Refresh openclaw dataset snapshot 20260418T182035Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
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@@ -40374,65 +40295,6 @@
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@@ -42269,63 +42131,6 @@
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-            "number": 64941,
-            "title": "feat(config): pin auth profiles via model aliases",
-            "url": "https://github.com/openclaw/openclaw/pull/64941",
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       "name": "nerudek_vibecoder",
@@ -43124,6 +42929,67 @@
       },
       "fetch_error": null
     },
+    {
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+      "name": "Ben Welsh",
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+      "repo_first_seen_at": "2026-04-18T16:38:20Z",
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+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share; targets high-star repos",
+      "public_orgs": [
+        "pastpages",
+        "california-civic-data-coalition",
+        "palermo-hollywood"
+      ],
+      "activity": {
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+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
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+          {
+            "kind": "pull_request",
+            "number": 68651,
+            "title": "Gateway/config: add models.pricing.enabled to skip pricing bootstrap",
+            "url": "https://github.com/openclaw/openclaw/pull/68651",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-18T17:29:56Z"
+          }
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+      "fetch_error": null
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     {
       "author_login": "pandaAIGC",
       "name": "Fan Wang",
@@ -45362,14 +45228,14 @@
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       "repo_first_seen_at": "2026-04-13T19:30:49Z",
-      "repo_last_seen_at": "2026-04-14T18:16:07Z",
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+      "snapshot_review_comment_count": 7,
       "repo_association": "NONE",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: openclaw/openclaw
 
-- Snapshot: `20260418T172035Z`
-- Generated: `2026-04-18T17:23:11Z`
+- Snapshot: `20260418T182035Z`
+- Generated: `2026-04-18T18:22:11Z`
 - Activity window: `7d`
-- Contributors: `716`
+- Contributors: `714`
 
