Refresh openclaw dataset snapshot 20260418T022035Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
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@@ -48289,6 +48084,63 @@
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@@ -48690,6 +48542,63 @@
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new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: openclaw/openclaw
 
-- Snapshot: `20260418T012035Z`
-- Generated: `2026-04-18T01:21:59Z`
+- Snapshot: `20260418T022035Z`
+- Generated: `2026-04-18T02:23:09Z`
 - Activity window: `7d`
-- Contributors: `722`
+- Contributors: `721`
 
 ## Summary
 
@@ -13,21 +13,22 @@
 | `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 |
 | `100yenadmin` | [profile](https://github.com/100yenadmin) | no | CONTRIBUTOR | 178d | `2026-03-15T18:31:56Z` | 49 | 48 | weak | moderate | medium | young account; 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` | 38 | 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` | 37 | 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 |
 | `nightq` | [profile](https://github.com/nightq) | no | CONTRIBUTOR | 4825d | `2026-04-01T13:17:35Z` | 36 | 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` | 35 | 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 |
 | `w-sss` | [profile](https://github.com/w-sss) | no | CONTRIBUTOR | 391d | `2026-03-16T09:14:04Z` | 34 | 0 | weak | low | low | high open PR share; 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 |
 | `Takhoffman` | [profile](https://github.com/Takhoffman) | no | CONTRIBUTOR | 5455d | `2026-01-27T16:37:08Z` | 29 | 1 | mixed | low | low | high recent PR volume; targets high-star repos |
 | `hxy91819` | [profile](https://github.com/hxy91819) | no | MEMBER | 4229d | `2026-03-13T11:26:05Z` | 25 | 1 | mixed | low | low | high recent PR volume; targets high-star repos |
 | `eleqtrizit` | [profile](https://github.com/eleqtrizit) | no | CONTRIBUTOR | 3150d | `2026-04-07T18:17:36Z` | 23 | 0 | strong | low | low | targets high-star repos |
+| `kagura-agent` | [profile](https://github.com/kagura-agent) | no | NONE | 32d | `2026-03-18T00:16:55Z` | 22 | 7 | mixed | high | high | very new account; extremely high recent PR volume; broad repo spread; high open PR share |
 | `Yanhu007` | [profile](https://github.com/Yanhu007) | no | CONTRIBUTOR | 4741d | `2026-04-10T13:40:56Z` | 22 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share |
-| `kagura-agent` | [profile](https://github.com/kagura-agent) | no | NONE | 32d | `2026-03-18T00:16:55Z` | 21 | 7 | mixed | high | high | very new account; extremely high recent PR volume; broad repo spread; high open PR share |
 | `oraculoos` | [profile](https://github.com/oraculoos) | no | NONE | ?d | `2026-04-14T13:16:27Z` | 20 | 0 | n/a | n/a | n/a | summary unavailable |
 | `jalehman` | [profile](https://github.com/jalehman) | no | CONTRIBUTOR | 5579d | `2026-01-05T21:51:45Z` | 19 | 0 | mixed | low | low | high recent PR volume; targets high-star repos |
 | `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 |
 | `omarshahine` | [profile](https://github.com/omarshahine) | no | CONTRIBUTOR | 4126d | `2026-02-20T03:30:56Z` | 18 | 10 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `mbelinky` | [profile](https://github.com/mbelinky) | no | CONTRIBUTOR | 1077d | `2026-02-08T09:07:45Z` | 18 | 0 | strong | low | low | targets high-star repos |
 | `obviyus` | [profile](https://github.com/obviyus) | no | CONTRIBUTOR | 3510d | `2026-01-04T13:17:28Z` | 18 | 0 | strong | low | low | targets high-star repos |
+| `mcaxtr` | [profile](https://github.com/mcaxtr) | no | MEMBER | 4358d | `2026-02-04T01:45:00Z` | 17 | 5 | mixed | low | low | high open PR share; targets high-star repos |
 | `BunsDev` | [profile](https://github.com/BunsDev) | no | MEMBER | 2087d | `2026-02-07T11:32:40Z` | 17 | 0 | strong | moderate | low | high recent PR volume |
 | `coygeek` | [profile](https://github.com/coygeek) | no | CONTRIBUTOR | 2164d | `2026-01-31T03:06:37Z` | 16 | 18 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `yozu` | [profile](https://github.com/yozu) | no | NONE | 5186d | `2026-04-07T11:36:48Z` | 16 | 1 | weak | low | low | high open PR share; targets high-star repos |
@@ -39,7 +40,6 @@
 | `ngutman` | [profile](https://github.com/ngutman) | no | MEMBER | 5146d | `2026-01-06T16:12:16Z` | 14 | 0 | strong | moderate | low | targets high-star repos |
 | `pgondhi987` | [profile](https://github.com/pgondhi987) | no | CONTRIBUTOR | 24d | `2026-04-09T04:56:14Z` | 14 | 0 | strong | low | medium | very new account; no visible non-self stars; targets high-star repos |
 | `tentacloos` | [profile](https://github.com/tentacloos) | no | NONE | 22d | `2026-04-14T13:17:10Z` | 14 | 0 | n/a | low | medium | very new account; no visible non-self stars |
-| `mcaxtr` | [profile](https://github.com/mcaxtr) | no | MEMBER | 4358d | `2026-02-04T01:45:00Z` | 13 | 5 | mixed | low | low | high open PR share; 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 |
 | `openperf` | [profile](https://github.com/openperf) | no | MEMBER | 1860d | `2026-02-07T10:37:24Z` | 12 | 0 | mixed | low | low | 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 |
@@ -90,6 +90,7 @@
 | `chinar-amrutkar` | [profile](https://github.com/chinar-amrutkar) | no | CONTRIBUTOR | 3502d | `2026-03-04T08:38:16Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `coletebou` | [profile](https://github.com/coletebou) | no | NONE | 3993d | `2026-02-03T13:22:50Z` | 6 | 0 | mixed | low | low | targets high-star repos |
 | `enis-uys` | [profile](https://github.com/enis-uys) | no | NONE | 1412d | `2026-03-14T22:33:28Z` | 6 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `jjmk6` | [profile](https://github.com/jjmk6) | no | NONE | 254d | `2026-04-17T13:50:46Z` | 6 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; targets high-star repos |
 | `l0cka` | [profile](https://github.com/l0cka) | no | CONTRIBUTOR | 3942d | `2026-04-11T22:54:22Z` | 6 | 0 | strong | low | low | — |
 | `manhhai999` | [profile](https://github.com/manhhai999) | no | NONE | 2076d | `2026-04-13T10:17:17Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `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 |
@@ -101,7 +102,6 @@
 | `sliverp` | [profile](https://github.com/sliverp) | no | MEMBER | 2933d | `2026-02-06T14:44:05Z` | 5 | 1 | mixed | low | low | targets high-star repos |
 | `yfge` | [profile](https://github.com/yfge) | no | CONTRIBUTOR | 5272d | `2026-02-16T06:14:40Z` | 5 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `defonota3box` | [profile](https://github.com/defonota3box) | no | NONE | 121d | `2026-04-13T22:54:16Z` | 5 | 0 | weak | low | medium | young account; high open PR share; targets high-star repos |
-| `jjmk6` | [profile](https://github.com/jjmk6) | no | NONE | 254d | `2026-04-17T13:50:46Z` | 5 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; targets high-star repos |
