Refresh openclaw dataset snapshot 20260419T182035Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
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@@ -35870,6 +35833,63 @@
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@@ -37359,12 +37379,12 @@
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@@ -37940,12 +37960,12 @@
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@@ -40156,63 +40176,6 @@
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@@ -43541,6 +43504,63 @@
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new-contributors-report.md

@@ -1,7 +1,7 @@
 # New Contributor Report: openclaw/openclaw
 
-- Snapshot: `20260419T172035Z`
-- Generated: `2026-04-19T17:22:46Z`
+- Snapshot: `20260419T182035Z`
+- Generated: `2026-04-19T18:22:47Z`
 - Activity window: `7d`
 - Contributors: `689`
 
@@ -11,7 +11,7 @@
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
 | `EronFan` | [profile](https://github.com/EronFan) | no | CONTRIBUTOR | 2527d | `2026-03-24T11:57:26Z` | 73 | 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` | 52 | 49 | weak | moderate | medium | young account; high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
+| `100yenadmin` | [profile](https://github.com/100yenadmin) | no | CONTRIBUTOR | 178d | `2026-03-15T18:31:56Z` | 53 | 49 | weak | moderate | medium | young account; 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` | 44 | 1 | weak | low | medium | extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
 | `hclsys` | [profile](https://github.com/hclsys) | no | CONTRIBUTOR | 4339d | `2026-01-29T06:32:51Z` | 42 | 0 | weak | low | high | very high single-repo PR burst; high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
 | `neeravmakwana` | [profile](https://github.com/neeravmakwana) | no | CONTRIBUTOR | 64d | `2026-02-24T02:57:36Z` | 40 | 0 | weak | low | medium | very new account; high recent PR volume; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
@@ -20,8 +20,8 @@
 | `Jah-yee` | [profile](https://github.com/Jah-yee) | no | NONE | 735d | `2026-03-03T03:34:57Z` | 31 | 11 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `hxy91819` | [profile](https://github.com/hxy91819) | no | MEMBER | 4229d | `2026-03-13T11:26:05Z` | 31 | 1 | mixed | low | low | high recent PR volume; targets high-star repos |
 | `eleqtrizit` | [profile](https://github.com/eleqtrizit) | no | CONTRIBUTOR | 3150d | `2026-04-07T18:17:36Z` | 23 | 0 | strong | low | low | targets high-star repos |
+| `obviyus` | [profile](https://github.com/obviyus) | no | CONTRIBUTOR | 3510d | `2026-01-04T13:17:28Z` | 23 | 0 | strong | low | low | targets high-star repos |
 | `mbelinky` | [profile](https://github.com/mbelinky) | no | CONTRIBUTOR | 1077d | `2026-02-08T09:07:45Z` | 22 | 0 | strong | low | low | targets high-star repos |
-| `obviyus` | [profile](https://github.com/obviyus) | no | CONTRIBUTOR | 3510d | `2026-01-04T13:17:28Z` | 22 | 0 | strong | low | low | targets high-star repos |
 | `oraculoos` | [profile](https://github.com/oraculoos) | no | NONE | ?d | `2026-04-14T13:16:27Z` | 20 | 0 | n/a | n/a | n/a | summary unavailable |
 | `coygeek` | [profile](https://github.com/coygeek) | no | CONTRIBUTOR | 2164d | `2026-01-31T03:06:37Z` | 19 | 20 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Eruditi` | [profile](https://github.com/Eruditi) | no | NONE | 1072d | `2026-04-16T15:08:41Z` | 19 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -108,6 +108,7 @@
 | `rmfalco89` | [profile](https://github.com/rmfalco89) | no | NONE | 4592d | `2026-02-08T21:18:55Z` | 5 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `sliverp` | [profile](https://github.com/sliverp) | no | MEMBER | 2933d | `2026-02-06T14:44:05Z` | 5 | 1 | mixed | low | low | targets high-star repos |
 | `altaywtf` | [profile](https://github.com/altaywtf) | no | MEMBER | 4168d | `2026-03-01T16:30:13Z` | 5 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `chrisabad` | [profile](https://github.com/chrisabad) | no | NONE | 2185d | `2026-04-18T02:47:00Z` | 5 | 0 | 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 |
 | `GaosCode` | [profile](https://github.com/GaosCode) | no | CONTRIBUTOR | 632d | `2026-04-09T08:32:17Z` | 5 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `jckm14` | [profile](https://github.com/jckm14) | no | NONE | 2932d | `2026-04-19T10:53:55Z` | 5 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -122,11 +123,13 @@
 | `Joel-Claw` | [profile](https://github.com/Joel-Claw) | no | NONE | 7d | `2026-04-14T17:55:10Z` | 4 | 1 | weak | low | medium | very new account; high open PR share; no visible non-self stars |
 | `joelnishanth` | [profile](https://github.com/joelnishanth) | no | CONTRIBUTOR | 1003d | `2026-02-24T01:34:00Z` | 4 | 1 | strong | low | low | targets high-star repos |
 | `WayChan` | [profile](https://github.com/WayChan) | no | NONE | 3842d | `2026-04-15T12:42:46Z` | 4 | 1 | weak | low | low | high open PR share; targets high-star repos |
+| `alexlomt` | [profile](https://github.com/alexlomt) | no | NONE | 582d | `2026-04-14T18:25:56Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `briandevans` | [profile](https://github.com/briandevans) | no | CONTRIBUTOR | 103d | `2026-04-14T01:48:32Z` | 4 | 0 | weak | low | medium | young account; high open PR share; targets high-star repos |
 | `bulutmuf` | [profile](https://github.com/bulutmuf) | no | NONE | 340d | `2026-04-15T13:34:46Z` | 4 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; targets high-star repos |
-| `chrisabad` | [profile](https://github.com/chrisabad) | no | NONE | 2185d | `2026-04-18T02:47:00Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `CuzG-lab` | [profile](https://github.com/CuzG-lab) | no | NONE | 61d | `2026-04-19T03:25:41Z` | 4 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `holeshotclaw` | [profile](https://github.com/holeshotclaw) | no | NONE | 12d | `2026-04-14T22:45:43Z` | 4 | 0 | n/a | low | medium | very new account; no visible non-self stars |
 | `hoyanhan` | [profile](https://github.com/hoyanhan) | no | NONE | 2697d | `2026-04-16T11:24:49Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `JustInCache` | [profile](https://github.com/JustInCache) | no | NONE | 1431d | `2026-04-19T11:44:54Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `KeWang0622` | [profile](https://github.com/KeWang0622) | no | NONE | 3176d | `2026-04-12T22:12:52Z` | 4 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `moorsecopers99` | [profile](https://github.com/moorsecopers99) | no | NONE | 2665d | `2026-04-15T11:43:40Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `nnish16` | [profile](https://github.com/nnish16) | no | NONE | 2135d | `2026-04-13T18:14:26Z` | 4 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -138,15 +141,14 @@
 | `ziomancer` | [profile](https://github.com/ziomancer) | no | CONTRIBUTOR | 57d | `2026-03-05T10:46:38Z` | 4 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `zoneblaze` | [profile](https://github.com/zoneblaze) | no | NONE | 5505d | `2026-04-17T15:38:07Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `jinon86` | [profile](https://github.com/jinon86) | no | NONE | 137d | `2026-04-17T15:05:24Z` | 3 | 4 | weak | low | medium | young account; high open PR share; no visible non-self stars |