 ## Summary
 
@@ -126,6 +126,7 @@
 | `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 |
+| `bluesky6868` | [profile](https://github.com/bluesky6868) | no | NONE | 3181d | `2026-04-17T22:26:25Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; 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 |
 | `dutifulbob` | [profile](https://github.com/dutifulbob) | no | CONTRIBUTOR | 60d | `2026-02-22T13:07:44Z` | 4 | 0 | strong | moderate | low | very new account; high recent PR volume; no visible non-self stars |
@@ -150,7 +151,6 @@
 | `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 |
 | `Ante042` | [profile](https://github.com/Ante042) | no | NONE | 2859d | `2026-04-18T13:02:47Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `bluesky6868` | [profile](https://github.com/bluesky6868) | no | NONE | 3181d | `2026-04-17T22:26:25Z` | 3 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `damselem` | [profile](https://github.com/damselem) | no | CONTRIBUTOR | 6104d | `2026-04-12T09:37:25Z` | 3 | 0 | n/a | low | low | no visible non-self stars |
 | `GameWorldsDEV` | [profile](https://github.com/GameWorldsDEV) | no | NONE | 609d | `2026-03-22T22:51:07Z` | 3 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `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 |
@@ -164,7 +164,6 @@
 | `sqsge` | [profile](https://github.com/sqsge) | no | NONE | 1979d | `2026-04-13T14:48:07Z` | 3 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `xudaiyanzi` | [profile](https://github.com/xudaiyanzi) | no | NONE | 2751d | `2026-04-14T20:23:42Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `slepybear` | [profile](https://github.com/slepybear) | no | CONTRIBUTOR | 1386d | `2026-04-09T16:25:21Z` | 19 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `shad0wca7` | [profile](https://github.com/shad0wca7) | no | CONTRIBUTOR | 4159d | `2026-02-21T17:28:52Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `feiskyer` | [profile](https://github.com/feiskyer) | no | CONTRIBUTOR | 5509d | `2026-04-06T06:23:31Z` | 5 | 2 | strong | low | low | targets high-star repos |
 | `sercada` | [profile](https://github.com/sercada) | no | CONTRIBUTOR | 3420d | `2026-03-10T14:46:37Z` | 5 | 2 | mixed | low | low | high open PR share; targets high-star repos |
 | `mraleko` | [profile](https://github.com/mraleko) | no | NONE | 938d | `2026-04-08T03:48:45Z` | 5 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -259,9 +258,11 @@
 | `mobilinkd` | [profile](https://github.com/mobilinkd) | no | NONE | 4686d | `2026-04-09T19:27:39Z` | 6 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `HOYALIM` | [profile](https://github.com/HOYALIM) | no | CONTRIBUTOR | 736d | `2026-02-19T18:49:52Z` | 6 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `mmaps` | [profile](https://github.com/mmaps) | no | CONTRIBUTOR | 4827d | `2026-04-09T18:38:21Z` | 6 | 0 | strong | low | low | targets high-star repos |
+| `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 |
 | `corbin-breton` | [profile](https://github.com/corbin-breton) | no | NONE | 4734d | `2026-04-08T19:15:22Z` | 5 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `extrasmall0` | [profile](https://github.com/extrasmall0) | no | CONTRIBUTOR | 77d | `2026-03-07T15:35:58Z` | 5 | 0 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
+| `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 |
 | `ShionEria` | [profile](https://github.com/ShionEria) | no | CONTRIBUTOR | 35d | `2026-03-16T10:11:17Z` | 5 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `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 |
@@ -276,7 +277,6 @@
 | `evandance` | [profile](https://github.com/evandance) | no | CONTRIBUTOR | 1220d | `2026-04-09T11:38:41Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `IVY-AI-gif` | [profile](https://github.com/IVY-AI-gif) | no | CONTRIBUTOR | 2223d | `2026-03-22T16:01:04Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `latenighthackathon` | [profile](https://github.com/latenighthackathon) | no | NONE | 84d | `2026-04-10T15:42:36Z` | 3 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
-| `Arry8` | [profile](https://github.com/Arry8) | no | NONE | 53d | `2026-03-13T19:47:00Z` | 2 | 2 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `ggzeng` | [profile](https://github.com/ggzeng) | no | NONE | 3560d | `2026-04-09T09:35:59Z` | 2 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `dorukardahan` | [profile](https://github.com/dorukardahan) | no | CONTRIBUTOR | 3001d | `2026-02-18T22:33:42Z` | 2 | 1 | mixed | moderate | low | — |
 | `gdibble` | [profile](https://github.com/gdibble) | no | NONE | 5393d | `2026-02-20T17:08:19Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
@@ -375,7 +375,6 @@
 | `marinosabijan` | [profile](https://github.com/marinosabijan) | no | NONE | 2004d | `2026-04-12T14:42:24Z` | 1 | 1 | strong | low | low | — |
 | `maxreith` | [profile](https://github.com/maxreith) | no | NONE | 786d | `2026-04-12T11:07:04Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `moltar-bot` | [profile](https://github.com/moltar-bot) | no | NONE | 71d | `2026-04-14T14:13:43Z` | 1 | 1 | strong | low | low | very new account; no visible non-self stars |
-| `mrozentsvayg` | [profile](https://github.com/mrozentsvayg) | no | NONE | 3323d | `2026-03-17T16:24:51Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `mujiannan` | [profile](https://github.com/mujiannan) | no | NONE | 2650d | `2026-02-18T16:17:02Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `nanami-he` | [profile](https://github.com/nanami-he) | no | NONE | 23d | `2026-03-23T18:08:07Z` | 1 | 1 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `nsnydr` | [profile](https://github.com/nsnydr) | no | NONE | 2898d | `2026-04-14T20:31:31Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -417,7 +416,7 @@
 | `alickgithub2` | [profile](https://github.com/alickgithub2) | no | NONE | 1141d | `2026-04-12T16:15:43Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `aliyevaladddin` | [profile](https://github.com/aliyevaladddin) | no | NONE | 326d | `2026-04-15T01:10:25Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `allenliang2022` | [profile](https://github.com/allenliang2022) | no | NONE | 1544d | `2026-04-17T11:19:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `altierac` | [profile](https://github.com/altierac) | yes | NONE | 5d | `2026-04-18T16:22:48Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
+| `altierac` | [profile](https://github.com/altierac) | no | NONE | 5d | `2026-04-18T16:22:48Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `ammadfa` | [profile](https://github.com/ammadfa) | no | NONE | 4214d | `2026-04-12T04:32:50Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `andyylin` | [profile](https://github.com/andyylin) | no | CONTRIBUTOR | 2500d | `2026-04-08T14:02:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `anniesurla` | [profile](https://github.com/anniesurla) | no | NONE | 1352d | `2026-04-18T00:06:08Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -427,8 +426,9 @@
 | `aryankinha` | [profile](https://github.com/aryankinha) | no | NONE | 552d | `2026-04-14T09:25:17Z` | 1 | 0 | mixed | low | low | high open PR share; no visible non-self stars |
 | `athletesofthereef` | [profile](https://github.com/athletesofthereef) | no | NONE | 34d | `2026-04-14T06:04:02Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; targets high-star repos |
 | `ATJGQ` | [profile](https://github.com/ATJGQ) | no | NONE | 1705d | `2026-04-15T11:34:07Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `atlaspetco` | [profile](https://github.com/atlaspetco) | yes | NONE | 286d | `2026-04-18T16:50:49Z` | 1 | 0 | n/a | low | low | young account; no visible non-self stars |
+| `atlaspetco` | [profile](https://github.com/atlaspetco) | no | NONE | 286d | `2026-04-18T16:50:49Z` | 1 | 0 | n/a | low | low | young account; no visible non-self stars |
 | `auyua9` | [profile](https://github.com/auyua9) | no | NONE | 13d | `2026-04-16T12:51:30Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `avirweb` | [profile](https://github.com/avirweb) | yes | CONTRIBUTOR | 81d | `2026-02-07T17:32:01Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `ayteks` | [profile](https://github.com/ayteks) | no | NONE | 3206d | `2026-04-16T06:33:41Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `bahadorkhaleghi1982` | [profile](https://github.com/bahadorkhaleghi1982) | no | NONE | 5d | `2026-04-12T23:15:36Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `BananaAccurate` | [profile](https://github.com/BananaAccurate) | no | NONE | 250d | `2026-04-14T02:59:08Z` | 1 | 0 | mixed | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -479,11 +479,10 @@
 | `DoraleCitrus` | [profile](https://github.com/DoraleCitrus) | no | NONE | 526d | `2026-04-17T04:22:20Z` | 1 | 0 | mixed | low | low | — |
 | `drakulavich` | [profile](https://github.com/drakulavich) | no | NONE | 6051d | `2026-03-15T09:17:34Z` | 1 | 0 | strong | low | low | high recent PR volume |
 | `Dykij` | [profile](https://github.com/Dykij) | no | NONE | 2169d | `2026-04-13T16:13:21Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `edokeh` | [profile](https://github.com/edokeh) | yes | NONE | 5855d | `2026-04-18T16:57:39Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `edokeh` | [profile](https://github.com/edokeh) | no | NONE | 5855d | `2026-04-18T16:57:39Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `EdwardIrby` | [profile](https://github.com/EdwardIrby) | no | NONE | 5324d | `2026-04-11T20:00:03Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
 | `eejohnso-ops` | [profile](https://github.com/eejohnso-ops) | no | CONTRIBUTOR | 181d | `2026-04-16T11:34:29Z` | 1 | 0 | strong | low | low | young account; targets high-star repos |
 | `Efan404` | [profile](https://github.com/Efan404) | no | NONE | 401d | `2026-04-15T14:11:46Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `ejames-dev` | [profile](https://github.com/ejames-dev) | no | CONTRIBUTOR | 584d | `2026-04-11T17:46:20Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ejc3` | [profile](https://github.com/ejc3) | no | NONE | 5098d | `2026-04-13T04:41:55Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `ender-wiggin-ai` | [profile](https://github.com/ender-wiggin-ai) | no | NONE | 40d | `2026-04-16T16:39:39Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `EOLreidc` | [profile](https://github.com/EOLreidc) | no | NONE | 923d | `2026-04-16T23:38:07Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -572,12 +571,11 @@
 | `klingai-dev` | [profile](https://github.com/klingai-dev) | no | NONE | 4247d | `2026-04-14T12:08:17Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `kryptt` | [profile](https://github.com/kryptt) | no | NONE | 6110d | `2026-04-13T10:56:24Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `kumarshreyak` | [profile](https://github.com/kumarshreyak) | no | NONE | 3863d | `2026-04-12T08:19:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `Kzino` | [profile](https://github.com/Kzino) | yes | NONE | 3193d | `2026-04-18T16:27:08Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `Kzino` | [profile](https://github.com/Kzino) | no | NONE | 3193d | `2026-04-18T16:27:08Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Laihiujin` | [profile](https://github.com/Laihiujin) | no | NONE | 1705d | `2026-04-16T03:34:07Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs |
 | `langningchen-openclaw` | [profile](https://github.com/langningchen-openclaw) | no | NONE | 0d | `2026-04-17T14:34:30Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `lanyasheng` | [profile](https://github.com/lanyasheng) | no | NONE | 3483d | `2026-03-12T16:41:45Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `laopuhuluwa` | [profile](https://github.com/laopuhuluwa) | no | CONTRIBUTOR | 66d | `2026-02-20T11:19:44Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
-| `LaurentMazare` | [profile](https://github.com/LaurentMazare) | no | NONE | 5331d | `2026-04-11T18:11:55Z` | 1 | 0 | mixed | moderate | low | — |
 | `leonidas1712` | [profile](https://github.com/leonidas1712) | no | NONE | 3582d | `2026-04-18T07:30:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `liemrich` | [profile](https://github.com/liemrich) | no | NONE | 2215d | `2026-04-16T01:38:06Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `lightning-openclaw` | [profile](https://github.com/lightning-openclaw) | no | NONE | 49d | `2026-04-12T09:57:06Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -610,7 +608,6 @@
 | `MotherSphere` | [profile](https://github.com/MotherSphere) | no | NONE | 198d | `2026-04-18T14:28:07Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `mylesdebastion` | [profile](https://github.com/mylesdebastion) | no | NONE | 2781d | `2026-01-28T22:26:25Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `neilofneils404` | [profile](https://github.com/neilofneils404) | no | NONE | 74d | `2026-04-16T22:29:09Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
-| `neiro-yuchat` | [profile](https://github.com/neiro-yuchat) | no | NONE | 72d | `2026-04-11T17:45:15Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `nerua1` | [profile](https://github.com/nerua1) | no | NONE | 20d | `2026-04-12T19:44:51Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `nighting0615` | [profile](https://github.com/nighting0615) | no | NONE | 800d | `2026-04-14T07:39:00Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `nikilster` | [profile](https://github.com/nikilster) | no | NONE | 5275d | `2026-04-11T23:06:15Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -625,6 +622,7 @@
 | `openclawdg` | [profile](https://github.com/openclawdg) | no | NONE | 21d | `2026-04-14T20:28:41Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `OpenCnid` | [profile](https://github.com/OpenCnid) | no | NONE | 2977d | `2026-04-16T00:25:22Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `OurHobbyApp` | [profile](https://github.com/OurHobbyApp) | no | NONE | 330d | `2026-04-12T08:51:45Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
+| `palewire` | [profile](https://github.com/palewire) | yes | NONE | 6550d | `2026-04-18T16:38:20Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `pandaAIGC` | [profile](https://github.com/pandaAIGC) | no | NONE | 273d | `2026-04-14T07:58:01Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `paramiao` | [profile](https://github.com/paramiao) | no | NONE | 5277d | `2026-04-16T13:42:00Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `patricklee001` | [profile](https://github.com/patricklee001) | no | NONE | 46d | `2026-04-17T14:39:01Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -820,7 +818,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #68542: fix(auto-reply): preserve friendly basename for reply-media staging](https://github.com/openclaw/openclaw/pull/68542) — open
-- [PR #68492: fix(update-cli): capture macOS launchctl stderr to a log file instead of /dev/null](https://github.com/openclaw/openclaw/pull/68492) — open
+- [PR #68492: fix(update-cli): capture macOS launchctl stderr to a log file instead of /dev/null](https://github.com/openclaw/openclaw/pull/68492) — closed, merged
 - [PR #68399: fix(cli): reject --agent on models set/set-image instead of silently writing global default](https://github.com/openclaw/openclaw/pull/68399) — open
 