 | `joshavant` | [profile](https://github.com/joshavant) | no | CONTRIBUTOR | 5430d | `2026-02-19T23:12:53Z` | 5 | 0 | strong | low | low | targets high-star repos |
 | `plgonzalezrx8` | [profile](https://github.com/plgonzalezrx8) | no | CONTRIBUTOR | 3595d | `2026-01-31T01:53:17Z` | 5 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `sahilsatralkar` | [profile](https://github.com/sahilsatralkar) | no | CONTRIBUTOR | 2210d | `2026-02-20T15:02:41Z` | 5 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -142,7 +142,6 @@
 | `Kyzcreig` | [profile](https://github.com/Kyzcreig) | no | NONE | 4208d | `2026-04-10T10:49:31Z` | 3 | 5 | mixed | low | low | high open PR share; targets high-star repos |
 | `CyberRaccoonTeam` | [profile](https://github.com/CyberRaccoonTeam) | no | NONE | 451d | `2026-04-11T12:36:28Z` | 3 | 4 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars |
 | `Ziy1-Tan` | [profile](https://github.com/Ziy1-Tan) | no | CONTRIBUTOR | 2560d | `2026-03-16T02:45:15Z` | 3 | 3 | mixed | low | low | high open PR share; targets high-star repos |
-| `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 |
 | `frankekn` | [profile](https://github.com/frankekn) | no | MEMBER | 4714d | `2026-01-29T00:35:02Z` | 3 | 2 | strong | low | low | 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 |
@@ -153,7 +152,6 @@
 | `johnturek` | [profile](https://github.com/johnturek) | no | NONE | 6271d | `2026-04-14T03:23:25Z` | 3 | 0 | mixed | low | low | — |
 | `mpz4life` | [profile](https://github.com/mpz4life) | no | CONTRIBUTOR | 3120d | `2026-02-24T03:08:04Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `mr-kelly` | [profile](https://github.com/mr-kelly) | no | NONE | 5603d | `2026-04-12T02:56:34Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `navarrotech` | [profile](https://github.com/navarrotech) | no | CONTRIBUTOR | 1894d | `2026-04-11T01:26:28Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `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 |
 | `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 |
@@ -170,6 +168,7 @@
 | `extrasmall0` | [profile](https://github.com/extrasmall0) | no | CONTRIBUTOR | 77d | `2026-03-07T15:35:58Z` | 4 | 0 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
 | `leonardsellem` | [profile](https://github.com/leonardsellem) | no | CONTRIBUTOR | 4992d | `2026-04-10T10:47:02Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `glfruit` | [profile](https://github.com/glfruit) | no | NONE | 4773d | `2026-04-09T14:53:44Z` | 3 | 4 | weak | low | low | high open PR share; targets high-star repos |
+| `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 |
 | `bek91` | [profile](https://github.com/bek91) | no | NONE | 2144d | `2026-04-10T20:34:48Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -297,8 +296,8 @@
 | `xDarkicex` | [profile](https://github.com/xDarkicex) | no | NONE | 4225d | `2026-03-25T06:09:32Z` | 2 | 0 | mixed | low | low | — |
 | `ttomiczek` | [profile](https://github.com/ttomiczek) | no | NONE | 41d | `2026-04-10T05:23:08Z` | 1 | 10 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `OpenCodeEngineer` | [profile](https://github.com/OpenCodeEngineer) | no | NONE | 61d | `2026-04-11T01:14:43Z` | 1 | 8 | strong | low | low | very new account; no visible non-self stars; targets high-star repos |
+| `JIRBOY` | [profile](https://github.com/JIRBOY) | no | NONE | 2565d | `2026-04-11T06:03:38Z` | 1 | 7 | weak | low | low | high open PR share; targets high-star repos |
 | `ismael-81` | [profile](https://github.com/ismael-81) | no | NONE | 10d | `2026-04-10T18:46:07Z` | 1 | 6 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
-| `JIRBOY` | [profile](https://github.com/JIRBOY) | no | NONE | 2565d | `2026-04-11T06:03:38Z` | 1 | 6 | weak | low | low | high open PR share; targets high-star repos |
 | `barronlroth` | [profile](https://github.com/barronlroth) | no | CONTRIBUTOR | 4583d | `2026-02-16T19:50:20Z` | 1 | 5 | mixed | low | low | high open PR share; targets high-star repos |
 | `perlowja` | [profile](https://github.com/perlowja) | no | NONE | 772d | `2026-04-02T20:34:32Z` | 1 | 5 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `aaronwong1989` | [profile](https://github.com/aaronwong1989) | no | NONE | 3862d | `2026-04-08T10:53:13Z` | 1 | 4 | mixed | moderate | low | — |
@@ -372,7 +371,6 @@
 | `p3nchan` | [profile](https://github.com/p3nchan) | no | CONTRIBUTOR | 4657d | `2026-02-27T05:49:54Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `parfumed` | [profile](https://github.com/parfumed) | no | NONE | ?d | `2026-04-13T06:14:50Z` | 1 | 1 | n/a | n/a | n/a | summary unavailable |
 | `phenomenoner` | [profile](https://github.com/phenomenoner) | no | NONE | 1856d | `2026-02-07T09:43:23Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `rafaelreis-r` | [profile](https://github.com/rafaelreis-r) | no | CONTRIBUTOR | 2353d | `2026-01-27T22:59:50Z` | 1 | 1 | strong | low | low | targets high-star repos |
 | `raquel4112002` | [profile](https://github.com/raquel4112002) | no | NONE | 2095d | `2026-04-15T19:25:11Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `reghar-bot` | [profile](https://github.com/reghar-bot) | no | NONE | 46d | `2026-04-11T07:27:14Z` | 1 | 1 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `rubening` | [profile](https://github.com/rubening) | no | NONE | 409d | `2026-04-11T05:09:52Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
@@ -485,7 +483,7 @@
 | `ericyoshida` | [profile](https://github.com/ericyoshida) | no | NONE | 2537d | `2026-04-16T22:26:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `eyjohn` | [profile](https://github.com/eyjohn) | no | CONTRIBUTOR | 4680d | `2026-04-16T17:33:15Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `fabioquinzi` | [profile](https://github.com/fabioquinzi) | no | NONE | 2803d | `2026-04-12T17:39:06Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `fangguisheng520` | [profile](https://github.com/fangguisheng520) | yes | NONE | 188d | `2026-04-18T01:00:50Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
+| `fangguisheng520` | [profile](https://github.com/fangguisheng520) | no | NONE | 188d | `2026-04-18T01:00:50Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `fangweili` | [profile](https://github.com/fangweili) | no | NONE | 5120d | `2026-04-15T23:23:10Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `fengjing1009` | [profile](https://github.com/fengjing1009) | no | NONE | 3827d | `2026-04-13T11:22:35Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `feniix` | [profile](https://github.com/feniix) | no | CONTRIBUTOR | 6161d | `2026-04-16T21:30:52Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -519,7 +517,6 @@
 | `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 |
 | `huiwen01` | [profile](https://github.com/huiwen01) | no | NONE | 1699d | `2026-04-16T19:02:56Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `i-am-coco` | [profile](https://github.com/i-am-coco) | no | NONE | 24d | `2026-04-14T19:14:16Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
