Refresh openclaw dataset snapshot 20260418T172035Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
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-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 3320,
-      "young_account": false,
-      "follow_through_score": "strong",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "\u2014",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 8,
-        "merged_pr_count": 7,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 1,
-        "merged_pr_rate": 0.875,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 0.125,
-        "distinct_repos_with_authored_prs": 2,
-        "distinct_repos_with_open_prs": 1
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 64920,
-            "title": "fix(feishu): route topic-group messages through per-thread sequential lanes",
-            "url": "https://github.com/openclaw/openclaw/pull/64920",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-11T17:00:18Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "richarsun",
       "name": null,
@@ -45564,63 +45756,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "sjz-ks",
-      "name": null,
-      "profile_url": "https://github.com/sjz-ks",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asjz-ks",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asjz-ks",
-      "repo_first_seen_at": "2026-04-11T16:30:37Z",
-      "repo_last_seen_at": "2026-04-12T13:08:49Z",
-      "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 6,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 1,
-      "snapshot_comment_count": 1,
-      "snapshot_review_count": 2,
-      "snapshot_review_comment_count": 2,
-      "repo_association": "NONE",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 738,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high open PR share; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 3,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 1,
-        "open_pr_count": 2,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 0.3333,
-        "still_open_pr_rate": 0.6667,
-        "distinct_repos_with_authored_prs": 2,
-        "distinct_repos_with_open_prs": 2
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 64907,
-            "title": "Plugin SDK: add canonical tool result hook",
-            "url": "https://github.com/openclaw/openclaw/pull/64907",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-11T16:30:37Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "skainguyen1412",
       "name": "Thien Nguyen",
@@ -46592,63 +46727,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "TheDragon",
-      "name": "sonamChopheld",
-      "profile_url": "https://github.com/TheDragon",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ATheDragon",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ATheDragon",
-      "repo_first_seen_at": "2026-04-11T16:46:55Z",
-      "repo_last_seen_at": "2026-04-11T16:46:55Z",
-      "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 1,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 1,
-      "snapshot_comment_count": 0,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "NONE",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 1734,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 1,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 1,
-        "open_pr_count": 0,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 1.0,
-        "still_open_pr_rate": 0.0,
-        "distinct_repos_with_authored_prs": 1,
-        "distinct_repos_with_open_prs": 0
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 64915,
-            "title": "Change service plan to free and update env vars",
-            "url": "https://github.com/openclaw/openclaw/pull/64915",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-11T16:46:55Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "thewilloftheshadow",
       "name": "Shadow",

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: openclaw/openclaw
 
-- Snapshot: `20260418T162035Z`
-- Generated: `2026-04-18T16:23:36Z`
+- Snapshot: `20260418T172035Z`
+- Generated: `2026-04-18T17:23:11Z`
 - Activity window: `7d`
-- Contributors: `715`
+- Contributors: `716`
 
