Refresh openclaw dataset snapshot 20260420T000036Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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       "account_age_days": 2200,
       "young_account": false,
       "follow_through_score": "weak",
@@ -40927,12 +40679,12 @@
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "NONE",
-      "new_to_repo": true,
-      "first_seen_in_snapshot": true,
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
-      "report_reason": "first_seen_in_snapshot",
-      "enrichment_source": "live",
-      "live_refetch_skipped": false,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
       "account_age_days": 2736,
       "young_account": false,
       "follow_through_score": "weak",
@@ -42244,12 +41996,12 @@
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "NONE",
-      "new_to_repo": true,
-      "first_seen_in_snapshot": true,
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
-      "report_reason": "first_seen_in_snapshot",
-      "enrichment_source": "live",
-      "live_refetch_skipped": false,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
       "account_age_days": 1139,
       "young_account": false,
       "follow_through_score": "weak",
@@ -42916,6 +42668,63 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "ridermw",
+      "name": "Matthew Williams",
+      "profile_url": "https://github.com/ridermw",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aridermw",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aridermw",
+      "repo_first_seen_at": "2026-01-31T08:31:14Z",
+      "repo_last_seen_at": "2026-04-19T23:27:46Z",
+      "repo_primary_artifact_count": 1,
+      "repo_artifact_count": 2,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 1,
+      "snapshot_comment_count": 1,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "NONE",
+      "new_to_repo": true,
+      "first_seen_in_snapshot": true,
+      "known_via_prior_merged_pr": false,
+      "report_reason": "first_seen_in_snapshot",
+      "enrichment_source": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 4548,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 3,
+        "merged_pr_count": 1,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 2,
+        "merged_pr_rate": 0.3333,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 0.6667,
+        "distinct_repos_with_authored_prs": 3,
+        "distinct_repos_with_open_prs": 2
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 69116,
+            "title": "CopilotSdk: add @github/copilot-sdk-backed provider plugin",
+            "url": "https://github.com/openclaw/openclaw/pull/69116",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-19T23:27:46Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "rjchien728",
       "name": "Roger Chien",

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: openclaw/openclaw
 
-- Snapshot: `20260419T223807Z`
-- Generated: `2026-04-19T22:41:26Z`
+- Snapshot: `20260420T000036Z`
+- Generated: `2026-04-20T00:02:34Z`
 - Activity window: `7d`
-- Contributors: `687`
+- Contributors: `684`
 
 ## Summary
 
@@ -76,6 +76,7 @@
 | `Magicray1217` | [profile](https://github.com/Magicray1217) | no | NONE | 34d | `2026-04-13T10:47:52Z` | 8 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `onutc` | [profile](https://github.com/onutc) | no | CONTRIBUTOR | 874d | `2026-01-08T12:30:20Z` | 8 | 0 | strong | low | low | targets high-star repos |
 | `suboss87` | [profile](https://github.com/suboss87) | no | CONTRIBUTOR | 4078d | `2026-03-13T04:40:38Z` | 8 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `BKF-Gitty` | [profile](https://github.com/BKF-Gitty) | no | CONTRIBUTOR | 53d | `2026-04-11T18:30:35Z` | 7 | 2 | strong | low | low | very new account; targets high-star repos |
 | `frankekn` | [profile](https://github.com/frankekn) | no | MEMBER | 4714d | `2026-01-29T00:35:02Z` | 7 | 2 | strong | low | low | targets high-star repos |
 | `asakir44` | [profile](https://github.com/asakir44) | no | NONE | 440d | `2026-04-13T14:53:54Z` | 7 | 1 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `chinar-amrutkar` | [profile](https://github.com/chinar-amrutkar) | no | CONTRIBUTOR | 3502d | `2026-03-03T22:36:15Z` | 7 | 1 | weak | low | low | high open PR share; targets high-star repos |
@@ -88,7 +89,6 @@
 | `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 |