-| `iAbhi001` | [profile](https://github.com/iAbhi001) | no | NONE | 2004d | `2026-04-11T01:27:50Z` | 1 | 0 | weak | low | low | high open PR share |
 | `IAMSamuelRodda` | [profile](https://github.com/IAMSamuelRodda) | no | NONE | 4315d | `2026-04-14T23:16:52Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `IgorGanapolsky` | [profile](https://github.com/IgorGanapolsky) | no | NONE | 5908d | `2026-04-15T22:00:05Z` | 1 | 0 | mixed | high | medium | extremely high recent PR volume; broad repo spread |
 | `igormf` | [profile](https://github.com/igormf) | no | NONE | 4303d | `2026-04-15T21:18:05Z` | 1 | 0 | weak | low | low | high open PR share |
@@ -535,6 +532,7 @@
 | `jamr-erebor` | [profile](https://github.com/jamr-erebor) | no | NONE | 47d | `2026-04-14T23:58:55Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `janicduplessis` | [profile](https://github.com/janicduplessis) | no | NONE | 4916d | `2026-04-12T02:54:34Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
 | `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 |
+| `jasonmakr` | [profile](https://github.com/jasonmakr) | yes | NONE | 39d | `2026-04-18T02:14:36Z` | 1 | 0 | weak | low | medium | very new account; 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 |
@@ -603,7 +601,6 @@
 | `Minijus-Sa` | [profile](https://github.com/Minijus-Sa) | no | CONTRIBUTOR | 590d | `2026-04-13T11:17:01Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `mjdacs` | [profile](https://github.com/mjdacs) | no | NONE | 3746d | `2026-04-14T20:35:44Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `mkg20001` | [profile](https://github.com/mkg20001) | no | NONE | 4339d | `2026-04-14T06:36:13Z` | 1 | 0 | strong | low | low | targets high-star repos |
-| `Mknight492` | [profile](https://github.com/Mknight492) | no | NONE | 2880d | `2026-04-11T01:57:52Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `mktcode` | [profile](https://github.com/mktcode) | no | NONE | 4431d | `2026-04-14T17:42:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `mofolo` | [profile](https://github.com/mofolo) | no | NONE | 5117d | `2026-04-16T05:46:07Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `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 |
@@ -650,7 +647,6 @@
 | `rjcloudsigma` | [profile](https://github.com/rjcloudsigma) | no | NONE | 4308d | `2026-04-15T02:14:05Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Robertmonkey` | [profile](https://github.com/Robertmonkey) | no | NONE | 306d | `2026-04-13T13:25:37Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `Robinzhh` | [profile](https://github.com/Robinzhh) | no | NONE | 67d | `2026-04-11T06:51:39Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; targets high-star repos |
-| `robrosk` | [profile](https://github.com/robrosk) | no | NONE | 1089d | `2026-04-11T01:49:15Z` | 1 | 0 | mixed | low | low | — |
 | `rockchris099` | [profile](https://github.com/rockchris099) | no | NONE | ?d | `2026-04-14T19:32:52Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
 | `rocke2020` | [profile](https://github.com/rocke2020) | no | NONE | 3046d | `2026-04-14T14:49:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `rocklobster-ai` | [profile](https://github.com/rocklobster-ai) | no | NONE | 38d | `2026-04-13T21:52:33Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -662,6 +658,7 @@
 | `RyanLee-Dev` | [profile](https://github.com/RyanLee-Dev) | no | CONTRIBUTOR | 3069d | `2026-04-11T18:24:18Z` | 1 | 0 | mixed | moderate | low | — |
 | `saamuelng601-pixel` | [profile](https://github.com/saamuelng601-pixel) | no | CONTRIBUTOR | 7d | `2026-04-15T03:46:53Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `sagarpswc` | [profile](https://github.com/sagarpswc) | no | NONE | 164d | `2026-04-13T09:31:42Z` | 1 | 0 | weak | low | medium | young account; high open PR share; targets high-star repos |
+| `samimjafari` | [profile](https://github.com/samimjafari) | yes | NONE | 728d | `2026-04-18T01:57:49Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `SamStep74` | [profile](https://github.com/SamStep74) | no | NONE | 2541d | `2026-04-11T04:45:58Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `Schnitzel` | [profile](https://github.com/Schnitzel) | no | NONE | 5469d | `2026-02-04T14:12:52Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `scott-my` | [profile](https://github.com/scott-my) | no | NONE | 272d | `2026-04-15T10:38:40Z` | 1 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
@@ -719,6 +716,7 @@
 | `xantorres` | [profile](https://github.com/xantorres) | no | CONTRIBUTOR | 5749d | `2026-04-15T21:28:16Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `xiaoyu-157` | [profile](https://github.com/xiaoyu-157) | no | NONE | 1954d | `2026-04-15T08:51:24Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `xilin2157-bot` | [profile](https://github.com/xilin2157-bot) | no | NONE | 52d | `2026-04-16T07:21:00Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
+| `XxXKoZXxX` | [profile](https://github.com/XxXKoZXxX) | yes | NONE | 1938d | `2026-04-18T02:05:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `yaelsprikut` | [profile](https://github.com/yaelsprikut) | no | NONE | 4411d | `2026-04-16T05:44:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `yananli199307-dev` | [profile](https://github.com/yananli199307-dev) | no | NONE | 36d | `2026-04-13T05:52:54Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `YASSINENFAI` | [profile](https://github.com/YASSINENFAI) | no | NONE | 707d | `2026-04-17T22:00:34Z` | 1 | 0 | weak | low | low | high open PR share |
@@ -726,7 +724,8 @@
 | `yeyitech` | [profile](https://github.com/yeyitech) | no | NONE | 220d | `2026-04-17T03:58:03Z` | 1 | 0 | weak | moderate | medium | young account; high recent PR volume; high open PR share; targets high-star repos |
 | `yidianyiko` | [profile](https://github.com/yidianyiko) | no | NONE | 3869d | `2026-04-14T04:16:32Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `yosit` | [profile](https://github.com/yosit) | no | NONE | 6065d | `2026-04-14T13:06:45Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
-| `yxjsxy` | [profile](https://github.com/yxjsxy) | yes | CONTRIBUTOR | 3041d | `2026-04-18T00:21:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `YoungMoneyInvestments` | [profile](https://github.com/YoungMoneyInvestments) | yes | 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 |
 | `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 |
@@ -829,6 +828,29 @@ Example artifacts:
 - [PR #68270: fix(ollama): allow baseUrl in plugin configSchema to match what the provider code already reads](https://github.com/openclaw/openclaw/pull/68270) — open
 - [PR #68219: fix(daemon): resolve modern fnm aliases/default path on Linux service PATH](https://github.com/openclaw/openclaw/pull/68219) — open
 