 ## Summary
 
@@ -16,8 +16,8 @@
 | `nightq` | [profile](https://github.com/nightq) | no | CONTRIBUTOR | 4825d | `2026-04-01T13:17:35Z` | 39 | 1 | weak | low | medium | extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
 | `neeravmakwana` | [profile](https://github.com/neeravmakwana) | no | CONTRIBUTOR | 64d | `2026-02-24T02:57:36Z` | 38 | 0 | weak | low | medium | very new account; high recent PR volume; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `w-sss` | [profile](https://github.com/w-sss) | no | CONTRIBUTOR | 391d | `2026-03-16T09:14:04Z` | 34 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `Takhoffman` | [profile](https://github.com/Takhoffman) | no | CONTRIBUTOR | 5455d | `2026-01-27T16:37:08Z` | 32 | 1 | mixed | low | low | high recent PR volume; targets high-star repos |
 | `Jah-yee` | [profile](https://github.com/Jah-yee) | no | NONE | 735d | `2026-03-03T03:34:57Z` | 31 | 11 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `Takhoffman` | [profile](https://github.com/Takhoffman) | no | CONTRIBUTOR | 5455d | `2026-01-27T16:37:08Z` | 31 | 1 | mixed | low | low | high recent PR volume; targets high-star repos |
 | `hxy91819` | [profile](https://github.com/hxy91819) | no | MEMBER | 4229d | `2026-03-13T11:26:05Z` | 30 | 1 | mixed | low | low | high recent PR volume; targets high-star repos |
 | `kagura-agent` | [profile](https://github.com/kagura-agent) | no | CONTRIBUTOR | 32d | `2026-03-18T00:16:55Z` | 27 | 7 | mixed | high | high | very new account; extremely high recent PR volume; broad repo spread; high open PR share |
 | `eleqtrizit` | [profile](https://github.com/eleqtrizit) | no | CONTRIBUTOR | 3150d | `2026-04-07T18:17:36Z` | 23 | 0 | strong | low | low | targets high-star repos |
@@ -82,6 +82,7 @@
 | `visionik` | [profile](https://github.com/visionik) | no | CONTRIBUTOR | 6279d | `2026-01-02T09:08:10Z` | 7 | 1 | weak | moderate | low | many recent closed-unmerged PRs |
 | `coder999999999` | [profile](https://github.com/coder999999999) | no | NONE | 1804d | `2026-04-12T06:08:33Z` | 7 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ImLukeF` | [profile](https://github.com/ImLukeF) | no | MEMBER | 1650d | `2026-03-10T16:03:05Z` | 7 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
+| `likewen-tech` | [profile](https://github.com/likewen-tech) | no | NONE | 477d | `2026-04-17T13:44:27Z` | 7 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `Mlightsnow` | [profile](https://github.com/Mlightsnow) | no | CONTRIBUTOR | 1899d | `2026-04-09T22:29:10Z` | 7 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `MukundaKatta` | [profile](https://github.com/MukundaKatta) | no | NONE | 1526d | `2026-04-14T18:43:33Z` | 7 | 0 | mixed | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars |
 | `oliviareid-svg` | [profile](https://github.com/oliviareid-svg) | no | CONTRIBUTOR | 27d | `2026-03-22T06:41:01Z` | 7 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -110,7 +111,6 @@
 | `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 |
 | `jasonmakr` | [profile](https://github.com/jasonmakr) | no | NONE | 39d | `2026-04-18T02:14:36Z` | 5 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `joshavant` | [profile](https://github.com/joshavant) | no | CONTRIBUTOR | 5430d | `2026-02-19T23:12:53Z` | 5 | 0 | strong | low | low | targets high-star repos |
-| `likewen-tech` | [profile](https://github.com/likewen-tech) | no | NONE | 477d | `2026-04-17T13:44:27Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `plgonzalezrx8` | [profile](https://github.com/plgonzalezrx8) | no | CONTRIBUTOR | 3595d | `2026-01-31T01:53:17Z` | 5 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `sahilsatralkar` | [profile](https://github.com/sahilsatralkar) | no | CONTRIBUTOR | 2210d | `2026-02-20T15:02:41Z` | 5 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `sharkqwy` | [profile](https://github.com/sharkqwy) | no | NONE | 5196d | `2026-03-24T04:06:08Z` | 5 | 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 |
-| `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 |
 | `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 |
@@ -222,7 +221,7 @@
 | `IshanDaga` | [profile](https://github.com/IshanDaga) | no | NONE | 4222d | `2026-04-13T19:01:38Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `isopenclaw` | [profile](https://github.com/isopenclaw) | no | NONE | 48d | `2026-04-16T01:27:05Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `iubns` | [profile](https://github.com/iubns) | no | NONE | 4512d | `2026-03-17T18:37:20Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `josmithiii` | [profile](https://github.com/josmithiii) | no | NONE | 4984d | `2026-04-14T06:34:16Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `josmithiii` | [profile](https://github.com/josmithiii) | no | CONTRIBUTOR | 4984d | `2026-04-14T06:34:16Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `JQRobert` | [profile](https://github.com/JQRobert) | no | NONE | 46d | `2026-04-13T05:33:05Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `jquadrino` | [profile](https://github.com/jquadrino) | no | NONE | 533d | `2026-02-21T06:24:49Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `kvnkho` | [profile](https://github.com/kvnkho) | no | NONE | 3116d | `2026-04-13T21:57:52Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -239,6 +238,7 @@
 | `Nimraakram22` | [profile](https://github.com/Nimraakram22) | no | NONE | 82d | `2026-04-17T19:03:24Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `notamicrodose` | [profile](https://github.com/notamicrodose) | no | NONE | 1835d | `2026-04-14T06:48:41Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `osolmaz` | [profile](https://github.com/osolmaz) | no | CONTRIBUTOR | 4948d | `2026-02-16T18:46:02Z` | 2 | 0 | strong | low | low | targets high-star repos |
+| `pandego` | [profile](https://github.com/pandego) | no | CONTRIBUTOR | 4334d | `2026-02-20T21:19:18Z` | 2 | 0 | weak | moderate | low | high open PR share |
 | `Patrick-Erichsen` | [profile](https://github.com/Patrick-Erichsen) | no | NONE | 3581d | `2026-04-16T20:38:05Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `questionares` | [profile](https://github.com/questionares) | no | NONE | 390d | `2026-04-14T10:33:49Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `rhinoroo` | [profile](https://github.com/rhinoroo) | no | NONE | 4034d | `2026-04-12T04:14:07Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -252,11 +252,11 @@
 | `sunapi386` | [profile](https://github.com/sunapi386) | no | NONE | 5336d | `2026-04-16T06:21:03Z` | 2 | 0 | mixed | moderate | low | — |
 | `thesomewhatyou` | [profile](https://github.com/thesomewhatyou) | no | CONTRIBUTOR | 768d | `2026-02-08T01:46:55Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `tmimmanuel` | [profile](https://github.com/tmimmanuel) | no | CONTRIBUTOR | 3882d | `2026-04-14T01:17:36Z` | 2 | 0 | mixed | moderate | low | targets high-star repos |
-| `trudbot` | [profile](https://github.com/trudbot) | no | NONE | 1655d | `2026-04-11T17:13:42Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `weichengdeng` | [profile](https://github.com/weichengdeng) | no | NONE | 905d | `2026-04-12T10:16:34Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `yangxiyucs` | [profile](https://github.com/yangxiyucs) | no | NONE | 3510d | `2026-04-13T14:23:50Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ymaxgit` | [profile](https://github.com/ymaxgit) | no | NONE | 3289d | `2026-04-17T07:53:18Z` | 2 | 0 | mixed | low | low | high open PR share; no visible non-self stars |
 | `zhangyue19921010` | [profile](https://github.com/zhangyue19921010) | no | NONE | 2066d | `2026-04-17T03:44:42Z` | 2 | 0 | weak | low | low | high open PR share |
+| `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 |
 | `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 |
@@ -304,6 +304,7 @@
 | `Lutz2015` | [profile](https://github.com/Lutz2015) | no | NONE | 3824d | `2026-04-10T05:26:49Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `mitmul` | [profile](https://github.com/mitmul) | no | NONE | 5513d | `2026-04-08T03:40:41Z` | 2 | 0 | strong | low | low | — |
 | `SYU8384` | [profile](https://github.com/SYU8384) | no | NONE | 2209d | `2026-04-09T18:58:16Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `trudbot` | [profile](https://github.com/trudbot) | no | NONE | 1655d | `2026-04-11T17:13:42Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `uninhibite-scholar` | [profile](https://github.com/uninhibite-scholar) | no | NONE | 182d | `2026-03-11T05:00:45Z` | 2 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `wangshu94` | [profile](https://github.com/wangshu94) | no | NONE | 2454d | `2026-03-24T16:29:43Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `wittam-01` | [profile](https://github.com/wittam-01) | no | CONTRIBUTOR | 20d | `2026-04-09T14:43:04Z` | 2 | 0 | mixed | low | medium | very new account; no visible non-self stars |
@@ -362,6 +363,7 @@
 | `JerrettDavis` | [profile](https://github.com/JerrettDavis) | no | CONTRIBUTOR | 4925d | `2026-04-14T02:52:18Z` | 1 | 1 | strong | moderate | low | high recent PR volume |