+| `frankhli843` | [profile](https://github.com/frankhli843) | no | NONE | 2499d | `2026-04-17T16:19:07Z` | 3 | 3 | mixed | low | low | — |
 | `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 |
 | `LightDriverCS` | [profile](https://github.com/LightDriverCS) | no | NONE | 89d | `2026-04-13T22:53:03Z` | 3 | 2 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `chat2way` | [profile](https://github.com/chat2way) | no | NONE | 57d | `2026-04-19T08:15:34Z` | 3 | 1 | weak | low | medium | very new account; 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 |
 | `alekseivarin-gif` | [profile](https://github.com/alekseivarin-gif) | no | NONE | 0d | `2026-04-18T13:06:54Z` | 3 | 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` | 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 |
-| `CuzG-lab` | [profile](https://github.com/CuzG-lab) | no | NONE | 61d | `2026-04-19T03:25:41Z` | 3 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `evgyur` | [profile](https://github.com/evgyur) | no | NONE | 1222d | `2026-04-17T22:56:05Z` | 3 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `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 |
 | `jarimustonen` | [profile](https://github.com/jarimustonen) | no | CONTRIBUTOR | 5232d | `2026-03-18T15:12:36Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -185,7 +187,6 @@
 | `717986230` | [profile](https://github.com/717986230) | no | NONE | 1852d | `2026-04-13T02:48:11Z` | 2 | 3 | weak | low | low | high open PR share; targets high-star repos |
 | `leaderlemon` | [profile](https://github.com/leaderlemon) | no | NONE | 1559d | `2026-04-13T09:58:26Z` | 2 | 3 | weak | low | low | targets high-star repos |
 | `ajfonthemove` | [profile](https://github.com/ajfonthemove) | no | NONE | 53d | `2026-03-03T06:01:04Z` | 2 | 2 | weak | low | medium | very new account; high open PR share; targets high-star repos |
-| `frankhli843` | [profile](https://github.com/frankhli843) | no | NONE | 2499d | `2026-04-17T16:19:07Z` | 2 | 2 | mixed | low | 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) | no | NONE | 4436d | `2026-02-04T02:56:19Z` | 2 | 2 | mixed | low | low | — |
@@ -225,11 +226,11 @@
 | `josmithiii` | [profile](https://github.com/josmithiii) | no | CONTRIBUTOR | 4984d | `2026-04-14T06:34:16Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `JQRobert` | [profile](https://github.com/JQRobert) | no | NONE | 46d | `2026-04-13T05:33:05Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `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 |
-| `JustInCache` | [profile](https://github.com/JustInCache) | no | NONE | 1431d | `2026-04-19T11:44:54Z` | 2 | 0 | weak | low | low | 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 |
 | `leochame` | [profile](https://github.com/leochame) | no | NONE | 495d | `2026-04-13T03:41:33Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Lidang-Jiang` | [profile](https://github.com/Lidang-Jiang) | no | NONE | 1229d | `2026-04-14T02:21:30Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `m0x14o` | [profile](https://github.com/m0x14o) | no | NONE | 3930d | `2026-04-13T06:58:44Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `maor-eini` | [profile](https://github.com/maor-eini) | no | NONE | 5212d | `2026-04-15T11:08:41Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `mm1ord` | [profile](https://github.com/mm1ord) | no | NONE | 1499d | `2026-04-14T14:45:52Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `MoeJaberr` | [profile](https://github.com/MoeJaberr) | no | NONE | 1184d | `2026-04-16T00:50:28Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `monasprox` | [profile](https://github.com/monasprox) | no | NONE | 152d | `2026-04-18T06:55:05Z` | 2 | 0 | mixed | low | low | young account |
@@ -258,11 +259,10 @@
 | `mmaps` | [profile](https://github.com/mmaps) | no | CONTRIBUTOR | 4827d | `2026-04-09T18:38:21Z` | 6 | 0 | strong | low | low | targets high-star repos |
 | `shad0wca7` | [profile](https://github.com/shad0wca7) | no | CONTRIBUTOR | 4159d | `2026-02-21T17:28:52Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `smartchainark` | [profile](https://github.com/smartchainark) | no | NONE | 326d | `2026-02-12T19:25:12Z` | 6 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
+| `cgdusek` | [profile](https://github.com/cgdusek) | no | CONTRIBUTOR | 2915d | `2026-02-28T05:12:59Z` | 5 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `saitama3292-onepunch` | [profile](https://github.com/saitama3292-onepunch) | no | NONE | 18d | `2026-04-07T12:18:26Z` | 5 | 0 | weak | low | low | very new account |
-| `scoootscooob` | [profile](https://github.com/scoootscooob) | no | CONTRIBUTOR | 732d | `2026-02-26T07:20:09Z` | 5 | 0 | strong | low | low | targets high-star repos |
 | `Kyzcreig` | [profile](https://github.com/Kyzcreig) | no | NONE | 4208d | `2026-03-26T04:03:04Z` | 4 | 5 | mixed | low | low | high open PR share; targets high-star repos |
 | `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 |
-| `cgdusek` | [profile](https://github.com/cgdusek) | no | CONTRIBUTOR | 2915d | `2026-02-28T05:12:59Z` | 4 | 0 | weak | low | low | 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 |
 | `kakahu2015` | [profile](https://github.com/kakahu2015) | no | CONTRIBUTOR | 3678d | `2026-02-26T12:42:25Z` | 3 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `cedillarack` | [profile](https://github.com/cedillarack) | no | NONE | 61d | `2026-02-17T04:29:03Z` | 3 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -280,9 +280,9 @@
 | `HDYA` | [profile](https://github.com/HDYA) | no | CONTRIBUTOR | 3851d | `2026-03-24T10:23:05Z` | 2 | 1 | weak | low | low | high open PR share |
 | `jakepresent` | [profile](https://github.com/jakepresent) | no | CONTRIBUTOR | 3157d | `2026-03-07T18:48:46Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `kamusis` | [profile](https://github.com/kamusis) | no | NONE | 5054d | `2026-01-30T03:47:15Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `keithce` | [profile](https://github.com/keithce) | no | CONTRIBUTOR | 5004d | `2026-03-24T02:09:06Z` | 2 | 1 | mixed | low | low | — |
 | `Pearcekieser` | [profile](https://github.com/Pearcekieser) | no | NONE | 4652d | `2026-04-11T00:45:04Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `qualiobra` | [profile](https://github.com/qualiobra) | no | NONE | 330d | `2026-03-20T15:55:02Z` | 2 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
+| `Thatgfsj` | [profile](https://github.com/Thatgfsj) | no | NONE | 683d | `2026-03-24T11:53:29Z` | 2 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `acinader` | [profile](https://github.com/acinader) | no | NONE | 5497d | `2026-04-10T14:12:10Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `afurm` | [profile](https://github.com/afurm) | no | CONTRIBUTOR | 4479d | `2026-02-24T14:40:28Z` | 2 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `bittoby` | [profile](https://github.com/bittoby) | no | CONTRIBUTOR | 290d | `2026-04-09T03:12:01Z` | 2 | 0 | mixed | moderate | low | young account; high recent PR volume |
@@ -471,7 +471,6 @@