 | `wade-microblueworld` | [profile](https://github.com/wade-microblueworld) | no | NONE | 2336d | `2026-04-17T10:35:38Z` | 7 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `BKF-Gitty` | [profile](https://github.com/BKF-Gitty) | no | CONTRIBUTOR | 53d | `2026-04-11T18:30:35Z` | 6 | 2 | strong | low | low | very new account; targets high-star repos |
 | `lyfuci` | [profile](https://github.com/lyfuci) | no | NONE | 3970d | `2026-03-04T12:15:50Z` | 6 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `yfge` | [profile](https://github.com/yfge) | no | CONTRIBUTOR | 5272d | `2026-02-16T06:14:40Z` | 6 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `amittell` | [profile](https://github.com/amittell) | no | CONTRIBUTOR | 5191d | `2026-02-23T20:22:28Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -97,6 +97,7 @@
 | `dutifulbob` | [profile](https://github.com/dutifulbob) | no | CONTRIBUTOR | 60d | `2026-02-22T13:07:44Z` | 6 | 0 | strong | moderate | low | very new account; high recent PR volume; no visible non-self stars |
 | `enis-uys` | [profile](https://github.com/enis-uys) | no | NONE | 1412d | `2026-03-14T22:33:28Z` | 6 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `jasonmakr` | [profile](https://github.com/jasonmakr) | no | NONE | 39d | `2026-04-18T02:14:36Z` | 6 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
+| `jckm14` | [profile](https://github.com/jckm14) | no | NONE | 2932d | `2026-04-19T10:53:55Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `jjmk6` | [profile](https://github.com/jjmk6) | no | NONE | 254d | `2026-04-17T13:50:46Z` | 6 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; targets high-star repos |
 | `manhhai999` | [profile](https://github.com/manhhai999) | no | NONE | 2076d | `2026-04-13T10:17:17Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `plgonzalezrx8` | [profile](https://github.com/plgonzalezrx8) | no | CONTRIBUTOR | 3595d | `2026-01-31T01:53:17Z` | 6 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
@@ -106,13 +107,12 @@
 | `kesslerio` | [profile](https://github.com/kesslerio) | no | NONE | 4923d | `2026-01-29T00:28:18Z` | 5 | 2 | weak | low | low | high open PR share |
 | `rmfalco89` | [profile](https://github.com/rmfalco89) | no | NONE | 4592d | `2026-02-08T21:18:55Z` | 5 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `sliverp` | [profile](https://github.com/sliverp) | no | MEMBER | 2933d | `2026-02-06T14:44:05Z` | 5 | 1 | mixed | low | low | targets high-star repos |
+| `alexlomt` | [profile](https://github.com/alexlomt) | no | NONE | 582d | `2026-04-14T18:25:56Z` | 5 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `altaywtf` | [profile](https://github.com/altaywtf) | no | MEMBER | 4168d | `2026-03-01T16:30:13Z` | 5 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `ayeshakhalid192007-dev` | [profile](https://github.com/ayeshakhalid192007-dev) | no | NONE | 172d | `2026-04-02T13:08:35Z` | 5 | 0 | weak | moderate | medium | young account; high open PR share |
 | `chrisabad` | [profile](https://github.com/chrisabad) | no | NONE | 2185d | `2026-04-18T02:47:00Z` | 5 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `defonota3box` | [profile](https://github.com/defonota3box) | no | NONE | 121d | `2026-04-13T22:54:16Z` | 5 | 0 | weak | low | medium | young account; high open PR share; targets high-star repos |
 | `GaosCode` | [profile](https://github.com/GaosCode) | no | CONTRIBUTOR | 632d | `2026-04-09T08:32:17Z` | 5 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
-| `jckm14` | [profile](https://github.com/jckm14) | no | NONE | 2932d | `2026-04-19T10:53:55Z` | 5 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `joshavant` | [profile](https://github.com/joshavant) | no | CONTRIBUTOR | 5430d | `2026-02-19T23:12:53Z` | 5 | 0 | strong | low | low | 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 |
 | `YangManBOBO` | [profile](https://github.com/YangManBOBO) | no | NONE | 827d | `2026-03-03T01:36:04Z` | 5 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -124,7 +124,6 @@
 | `Joel-Claw` | [profile](https://github.com/Joel-Claw) | no | NONE | 7d | `2026-04-14T17:55:10Z` | 4 | 1 | weak | low | medium | very new account; high open PR share; no visible non-self stars |
 | `joelnishanth` | [profile](https://github.com/joelnishanth) | no | CONTRIBUTOR | 1003d | `2026-02-24T01:34:00Z` | 4 | 1 | strong | low | low | targets high-star repos |