 | `jgallowa07` | [profile](https://github.com/jgallowa07) | no | NONE | 3459d | `2026-04-16T04:11:01Z` | 1 | 1 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `jochenfrey` | [profile](https://github.com/jochenfrey) | no | NONE | 5312d | `2026-04-12T19:51:55Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `JoeshpCheung` | [profile](https://github.com/JoeshpCheung) | no | NONE | 2752d | `2026-04-18T15:28:55Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `karlhillx` | [profile](https://github.com/karlhillx) | no | NONE | 3907d | `2026-03-16T07:07:02Z` | 1 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `Knightmare6890` | [profile](https://github.com/Knightmare6890) | no | NONE | 1784d | `2026-04-15T17:23:25Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `KnightNiwrem` | [profile](https://github.com/KnightNiwrem) | no | NONE | 4169d | `2026-04-13T07:50:13Z` | 1 | 1 | weak | moderate | low | many recent closed-unmerged PRs |
@@ -407,7 +409,6 @@
 | `acewhitegui` | [profile](https://github.com/acewhitegui) | no | NONE | 3315d | `2026-04-17T07:57:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `adapepper` | [profile](https://github.com/adapepper) | no | NONE | 71d | `2026-04-15T23:40:57Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `agent-merkava` | [profile](https://github.com/agent-merkava) | no | NONE | 50d | `2026-04-15T21:25:47Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
-| `Agnuxo1` | [profile](https://github.com/Agnuxo1) | no | NONE | 741d | `2026-02-18T13:21:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ahbi1006-hue` | [profile](https://github.com/ahbi1006-hue) | no | NONE | 12d | `2026-04-18T07:30:52Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `AlainSainteCroix` | [profile](https://github.com/AlainSainteCroix) | no | NONE | 631d | `2026-04-16T20:37:03Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `alex-latitude` | [profile](https://github.com/alex-latitude) | no | NONE | 323d | `2026-04-13T22:11:34Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -416,6 +417,7 @@
 | `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 |
 | `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 |
@@ -425,6 +427,7 @@
 | `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 |
 | `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 |
 | `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 |
@@ -476,6 +479,7 @@
 | `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 |
 | `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 |
@@ -568,6 +572,7 @@
 | `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 |
 | `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 |
@@ -578,7 +583,7 @@
 | `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 |
 | `lilesjtu` | [profile](https://github.com/lilesjtu) | no | NONE | 35d | `2026-04-14T05:38:14Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `linuxhgw` | [profile](https://github.com/linuxhgw) | no | NONE | 3473d | `2026-04-17T18:30:52Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `Little-viva1` | [profile](https://github.com/Little-viva1) | yes | NONE | 639d | `2026-04-18T16:06:34Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `Little-viva1` | [profile](https://github.com/Little-viva1) | no | NONE | 639d | `2026-04-18T16:06:34Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `liuchuanjie` | [profile](https://github.com/liuchuanjie) | no | NONE | 2741d | `2026-04-14T11:48:46Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `LiuYihey` | [profile](https://github.com/LiuYihey) | no | NONE | 252d | `2026-04-14T08:00:20Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `lucasheriques` | [profile](https://github.com/lucasheriques) | no | NONE | 3985d | `2026-04-16T15:26:35Z` | 1 | 0 | mixed | low | low | targets high-star repos |
@@ -621,7 +626,6 @@
 | `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 |
 | `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 |
-| `pandego` | [profile](https://github.com/pandego) | no | CONTRIBUTOR | 4334d | `2026-02-20T21:19:18Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `paramiao` | [profile](https://github.com/paramiao) | no | NONE | 5277d | `2026-04-16T13:42:00Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `patricklee001` | [profile](https://github.com/patricklee001) | no | NONE | 46d | `2026-04-17T14:39:01Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `peking2` | [profile](https://github.com/peking2) | no | NONE | 4842d | `2026-04-18T14:09:14Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -639,7 +643,6 @@
 | `RafeSymonds` | [profile](https://github.com/RafeSymonds) | no | NONE | 955d | `2026-04-14T13:59:49Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `reopenpilot` | [profile](https://github.com/reopenpilot) | no | NONE | 856d | `2026-04-13T08:28:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `revision-co-ltd` | [profile](https://github.com/revision-co-ltd) | no | NONE | 339d | `2026-04-17T16:33:51Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
-| `riba2534` | [profile](https://github.com/riba2534) | no | NONE | 3320d | `2026-04-11T17:00:18Z` | 1 | 0 | strong | low | low | — |
 | `richarsun` | [profile](https://github.com/richarsun) | no | NONE | 1218d | `2026-03-14T01:39:30Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `rjchien728` | [profile](https://github.com/rjchien728) | no | CONTRIBUTOR | 3574d | `2026-04-14T18:27:25Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `rjcloudsigma` | [profile](https://github.com/rjcloudsigma) | no | NONE | 4308d | `2026-04-15T02:14:05Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -668,7 +671,6 @@
 | `SimbaKingjoe` | [profile](https://github.com/SimbaKingjoe) | no | NONE | 1147d | `2026-04-13T10:48:04Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `simon-marcus` | [profile](https://github.com/simon-marcus) | no | NONE | 3765d | `2026-04-13T01:41:40Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `SimoneB79` | [profile](https://github.com/SimoneB79) | no | NONE | 841d | `2026-04-14T08:35:51Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `sjz-ks` | [profile](https://github.com/sjz-ks) | no | NONE | 738d | `2026-04-11T16:30:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `skainguyen1412` | [profile](https://github.com/skainguyen1412) | no | CONTRIBUTOR | 3868d | `2026-04-13T04:22:58Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `skernelx` | [profile](https://github.com/skernelx) | no | NONE | 118d | `2026-04-18T04:11:36Z` | 1 | 0 | weak | low | medium | young account; high open PR share; targets high-star repos |
 | `smartaz` | [profile](https://github.com/smartaz) | no | NONE | 4804d | `2026-04-12T20:08:30Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -686,7 +688,6 @@
 | `tardigrde` | [profile](https://github.com/tardigrde) | no | NONE | 3106d | `2026-04-15T05:54:30Z` | 1 | 0 | weak | low | low | high open PR share |
 | `tars90percent` | [profile](https://github.com/tars90percent) | no | CONTRIBUTOR | 107d | `2026-04-13T11:28:23Z` | 1 | 0 | weak | low | medium | young account; high open PR share; targets high-star repos |
 | `TheDillonHall` | [profile](https://github.com/TheDillonHall) | no | NONE | 1109d | `2026-04-17T21:36:47Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `TheDragon` | [profile](https://github.com/TheDragon) | no | NONE | 1734d | `2026-04-11T16:46:55Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `thewilloftheshadow` | [profile](https://github.com/thewilloftheshadow) | no | MEMBER | 3009d | `2025-12-17T05:45:19Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `thinhhh-beep` | [profile](https://github.com/thinhhh-beep) | no | NONE | 2d | `2026-04-16T18:25:19Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `thomasquintana` | [profile](https://github.com/thomasquintana) | no | NONE | 5042d | `2026-04-14T00:10:29Z` | 1 | 0 | weak | low | low | high open PR share |
@@ -756,12 +757,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Avincentkoc)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Avincentkoc)
 - repo first seen: `2026-02-03T19:03:56Z`
-- repo last seen: `2026-04-18T16:02:28Z`
+- repo last seen: `2026-04-18T17:13:08Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **54**
 - snapshot authored PRs/issues: **54 PRs / 0 issues**
-- snapshot discussion activity: **1865 comments / 7 reviews / 7 review comments**
+- snapshot discussion activity: **1868 comments / 7 reviews / 7 review comments**
 - account age: **6420 days**
 - recent public PR activity: **44 PRs** (35 merged / 3 closed-unmerged / 6 open; merged rate **80%**, closed-unmerged rate **7%**, open rate **14%**)
 - public orgs: `comet-ml`, `Orange-Submarine`, `kontology`, `Locomotive-Ventures`, `openclaw`
@@ -779,12 +780,12 @@ 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: `2026-04-18T16:09:50Z`
+- repo last seen: `2026-04-18T16:48:01Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **100**
 - snapshot authored PRs/issues: **51 PRs / 49 issues**
-- snapshot discussion activity: **240 comments / 1153 reviews / 1153 review comments**
+- snapshot discussion activity: **240 comments / 1191 reviews / 1191 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`
@@ -892,6 +893,30 @@ Example artifacts:
 - [PR #65178: fix: case-insensitive model lookup for image support resolution](https://github.com/openclaw/openclaw/pull/65178) — open
 - [PR #65167: fix: dispatch plugin hooks (before_prompt_build, agent_end) in cli-runner](https://github.com/openclaw/openclaw/pull/65167) — open
 