 | `EpaL` | [profile](https://github.com/EpaL) | no | NONE | 5731d | `2026-02-21T18:43:07Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `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) | 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 |
 | `FantoX` | [profile](https://github.com/FantoX) | no | NONE | 962d | `2026-04-19T08:46:47Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -500,6 +499,7 @@
 | `HelloBias` | [profile](https://github.com/HelloBias) | no | NONE | 1d | `2026-04-15T00:52:12Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `hendricius` | [profile](https://github.com/hendricius) | no | NONE | 5435d | `2026-04-13T13:53:53Z` | 1 | 0 | mixed | low | low | — |
 | `henkterharmsel` | [profile](https://github.com/henkterharmsel) | no | NONE | 5701d | `2026-04-18T12:54:22Z` | 1 | 0 | weak | low | low | high open PR share |
+| `hieptuanle` | [profile](https://github.com/hieptuanle) | yes | NONE | 4855d | `2026-04-19T17:31:20Z` | 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 |
 | `hss-oss` | [profile](https://github.com/hss-oss) | no | NONE | 638d | `2026-04-19T11:13:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `huangzynn` | [profile](https://github.com/huangzynn) | no | NONE | 1274d | `2026-04-16T02:22:50Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -521,7 +521,7 @@
 | `JackChiang233` | [profile](https://github.com/JackChiang233) | no | NONE | 1742d | `2026-04-15T09:01:12Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `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 |
 | `januaryeffect` | [profile](https://github.com/januaryeffect) | no | NONE | 91d | `2026-04-19T11:13:28Z` | 1 | 0 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
-| `jaoa12or` | [profile](https://github.com/jaoa12or) | yes | NONE | 3314d | `2026-04-19T17:17:50Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `jaoa12or` | [profile](https://github.com/jaoa12or) | no | NONE | 3314d | `2026-04-19T17:17:50Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `jason-zimmer` | [profile](https://github.com/jason-zimmer) | no | NONE | 3159d | `2026-04-13T22:47:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `JASSBR` | [profile](https://github.com/JASSBR) | no | NONE | 1585d | `2026-04-13T11:18:07Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `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 |
@@ -536,7 +536,7 @@
 | `joeyfrasier` | [profile](https://github.com/joeyfrasier) | no | NONE | 3894d | `2026-02-18T11:51:54Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `john-vainio` | [profile](https://github.com/john-vainio) | no | NONE | 1529d | `2026-04-17T05:05:56Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `johnstarks03` | [profile](https://github.com/johnstarks03) | no | NONE | 44d | `2026-04-13T15:10:00Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `jpruit20` | [profile](https://github.com/jpruit20) | yes | NONE | 291d | `2026-04-19T16:53:07Z` | 1 | 0 | mixed | low | low | young account; no visible non-self stars |
+| `jpruit20` | [profile](https://github.com/jpruit20) | no | NONE | 291d | `2026-04-19T16:53:07Z` | 1 | 0 | mixed | low | low | young account; no visible non-self stars |
 | `juggsnjava-git` | [profile](https://github.com/juggsnjava-git) | no | NONE | 0d | `2026-04-19T01:27:27Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars |
 | `juliopx` | [profile](https://github.com/juliopx) | no | NONE | 4257d | `2026-03-19T15:53:01Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `JuniperSling` | [profile](https://github.com/JuniperSling) | no | NONE | 1866d | `2026-04-18T07:51:44Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -575,7 +575,6 @@
 | `luyuehm` | [profile](https://github.com/luyuehm) | no | NONE | 2029d | `2026-04-15T22:50:49Z` | 1 | 0 | weak | low | low | high open PR share |
 | `mala-strand` | [profile](https://github.com/mala-strand) | no | NONE | 72d | `2026-04-14T15:41:27Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Manuel-Jentic` | [profile](https://github.com/Manuel-Jentic) | no | NONE | 354d | `2026-04-16T15:39:52Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
-| `maor-eini` | [profile](https://github.com/maor-eini) | no | NONE | 5212d | `2026-04-15T11:08:41Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `markjferguson` | [profile](https://github.com/markjferguson) | no | NONE | 136d | `2026-04-13T10:33:53Z` | 1 | 0 | weak | low | medium | young account; high open PR share; targets high-star repos |
 | `markrachapoom` | [profile](https://github.com/markrachapoom) | no | NONE | 2004d | `2026-04-18T20:31:21Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs |
 | `martinfrancois` | [profile](https://github.com/martinfrancois) | no | CONTRIBUTOR | 3866d | `2026-02-22T13:20:08Z` | 1 | 0 | strong | low | low | — |
@@ -634,6 +633,7 @@
 | `rvajustin` | [profile](https://github.com/rvajustin) | no | NONE | 4443d | `2026-04-17T17:57:49Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `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 |
+| `sallyom` | [profile](https://github.com/sallyom) | yes | CONTRIBUTOR | 4072d | `2026-02-08T13:29:20Z` | 1 | 0 | strong | low | low | — |
 | `samimjafari` | [profile](https://github.com/samimjafari) | no | NONE | 728d | `2026-04-18T01:57:49Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `scaraude` | [profile](https://github.com/scaraude) | no | NONE | 2288d | `2026-04-18T08:34:12Z` | 1 | 0 | weak | low | low | high open PR share |
 | `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 |
@@ -753,12 +753,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3A100yenadmin)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3A100yenadmin)
 - repo first seen: `2026-03-15T18:31:56Z`
-- repo last seen: `2026-04-19T17:08:37Z`
+- repo last seen: `2026-04-19T18:12:44Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **101**
-- snapshot authored PRs/issues: **52 PRs / 49 issues**
-- snapshot discussion activity: **259 comments / 1277 reviews / 1277 review comments**
+- repo primary artifacts: **102**
+- snapshot authored PRs/issues: **53 PRs / 49 issues**
+- snapshot discussion activity: **259 comments / 1292 reviews / 1292 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`
@@ -766,9 +766,9 @@ Example artifacts:
 - heuristic read: **young account; high recent PR volume; many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
+- [PR #69051: Personality Mode V2 Upgrade + V3 Eleven Labs Comptability](https://github.com/openclaw/openclaw/pull/69051) — open
 - [PR #68939: feat(plan-mode): full rollout + iter-1/2/3 hardening (consolidates PRs A/B/C/D/E/F/7/8/10/11)](https://github.com/openclaw/openclaw/pull/68939) — open
 - [PR #68441: feat(plan-mode): universal /plan slash commands across all channels (PR-11)](https://github.com/openclaw/openclaw/pull/68441) — closed
-- [PR #68440: feat(plan-mode): plan archetype + ask_user_question + auto mode (PR-10)](https://github.com/openclaw/openclaw/pull/68440) — closed
 - [Issue #68419: GPT-5 bootstrap alias files for AGENTS/SOUL via context-limiter path](https://github.com/openclaw/openclaw/issues/68419) — open
 - [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
@@ -966,6 +966,29 @@ 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
 
