular module init causing ReferenceError on group mention](https://github.com/openclaw/openclaw/pull/64820) — open
+- [PR #64817: fix: surface_error failover now throws FailoverError to prevent UI hang](https://github.com/openclaw/openclaw/pull/64817) — open
+
 ### `Arry8`
 
 - profile: [github.com/Arry8](https://github.com/Arry8)
@@ -8003,29 +8000,6 @@ Example artifacts:
 - [Issue #64993: [Security] High: MCP loopback scope spoofing via mutable request headers](https://github.com/openclaw/openclaw/issues/64993) — open
 - [Issue #63961: Browser-context code execution via prompt injection in evaluate path](https://github.com/openclaw/openclaw/issues/63961) — closed
 
-### `protomota`
-
-- profile: [github.com/protomota](https://github.com/protomota)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aprotomota)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aprotomota)
-- repo first seen: `2026-03-19T16:36:32Z`
-- repo last seen: `2026-04-11T13:30:44Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **1 PRs / 2 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **5291 days**
-- recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
-- public orgs: none visible
-- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
-- heuristic read: **no visible non-self stars**
-
-Example artifacts:
-- [PR #64822: chore: stop tracking a2ui bundle hash (again)](https://github.com/openclaw/openclaw/pull/64822) — open
-- [Issue #64818: openclaw update: tracked src/canvas-host/a2ui/.bundle.hash breaks preflight bisect walkback](https://github.com/openclaw/openclaw/issues/64818) — open
-- [Issue #50537: doctor --fix crashes on env-source SecretRef for Discord token](https://github.com/openclaw/openclaw/issues/50537) — closed
-
 ### `walkojas-boop`
 
 - profile: [github.com/walkojas-boop](https://github.com/walkojas-boop)
@@ -8651,12 +8625,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajacko2bot)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajacko2bot)
 - repo first seen: `2026-04-17T23:40:43Z`
-- repo last seen: `2026-04-18T12:17:26Z`
+- repo last seen: `2026-04-18T13:37:24Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
 - account age: **63 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -9889,27 +9863,6 @@ Example artifacts:
 Example artifacts:
 - [PR #67811: fix(webchat): skip history reload on session.message during active run](https://github.com/openclaw/openclaw/pull/67811) — closed
 
-### `alekseivarin-gif`
-
-- profile: [github.com/alekseivarin-gif](https://github.com/alekseivarin-gif)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aalekseivarin-gif)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aalekseivarin-gif)
-- repo first seen: `2026-04-18T13:06:54Z`
-- repo last seen: `2026-04-18T13:06:54Z`
-- 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: **0 days**
-- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #68564: docs: shift user-facing copy toward assistant-first positioning](https://github.com/openclaw/openclaw/pull/68564) — open
-
 ### `alex-latitude`
 
 - profile: [github.com/alex-latitude](https://github.com/alex-latitude)
@@ -10358,7 +10311,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abillriesner)
 - repo first seen: `2026-04-18T13:05:13Z`
 - repo last seen: `2026-04-18T13:05:13Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -10672,12 +10625,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Acesararevalo)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Acesararevalo)
 - repo first seen: `2026-04-18T11:01:34Z`
-- repo last seen: `2026-04-18T12:41:55Z`
+- repo last seen: `2026-04-18T13:46:46Z`
 - 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 / 1 reviews / 1 review comments**
+- snapshot discussion activity: **0 comments / 2 reviews / 2 review comments**
 - account age: **5858 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
@@ -12059,7 +12012,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ahenkterharmsel)
 - repo first seen: `2026-04-18T12:54:22Z`
 - repo last seen: `2026-04-18T12:54:22Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -14468,6 +14421,27 @@ Example artifacts:
 Example artifacts:
 - [PR #68152: fix(ui): use i18n t() for Node option in exec approvals target select](https://github.com/openclaw/openclaw/pull/68152) — open
 
+### `peking2`
+
+- profile: [github.com/peking2](https://github.com/peking2)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Apeking2)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Apeking2)
+- repo first seen: `2026-04-18T14:09:14Z`
+- repo last seen: `2026-04-18T14:09:14Z`
+- 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: **4842 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 #68592: docs: update README title to SoloClaw](https://github.com/openclaw/openclaw/pull/68592) — closed
+
 ### `phxwang`
 
 - profile: [github.com/phxwang](https://github.com/phxwang)
@@ -15246,27 +15220,6 @@ Example artifacts:
 Example artifacts:
 - [PR #66137: fix(ajv): validate MCP tool schemas against draft/2020-12 [AI-assisted]](https://github.com/openclaw/openclaw/pull/66137) — open
 
-### `seoseo-ai`
-
-- profile: [github.com/seoseo-ai](https://github.com/seoseo-ai)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aseoseo-ai)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aseoseo-ai)
-- repo first seen: `2026-04-18T12:56:25Z`
-- repo last seen: `2026-04-18T13:15:37Z`
-- first seen in snapshot: **yes**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **61 days**
-- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #68572: feat(plugin-sdk): add delegated wait-run handle seam](https://github.com/openclaw/openclaw/pull/68572) — open
-
 ### `shakkernerd`
 
 - profile: [github.com/shakkernerd](https://github.com/shakkernerd)
@@ -16093,7 +16046,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Avivekchand)
 - repo first seen: `2026-03-02T00:27:17Z`
 - repo last seen: `2026-04-18T13:11:41Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -16464,6 +16417,27 @@ Example artifacts:
 Example artifacts:
 - [PR #68342: fix(ollama): allow baseUrl in plugin config schema](https://github.com/openclaw/openclaw/pull/68342) — open
 
+### `ZackaryShen`
+
+- profile: [github.com/ZackaryShen](https://github.com/ZackaryShen)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AZackaryShen)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AZackaryShen)
+- repo first seen: `2026-04-18T13:48:28Z`
+- repo last seen: `2026-04-18T13:48:28Z`
+- 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: **2598 days**
+- recent public PR activity: **15 PRs** (0 merged / 1 closed-unmerged / 14 open; merged rate **0%**, closed-unmerged rate **7%**, open rate **93%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **high**, automation risk **low**
+- heuristic read: **broad repo spread; high open PR share**
+
+Example artifacts:
+- [PR #68583: fix: export cleanupProvisionalSession function (#68398)](https://github.com/openclaw/openclaw/pull/68583) — open
+
 ### `zeroasterisk`
 
 - profile: [github.com/zeroasterisk](https://github.com/zeroasterisk)

new_contributors.parquet

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+size 1410226

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@@ -0,0 +1,39 @@
+{
+  "artifacts": {
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+    "new_contributors_markdown": "new-contributors-report.md",
+    "new_contributors_parquet": "new_contributors.parquet"
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+    "links": 304,
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 {
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-  "latest_snapshot_id": "20260418T132034Z",
+  "archived_manifest_path": "snapshots/20260418T142036Z/manifest.json",
+  "latest_snapshot_id": "20260418T142036Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-04-18T13:20:34Z",
+  "next_since": "2026-04-18T14:20:36Z",
   "repo": "openclaw/openclaw",
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 }

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 }