+### `Takhoffman`
+
+- profile: [github.com/Takhoffman](https://github.com/Takhoffman)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ATakhoffman)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ATakhoffman)
+- repo first seen: `2026-01-27T16:37:08Z`
+- repo last seen: `2026-04-18T16:45:32Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **33**
+- snapshot authored PRs/issues: **32 PRs / 1 issues**
+- snapshot discussion activity: **1106 comments / 149 reviews / 149 review comments**
+- account age: **5455 days**
+- recent public PR activity: **26 PRs** (15 merged / 7 closed-unmerged / 4 open; merged rate **58%**, closed-unmerged rate **27%**, open rate **15%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #68644: feat: no_reply tuning and customization per conversation type](https://github.com/openclaw/openclaw/pull/68644) — open
+- [PR #68635: feat: add soft reset command](https://github.com/openclaw/openclaw/pull/68635) — open
+- [PR #68627: Feat: introduce lab, custom model and agent overrides and gpt 5.4 overrides](https://github.com/openclaw/openclaw/pull/68627) — open
+- [Issue #51619: [Bug]: mitmproxy integration broken - LLM ERROR](https://github.com/openclaw/openclaw/issues/51619) — closed
+
 ### `Jah-yee`
 
 - profile: [github.com/Jah-yee](https://github.com/Jah-yee)
@@ -918,30 +943,6 @@ Example artifacts:
 - [Issue #65868: [Feature]: Improve QQBot error messages with actionable guidance and docs links](https://github.com/openclaw/openclaw/issues/65868) — open
 - [Issue #65866: [Feature]: Document MiniMax TTS environment variables (MINIMAX_TTS_MODEL, MINIMAX_TTS_VOICE_ID)](https://github.com/openclaw/openclaw/issues/65866) — open
 
-### `Takhoffman`
-
-- profile: [github.com/Takhoffman](https://github.com/Takhoffman)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ATakhoffman)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ATakhoffman)
-- repo first seen: `2026-01-27T16:37:08Z`
-- repo last seen: `2026-04-18T16:18:30Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **32**
-- snapshot authored PRs/issues: **31 PRs / 1 issues**
-- snapshot discussion activity: **1106 comments / 149 reviews / 149 review comments**
-- account age: **5455 days**
-- recent public PR activity: **26 PRs** (15 merged / 7 closed-unmerged / 4 open; merged rate **58%**, closed-unmerged rate **27%**, open rate **15%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **high recent PR volume; targets high-star repos**
-
-Example artifacts:
-- [PR #68635: feat: add soft reset command](https://github.com/openclaw/openclaw/pull/68635) — open
-- [PR #68627: Feat: introduce lab, custom model and agent overrides and gpt 5.4 overrides](https://github.com/openclaw/openclaw/pull/68627) — open
-- [PR #68289: feat(workspace): add safe workspace reset command](https://github.com/openclaw/openclaw/pull/68289) — open
-- [Issue #51619: [Bug]: mitmproxy integration broken - LLM ERROR](https://github.com/openclaw/openclaw/issues/51619) — closed
-
 ### `hxy91819`
 
 - profile: [github.com/hxy91819](https://github.com/hxy91819)
@@ -1140,12 +1141,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amcaxtr)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amcaxtr)
 - repo first seen: `2026-02-04T01:45:00Z`
-- repo last seen: `2026-04-18T15:52:06Z`
+- repo last seen: `2026-04-18T16:39:02Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **23**
 - snapshot authored PRs/issues: **18 PRs / 5 issues**
-- snapshot discussion activity: **512 comments / 50 reviews / 50 review comments**
+- snapshot discussion activity: **512 comments / 54 reviews / 54 review comments**
 - account age: **4358 days**
 - recent public PR activity: **13 PRs** (5 merged / 1 closed-unmerged / 7 open; merged rate **38%**, closed-unmerged rate **8%**, open rate **54%**)
 - public orgs: `openclaw`
@@ -1485,7 +1486,7 @@ Example artifacts:
 - heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #68517: fix(infra/restart): exclude ancestor pids from stale-gateway cleanup](https://github.com/openclaw/openclaw/pull/68517) — open
+- [PR #68517: fix(infra/restart): exclude ancestor pids from stale-gateway cleanup](https://github.com/openclaw/openclaw/pull/68517) — closed, merged
 - [PR #67947: fix(codex): prevent gateway crash when app-server subprocess terminates abruptly](https://github.com/openclaw/openclaw/pull/67947) — closed, merged
 - [PR #67557: fix(gateway): capture config hash after plugin auto-enable to prevent restart loop](https://github.com/openclaw/openclaw/pull/67557) — closed, merged
 