+### `neeravmakwana`
+
+- profile: [github.com/neeravmakwana](https://github.com/neeravmakwana)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aneeravmakwana)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aneeravmakwana)
+- repo first seen: `2026-02-24T02:57:36Z`
+- repo last seen: `2026-04-18T01:52:36Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **37**
+- snapshot authored PRs/issues: **37 PRs / 0 issues**
+- snapshot discussion activity: **102 comments / 3 reviews / 3 review comments**
+- account age: **64 days**
+- recent public PR activity: **34 PRs** (8 merged / 18 closed-unmerged / 8 open; merged rate **24%**, closed-unmerged rate **53%**, open rate **24%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **very new account; high recent PR volume; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #68351: fix(openrouter): surface reasoning_details visible-text as user output (#68261)](https://github.com/openclaw/openclaw/pull/68351) — closed
+- [PR #68349: Ollama: honor Modelfile num_ctx and auto-detect tool support](https://github.com/openclaw/openclaw/pull/68349) — open
+- [PR #68114: Infra/fetch-guard: keep guarded fetch on HTTP/1 when pinDns is disabled (#68104)](https://github.com/openclaw/openclaw/pull/68114) — open
+
 ### `nightq`
 
 - profile: [github.com/nightq](https://github.com/nightq)
@@ -853,29 +875,6 @@ Example artifacts:
 - [PR #68127: fix: prevent toLowerCase error when model.id or model.name is undefined](https://github.com/openclaw/openclaw/pull/68127) — open
 - [Issue #59034: [macOS] screen.record command not available on node](https://github.com/openclaw/openclaw/issues/59034) — open
 
-### `neeravmakwana`
-
-- profile: [github.com/neeravmakwana](https://github.com/neeravmakwana)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aneeravmakwana)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aneeravmakwana)
-- repo first seen: `2026-02-24T02:57:36Z`
-- repo last seen: `2026-04-17T12:51:34Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **35**
-- snapshot authored PRs/issues: **35 PRs / 0 issues**
-- snapshot discussion activity: **97 comments / 2 reviews / 2 review comments**
-- account age: **64 days**
-- recent public PR activity: **34 PRs** (8 merged / 18 closed-unmerged / 8 open; merged rate **24%**, closed-unmerged rate **53%**, open rate **24%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **very new account; high recent PR volume; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #68114: Infra/fetch-guard: keep guarded fetch on HTTP/1 when pinDns is disabled (#68104)](https://github.com/openclaw/openclaw/pull/68114) — open
-- [PR #67897: Agents/image tool: honor tools.media.image.timeoutSeconds (#67889)](https://github.com/openclaw/openclaw/pull/67897) — closed
-- [PR #67890: Doctor/config: repair misplaced channels.<id>.messages.* (fixes #67859)](https://github.com/openclaw/openclaw/pull/67890) — closed
-
 ### `w-sss`
 
 - profile: [github.com/w-sss](https://github.com/w-sss)
@@ -955,12 +954,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ahxy91819)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ahxy91819)
 - repo first seen: `2026-03-13T11:26:05Z`
-- repo last seen: `2026-04-17T02:28:10Z`
+- repo last seen: `2026-04-18T01:41:40Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **26**
 - snapshot authored PRs/issues: **25 PRs / 1 issues**
-- snapshot discussion activity: **118 comments / 26 reviews / 26 review comments**
+- snapshot discussion activity: **119 comments / 26 reviews / 26 review comments**
 - account age: **4229 days**
 - recent public PR activity: **25 PRs** (18 merged / 3 closed-unmerged / 4 open; merged rate **72%**, closed-unmerged rate **12%**, open rate **16%**)
 - public orgs: `openclaw`
@@ -996,6 +995,32 @@ Example artifacts:
 - [PR #66707: Harden Feishu webhook replay guards](https://github.com/openclaw/openclaw/pull/66707) — closed, merged
 - [PR #66665: Harden MCP loopback request validation](https://github.com/openclaw/openclaw/pull/66665) — closed, merged
 
+### `kagura-agent`
+
+- profile: [github.com/kagura-agent](https://github.com/kagura-agent)
+- 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: `2026-04-18T01:48:10Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **29**
+- snapshot authored PRs/issues: **22 PRs / 7 issues**
+- snapshot discussion activity: **38 comments / 0 reviews / 0 review comments**
+- account age: **32 days**
+- recent public PR activity: **108 PRs** (51 merged / 12 closed-unmerged / 45 open; merged rate **47%**, closed-unmerged rate **11%**, open rate **42%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **high**, automation risk **high**
+- heuristic read: **very new account; extremely high recent PR volume; broad repo spread; high open PR share**
+
+Example artifacts:
+- [PR #68355: fix: allow unknown properties in WakeParams schema (#68347)](https://github.com/openclaw/openclaw/pull/68355) — open
+- [PR #68346: fix: use normalized model lookup in resolveGatewayModelSupportsImages (#68272)](https://github.com/openclaw/openclaw/pull/68346) — open
+- [PR #68332: Matrix: forward dangerouslyAllowPrivateNetwork config to client SSRF policy](https://github.com/openclaw/openclaw/pull/68332) — 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
+
 ### `Yanhu007`
 
 - profile: [github.com/Yanhu007](https://github.com/Yanhu007)
@@ -1019,32 +1044,6 @@ Example artifacts:
 - [PR #65059: fix(minimax): use configured baseUrl for usage polling endpoint](https://github.com/openclaw/openclaw/pull/65059) — open
 - [PR #65058: fix(googlechat): accept add-on space lifecycle payload variants](https://github.com/openclaw/openclaw/pull/65058) — open
 