 ### `nightq`
@@ -1226,10 +1224,10 @@ Example artifacts:
 - heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #68404: fix: Published deployment token placeholder bypasses gateway...](https://github.com/openclaw/openclaw/pull/68404) — open
+- [PR #68404: fix: Published deployment token placeholder bypasses gateway...](https://github.com/openclaw/openclaw/pull/68404) — closed, merged
 - [PR #65655: fix: harden Mattermost slash callback auth](https://github.com/openclaw/openclaw/pull/65655) — open
 - [PR #65647: fix: harden Mattermost slash callback auth](https://github.com/openclaw/openclaw/pull/65647) — closed
-- [Issue #68403: [Bug]: Published deployment token placeholder bypasses gateway weak-secret guard](https://github.com/openclaw/openclaw/issues/68403) — open
+- [Issue #68403: [Bug]: Published deployment token placeholder bypasses gateway weak-secret guard](https://github.com/openclaw/openclaw/issues/68403) — closed
 - [Issue #65626: [Bug]: Browser control honors inactive gateway credentials despite explicit auth mode](https://github.com/openclaw/openclaw/issues/65626) — open
 - [Issue #65625: [Bug]: openclaw.podman.env ships empty gateway token with lan bind as default, exposing unauthenticated gateway if used directly](https://github.com/openclaw/openclaw/issues/65625) — closed
 