@@ -1835,7 +1836,7 @@ Example artifacts:
 - heuristic read: **very new account; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #68594: fix(slack): surface silent errors in thread starter/history fetch](https://github.com/openclaw/openclaw/pull/68594) — open
+- [PR #68594: fix(slack): surface silent errors in thread starter/history fetch](https://github.com/openclaw/openclaw/pull/68594) — closed, merged
 - [PR #68168: test(cron): add unit tests for active-jobs singleton](https://github.com/openclaw/openclaw/pull/68168) — open
 - [PR #68164: test(slack): cover looksLikeSlackTargetId + target-parsing edge cases](https://github.com/openclaw/openclaw/pull/68164) — open
 - [Issue #68160: [Bug]: stale Type.Optional wrapper on HelloOkSchema.auth after #67810](https://github.com/openclaw/openclaw/issues/68160) — open
@@ -2456,6 +2457,29 @@ Example artifacts:
 - [PR #66495: Agents: add lean local model mode](https://github.com/openclaw/openclaw/pull/66495) — closed, merged
 - [PR #66236: Agents: clarify local model context preflight](https://github.com/openclaw/openclaw/pull/66236) — closed, merged
 
+### `likewen-tech`
+
+- profile: [github.com/likewen-tech](https://github.com/likewen-tech)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Alikewen-tech)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Alikewen-tech)
+- repo first seen: `2026-04-17T13:44:27Z`
+- repo last seen: `2026-04-18T17:03:03Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **7**
+- snapshot authored PRs/issues: **7 PRs / 0 issues**
+- snapshot discussion activity: **2 comments / 22 reviews / 22 review comments**
+- account age: **477 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 #68648: fix(exec): avoid waiting for final session result in approval followups](https://github.com/openclaw/openclaw/pull/68648) — open
+- [PR #68646: fix(exec): avoid waiting for final session result in approval followups](https://github.com/openclaw/openclaw/pull/68646) — closed
+- [PR #68535: cron: prefer sessionTarget for failure alerts](https://github.com/openclaw/openclaw/pull/68535) — open
+
 ### `Mlightsnow`
 
 - profile: [github.com/Mlightsnow](https://github.com/Mlightsnow)
@@ -3108,29 +3132,6 @@ Example artifacts:
 - [PR #66796: fix(reply): resolve active channel/account SecretRefs in reply runs](https://github.com/openclaw/openclaw/pull/66796) — closed, merged
 - [PR #65596: feat(qa-lab): add Convex credential broker and admin CLI](https://github.com/openclaw/openclaw/pull/65596) — closed, merged
 
-### `likewen-tech`
-
-- profile: [github.com/likewen-tech](https://github.com/likewen-tech)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Alikewen-tech)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Alikewen-tech)
-- repo first seen: `2026-04-17T13:44:27Z`
-- repo last seen: `2026-04-18T12:00:21Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **5**
-- snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 22 reviews / 22 review comments**
-- account age: **477 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 #68535: cron: prefer sessionTarget for failure alerts](https://github.com/openclaw/openclaw/pull/68535) — open
-- [PR #68506: status: improve degraded-state recovery guidance](https://github.com/openclaw/openclaw/pull/68506) — open
-- [PR #68503: status: reduce diagnosis noise in status --all](https://github.com/openclaw/openclaw/pull/68503) — open
-
 ### `plgonzalezrx8`
 
 - profile: [github.com/plgonzalezrx8](https://github.com/plgonzalezrx8)
@@ -3301,12 +3302,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AFeelw00)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AFeelw00)
 - repo first seen: `2026-04-08T11:13:23Z`
-- repo last seen: `2026-04-18T16:15:16Z`
+- repo last seen: `2026-04-18T16:23:57Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **4 PRs / 4 issues**
-- snapshot discussion activity: **16 comments / 5 reviews / 5 review comments**
+- snapshot discussion activity: **17 comments / 5 reviews / 5 review comments**
 - account age: **2690 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -3866,12 +3867,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ACyberRaccoonTeam)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ACyberRaccoonTeam)
 - repo first seen: `2026-04-11T12:36:28Z`
-- repo last seen: `2026-04-17T05:32:07Z`
+- repo last seen: `2026-04-18T16:29:15Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **7**
 - snapshot authored PRs/issues: **3 PRs / 4 issues**
-- snapshot discussion activity: **10 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **11 comments / 0 reviews / 0 review comments**
 - account age: **451 days**
 - recent public PR activity: **18 PRs** (2 merged / 12 closed-unmerged / 4 open; merged rate **11%**, closed-unmerged rate **67%**, open rate **22%**)
 - public orgs: none visible
@@ -3879,7 +3880,7 @@ Example artifacts:
 - heuristic read: **many recent closed-unmerged PRs; no visible non-self stars**
 
 Example artifacts:
-- [PR #66980: fix(theme): accessibility tweaks for Matrix/Cyberpunk (PR #66387)](https://github.com/openclaw/openclaw/pull/66980) — open
+- [PR #66980: fix(theme): accessibility tweaks for Matrix/Cyberpunk (PR #66387)](https://github.com/openclaw/openclaw/pull/66980) — closed
 - [PR #66387: feat: Add Matrix theme with lime green digital rain aesthetic](https://github.com/openclaw/openclaw/pull/66387) — open
 - [PR #65121: fix: validate channel requirement at cron job creation time (#53379)](https://github.com/openclaw/openclaw/pull/65121) — closed
 - [Issue #67494: Bug: Model selector not working in Chat panel (only Primary Model setting works)](https://github.com/openclaw/openclaw/issues/67494) — open
@@ -4315,12 +4316,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asqsge)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asqsge)
 - repo first seen: `2026-04-13T14:48:07Z`
-- repo last seen: `2026-04-18T16:16:58Z`
+- repo last seen: `2026-04-18T16:34:43Z`
 - 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 / 0 reviews / 0 review comments**
+- snapshot discussion activity: **4 comments / 1 reviews / 1 review comments**
 - account age: **1979 days**
 - recent public PR activity: **11 PRs** (1 merged / 2 closed-unmerged / 8 open; merged rate **9%**, closed-unmerged rate **18%**, open rate **73%**)
 - public orgs: none visible
@@ -4378,30 +4379,6 @@ 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
 