-### `kagura-agent`
-
-- profile: [github.com/kagura-agent](https://github.com/kagura-agent)
-- 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: `2026-04-18T01:05:24Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **28**
-- snapshot authored PRs/issues: **21 PRs / 7 issues**
-- snapshot discussion activity: **38 comments / 0 reviews / 0 review comments**
-- account age: **32 days**
-- recent public PR activity: **108 PRs** (51 merged / 12 closed-unmerged / 45 open; merged rate **47%**, closed-unmerged rate **11%**, open rate **42%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **high**, automation risk **high**
-- heuristic read: **very new account; extremely high recent PR volume; broad repo spread; high open PR share**
-
-Example artifacts:
-- [PR #68346: fix: use normalized model lookup in resolveGatewayModelSupportsImages (#68272)](https://github.com/openclaw/openclaw/pull/68346) — open
-- [PR #68332: Matrix: forward dangerouslyAllowPrivateNetwork config to client SSRF policy](https://github.com/openclaw/openclaw/pull/68332) — open
-- [PR #68096: fix(whatsapp): deduplicate media in final reply when block streaming is disabled](https://github.com/openclaw/openclaw/pull/68096) — 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
-
 ### `oraculoos`
 
 - profile: [github.com/oraculoos](https://github.com/oraculoos)
@@ -1098,12 +1097,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aslepybear)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aslepybear)
 - repo first seen: `2026-04-09T16:25:21Z`
-- repo last seen: `2026-04-17T07:26:45Z`
+- repo last seen: `2026-04-18T02:16:53Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **19**
 - snapshot authored PRs/issues: **19 PRs / 0 issues**
-- snapshot discussion activity: **28 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **28 comments / 3 reviews / 3 review comments**
 - account age: **1386 days**
 - recent public PR activity: **22 PRs** (1 merged / 11 closed-unmerged / 10 open; merged rate **5%**, closed-unmerged rate **50%**, open rate **45%**)
 - public orgs: none visible
@@ -1187,6 +1186,32 @@ Example artifacts:
 - [PR #67991: fix(reply): preserve post-stream error payloads](https://github.com/openclaw/openclaw/pull/67991) — closed, merged
 - [PR #67941: fix(plugins): enforce synchronous registration](https://github.com/openclaw/openclaw/pull/67941) — closed, merged
 
+### `mcaxtr`
+
+- profile: [github.com/mcaxtr](https://github.com/mcaxtr)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amcaxtr)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amcaxtr)
+- repo first seen: `2026-02-04T01:45:00Z`
+- repo last seen: `2026-04-18T02:08:44Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **22**
+- snapshot authored PRs/issues: **17 PRs / 5 issues**
+- snapshot discussion activity: **510 comments / 37 reviews / 37 review comments**
+- account age: **4358 days**
+- recent public PR activity: **13 PRs** (5 merged / 1 closed-unmerged / 7 open; merged rate **38%**, closed-unmerged rate **8%**, open rate **54%**)
+- public orgs: `openclaw`
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #68362: fix(whatsapp): align config schema and monitor behavior](https://github.com/openclaw/openclaw/pull/68362) — open
+- [PR #68361: fix(whatsapp): wire shared defaults through accounts.default](https://github.com/openclaw/openclaw/pull/68361) — open
+- [PR #68360: fix(whatsapp): preserve scoped group activation backfill](https://github.com/openclaw/openclaw/pull/68360) — open
+- [Issue #31259: [Feature]: Extract shared helpers from session-cost-usage.ts to enable multi-agent and deleted-session fixes](https://github.com/openclaw/openclaw/issues/31259) — closed
+- [Issue #31155: [Refactor]: Extract shared batch embedding lifecycle from OpenAI/Voyage/Gemini providers](https://github.com/openclaw/openclaw/issues/31155) — closed
+- [Issue #30967: [Refactor]: Unify channel account-list helpers with binding-aware default resolution](https://github.com/openclaw/openclaw/issues/30967) — closed
+
 ### `BunsDev`
 
 - profile: [github.com/BunsDev](https://github.com/BunsDev)
@@ -1312,12 +1337,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Agumadeiras)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Agumadeiras)
 - repo first seen: `2026-01-14T20:41:14Z`
-- repo last seen: `2026-04-18T01:11:41Z`
+- repo last seen: `2026-04-18T02:20:50Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **16**
 - snapshot authored PRs/issues: **15 PRs / 1 issues**
-- snapshot discussion activity: **453 comments / 2 reviews / 2 review comments**
+- snapshot discussion activity: **454 comments / 2 reviews / 2 review comments**
 - account age: **4579 days**
 - recent public PR activity: **16 PRs** (13 merged / 1 closed-unmerged / 2 open; merged rate **81%**, closed-unmerged rate **6%**, open rate **12%**)
 - public orgs: `openclaw`
@@ -1447,32 +1472,6 @@ Example artifacts:
 - [PR #66825: fix(#66806): Allow Anthropic-only setups to work without OpenAI credentials](https://github.com/openclaw/openclaw/pull/66825) — closed
 - [PR #66823: fix(infra): general stability and performance improvements](https://github.com/openclaw/openclaw/pull/66823) — closed
 
-### `mcaxtr`
-
-- profile: [github.com/mcaxtr](https://github.com/mcaxtr)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amcaxtr)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amcaxtr)
-- repo first seen: `2026-02-04T01:45:00Z`
-- repo last seen: `2026-04-18T01:06:21Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **18**
-- snapshot authored PRs/issues: **13 PRs / 5 issues**
-- snapshot discussion activity: **510 comments / 36 reviews / 36 review comments**
-- account age: **4358 days**
-- recent public PR activity: **13 PRs** (5 merged / 1 closed-unmerged / 7 open; merged rate **38%**, closed-unmerged rate **8%**, open rate **54%**)
-- public orgs: `openclaw`
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #67820: fix(whatsapp): preserve runtime warnings and reuse active QR](https://github.com/openclaw/openclaw/pull/67820) — open
-- [PR #67818: fix(whatsapp): add QR login result codes and gateway preflight](https://github.com/openclaw/openclaw/pull/67818) — open
-- [PR #67816: fix(whatsapp): tighten setup, heartbeat, and timeout state handling](https://github.com/openclaw/openclaw/pull/67816) — open
-- [Issue #31259: [Feature]: Extract shared helpers from session-cost-usage.ts to enable multi-agent and deleted-session fixes](https://github.com/openclaw/openclaw/issues/31259) — closed
-- [Issue #31155: [Refactor]: Extract shared batch embedding lifecycle from OpenAI/Voyage/Gemini providers](https://github.com/openclaw/openclaw/issues/31155) — closed
-- [Issue #30967: [Refactor]: Unify channel account-list helpers with binding-aware default resolution](https://github.com/openclaw/openclaw/issues/30967) — closed
-
 ### `Tianworld`
 