 | `WayChan` | [profile](https://github.com/WayChan) | no | NONE | 3842d | `2026-04-15T12:42:46Z` | 4 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `alexlomt` | [profile](https://github.com/alexlomt) | no | NONE | 582d | `2026-04-14T18:25:56Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `briandevans` | [profile](https://github.com/briandevans) | no | CONTRIBUTOR | 103d | `2026-04-14T01:48:32Z` | 4 | 0 | weak | low | medium | young account; high open PR share; targets high-star repos |
 | `bulutmuf` | [profile](https://github.com/bulutmuf) | no | CONTRIBUTOR | 340d | `2026-04-15T13:34:46Z` | 4 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; targets high-star repos |
 | `CuzG-lab` | [profile](https://github.com/CuzG-lab) | no | NONE | 61d | `2026-04-19T03:25:41Z` | 4 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -173,6 +172,7 @@
 | `chen-zhang-cs-code` | [profile](https://github.com/chen-zhang-cs-code) | no | CONTRIBUTOR | 118d | `2026-03-18T08:15:21Z` | 6 | 0 | weak | low | medium | young account; 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 |
 | `steipete` | [profile](https://github.com/steipete) | no | CONTRIBUTOR | 6258d | `2025-11-26T16:46:20Z` | 5 | 1 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `joshavant` | [profile](https://github.com/joshavant) | no | CONTRIBUTOR | 5430d | `2026-02-19T23:12:53Z` | 5 | 0 | strong | low | low | targets high-star repos |
 | `mraleko` | [profile](https://github.com/mraleko) | no | CONTRIBUTOR | 938d | `2026-04-08T03:48:45Z` | 5 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `richardclawbot` | [profile](https://github.com/richardclawbot) | no | NONE | 31d | `2026-04-10T17:07:12Z` | 5 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `jhsmith409` | [profile](https://github.com/jhsmith409) | no | CONTRIBUTOR | 434d | `2026-04-08T11:54:12Z` | 4 | 3 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -284,8 +284,6 @@
 | `afurm` | [profile](https://github.com/afurm) | no | CONTRIBUTOR | 4479d | `2026-02-24T14:40:28Z` | 2 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `bittoby` | [profile](https://github.com/bittoby) | no | CONTRIBUTOR | 290d | `2026-04-09T03:12:01Z` | 2 | 0 | mixed | moderate | low | young account; high recent PR volume |
 | `bladin` | [profile](https://github.com/bladin) | no | CONTRIBUTOR | 5085d | `2026-04-08T06:15:00Z` | 2 | 0 | strong | low | low | targets high-star repos |
-| `evanpaul14` | [profile](https://github.com/evanpaul14) | no | NONE | 1216d | `2026-04-10T20:33:42Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `FroeMic` | [profile](https://github.com/FroeMic) | no | NONE | 3833d | `2026-04-10T07:57:00Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `HowdyDooToYou` | [profile](https://github.com/HowdyDooToYou) | no | NONE | 287d | `2026-04-02T13:08:42Z` | 2 | 0 | weak | low | low | young account; no visible non-self stars |
 | `hoyyeva` | [profile](https://github.com/hoyyeva) | no | CONTRIBUTOR | 2206d | `2026-04-10T19:12:28Z` | 2 | 0 | strong | low | low | targets high-star repos |
 | `jasonxargs-boop` | [profile](https://github.com/jasonxargs-boop) | no | CONTRIBUTOR | 48d | `2026-04-11T07:57:11Z` | 2 | 0 | mixed | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
@@ -394,7 +392,6 @@
 | `ahbi1006-hue` | [profile](https://github.com/ahbi1006-hue) | no | NONE | 12d | `2026-04-18T07:30:52Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `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 |
-| `alexanderkreidich` | [profile](https://github.com/alexanderkreidich) | no | NONE | 1140d | `2026-04-12T23:34:37Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `alexanderxfgl-bit` | [profile](https://github.com/alexanderxfgl-bit) | no | NONE | 66d | `2026-04-17T12:32:56Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars |
 | `alithnar-bot` | [profile](https://github.com/alithnar-bot) | no | NONE | 76d | `2026-04-19T07:34:45Z` | 1 | 0 | weak | low | medium | very new account; 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 |
@@ -413,7 +410,6 @@
 | `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) | no | 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 |
 | `banddude` | [profile](https://github.com/banddude) | no | NONE | 1136d | `2026-04-15T07:38:45Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `billriesner` | [profile](https://github.com/billriesner) | no | NONE | 312d | `2026-04-18T13:05:13Z` | 1 | 0 | strong | low | low | young account |
@@ -432,14 +428,13 @@