-### `mobilinkd`
-
-- profile: [github.com/mobilinkd](https://github.com/mobilinkd)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amobilinkd)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amobilinkd)
-- repo first seen: `2026-04-09T19:27:39Z`
-- repo last seen: `2026-04-15T18:30:20Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **7**
-- snapshot authored PRs/issues: **6 PRs / 1 issues**
-- snapshot discussion activity: **14 comments / 13 reviews / 13 review comments**
-- account age: **4686 days**
-- recent public PR activity: **6 PRs** (0 merged / 3 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #65030: fix(amazon-bedrock): track literal contextWindow fallbacks with provenance flag](https://github.com/openclaw/openclaw/pull/65030) — open
-- [PR #64935: fix(amazon-bedrock): stop baking hardcoded contextWindow into discovery results](https://github.com/openclaw/openclaw/pull/64935) — closed
-- [PR #64901: warn: emit warning when context window resolved from hardcoded default](https://github.com/openclaw/openclaw/pull/64901) — open
-- [Issue #64919: Bedrock discovery silently uses hardcoded contextWindow for all models](https://github.com/openclaw/openclaw/issues/64919) — open
-
 ### `shad0wca7`
 
 - profile: [github.com/shad0wca7](https://github.com/shad0wca7)
@@ -4554,12 +4531,12 @@ 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: `2026-04-18T16:04:45Z`
+- repo last seen: `2026-04-18T17:12:47Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **4 PRs / 1 issues**
-- snapshot discussion activity: **7026 comments / 4 reviews / 0 review comments**
+- snapshot discussion activity: **7031 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`
@@ -5726,7 +5703,7 @@ Example artifacts:
 - repo first seen: `2026-04-14T06:34:16Z`
 - repo last seen: `2026-04-18T14:44:00Z`
 - first seen in snapshot: **no**
-- repo association: **NONE**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
@@ -5737,7 +5714,7 @@ Example artifacts:
 - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
-- [PR #68607: fix(google): strip thinkingBudget=0 for gemini-2.5-pro thinking-required model](https://github.com/openclaw/openclaw/pull/68607) — open
+- [PR #68607: fix(google): strip thinkingBudget=0 for gemini-2.5-pro thinking-required model](https://github.com/openclaw/openclaw/pull/68607) — closed, merged
 - [PR #66384: fix(google): strip thinkingBudget=0 for gemini-2.5-pro thinking-required model](https://github.com/openclaw/openclaw/pull/66384) — closed
 
 ### `JQRobert`
@@ -6092,6 +6069,28 @@ Example artifacts:
 - [PR #66812: [codex] Add reusable cross-OS release checks workflow](https://github.com/openclaw/openclaw/pull/66812) — closed, merged
 - [PR #66660: Move npm dist-tag operations to releases-private](https://github.com/openclaw/openclaw/pull/66660) — closed, merged
 
+### `pandego`
+
+- profile: [github.com/pandego](https://github.com/pandego)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Apandego)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Apandego)
+- repo first seen: `2026-02-20T21:19:18Z`
+- repo last seen: `2026-04-18T16:31:37Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **66 comments / 0 reviews / 0 review comments**
+- account age: **4334 days**
+- recent public PR activity: **9 PRs** (2 merged / 0 closed-unmerged / 7 open; merged rate **22%**, closed-unmerged rate **0%**, open rate **78%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share**
+
+Example artifacts:
+- [PR #68641: Fix Control UI image history rendering](https://github.com/openclaw/openclaw/pull/68641) — open
+- [PR #65460: perf(cli): lazy-load browser help subcommands](https://github.com/openclaw/openclaw/pull/65460) — open
+
 ### `Patrick-Erichsen`
 
 - profile: [github.com/Patrick-Erichsen](https://github.com/Patrick-Erichsen)
@@ -6177,7 +6176,7 @@ Example artifacts:
 - heuristic read: **very new account; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #65947: fix(codex): materialize synthetic auth in catalog](https://github.com/openclaw/openclaw/pull/65947) — open
+- [PR #65947: fix(codex): materialize synthetic auth in catalog](https://github.com/openclaw/openclaw/pull/65947) — closed
 - [PR #65830: fix: skip invalid PI custom model providers](https://github.com/openclaw/openclaw/pull/65830) — closed
 
 ### `seoseo-ai`
@@ -6378,28 +6377,6 @@ Example artifacts:
 - [PR #66731: fix(node-host): allow absolute-path native binaries through approval binder](https://github.com/openclaw/openclaw/pull/66731) — open
 - [PR #66249: fix(daemon): avoid inline dotenv secrets in systemd unit during service repair](https://github.com/openclaw/openclaw/pull/66249) — closed, merged
 
-### `trudbot`
-
-- profile: [github.com/trudbot](https://github.com/trudbot)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Atrudbot)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Atrudbot)
-- repo first seen: `2026-04-11T17:13:42Z`
-- repo last seen: `2026-04-12T09:09:15Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **1655 days**
-- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #65271: shell: support custom shells on Windows](https://github.com/openclaw/openclaw/pull/65271) — open
-- [PR #64930: feat(shell): support custom shell on Windows via SHELL env var](https://github.com/openclaw/openclaw/pull/64930) — closed
-
 ### `weichengdeng`
 
 - profile: [github.com/weichengdeng](https://github.com/weichengdeng)
@@ -6488,6 +6465,30 @@ Example artifacts:
 - [PR #68116: feat(memory-lancedb): support reindex and drop-index command](https://github.com/openclaw/openclaw/pull/68116) — open
 - [PR #67952: fix(memory-lancedb): get memory records through ltm list command](https://github.com/openclaw/openclaw/pull/67952) — open
 