@@ -1309,12 +1307,12 @@ 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: `2026-04-18T05:01:02Z`
+- repo last seen: `2026-04-18T18:02:57Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **16**
 - snapshot authored PRs/issues: **15 PRs / 1 issues**
-- snapshot discussion activity: **458 comments / 2 reviews / 2 review comments**
+- snapshot discussion activity: **459 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`
@@ -1519,12 +1517,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aimadal1n)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aimadal1n)
 - repo first seen: `2026-04-09T00:47:07Z`
-- repo last seen: `2026-04-18T14:06:23Z`
+- repo last seen: `2026-04-18T18:01:51Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **12**
 - snapshot authored PRs/issues: **12 PRs / 0 issues**
-- snapshot discussion activity: **10 comments / 3 reviews / 3 review comments**
+- snapshot discussion activity: **11 comments / 3 reviews / 3 review comments**
 - account age: **1548 days**
 - recent public PR activity: **6 PRs** (0 merged / 2 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
 - public orgs: none visible
@@ -1533,7 +1531,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #68590: fix(memory-core): rewrite qmd index on managed collection repair](https://github.com/openclaw/openclaw/pull/68590) — open
-- [PR #68586: fix(memory-core): resolve runtime artifacts before wiki bridge status](https://github.com/openclaw/openclaw/pull/68586) — open
+- [PR #68586: fix(memory-core): resolve runtime artifacts before wiki bridge status](https://github.com/openclaw/openclaw/pull/68586) — closed
 - [PR #68567: fix(gateway): disable stale plugin cache at startup](https://github.com/openclaw/openclaw/pull/68567) — open
 
 ### `mushuiyu886`
@@ -3493,6 +3491,29 @@ 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
 
+### `bluesky6868`
+
+- profile: [github.com/bluesky6868](https://github.com/bluesky6868)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abluesky6868)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abluesky6868)
+- repo first seen: `2026-04-17T22:26:25Z`
+- repo last seen: `2026-04-18T18:06:21Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **4 PRs / 0 issues**
+- snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
+- account age: **3181 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #68658: security(ci): hoist docker-release manifest run: expressions into step env](https://github.com/openclaw/openclaw/pull/68658) — closed
+- [PR #68456: security(media): anchor sanitizeMimeType regex to reject malformed input](https://github.com/openclaw/openclaw/pull/68456) — open
+- [PR #68384: fix(secrets): reject noisy plain exec stdout](https://github.com/openclaw/openclaw/pull/68384) — open
+
 ### `briandevans`
 