+### `obviyus`
+
+- profile: [github.com/obviyus](https://github.com/obviyus)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aobviyus)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aobviyus)
+- repo first seen: `2026-01-04T13:17:28Z`
+- repo last seen: `2026-04-19T17:48:46Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **23**
+- snapshot authored PRs/issues: **23 PRs / 0 issues**
+- snapshot discussion activity: **539 comments / 51 reviews / 4 review comments**
+- account age: **3510 days**
+- recent public PR activity: **16 PRs** (15 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
+- public orgs: `UplauseApp`
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #69040: fix(gateway): preserve cron delivery validation semantics](https://github.com/openclaw/openclaw/pull/69040) — closed, merged
+- [PR #69021: fix(cron): preserve deferred heartbeat target override](https://github.com/openclaw/openclaw/pull/69021) — closed, merged
+- [PR #69015: fix(gateway): reject invalid cron announce delivery config](https://github.com/openclaw/openclaw/pull/69015) — closed, merged
+
 ### `mbelinky`
 
 - profile: [github.com/mbelinky](https://github.com/mbelinky)
@@ -989,29 +1012,6 @@ Example artifacts:
 - [PR #68915: tasks: add detached runtime plugin registration contract](https://github.com/openclaw/openclaw/pull/68915) — closed, merged
 - [PR #68891: browser: route existing-session user profile through browser nodes](https://github.com/openclaw/openclaw/pull/68891) — closed, merged
 
-### `obviyus`
-
-- profile: [github.com/obviyus](https://github.com/obviyus)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aobviyus)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aobviyus)
-- repo first seen: `2026-01-04T13:17:28Z`
-- repo last seen: `2026-04-19T17:19:07Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **22**
-- snapshot authored PRs/issues: **22 PRs / 0 issues**
-- snapshot discussion activity: **538 comments / 51 reviews / 4 review comments**
-- account age: **3510 days**
-- recent public PR activity: **16 PRs** (15 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
-- public orgs: `UplauseApp`
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #69021: fix(cron): preserve deferred heartbeat target override](https://github.com/openclaw/openclaw/pull/69021) — closed, merged
-- [PR #69015: fix(gateway): reject invalid cron announce delivery config](https://github.com/openclaw/openclaw/pull/69015) — closed, merged
-- [PR #69000: fix(cron): key recurring delivery dedupe to execution](https://github.com/openclaw/openclaw/pull/69000) — closed, merged
-
 ### `oraculoos`
 