 - profile: [github.com/Tianworld](https://github.com/Tianworld)
@@ -2308,7 +2307,7 @@ Example artifacts:
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **7 PRs / 1 issues**
-- snapshot discussion activity: **67 comments / 29 reviews / 1 review comments**
+- snapshot discussion activity: **67 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%**)
 - public orgs: none visible
@@ -2645,6 +2644,29 @@ Example artifacts:
 - [PR #67885: UI: stabilize chat scroll auto-follow behavior](https://github.com/openclaw/openclaw/pull/67885) — closed
 - [PR #67880: UI: stabilize chat scroll auto-follow behavior (PR #67877)](https://github.com/openclaw/openclaw/pull/67880) — closed
 
+### `jjmk6`
+
+- profile: [github.com/jjmk6](https://github.com/jjmk6)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajjmk6)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajjmk6)
+- repo first seen: `2026-04-17T13:50:46Z`
+- repo last seen: `2026-04-18T02:14:46Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **6 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **254 days**
+- recent public PR activity: **8 PRs** (1 merged / 5 closed-unmerged / 2 open; merged rate **12%**, closed-unmerged rate **62%**, open rate **25%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **young account; many recent closed-unmerged PRs; targets high-star repos**
+
+Example artifacts:
+- [PR #68365: docs: fix broken links and display text consistency (fixes #50828)](https://github.com/openclaw/openclaw/pull/68365) — open
+- [PR #68142: docs: fix broken links across documentation (fixes #50828)](https://github.com/openclaw/openclaw/pull/68142) — closed
+- [PR #68140: docs: fix broken links across documentation (fixes #50828)](https://github.com/openclaw/openclaw/pull/68140) — closed
+
 ### `l0cka`
 
 - profile: [github.com/l0cka](https://github.com/l0cka)
@@ -2903,29 +2925,6 @@ Example artifacts:
 - [PR #66199: security: wrap iMessage inbound DM body via wrapExternalContent](https://github.com/openclaw/openclaw/pull/66199) — open
 - [PR #66198: security: wrap Signal inbound DM body via wrapExternalContent](https://github.com/openclaw/openclaw/pull/66198) — open
 
-### `jjmk6`
-
-- profile: [github.com/jjmk6](https://github.com/jjmk6)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajjmk6)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajjmk6)
-- repo first seen: `2026-04-17T13:50:46Z`
-- repo last seen: `2026-04-17T14:19:31Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **5**
-- snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **254 days**
-- recent public PR activity: **8 PRs** (1 merged / 5 closed-unmerged / 2 open; merged rate **12%**, closed-unmerged rate **62%**, open rate **25%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **young account; many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #68142: docs: fix broken links across documentation (fixes #50828)](https://github.com/openclaw/openclaw/pull/68142) — open
-- [PR #68140: docs: fix broken links across documentation (fixes #50828)](https://github.com/openclaw/openclaw/pull/68140) — closed
-- [PR #68137: docs: fix broken links across documentation (fixes #50828)](https://github.com/openclaw/openclaw/pull/68137) — closed
-
 ### `joshavant`
 
 - profile: [github.com/joshavant](https://github.com/joshavant)
@@ -3358,12 +3357,12 @@ Example artifacts:
 - 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: `2026-04-16T18:07:42Z`
+- repo last seen: `2026-04-18T01:59:51Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **6 comments / 0 reviews / 0 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
@@ -3371,7 +3370,7 @@ Example artifacts:
 - 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 #67765: fix(cron): loud error when payload.model silently falls back to wrong provider (#67756)](https://github.com/openclaw/openclaw/pull/67765) — open
+- [PR #67765: fix(cron): loud error when payload.model silently falls back to wrong provider (#67756)](https://github.com/openclaw/openclaw/pull/67765) — closed
 - [PR #67531: fix: guard against undefined trim() crashes in onboard QuickStart flow](https://github.com/openclaw/openclaw/pull/67531) — open
 - [PR #67501: fix(whatsapp): downgrade false-positive creds restore warning to debug](https://github.com/openclaw/openclaw/pull/67501) — open
 
@@ -3868,31 +3867,6 @@ Example artifacts:
 - [Issue #67656: [Security]: Config API redaction does not cover browser.cdpUrl paths](https://github.com/openclaw/openclaw/issues/67656) — open
 - [Issue #53368: Dashboard: Exec approval command content overflows UI when command is too long](https://github.com/openclaw/openclaw/issues/53368) — closed
 
-### `Alex-Alaniz`
-
-- profile: [github.com/Alex-Alaniz](https://github.com/Alex-Alaniz)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AAlex-Alaniz)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AAlex-Alaniz)
-- repo first seen: `2026-02-23T15:51:19Z`
-- repo last seen: `2026-04-12T14:45:11Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **5**
-- snapshot authored PRs/issues: **3 PRs / 2 issues**
-- snapshot discussion activity: **15 comments / 0 reviews / 0 review comments**
-- account age: **1705 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 #65406: docs(providers): add Claude subscription billing proxy guide](https://github.com/openclaw/openclaw/pull/65406) — open
-- [PR #65348: docs: add Claude subscription billing guide for Max/Pro subscribers](https://github.com/openclaw/openclaw/pull/65348) — closed
-- [PR #64582: feat(transport): improve OAuth subscription billing compatibility](https://github.com/openclaw/openclaw/pull/64582) — closed
-- [Issue #64460: Community notice: Claude CLI billing discrimination — findings, workarounds, and formal complaints filed](https://github.com/openclaw/openclaw/issues/64460) — open
-- [Issue #64305: claude-cli backend: spawned CLI gets 402 billing error despite valid Max subscription](https://github.com/openclaw/openclaw/issues/64305) — closed
-
 ### `frankekn`
 
 - profile: [github.com/frankekn](https://github.com/frankekn)
@@ -4126,29 +4100,6 @@ Example artifacts:
 - [PR #65128: fix: [Bug]: Browser tool SSRF policy blocks all hostname URLs](https://github.com/openclaw/openclaw/pull/65128) — open
 - [PR #65124: fix: [Bug]: Completion cache update failed due to missing qa/scenarios/index.md in npm package](https://github.com/openclaw/openclaw/pull/65124) — open
 
-### `navarrotech`
-
-- profile: [github.com/navarrotech](https://github.com/navarrotech)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Anavarrotech)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Anavarrotech)
-- repo first seen: `2026-04-11T01:26:28Z`
-- repo last seen: `2026-04-11T02:16:08Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
-- account age: **1894 days**
-- recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
-- public orgs: `JalapenoLabs`, `algorivm`
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #64594: fix(qa-lab): do not crash CLI startup when qa scenario pack is absent](https://github.com/openclaw/openclaw/pull/64594) — open
-- [PR #64586: fix(gateway): reject known-weak example auth credentials at startup](https://github.com/openclaw/openclaw/pull/64586) — closed, merged
-- [PR #64573: fix(browser): inject DISPLAY=:0 fallback when spawning Chrome on Linux](https://github.com/openclaw/openclaw/pull/64573) — open
-
 ### `nfredmond`
 