 - profile: [github.com/briandevans](https://github.com/briandevans)
@@ -3844,12 +3865,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Azoneblaze)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Azoneblaze)
 - repo first seen: `2026-04-17T15:38:07Z`
-- repo last seen: `2026-04-17T21:00:22Z`
+- repo last seen: `2026-04-18T17:54:58Z`
 - 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**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
 - account age: **5505 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
@@ -4057,29 +4078,6 @@ 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
 
-### `bluesky6868`
-
-- profile: [github.com/bluesky6868](https://github.com/bluesky6868)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abluesky6868)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abluesky6868)
-- repo first seen: `2026-04-17T22:26:25Z`
-- repo last seen: `2026-04-18T07:35:10Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 1 reviews / 1 review comments**
-- account age: **3181 days**
-- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #68456: security(media): anchor sanitizeMimeType regex to reject malformed input](https://github.com/openclaw/openclaw/pull/68456) — open
-- [PR #68384: fix(secrets): reject noisy plain exec stdout](https://github.com/openclaw/openclaw/pull/68384) — open
-- [PR #68298: fix(discord): fail closed when bot identity is unavailable](https://github.com/openclaw/openclaw/pull/68298) — open
-
 ### `damselem`
 
 - profile: [github.com/damselem](https://github.com/damselem)
@@ -4379,29 +4377,6 @@ Example artifacts:
 - [PR #66881: test(qianfan,kimi-coding): add provider plugin and onboard config tests [AI-assisted]](https://github.com/openclaw/openclaw/pull/66881) — closed
 - [PR #64709: fix(process): handle Windows CJK encoding in child process output [AI-assisted]](https://github.com/openclaw/openclaw/pull/64709) — open
 
-### `shad0wca7`
-
-- profile: [github.com/shad0wca7](https://github.com/shad0wca7)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ashad0wca7)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ashad0wca7)
-- repo first seen: `2026-02-21T17:28:52Z`
-- repo last seen: `2026-04-14T16:27:22Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **6**
-- snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 1 reviews / 1 review comments**
-- account age: **4159 days**
-- recent public PR activity: **6 PRs** (1 merged / 0 closed-unmerged / 5 open; merged rate **17%**, closed-unmerged rate **0%**, open rate **83%**)
-- 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 #66671: fix: replace source-tree-relative runtime import in session-status-tool](https://github.com/openclaw/openclaw/pull/66671) — open, draft
-- [PR #64956: fix: dedupe session summaries by session id](https://github.com/openclaw/openclaw/pull/64956) — open
-- [PR #64617: Doctor: add regression coverage for archived transcript artifacts in orphan checks](https://github.com/openclaw/openclaw/pull/64617) — open
-
 ### `feiskyer`
 
 - profile: [github.com/feiskyer](https://github.com/feiskyer)
@@ -4531,12 +4506,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asteipete)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asteipete)
 - repo first seen: `2025-11-26T16:46:20Z`
-- repo last seen: `2026-04-18T17:12:47Z`
+- repo last seen: `2026-04-18T17:39:28Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **4 PRs / 1 issues**
-- snapshot discussion activity: **7031 comments / 4 reviews / 0 review comments**
+- snapshot discussion activity: **7033 comments / 4 reviews / 0 review comments**
 - account age: **6258 days**
 - recent public PR activity: **4 PRs** (2 merged / 2 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
 - public orgs: `Cocoaheads-Austria`, `mentalfaculty`, `ResearchKit`, `xcpretty`
@@ -6535,6 +6510,29 @@ Example artifacts:
 - [PR #64377: fix: include image param in sandbox media normalization [AI-assisted]](https://github.com/openclaw/openclaw/pull/64377) — closed, merged
 - [PR #64376: fix(infra): extend exec completion detection to cover local background exec formats [AI-assisted]](https://github.com/openclaw/openclaw/pull/64376) — closed, merged
 
+### `shad0wca7`
+
+- profile: [github.com/shad0wca7](https://github.com/shad0wca7)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ashad0wca7)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ashad0wca7)
+- repo first seen: `2026-02-21T17:28:52Z`
+- repo last seen: `2026-04-14T16:27:22Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **6 PRs / 0 issues**
+- snapshot discussion activity: **5 comments / 1 reviews / 1 review comments**
+- account age: **4159 days**
+- recent public PR activity: **6 PRs** (1 merged / 0 closed-unmerged / 5 open; merged rate **17%**, closed-unmerged rate **0%**, open rate **83%**)
+- 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 #66671: fix: replace source-tree-relative runtime import in session-status-tool](https://github.com/openclaw/openclaw/pull/66671) — open, draft
+- [PR #64956: fix: dedupe session summaries by session id](https://github.com/openclaw/openclaw/pull/64956) — open
+- [PR #64617: Doctor: add regression coverage for archived transcript artifacts in orphan checks](https://github.com/openclaw/openclaw/pull/64617) — open
+
 ### `smartchainark`
 