 - profile: [github.com/oraculoos](https://github.com/oraculoos)
@@ -1810,7 +1810,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #68700: fix(agents): stop treating session lock waits as timeout](https://github.com/openclaw/openclaw/pull/68700) — open, draft
+- [PR #68700: fix(agents): stop treating session lock waits as timeout](https://github.com/openclaw/openclaw/pull/68700) — open
 - [PR #68395: fix(config): accept truncateAfterCompaction](https://github.com/openclaw/openclaw/pull/68395) — open
 - [PR #68328: fix(config): accept truncateAfterCompaction](https://github.com/openclaw/openclaw/pull/68328) — closed, draft
 
@@ -3040,6 +3040,29 @@ Example artifacts:
 - [PR #68238: fix(failover): classify INTERNAL 500 responses as retryable timeouts](https://github.com/openclaw/openclaw/pull/68238) — closed, merged
 - [PR #67024: fix: don't classify 400/422 with no body as format error](https://github.com/openclaw/openclaw/pull/67024) — open
 
+### `chrisabad`
+
+- profile: [github.com/chrisabad](https://github.com/chrisabad)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Achrisabad)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Achrisabad)
+- repo first seen: `2026-04-18T02:47:00Z`
+- repo last seen: `2026-04-19T18:02:18Z`
+- 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: **2185 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 #69050: scripts: include ui:build in build-all pipeline](https://github.com/openclaw/openclaw/pull/69050) — open
+- [PR #68785: feat: add circuit breaker for command lane saturation](https://github.com/openclaw/openclaw/pull/68785) — open
+- [PR #68745: fix(slack): share HTTP route registry via globalThis across module instances](https://github.com/openclaw/openclaw/pull/68745) — open
+
 ### `defonota3box`
 
 - profile: [github.com/defonota3box](https://github.com/defonota3box)
@@ -3369,6 +3392,29 @@ Example artifacts:
 - [PR #67223: fix(acp): reuse existing session key for persistent spawns with same label](https://github.com/openclaw/openclaw/pull/67223) — closed, draft
 - [Issue #67965: skills.test.ts: workflows_review command missing in buildWorkspaceSkillCommandSpecs (pre-existing on main)](https://github.com/openclaw/openclaw/issues/67965) — closed
 
+### `alexlomt`
+
+- profile: [github.com/alexlomt](https://github.com/alexlomt)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aalexlomt)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aalexlomt)
+- repo first seen: `2026-04-14T18:25:56Z`
+- repo last seen: `2026-04-19T17:24:30Z`
+- 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 / 5 reviews / 5 review comments**
+- account age: **582 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 #69033: fix: cap tool-result details without false overflow](https://github.com/openclaw/openclaw/pull/69033) — open
+- [PR #68741: fix(acpx): avoid per-session MCP on openclaw bridge](https://github.com/openclaw/openclaw/pull/68741) — open
+- [PR #66884: fix(ci): harden release checks workflow inputs](https://github.com/openclaw/openclaw/pull/66884) — open
+
 ### `briandevans`
 
 - profile: [github.com/briandevans](https://github.com/briandevans)
@@ -3415,28 +3461,28 @@ Example artifacts:
 - [PR #67316: Refactor/optimize infra backoff](https://github.com/openclaw/openclaw/pull/67316) — closed
 - [PR #67283: Refactor/optimize infra backoff](https://github.com/openclaw/openclaw/pull/67283) — closed
 
-### `chrisabad`
+### `CuzG-lab`
 
-- profile: [github.com/chrisabad](https://github.com/chrisabad)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Achrisabad)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Achrisabad)
-- repo first seen: `2026-04-18T02:47:00Z`
-- repo last seen: `2026-04-19T02:54:51Z`
+- profile: [github.com/CuzG-lab](https://github.com/CuzG-lab)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ACuzG-lab)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ACuzG-lab)
+- repo first seen: `2026-04-19T03:25:41Z`
+- repo last seen: `2026-04-19T18:16:39Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2185 days**
-- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- account age: **61 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**
+- 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 #68785: feat: add circuit breaker for command lane saturation](https://github.com/openclaw/openclaw/pull/68785) — open
-- [PR #68745: fix(slack): share HTTP route registry via globalThis across module instances](https://github.com/openclaw/openclaw/pull/68745) — open
-- [PR #68381: feat: add maxExecutionMs per-task timeout to command lane](https://github.com/openclaw/openclaw/pull/68381) — open
+- [PR #69058: agents: classify undici stream-terminated errors as timeout](https://github.com/openclaw/openclaw/pull/69058) — open
+- [PR #68987: entry: replace argv-sniff with command-owned read-only manifest](https://github.com/openclaw/openclaw/pull/68987) — open
+- [PR #68803: Repo meta: add .planning/ GSD workflow scaffold](https://github.com/openclaw/openclaw/pull/68803) — open
 
 ### `holeshotclaw`
 
@@ -3484,6 +3530,29 @@ Example artifacts:
 - [PR #67652: fix(reply-payload): preserve media alias attachments](https://github.com/openclaw/openclaw/pull/67652) — open
 - [PR #67647: fix(compact): use resolved context tokens in summary](https://github.com/openclaw/openclaw/pull/67647) — open
 
+### `JustInCache`
+
+- profile: [github.com/JustInCache](https://github.com/JustInCache)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AJustInCache)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AJustInCache)
+- repo first seen: `2026-04-19T11:44:54Z`
+- repo last seen: `2026-04-19T18:19:07Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **4 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **1431 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: 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 #69060: fix: add x-openclaw-session header for stable agent-scoped HTTP sessions](https://github.com/openclaw/openclaw/pull/69060) — open
+- [PR #69059: fix: retry sqlite-vec load without .dll suffix on Windows](https://github.com/openclaw/openclaw/pull/69059) — open
+- [PR #68942: fix: map 'From Daily Log' badge to dailyCount, not groundedCount](https://github.com/openclaw/openclaw/pull/68942) — open
+
 ### `KeWang0622`
 
 - profile: [github.com/KeWang0622](https://github.com/KeWang0622)
@@ -3740,6 +3809,32 @@ Example artifacts:
 - [Issue #68550: [sogyo] Add a cancel fan-out seam between delegated tasks and session runs](https://github.com/openclaw/openclaw/issues/68550) — closed
 - [Issue #68549: [dungae] Add a plugin-facing wait-run handle seam for delegated tasks](https://github.com/openclaw/openclaw/issues/68549) — closed
 