+### `mobilinkd`
+
+- profile: [github.com/mobilinkd](https://github.com/mobilinkd)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amobilinkd)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amobilinkd)
+- repo first seen: `2026-04-09T19:27:39Z`
+- repo last seen: `2026-04-15T18:30:20Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **7**
+- snapshot authored PRs/issues: **6 PRs / 1 issues**
+- snapshot discussion activity: **14 comments / 13 reviews / 13 review comments**
+- account age: **4686 days**
+- recent public PR activity: **6 PRs** (0 merged / 3 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #65030: fix(amazon-bedrock): track literal contextWindow fallbacks with provenance flag](https://github.com/openclaw/openclaw/pull/65030) — open
+- [PR #64935: fix(amazon-bedrock): stop baking hardcoded contextWindow into discovery results](https://github.com/openclaw/openclaw/pull/64935) — closed
+- [PR #64901: warn: emit warning when context window resolved from hardcoded default](https://github.com/openclaw/openclaw/pull/64901) — open
+- [Issue #64919: Bedrock discovery silently uses hardcoded contextWindow for all models](https://github.com/openclaw/openclaw/issues/64919) — open
+
 ### `HOYALIM`
 
 - profile: [github.com/HOYALIM](https://github.com/HOYALIM)
@@ -6983,12 +6984,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Adorukardahan)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Adorukardahan)
 - repo first seen: `2026-02-18T22:33:42Z`
-- repo last seen: `2026-04-18T16:04:26Z`
+- repo last seen: `2026-04-18T16:35:41Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **2 PRs / 1 issues**
-- snapshot discussion activity: **84 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **85 comments / 0 reviews / 0 review comments**
 - account age: **3001 days**
 - recent public PR activity: **10 PRs** (6 merged / 1 closed-unmerged / 3 open; merged rate **60%**, closed-unmerged rate **10%**, open rate **30%**)
 - public orgs: none visible
@@ -7558,6 +7559,28 @@ Example artifacts:
 - [PR #65212: fix(qmd): normalize direct file collection paths](https://github.com/openclaw/openclaw/pull/65212) — open
 - [PR #63893: fix: rebuild legacy flow_runs tables](https://github.com/openclaw/openclaw/pull/63893) — open
 
+### `trudbot`
+
+- profile: [github.com/trudbot](https://github.com/trudbot)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Atrudbot)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Atrudbot)
+- repo first seen: `2026-04-11T17:13:42Z`
+- repo last seen: `2026-04-12T09:09:15Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **1655 days**
+- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #65271: shell: support custom shells on Windows](https://github.com/openclaw/openclaw/pull/65271) — open
+- [PR #64930: feat(shell): support custom shell on Windows via SHELL env var](https://github.com/openclaw/openclaw/pull/64930) — closed
+
 ### `uninhibite-scholar`
 
 - profile: [github.com/uninhibite-scholar](https://github.com/uninhibite-scholar)
@@ -7748,12 +7771,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Alukeboyett)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Alukeboyett)
 - repo first seen: `2026-02-09T19:59:59Z`
-- repo last seen: `2026-04-18T16:06:09Z`
+- repo last seen: `2026-04-18T17:01:57Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **1 PRs / 5 issues**
-- snapshot discussion activity: **14 comments / 14 reviews / 14 review comments**
+- snapshot discussion activity: **15 comments / 14 reviews / 14 review comments**
 - account age: **2640 days**
 - recent public PR activity: **11 PRs** (0 merged / 1 closed-unmerged / 10 open; merged rate **0%**, closed-unmerged rate **9%**, open rate **91%**)
 - public orgs: none visible
@@ -7762,7 +7785,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #67508: fix(agents): prefer target agent's bound Matrix account for subagent spawns](https://github.com/openclaw/openclaw/pull/67508) — open
-- [Issue #68629: build:docker missing write-npm-update-compat-sidecars step causes intermittent Install Smoke failures](https://github.com/openclaw/openclaw/issues/68629) — open
+- [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
 
@@ -8867,6 +8890,28 @@ Example artifacts:
 - [PR #65547: test(memory-qmd): verify extraCollections pattern reaches qmd collection add CLI args](https://github.com/openclaw/openclaw/pull/65547) — open
 - [Issue #65532: [Bug]: extraCollections pattern field ignored in QmdMemoryManager](https://github.com/openclaw/openclaw/issues/65532) — open
 
+### `JoeshpCheung`
+
+- profile: [github.com/JoeshpCheung](https://github.com/JoeshpCheung)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AJoeshpCheung)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AJoeshpCheung)
+- repo first seen: `2026-04-18T15:28:55Z`
+- repo last seen: `2026-04-18T16:43:31Z`
+- 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 / 0 reviews / 0 review comments**
+- account age: **2752 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 #68638: fix(loader): skip plugin register for non-activating loads](https://github.com/openclaw/openclaw/pull/68638) — open
+- [Issue #68615: Bug: message-channel runs can still route to stale codex/openai-codex paths after Codex is disabled](https://github.com/openclaw/openclaw/issues/68615) — open
+
 ### `karlhillx`
 
 - profile: [github.com/karlhillx](https://github.com/karlhillx)
@@ -9851,27 +9896,6 @@ Example artifacts:
 Example artifacts:
 - [PR #67398: fix(heartbeat): route outbound mirror to isolated session key](https://github.com/openclaw/openclaw/pull/67398) — open
 
-### `Agnuxo1`
-
-- profile: [github.com/Agnuxo1](https://github.com/Agnuxo1)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AAgnuxo1)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AAgnuxo1)
-- repo first seen: `2026-02-18T13:21:05Z`
-- repo last seen: `2026-04-11T16:26:41Z`
-- 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: **741 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 #64906: feat(skills): Add King-Skill Extended Cognition Architecture](https://github.com/openclaw/openclaw/pull/64906) — open
-
 ### `ahbi1006-hue`
 
 - profile: [github.com/ahbi1006-hue](https://github.com/ahbi1006-hue)
@@ -10040,6 +10064,27 @@ Example artifacts:
 Example artifacts:
 - [PR #68089: mattermost: fix /oc_* slash command 503 from duplicate slash-state instance](https://github.com/openclaw/openclaw/pull/68089) — open
 
+### `altierac`
+
+- profile: [github.com/altierac](https://github.com/altierac)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aaltierac)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aaltierac)
+- repo first seen: `2026-04-18T16:22:48Z`
+- repo last seen: `2026-04-18T16:22:48Z`
+- first seen in snapshot: **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: **5 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **very new account; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #68639: fix(memory-wiki): forward sessionKey to shared memory search](https://github.com/openclaw/openclaw/pull/68639) — open
+
 ### `ammadfa`
 