 - profile: [github.com/nfredmond](https://github.com/nfredmond)
@@ -4528,6 +4479,31 @@ Example artifacts:
 - [Issue #66360: session.maintenance has no size cap for transcript .jsonl files — unbounded growth causes gateway CPU 100%](https://github.com/openclaw/openclaw/issues/66360) — open
 - [Issue #66313: subagent-registry.runtime.js missing from dist build output (v2026.4.12)](https://github.com/openclaw/openclaw/issues/66313) — open
 
+### `Alex-Alaniz`
+
+- profile: [github.com/Alex-Alaniz](https://github.com/Alex-Alaniz)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AAlex-Alaniz)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AAlex-Alaniz)
+- repo first seen: `2026-02-23T15:51:19Z`
+- repo last seen: `2026-04-12T14:45:11Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **3 PRs / 2 issues**
+- snapshot discussion activity: **15 comments / 0 reviews / 0 review comments**
+- account age: **1705 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 #65406: docs(providers): add Claude subscription billing proxy guide](https://github.com/openclaw/openclaw/pull/65406) — open
+- [PR #65348: docs: add Claude subscription billing guide for Max/Pro subscribers](https://github.com/openclaw/openclaw/pull/65348) — closed
+- [PR #64582: feat(transport): improve OAuth subscription billing compatibility](https://github.com/openclaw/openclaw/pull/64582) — closed
+- [Issue #64460: Community notice: Claude CLI billing discrimination — findings, workarounds, and formal complaints filed](https://github.com/openclaw/openclaw/issues/64460) — open
+- [Issue #64305: claude-cli backend: spawned CLI gets 402 billing error despite valid Max subscription](https://github.com/openclaw/openclaw/issues/64305) — closed
+
 ### `sparkeros`
 
 - profile: [github.com/sparkeros](https://github.com/sparkeros)
@@ -7396,6 +7372,30 @@ Example artifacts:
 - [Issue #64999: Fix orphaned reasoning items when replaying mixed-provider history to Responses API](https://github.com/openclaw/openclaw/issues/64999) — open
 - [Issue #64962: Timeout-compaction doesn't escalate when compaction fails to reduce context](https://github.com/openclaw/openclaw/issues/64962) — open
 
+### `JIRBOY`
+
+- profile: [github.com/JIRBOY](https://github.com/JIRBOY)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AJIRBOY)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AJIRBOY)
+- repo first seen: `2026-04-11T06:03:38Z`
+- repo last seen: `2026-04-18T01:40:12Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **8**
+- snapshot authored PRs/issues: **1 PRs / 7 issues**
+- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
+- account age: **2565 days**
+- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #68327: fix(gateway): reduce startup latency and improve Windows stability](https://github.com/openclaw/openclaw/pull/68327) — open
+- [Issue #68352: UX: misleading plugin warnings when allowlist entries don't match discovered plugin IDs](https://github.com/openclaw/openclaw/issues/68352) — open
+- [Issue #67990: Proposal: Improved Backup Design with Configurable Exclusion Rules and Service-Aware Archiving](https://github.com/openclaw/openclaw/issues/67990) — open
+- [Issue #67040: Performance: Optimize CLI startup by persisting plugin discovery cache and deferring plugin loading](https://github.com/openclaw/openclaw/issues/67040) — open
+
 ### `ismael-81`
 
 - profile: [github.com/ismael-81](https://github.com/ismael-81)
@@ -7420,30 +7420,6 @@ Example artifacts:
 - [Issue #66498: [Feature]: Pass freshness parameter to Gemini web_search provider](https://github.com/openclaw/openclaw/issues/66498) — open
 - [Issue #65909: Codex native web_search with openai-codex/gpt-5.4 does not appear to engage with tools.web.search.openaiCodex.mode=live despite valid config](https://github.com/openclaw/openclaw/issues/65909) — open
 
-### `JIRBOY`
-
-- profile: [github.com/JIRBOY](https://github.com/JIRBOY)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AJIRBOY)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AJIRBOY)
-- repo first seen: `2026-04-11T06:03:38Z`
-- repo last seen: `2026-04-17T23:50:16Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **7**
-- snapshot authored PRs/issues: **1 PRs / 6 issues**
-- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
-- account age: **2565 days**
-- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #68327: fix(gateway): reduce startup latency and improve Windows stability](https://github.com/openclaw/openclaw/pull/68327) — open
-- [Issue #67990: Proposal: Improved Backup Design with Configurable Exclusion Rules and Service-Aware Archiving](https://github.com/openclaw/openclaw/issues/67990) — open
-- [Issue #67040: Performance: Optimize CLI startup by persisting plugin discovery cache and deferring plugin loading](https://github.com/openclaw/openclaw/issues/67040) — open
-- [Issue #67038: Plugin runtime dependencies not properly staged after global npm install](https://github.com/openclaw/openclaw/issues/67038) — open
-
 ### `barronlroth`
 
 - profile: [github.com/barronlroth](https://github.com/barronlroth)
@@ -9080,28 +9056,6 @@ Example artifacts:
 - [PR #66490: security: harden external content marker sanitization](https://github.com/openclaw/openclaw/pull/66490) — closed
 - [Issue #23317: Timeout-driven auth rotation/cooldown on timeouts causes premature provider fallback (proposal: retry/backoff same profile)](https://github.com/openclaw/openclaw/issues/23317) — closed
 
-### `rafaelreis-r`
-
-- profile: [github.com/rafaelreis-r](https://github.com/rafaelreis-r)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Arafaelreis-r)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Arafaelreis-r)
-- repo first seen: `2026-01-27T22:59:50Z`
-- repo last seen: `2026-04-11T02:22:36Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **24 comments / 1 reviews / 1 review comments**
-- account age: **2353 days**
-- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #64578: fix: allow plugin commands on Slack when channel supports native commands](https://github.com/openclaw/openclaw/pull/64578) — closed, merged
-- [Issue #64577: Plugin slash commands silently blocked on Slack despite capabilities.nativeCommands: true](https://github.com/openclaw/openclaw/issues/64577) — closed
-
 ### `raquel4112002`
 