+### `frankhli843`
+
+- profile: [github.com/frankhli843](https://github.com/frankhli843)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Afrankhli843)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Afrankhli843)
+- repo first seen: `2026-04-17T16:19:07Z`
+- repo last seen: `2026-04-19T18:00:32Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **3 PRs / 3 issues**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
+- account age: **2499 days**
+- recent public PR activity: **3 PRs** (2 merged / 0 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #69049: fix(channels): null-check loadChannelPlugin result in bundled loader](https://github.com/openclaw/openclaw/pull/69049) — open
+- [PR #68637: fix(pi-tools): allow empty/whitespace-only content in write tool](https://github.com/openclaw/openclaw/pull/68637) — open
+- [PR #68193: feat(ollama): detect Gemma 4 as reasoning model and check capabilities](https://github.com/openclaw/openclaw/pull/68193) — open
+- [Issue #69044: bundled channel plugin loader crashes when loadChannelPlugin() returns undefined](https://github.com/openclaw/openclaw/issues/69044) — open
+- [Issue #68728: [Bug]: Gemma 4 models should be detected as reasoning models (Ollama think mode)](https://github.com/openclaw/openclaw/issues/68728) — open
+- [Issue #68636: write tool rejects empty/whitespace-only content as "missing required parameter"](https://github.com/openclaw/openclaw/issues/68636) — open
+
 ### `Ziy1-Tan`
 
 - profile: [github.com/Ziy1-Tan](https://github.com/Ziy1-Tan)
@@ -3885,29 +3980,6 @@ Example artifacts:
 - [PR #68591: docs: extend assistant-first framing to feature and help hubs](https://github.com/openclaw/openclaw/pull/68591) — closed
 - [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)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aalexlomt)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aalexlomt)
-- repo first seen: `2026-04-14T18:25:56Z`
-- repo last seen: `2026-04-19T00:57:31Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 5 reviews / 5 review comments**
-- account age: **582 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 #68741: fix(acpx): avoid per-session MCP on openclaw bridge](https://github.com/openclaw/openclaw/pull/68741) — open
-- [PR #66884: fix(ci): harden release checks workflow inputs](https://github.com/openclaw/openclaw/pull/66884) — open
-- [PR #66735: fix(daemon): hand off systemd self-restarts](https://github.com/openclaw/openclaw/pull/66735) — open
-
 ### `Ante042`
 
 - profile: [github.com/Ante042](https://github.com/Ante042)
@@ -3931,29 +4003,6 @@ Example artifacts:
 - [PR #68558: fix(auto-reply): stop rendering misleading /compact labels on small sessions](https://github.com/openclaw/openclaw/pull/68558) — open
 - [PR #68557: fix(ui): include cache tokens in ctx% badge and cache-hit-rate](https://github.com/openclaw/openclaw/pull/68557) — open
 
-### `CuzG-lab`
-
-- profile: [github.com/CuzG-lab](https://github.com/CuzG-lab)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ACuzG-lab)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ACuzG-lab)
-- repo first seen: `2026-04-19T03:25:41Z`
-- repo last seen: `2026-04-19T14:46:19Z`
-- 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: **61 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 **medium**
-- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #68987: entry: replace argv-sniff with command-owned read-only manifest](https://github.com/openclaw/openclaw/pull/68987) — open
-- [PR #68803: Repo meta: add .planning/ GSD workflow scaffold](https://github.com/openclaw/openclaw/pull/68803) — open
-- [PR #68801: Gateway: prune orphaned agentRunStarts entries](https://github.com/openclaw/openclaw/pull/68801) — open
-
 ### `evgyur`
 
 - profile: [github.com/evgyur](https://github.com/evgyur)
@@ -4854,30 +4903,6 @@ Example artifacts:
 - [Issue #68768: Docs: contextTokens placement in agents.defaults.model doesn't match schema](https://github.com/openclaw/openclaw/issues/68768) — closed
 - [Issue #68166: [Feature]: expose vectorScore and textScore in hybrid search results](https://github.com/openclaw/openclaw/issues/68166) — open
 
-### `frankhli843`
-
-- profile: [github.com/frankhli843](https://github.com/frankhli843)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Afrankhli843)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Afrankhli843)
-- repo first seen: `2026-04-17T16:19:07Z`
-- repo last seen: `2026-04-19T13:10:21Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **2 PRs / 2 issues**
-- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **2499 days**
-- recent public PR activity: **3 PRs** (2 merged / 0 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #68637: fix(pi-tools): allow empty/whitespace-only content in write tool](https://github.com/openclaw/openclaw/pull/68637) — open
-- [PR #68193: feat(ollama): detect Gemma 4 as reasoning model and check capabilities](https://github.com/openclaw/openclaw/pull/68193) — open
-- [Issue #68728: [Bug]: Gemma 4 models should be detected as reasoning models (Ollama think mode)](https://github.com/openclaw/openclaw/issues/68728) — open
-- [Issue #68636: write tool rejects empty/whitespace-only content as "missing required parameter"](https://github.com/openclaw/openclaw/issues/68636) — open
-
 ### `hansolo949`
 
 - profile: [github.com/hansolo949](https://github.com/hansolo949)
@@ -5756,28 +5781,6 @@ Example artifacts:
 - [PR #67771: feat(browser): Add enhanced snapshot with script-based element detection](https://github.com/openclaw/openclaw/pull/67771) — open
 - [PR #67725: feat(browser): Add enhanced snapshot with script-based element detection](https://github.com/openclaw/openclaw/pull/67725) — closed
 
-### `JustInCache`
-
-- profile: [github.com/JustInCache](https://github.com/JustInCache)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AJustInCache)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AJustInCache)
-- repo first seen: `2026-04-19T11:44:54Z`
-- repo last seen: `2026-04-19T11:45:11Z`
-- 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: **1431 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: 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 #68942: fix: map 'From Daily Log' badge to dailyCount, not groundedCount](https://github.com/openclaw/openclaw/pull/68942) — open
-- [PR #68941: fix: skip Homebrew prompt on FreeBSD and other non-Linux/macOS platforms](https://github.com/openclaw/openclaw/pull/68941) — open
-
 ### `kvnkho`
 