 - profile: [github.com/smartchainark](https://github.com/smartchainark)
@@ -6604,6 +6602,29 @@ Example artifacts:
 - [PR #64692: fix(plugins): always forward idempotencyKey in gateway subagent run](https://github.com/openclaw/openclaw/pull/64692) — closed
 - [PR #64469: fix(skills): add missing opening --- to taskflow and taskflow-inbox-triage SKILL.md frontmatter](https://github.com/openclaw/openclaw/pull/64469) — closed, merged
 
+### `saitama3292-onepunch`
+
+- profile: [github.com/saitama3292-onepunch](https://github.com/saitama3292-onepunch)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asaitama3292-onepunch)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asaitama3292-onepunch)
+- repo first seen: `2026-04-07T12:18:26Z`
+- repo last seen: `2026-04-18T17:29:43Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **5 PRs / 0 issues**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **18 days**
+- recent public PR activity: **3 PRs** (1 merged / 1 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **very new account**
+
+Example artifacts:
+- [PR #68650: fix: omit thinkingConfig for Gemini 3 Pro disabled case (fixes #62470)](https://github.com/openclaw/openclaw/pull/68650) — open
+- [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)
@@ -6821,12 +6842,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aayeshakhalid192007-dev)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aayeshakhalid192007-dev)
 - repo first seen: `2026-04-02T13:08:35Z`
-- repo last seen: `2026-04-17T12:28:18Z`
+- repo last seen: `2026-04-18T17:30:33Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 2 reviews / 2 review comments**
+- snapshot discussion activity: **5 comments / 2 reviews / 2 review comments**
 - account age: **172 days**
 - recent public PR activity: **4 PRs** (0 merged / 1 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **25%**, open rate **75%**)
 - public orgs: none visible
@@ -6930,30 +6951,6 @@ Example artifacts:
 - [PR #64398: fix(cli): strip null bytes from system prompt before spawn](https://github.com/openclaw/openclaw/pull/64398) — closed
 - [PR #64390: fix(model): guard normalizeResolvedModel against undefined model param](https://github.com/openclaw/openclaw/pull/64390) — open
 
-### `Arry8`
-
-- profile: [github.com/Arry8](https://github.com/Arry8)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AArry8)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AArry8)
-- repo first seen: `2026-03-13T19:47:00Z`
-- repo last seen: `2026-04-11T18:08:05Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **2 PRs / 2 issues**
-- snapshot discussion activity: **13 comments / 0 reviews / 0 review comments**
-- account age: **53 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 #64957: chore: remove junk files from repo root](https://github.com/openclaw/openclaw/pull/64957) — open
-- [PR #53237: feat: cron improvements, skill triggers, twilio-sms, webchat attachments, control-ui IP guard](https://github.com/openclaw/openclaw/pull/53237) — open
-- [Issue #63088: [Bug]: v2026.4.7 release tag does not compile — TypeScript errors in model-selection.ts, commands-config.ts, acpx/runtime.ts](https://github.com/openclaw/openclaw/issues/63088) — closed
-- [Issue #61389: fix(config): tighten Zod min constraints for channelStaleEventThresholdMinutes and channelMaxRestartsPerHour](https://github.com/openclaw/openclaw/issues/61389) — open
-
 ### `ggzeng`
 
 - profile: [github.com/ggzeng](https://github.com/ggzeng)
@@ -7784,7 +7781,7 @@ Example artifacts:
 - heuristic read: **high open PR share**
 
 Example artifacts:
-- [PR #67508: fix(agents): prefer target agent's bound Matrix account for subagent spawns](https://github.com/openclaw/openclaw/pull/67508) — open
+- [PR #67508: fix(agents): prefer target agent's bound Matrix account for subagent spawns](https://github.com/openclaw/openclaw/pull/67508) — closed, merged
 - [Issue #68629: build:docker missing write-npm-update-compat-sidecars step causes intermittent Install Smoke failures](https://github.com/openclaw/openclaw/issues/68629) — closed
 - [Issue #67749: resolveFirstBoundAccountId should honor guild/team/role constraints on AgentRouteBinding](https://github.com/openclaw/openclaw/issues/67749) — open
 - [Issue #66218: [Bug] `build:plugin-sdk:dts` fails on v2026.4.12: Cannot find module zca-js when building zalouser extension types](https://github.com/openclaw/openclaw/issues/66218) — closed
@@ -7795,12 +7792,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aperlowja)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aperlowja)
 - repo first seen: `2026-04-02T20:34:32Z`
-- repo last seen: `2026-04-15T20:08:21Z`
+- repo last seen: `2026-04-18T17:21:06Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **1 PRs / 5 issues**
-- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
 - account age: **772 days**
 - recent public PR activity: **8 PRs** (1 merged / 6 closed-unmerged / 1 open; merged rate **12%**, closed-unmerged rate **75%**, open rate **12%**)
 - public orgs: none visible
@@ -7810,8 +7807,8 @@ Example artifacts:
 Example artifacts:
 - [PR #66652: feat(tools): add model_spawn tool — live session model switch and parallel ephemeral spawns](https://github.com/openclaw/openclaw/pull/66652) — open
 - [Issue #67367: zeroclaw v0.6.9: Four blocking issues for Python-based agentic skills (native runtime, PYTHONPATH, prompt injection, sandbox defaults)](https://github.com/openclaw/openclaw/issues/67367) — open
-- [Issue #67348: feat(agent): add --model flag to openclaw agent for per-invocation model selection](https://github.com/openclaw/openclaw/issues/67348) — open
-- [Issue #67180: bug(web-ui): streaming markdown flickers — full DOM replacement on every token via unsafeHTML](https://github.com/openclaw/openclaw/issues/67180) — open
+- [Issue #67348: feat(agent): add --model flag to openclaw agent for per-invocation model selection](https://github.com/openclaw/openclaw/issues/67348) — closed
+- [Issue #67180: bug(web-ui): streaming markdown flickers — full DOM replacement on every token via unsafeHTML](https://github.com/openclaw/openclaw/issues/67180) — closed
 