 - profile: [github.com/ammadfa](https://github.com/ammadfa)
@@ -10229,6 +10274,27 @@ Example artifacts:
 Example artifacts:
 - [PR #67153: Update creating-skills.md](https://github.com/openclaw/openclaw/pull/67153) — open
 
+### `atlaspetco`
+
+- profile: [github.com/atlaspetco](https://github.com/atlaspetco)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aatlaspetco)
+- 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**
+- 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: **286 days**
+- recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
+- public orgs: none visible
+- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
+- heuristic read: **young account; no visible non-self stars**
+
+Example artifacts:
+- [PR #68645: fix(cron): close task ledger on timeout + add runTimeoutSeconds wall-clock kill](https://github.com/openclaw/openclaw/pull/68645) — open, draft
+
 ### `auyua9`
 
 - profile: [github.com/auyua9](https://github.com/auyua9)
@@ -11300,6 +11366,27 @@ Example artifacts:
 Example artifacts:
 - [PR #66044: Fork OpenClaw](https://github.com/openclaw/openclaw/pull/66044) — closed
 
+### `edokeh`
+
+- profile: [github.com/edokeh](https://github.com/edokeh)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aedokeh)
+- 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**
+- 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: **5855 days**
+- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #68647: Support CORS for Gateway HTTP endpoint: add opt-in CORS config](https://github.com/openclaw/openclaw/pull/68647) — open
+
 ### `EdwardIrby`
 
 - profile: [github.com/EdwardIrby](https://github.com/EdwardIrby)
@@ -12139,7 +12226,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #67783: fix(feishu): target typing reaction on inbound](https://github.com/openclaw/openclaw/pull/67783) — open, draft
+- [PR #67783: fix(feishu): target typing reaction on inbound](https://github.com/openclaw/openclaw/pull/67783) — open
 
 ### `i-am-coco`
 
@@ -13233,6 +13320,27 @@ Example artifacts:
 Example artifacts:
 - [PR #65253: image-generation-core: add deterministic pixel-art placeholder MVP](https://github.com/openclaw/openclaw/pull/65253) — open
 
+### `Kzino`
+
+- profile: [github.com/Kzino](https://github.com/Kzino)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AKzino)
+- 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**
+- 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: **3193 days**
+- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #68640: Add Vorim AI skill — agent identity, permissions, trust & audit trails](https://github.com/openclaw/openclaw/pull/68640) — open
+
 ### `Laihiujin`
 
 - profile: [github.com/Laihiujin](https://github.com/Laihiujin)
@@ -13450,7 +13558,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ALittle-viva1)
 - repo first seen: `2026-04-18T16:06:34Z`
 - repo last seen: `2026-04-18T16:12:19Z`
-- 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**
@@ -14346,27 +14454,6 @@ Example artifacts:
 Example artifacts:
 - [PR #66414: Fix image attachment handling in Control UI chat](https://github.com/openclaw/openclaw/pull/66414) — open
 
-### `pandego`
-
-- profile: [github.com/pandego](https://github.com/pandego)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Apandego)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Apandego)
-- repo first seen: `2026-02-20T21:19:18Z`
-- repo last seen: `2026-04-18T07:06:02Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **66 comments / 0 reviews / 0 review comments**
-- account age: **4334 days**
-- recent public PR activity: **9 PRs** (2 merged / 0 closed-unmerged / 7 open; merged rate **22%**, closed-unmerged rate **0%**, open rate **78%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share**
-
-Example artifacts:
-- [PR #65460: perf(cli): lazy-load browser help subcommands](https://github.com/openclaw/openclaw/pull/65460) — open
-
 ### `paramiao`
 
 - profile: [github.com/paramiao](https://github.com/paramiao)
@@ -14724,27 +14811,6 @@ Example artifacts:
 Example artifacts:
 - [PR #68197: feat(line): add optional requireMentionForNonText group gate](https://github.com/openclaw/openclaw/pull/68197) — open
 
-### `riba2534`
-
-- profile: [github.com/riba2534](https://github.com/riba2534)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ariba2534)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ariba2534)
-- repo first seen: `2026-04-11T17:00:18Z`
-- repo last seen: `2026-04-11T18:35:27Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 3 reviews / 3 review comments**
-- account age: **3320 days**
-- recent public PR activity: **8 PRs** (7 merged / 0 closed-unmerged / 1 open; merged rate **88%**, closed-unmerged rate **0%**, open rate **12%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #64920: fix(feishu): route topic-group messages through per-thread sequential lanes](https://github.com/openclaw/openclaw/pull/64920) — open
-
 ### `richarsun`
 
 - profile: [github.com/richarsun](https://github.com/richarsun)
@@ -15334,27 +15400,6 @@ Example artifacts:
 Example artifacts:
 - [PR #66429: fix(memory): allow capability fallback lookup for missing runtime embedding provider](https://github.com/openclaw/openclaw/pull/66429) — open
 
-### `sjz-ks`
-
-- profile: [github.com/sjz-ks](https://github.com/sjz-ks)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asjz-ks)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asjz-ks)
-- repo first seen: `2026-04-11T16:30:37Z`
-- repo last seen: `2026-04-12T13:08:49Z`
-- 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 / 2 reviews / 2 review comments**
-- account age: **738 days**
-- recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #64907: Plugin SDK: add canonical tool result hook](https://github.com/openclaw/openclaw/pull/64907) — open
-
 ### `skainguyen1412`
 
 - profile: [github.com/skainguyen1412](https://github.com/skainguyen1412)
@@ -15712,27 +15757,6 @@ Example artifacts:
 Example artifacts:
 - [PR #68283: fix(approvals): back off native handler bootstrap retries](https://github.com/openclaw/openclaw/pull/68283) — open
 
-### `TheDragon`
-
-- profile: [github.com/TheDragon](https://github.com/TheDragon)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ATheDragon)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ATheDragon)
-- repo first seen: `2026-04-11T16:46:55Z`
-- repo last seen: `2026-04-11T16:46:55Z`
-- 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: **1734 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 #64915: Change service plan to free and update env vars](https://github.com/openclaw/openclaw/pull/64915) — closed
-
 ### `thewilloftheshadow`
 
 - profile: [github.com/thewilloftheshadow](https://github.com/thewilloftheshadow)

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