 - profile: [github.com/raquel4112002](https://github.com/raquel4112002)
@@ -9676,12 +9630,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aabliteration-ai)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aabliteration-ai)
 - repo first seen: `2026-04-17T03:32:43Z`
-- repo last seen: `2026-04-17T03:32:43Z`
+- repo last seen: `2026-04-18T01:37:19Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 - account age: **144 days**
 - recent public PR activity: **6 PRs** (1 merged / 2 closed-unmerged / 3 open; merged rate **17%**, closed-unmerged rate **33%**, open rate **50%**)
 - public orgs: none visible
@@ -11483,7 +11437,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Afangguisheng520)
 - repo first seen: `2026-04-18T01:00:50Z`
 - repo last seen: `2026-04-18T01:00:50Z`
-- 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**
@@ -12191,27 +12145,6 @@ Example artifacts:
 Example artifacts:
 - [PR #66751: fix: serialize oauth refresh across agents](https://github.com/openclaw/openclaw/pull/66751) — open
 
-### `iAbhi001`
-
-- profile: [github.com/iAbhi001](https://github.com/iAbhi001)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AiAbhi001)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AiAbhi001)
-- repo first seen: `2026-04-11T01:27:50Z`
-- repo last seen: `2026-04-12T17:56:17Z`
-- 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 / 1 reviews / 3 review comments**
-- account age: **2004 days**
-- recent public PR activity: **4 PRs** (0 merged / 0 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share**
-
-Example artifacts:
-- [PR #64575: Fix/pnpm native binary support](https://github.com/openclaw/openclaw/pull/64575) — open
-
 ### `IAMSamuelRodda`
 
 - profile: [github.com/IAMSamuelRodda](https://github.com/IAMSamuelRodda)
@@ -12527,6 +12460,27 @@ Example artifacts:
 Example artifacts:
 - [PR #66192: fix(tui): reset activity after late terminal events](https://github.com/openclaw/openclaw/pull/66192) — open
 
+### `jasonmakr`
+
+- profile: [github.com/jasonmakr](https://github.com/jasonmakr)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajasonmakr)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajasonmakr)
+- repo first seen: `2026-04-18T02:14:36Z`
+- repo last seen: `2026-04-18T02:14:36Z`
+- 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: **39 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 #68364: fix: prevent unbounded narrative session growth by stabilizing session key (#68354)](https://github.com/openclaw/openclaw/pull/68364) — open
+
 ### `JASSBR`
 
 - profile: [github.com/JASSBR](https://github.com/JASSBR)
@@ -13352,12 +13306,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Alaopuhuluwa)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Alaopuhuluwa)
 - repo first seen: `2026-02-20T11:19:44Z`
-- repo last seen: `2026-04-15T15:19:01Z`
+- repo last seen: `2026-04-18T02:03:28Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
 - account age: **66 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
@@ -13955,27 +13909,6 @@ Example artifacts:
 Example artifacts:
 - [PR #66385: feat(skills): add allowExternalSkillsIn config](https://github.com/openclaw/openclaw/pull/66385) — open
 
-### `Mknight492`
-
-- profile: [github.com/Mknight492](https://github.com/Mknight492)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AMknight492)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AMknight492)
-- repo first seen: `2026-04-11T01:57:52Z`
-- repo last seen: `2026-04-11T02:27:49Z`
-- 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 / 2 reviews / 2 review comments**
-- account age: **2880 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 #64587: feat(zai): add Z.AI Web Search API as a bundled web_search provider [AI]](https://github.com/openclaw/openclaw/pull/64587) — open
-
 ### `mktcode`
 
 - profile: [github.com/mktcode](https://github.com/mktcode)
@@ -14942,27 +14875,6 @@ Example artifacts:
 Example artifacts:
 - [PR #64683: fix: move chat.history startup guard removal before logGatewayStartup](https://github.com/openclaw/openclaw/pull/64683) — closed
 
-### `robrosk`
-
-- profile: [github.com/robrosk](https://github.com/robrosk)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Arobrosk)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Arobrosk)
-- repo first seen: `2026-04-11T01:49:15Z`
-- repo last seen: `2026-04-11T01:49:15Z`
-- 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: **1089 days**
-- recent public PR activity: **9 PRs** (8 merged / 1 closed-unmerged / 0 open; merged rate **89%**, closed-unmerged rate **11%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #64584: Claude/optimistic ptolemy](https://github.com/openclaw/openclaw/pull/64584) — closed
-
 ### `rockchris099`
 
 - profile: [github.com/rockchris099](https://github.com/rockchris099)
@@ -15195,6 +15107,27 @@ Example artifacts:
 Example artifacts:
 - [PR #65837: Fix image tool custom provider resolution for models.json](https://github.com/openclaw/openclaw/pull/65837) — open
 
+### `samimjafari`
+
+- profile: [github.com/samimjafari](https://github.com/samimjafari)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asamimjafari)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asamimjafari)
+- repo first seen: `2026-04-18T01:57:49Z`
+- repo last seen: `2026-04-18T01:59:46Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **728 days**
+- recent public PR activity: **2 PRs** (1 merged / 1 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
+
+Example artifacts:
+- [PR #68356:  alpha](https://github.com/openclaw/openclaw/pull/68356) — closed
+
 ### `SamStep74`
 
 - profile: [github.com/SamStep74](https://github.com/SamStep74)
@@ -16392,6 +16325,27 @@ Example artifacts:
 Example artifacts:
 - [PR #67567: feat(gateway): dispose MCP runtimes on server close and session reset](https://github.com/openclaw/openclaw/pull/67567) — open
 
+### `XxXKoZXxX`
+
+- profile: [github.com/XxXKoZXxX](https://github.com/XxXKoZXxX)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AXxXKoZXxX)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AXxXKoZXxX)
+- repo first seen: `2026-04-18T02:05:23Z`
+- repo last seen: `2026-04-18T02:05:23Z`
+- 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: **1938 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 #68358: clawmerge](https://github.com/openclaw/openclaw/pull/68358) — open
+
 ### `yaelsprikut`
 
 - profile: [github.com/yaelsprikut](https://github.com/yaelsprikut)
@@ -16539,6 +16493,27 @@ Example artifacts:
 Example artifacts:
 - [PR #66551: fix(media): allow host-read text document fallback mimes](https://github.com/openclaw/openclaw/pull/66551) — open
 
+### `YoungMoneyInvestments`
+
+- profile: [github.com/YoungMoneyInvestments](https://github.com/YoungMoneyInvestments)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AYoungMoneyInvestments)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AYoungMoneyInvestments)
+- repo first seen: `2026-02-23T16:58:16Z`
+- repo last seen: `2026-04-18T01:31:11Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **932 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 #68350: fix: harden channel reply routing](https://github.com/openclaw/openclaw/pull/68350) — open, draft
+
 ### `yxjsxy`
 
 - profile: [github.com/yxjsxy](https://github.com/yxjsxy)
@@ -16546,7 +16521,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ayxjsxy)
 - repo first seen: `2026-04-18T00:21:13Z`
 - repo last seen: `2026-04-18T00:21:13Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**

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+  "artifacts": {
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+    "new_contributors_parquet": "new_contributors.parquet"
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 {
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   "manifest_path": "manifest.json",
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 }

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 }