 ### `aaronwong1989`
 
@@ -9154,28 +9151,6 @@ Example artifacts:
 - [PR #67262: fix(heartbeat): suppress async relay when payload is missing](https://github.com/openclaw/openclaw/pull/67262) — open
 - [Issue #66595: Async relay heartbeat can emit 'result shown above' without payload](https://github.com/openclaw/openclaw/issues/66595) — open
 
-### `mrozentsvayg`
-
-- profile: [github.com/mrozentsvayg](https://github.com/mrozentsvayg)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amrozentsvayg)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amrozentsvayg)
-- repo first seen: `2026-03-17T16:24:51Z`
-- repo last seen: `2026-04-12T01:35:35Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **3 comments / 4 reviews / 4 review comments**
-- account age: **3323 days**
-- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #64953: fix(models): respect models.mode=replace in model picker and gateway catalog](https://github.com/openclaw/openclaw/pull/64953) — open
-- [Issue #64950: Model picker ignores models.mode=replace, shows full catalog](https://github.com/openclaw/openclaw/issues/64950) — open
-
 ### `mujiannan`
 
 - profile: [github.com/mujiannan](https://github.com/mujiannan)
@@ -10071,7 +10046,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aaltierac)
 - repo first seen: `2026-04-18T16:22:48Z`
 - repo last seen: `2026-04-18T16:22:48Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -10281,7 +10256,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aatlaspetco)
 - repo first seen: `2026-04-18T16:50:49Z`
 - repo last seen: `2026-04-18T16:50:49Z`
-- 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**
@@ -10316,6 +10291,27 @@ Example artifacts:
 Example artifacts:
 - [PR #67674: Remove stale canon package scripts](https://github.com/openclaw/openclaw/pull/67674) — closed
 
+### `avirweb`
+
+- profile: [github.com/avirweb](https://github.com/avirweb)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aavirweb)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aavirweb)
+- repo first seen: `2026-02-07T17:32:01Z`
+- repo last seen: `2026-04-18T17:37:58Z`
+- first seen in snapshot: **yes**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
+- account age: **81 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 #68654: perf: reduce lazy CLI startup plugin loading](https://github.com/openclaw/openclaw/pull/68654) — open
+
 ### `ayteks`
 
 - profile: [github.com/ayteks](https://github.com/ayteks)
@@ -11373,7 +11369,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aedokeh)
 - repo first seen: `2026-04-18T16:57:39Z`
 - repo last seen: `2026-04-18T16:57:39Z`
-- 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**
@@ -11450,27 +11446,6 @@ Example artifacts:
 Example artifacts:
 - [PR #67221: googlechat: fix add-on token principal check for email-based appPrincipal](https://github.com/openclaw/openclaw/pull/67221) — open
 
-### `ejames-dev`
-
-- profile: [github.com/ejames-dev](https://github.com/ejames-dev)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aejames-dev)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aejames-dev)
-- repo first seen: `2026-04-11T17:46:20Z`
-- repo last seen: `2026-04-11T19:11:14Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **584 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 #64942: chore: bump OpenClaw version to 2026.4.11-beta.1](https://github.com/openclaw/openclaw/pull/64942) — open
-
 ### `ejc3`
 
 - profile: [github.com/ejc3](https://github.com/ejc3)
@@ -13327,7 +13302,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AKzino)
 - repo first seen: `2026-04-18T16:27:08Z`
 - repo last seen: `2026-04-18T16:27:08Z`
-- 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**
@@ -13425,27 +13400,6 @@ Example artifacts:
 Example artifacts:
 - [PR #67269: feat(feishu): support custom event handlers via configuration](https://github.com/openclaw/openclaw/pull/67269) — open
 