 - profile: [github.com/kvnkho](https://github.com/kvnkho)
@@ -5866,6 +5869,28 @@ Example artifacts:
 - [PR #68377: fix(daemon): preserve launchd proxy env on reinstall](https://github.com/openclaw/openclaw/pull/68377) — open
 - [PR #65770: feat: persist subagent announce source run IDs](https://github.com/openclaw/openclaw/pull/65770) — open
 
+### `maor-eini`
+
+- profile: [github.com/maor-eini](https://github.com/maor-eini)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amaor-eini)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amaor-eini)
+- repo first seen: `2026-04-15T11:08:41Z`
+- repo last seen: `2026-04-19T18:04:36Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **5212 days**
+- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
+
+Example artifacts:
+- [PR #69052: fix(whatsapp): harden auth restore and clean inbound prompts](https://github.com/openclaw/openclaw/pull/69052) — open, draft
+- [PR #67138: Support paired-channel default message targets](https://github.com/openclaw/openclaw/pull/67138) — closed
+
 ### `mm1ord`
 
 - profile: [github.com/mm1ord](https://github.com/mm1ord)
@@ -6490,6 +6515,29 @@ 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
 
+### `cgdusek`
+
+- profile: [github.com/cgdusek](https://github.com/cgdusek)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Acgdusek)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Acgdusek)
+- repo first seen: `2026-02-28T05:12:59Z`
+- repo last seen: `2026-04-19T17:15:46Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **5 PRs / 0 issues**
+- snapshot discussion activity: **280 comments / 8 reviews / 8 review comments**
+- account age: **2915 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 #69010: fix(gateway): prefer current route delivery context](https://github.com/openclaw/openclaw/pull/69010) — open
+- [PR #61695: feat(config): publish hosted schema artifact](https://github.com/openclaw/openclaw/pull/61695) — closed
+- [PR #53748: fix(usage): return accumulated input/cache tokens from toNormalizedUsage](https://github.com/openclaw/openclaw/pull/53748) — closed
+
 ### `saitama3292-onepunch`
 
 - profile: [github.com/saitama3292-onepunch](https://github.com/saitama3292-onepunch)
@@ -6513,29 +6561,6 @@ Example artifacts:
 - [PR #62836: Add Slack Block Kit support for agent messages render blocks/buttons/sections](https://github.com/openclaw/openclaw/pull/62836) — open
 - [PR #62494: 在 Clawhub 加上 Rate Limit 可視性（回傳 headers/文件/顯示剩餘額度），避免「限制太兇但看不到原因」](https://github.com/openclaw/openclaw/pull/62494) — open
 
-### `scoootscooob`
-
-- profile: [github.com/scoootscooob](https://github.com/scoootscooob)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ascoootscooob)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ascoootscooob)
-- repo first seen: `2026-02-26T07:20:09Z`
-- repo last seen: `2026-04-12T21:25:28Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **5**
-- snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **97 comments / 0 reviews / 0 review comments**
-- account age: **732 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 #65491: CLI: detect env-backed audio providers](https://github.com/openclaw/openclaw/pull/65491) — closed, merged
-- [PR #53875: fix: allow compact retry after failed session compaction](https://github.com/openclaw/openclaw/pull/53875) — closed, merged
-- [PR #53843: Webchat: handle bare /compact as session compaction](https://github.com/openclaw/openclaw/pull/53843) — closed, merged
-
 ### `Kyzcreig`
 
 - profile: [github.com/Kyzcreig](https://github.com/Kyzcreig)
@@ -6586,29 +6611,6 @@ Example artifacts:
 - [PR #63222: fix: validate resolved context engine contracts](https://github.com/openclaw/openclaw/pull/63222) — closed, merged
 - [Issue #32168: Streaming partial leak: 'NO' visible before NO_REPLY suppression kicks in (v2026.3.1)](https://github.com/openclaw/openclaw/issues/32168) — closed
 
-### `cgdusek`
-
-- profile: [github.com/cgdusek](https://github.com/cgdusek)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Acgdusek)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Acgdusek)
-- repo first seen: `2026-02-28T05:12:59Z`
-- repo last seen: `2026-04-19T17:15:46Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **280 comments / 6 reviews / 6 review comments**
-- account age: **2915 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 #69010: fix(gateway): prefer current route delivery context](https://github.com/openclaw/openclaw/pull/69010) — open
-- [PR #61695: feat(config): publish hosted schema artifact](https://github.com/openclaw/openclaw/pull/61695) — closed
-- [PR #53748: fix(usage): return accumulated input/cache tokens from toNormalizedUsage](https://github.com/openclaw/openclaw/pull/53748) — closed
-
 ### `leonardsellem`
 
 - profile: [github.com/leonardsellem](https://github.com/leonardsellem)
@@ -6708,12 +6710,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AIVY-AI-gif)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AIVY-AI-gif)
 - repo first seen: `2026-03-22T16:01:04Z`
-- repo last seen: `2026-04-17T15:29:26Z`
+- repo last seen: `2026-04-19T17:34:20Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **12 comments / 10 reviews / 10 review comments**
+- snapshot discussion activity: **13 comments / 10 reviews / 10 review comments**
 - account age: **2223 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
@@ -7006,29 +7008,6 @@ Example artifacts:
 - [PR #63898: fix(minimax): add provider auth aliases to manifest for new auth system](https://github.com/openclaw/openclaw/pull/63898) — closed
 - [Issue #63823: MiniMax plugin manifest missing providerAuthAliases after provider auth aliases system update](https://github.com/openclaw/openclaw/issues/63823) — open
 