-### `LaurentMazare`
-
-- profile: [github.com/LaurentMazare](https://github.com/LaurentMazare)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ALaurentMazare)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ALaurentMazare)
-- repo first seen: `2026-04-11T18:11:55Z`
-- repo last seen: `2026-04-11T18:11:55Z`
-- 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: **5331 days**
-- recent public PR activity: **6 PRs** (4 merged / 0 closed-unmerged / 2 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
-- public orgs: `kyutai-labs`
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #64958: Add Gradium text to speech integration](https://github.com/openclaw/openclaw/pull/64958) — open
-
 ### `leonidas1712`
 
 - profile: [github.com/leonidas1712](https://github.com/leonidas1712)
@@ -14118,27 +14072,6 @@ Example artifacts:
 Example artifacts:
 - [PR #67843: fix: pass directories to provider stream wrappers](https://github.com/openclaw/openclaw/pull/67843) — open
 
-### `neiro-yuchat`
-
-- profile: [github.com/neiro-yuchat](https://github.com/neiro-yuchat)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aneiro-yuchat)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aneiro-yuchat)
-- repo first seen: `2026-04-11T17:45:15Z`
-- repo last seen: `2026-04-11T17:45:15Z`
-- 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: **72 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 **medium**
-- heuristic read: **very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #64941: feat(config): pin auth profiles via model aliases](https://github.com/openclaw/openclaw/pull/64941) — closed
-
 ### `nerua1`
 
 - profile: [github.com/nerua1](https://github.com/nerua1)
@@ -14433,6 +14366,27 @@ Example artifacts:
 Example artifacts:
 - [PR #65266: PC Aion setup + Telegram output fix + itplug auto-update timer](https://github.com/openclaw/openclaw/pull/65266) — open
 
+### `palewire`
+
+- profile: [github.com/palewire](https://github.com/palewire)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Apalewire)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Apalewire)
+- repo first seen: `2026-04-18T16:38:20Z`
+- repo last seen: `2026-04-18T17:41:36Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
+- account age: **6550 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: `pastpages`, `california-civic-data-coalition`, `palermo-hollywood`
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #68651: Gateway/config: add models.pricing.enabled to skip pricing bootstrap](https://github.com/openclaw/openclaw/pull/68651) — open
+
 ### `pandaAIGC`
 
 - profile: [github.com/pandaAIGC](https://github.com/pandaAIGC)
@@ -15259,12 +15213,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asecondfry)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asecondfry)
 - repo first seen: `2026-04-13T19:30:49Z`
-- repo last seen: `2026-04-14T18:16:07Z`
+- repo last seen: `2026-04-18T18:19:37Z`
 - 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 / 6 reviews / 6 review comments**
+- snapshot discussion activity: **2 comments / 7 reviews / 7 review comments**
 - account age: **5691 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

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+  "artifacts": {
+    "new_contributors_json": "new-contributors-report.json",
+    "new_contributors_markdown": "new-contributors-report.md",
+    "new_contributors_parquet": "new_contributors.parquet"
+  },
+  "counts": {
+    "comments": 136508,
+    "issues": 4481,
+    "links": 44408,
+    "new_contributors": 714,
+    "pr_diffs": 3293,
+    "pr_files": 67188,
+    "pull_requests": 3293,
+    "review_comments": 17235,
+    "reviews": 13106,
+    "timeline_events": 53693
+  },
+  "crawl_started_at": "2026-04-18T18:20:35Z",
+  "delta_counts": {
+    "comments": 24,
+    "issue_stubs": 38,
+    "issues": 17,
+    "links": 61,
+    "pr_diffs": 21,
+    "pr_files": 176,
+    "pull_requests": 21,
+    "review_comments": 151,
+    "reviews": 121,
+    "timeline_events": 1572
+  },
+  "extracted_at": "2026-04-18T18:20:35Z",
+  "repo": "openclaw/openclaw",
+  "snapshot_id": "20260418T182035Z",
+  "watermark": {
+    "effective_since": "2026-04-18T17:20:35Z",
+    "next_since": "2026-04-18T18:20:35Z"
+  }
+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260418T172035Z/manifest.json",
-  "latest_snapshot_id": "20260418T172035Z",
+  "archived_manifest_path": "snapshots/20260418T182035Z/manifest.json",
+  "latest_snapshot_id": "20260418T182035Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-04-18T17:20:35Z",
+  "next_since": "2026-04-18T18:20:35Z",
   "repo": "openclaw/openclaw",
-  "snapshot_dir": "snapshots/20260418T172035Z"
+  "snapshot_dir": "snapshots/20260418T182035Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-04-18T16:20:35Z",
-  "last_successful_snapshot_id": "20260418T172035Z",
-  "next_since": "2026-04-18T17:20:35Z",
+  "effective_since": "2026-04-18T17:20:35Z",
+  "last_successful_snapshot_id": "20260418T182035Z",
+  "next_since": "2026-04-18T18:20:35Z",
   "repo": "openclaw/openclaw",
-  "updated_at": "2026-04-18T17:20:35Z"
+  "updated_at": "2026-04-18T18:20:35Z"
 }