-### `keithce`
-
-- profile: [github.com/keithce](https://github.com/keithce)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Akeithce)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Akeithce)
-- repo first seen: `2026-03-24T02:09:06Z`
-- repo last seen: `2026-04-14T21:10:30Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **2 PRs / 1 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **5004 days**
-- recent public PR activity: **3 PRs** (2 merged / 1 closed-unmerged / 0 open; merged rate **67%**, closed-unmerged rate **33%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #65496: fix(browser): skip SSRF policy for managed loopback CDP readiness](https://github.com/openclaw/openclaw/pull/65496) — closed
-- [PR #53298: fix(matrix): resolve crypto bootstrap failure and multi-extension idHint warning](https://github.com/openclaw/openclaw/pull/53298) — open
-- [Issue #66809: Browser: local managed loopback CDP tab ops can still fail with 'browser endpoint blocked by policy' after successful host navigation](https://github.com/openclaw/openclaw/issues/66809) — open
-
 ### `Pearcekieser`
 
 - profile: [github.com/Pearcekieser](https://github.com/Pearcekieser)
@@ -7075,6 +7054,29 @@ Example artifacts:
 - [PR #64559: fix(plugins): emit message_received hook for queued inbound messages (#64525)](https://github.com/openclaw/openclaw/pull/64559) — open
 - [Issue #64525: [Bug]: message_received plugin hook does not fire for queued/in-flight inbound messages](https://github.com/openclaw/openclaw/issues/64525) — open
 
+### `Thatgfsj`
+
+- profile: [github.com/Thatgfsj](https://github.com/Thatgfsj)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AThatgfsj)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AThatgfsj)
+- repo first seen: `2026-03-24T11:53:29Z`
+- repo last seen: `2026-04-19T18:15:45Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **2 PRs / 1 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **683 days**
+- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #69056: fix(gateway): handle SIGUSR1 gracefully on Windows](https://github.com/openclaw/openclaw/pull/69056) — open
+- [PR #53651: fix(webchat): restore chat history, queue, and draft on page refresh](https://github.com/openclaw/openclaw/pull/53651) — open
+- [Issue #69057: gateway restart fails on Windows with ERR_UNKNOWN_SIGNAL (SIGUSR1)](https://github.com/openclaw/openclaw/issues/69057) — open
+
 ### `acinader`
 
 - profile: [github.com/acinader](https://github.com/acinader)
@@ -11161,27 +11163,6 @@ Example artifacts:
 Example artifacts:
 - [PR #67758: fix(google): correct gemini preview model versions](https://github.com/openclaw/openclaw/pull/67758) — open
 
-### `fabioquinzi`
-
-- profile: [github.com/fabioquinzi](https://github.com/fabioquinzi)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Afabioquinzi)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Afabioquinzi)
-- repo first seen: `2026-04-12T17:39:06Z`
-- repo last seen: `2026-04-13T12:36:23Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **9 comments / 0 reviews / 0 review comments**
-- account age: **2803 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 #65492: feat(agents): make slug generator timeout configurable](https://github.com/openclaw/openclaw/pull/65492) — open
-
 ### `fangguisheng520`
 
 - profile: [github.com/fangguisheng520](https://github.com/fangguisheng520)
@@ -11770,6 +11751,27 @@ Example artifacts:
 Example artifacts:
 - [PR #68554: fix(sessions): remove redundant skipCache disk re-read inside session store lock](https://github.com/openclaw/openclaw/pull/68554) — open
 
+### `hieptuanle`
+
+- profile: [github.com/hieptuanle](https://github.com/hieptuanle)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ahieptuanle)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ahieptuanle)
+- repo first seen: `2026-04-19T17:31:20Z`
+- repo last seen: `2026-04-19T17:31:20Z`
+- 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: **4855 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 #69038: fix(mattermost): anchor slash command state to globalThis to fix dual-instance 503s](https://github.com/openclaw/openclaw/pull/69038) — open
+
 ### `houston2394`
 
 - profile: [github.com/houston2394](https://github.com/houston2394)
@@ -12218,7 +12220,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajaoa12or)
 - repo first seen: `2026-04-19T17:17:50Z`
 - repo last seen: `2026-04-19T17:17:50Z`
-- 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**
@@ -12322,12 +12324,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AJerranC)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AJerranC)
 - repo first seen: `2026-04-15T02:06:31Z`
-- repo last seen: `2026-04-15T02:37:09Z`
+- repo last seen: `2026-04-19T18:12:16Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
 - account age: **1342 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
@@ -12533,7 +12535,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajpruit20)
 - repo first seen: `2026-04-19T16:53:07Z`
 - repo last seen: `2026-04-19T16:53:07Z`
-- 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**
@@ -13345,27 +13347,6 @@ Example artifacts:
 Example artifacts:
 - [PR #67727: feat(messages): add botDebounceMs to inbound debounce config](https://github.com/openclaw/openclaw/pull/67727) — open
 
-### `maor-eini`
-
-- profile: [github.com/maor-eini](https://github.com/maor-eini)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amaor-eini)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amaor-eini)
-- repo first seen: `2026-04-15T11:08:41Z`
-- repo last seen: `2026-04-15T11:08:55Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **5212 days**
-- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #67138: Support paired-channel default message targets](https://github.com/openclaw/openclaw/pull/67138) — closed
-
 ### `markjferguson`
 
 - profile: [github.com/markjferguson](https://github.com/markjferguson)
@@ -14585,6 +14566,27 @@ Example artifacts:
 Example artifacts:
 - [PR #65837: Fix image tool custom provider resolution for models.json](https://github.com/openclaw/openclaw/pull/65837) — open
 
+### `sallyom`
+
+- profile: [github.com/sallyom](https://github.com/sallyom)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asallyom)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asallyom)
+- repo first seen: `2026-02-08T13:29:20Z`
+- repo last seen: `2026-04-19T17:37:43Z`
+- first seen in snapshot: **yes**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **44 comments / 1 reviews / 0 review comments**
+- account age: **4072 days**
+- recent public PR activity: **5 PRs** (4 merged / 0 closed-unmerged / 1 open; merged rate **80%**, closed-unmerged rate **0%**, open rate **20%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #69039: add option for MCP apps support](https://github.com/openclaw/openclaw/pull/69039) — open, draft
+
 ### `samimjafari`
 
 - profile: [github.com/samimjafari](https://github.com/samimjafari)

new_contributors.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
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