 | `chaiyaphum` | [profile](https://github.com/chaiyaphum) | no | NONE | 4910d | `2026-04-19T18:21:08Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `CharlesMcquade` | [profile](https://github.com/CharlesMcquade) | no | NONE | 4467d | `2026-04-13T16:56:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `cheapestinference` | [profile](https://github.com/cheapestinference) | no | CONTRIBUTOR | 175d | `2026-04-14T11:43:30Z` | 1 | 0 | weak | low | medium | young account; high open PR share; targets high-star repos |
-| `chefallan` | [profile](https://github.com/chefallan) | no | NONE | 3155d | `2026-04-12T22:54:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `chiyouYCH` | [profile](https://github.com/chiyouYCH) | no | NONE | 3303d | `2026-04-15T06:31:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `cholaolu-boop` | [profile](https://github.com/cholaolu-boop) | no | NONE | 120d | `2026-04-19T01:49:31Z` | 1 | 0 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `christnorman` | [profile](https://github.com/christnorman) | no | NONE | 975d | `2026-04-18T20:08:44Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `clemenshelm` | [profile](https://github.com/clemenshelm) | no | NONE | 6022d | `2026-02-22T05:57:34Z` | 1 | 0 | strong | low | low | — |
 | `clivemoore` | [profile](https://github.com/clivemoore) | no | NONE | 6223d | `2026-04-17T01:11:28Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `CnxLuc` | [profile](https://github.com/CnxLuc) | no | NONE | 2491d | `2026-02-04T07:50:11Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `CoKeFish` | [profile](https://github.com/CoKeFish) | yes | NONE | 2940d | `2026-04-19T21:22:26Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `CoKeFish` | [profile](https://github.com/CoKeFish) | no | NONE | 2940d | `2026-04-19T21:22:26Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `colygon` | [profile](https://github.com/colygon) | no | NONE | 4913d | `2026-04-16T06:23:40Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `cortana-hd` | [profile](https://github.com/cortana-hd) | no | NONE | 44d | `2026-03-04T15:29:24Z` | 1 | 0 | strong | low | low | very new account; high recent PR volume; no visible non-self stars |
 | `cxyhhhhh` | [profile](https://github.com/cxyhhhhh) | no | NONE | 2570d | `2026-04-17T04:03:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -498,6 +493,7 @@
 | `hendricius` | [profile](https://github.com/hendricius) | no | NONE | 5435d | `2026-04-13T13:53:53Z` | 1 | 0 | mixed | low | low | — |
 | `henkterharmsel` | [profile](https://github.com/henkterharmsel) | no | NONE | 5701d | `2026-04-18T12:54:22Z` | 1 | 0 | weak | low | low | high open PR share |
 | `hieptuanle` | [profile](https://github.com/hieptuanle) | no | NONE | 4855d | `2026-04-19T17:31:20Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `horsenuggets` | [profile](https://github.com/horsenuggets) | yes | NONE | 2070d | `2026-04-19T22:59:55Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `houston2394` | [profile](https://github.com/houston2394) | no | NONE | 443d | `2026-04-14T11:55:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `hss-oss` | [profile](https://github.com/hss-oss) | no | NONE | 638d | `2026-04-19T11:13:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `huangzynn` | [profile](https://github.com/huangzynn) | no | NONE | 1274d | `2026-04-16T02:22:50Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -567,7 +563,7 @@
 | `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 |
 | `lives4code` | [profile](https://github.com/lives4code) | no | NONE | 2539d | `2026-04-18T20:53:04Z` | 1 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `ljbudgie` | [profile](https://github.com/ljbudgie) | no | NONE | 294d | `2026-04-18T20:51:45Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
-| `ljluestc` | [profile](https://github.com/ljluestc) | yes | NONE | 2200d | `2026-04-19T22:25:26Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
+| `ljluestc` | [profile](https://github.com/ljluestc) | no | NONE | 2200d | `2026-04-19T22:25:26Z` | 1 | 0 | weak | moderate | low | 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 |
 | `Luckymingxuan` | [profile](https://github.com/Luckymingxuan) | no | CONTRIBUTOR | 796d | `2026-04-16T04:21:17Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Luckywolf82` | [profile](https://github.com/Luckywolf82) | no | NONE | 666d | `2026-04-14T13:39:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -588,7 +584,7 @@
 | `mkg20001` | [profile](https://github.com/mkg20001) | no | NONE | 4339d | `2026-04-14T06:36:13Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `mktcode` | [profile](https://github.com/mktcode) | no | NONE | 4431d | `2026-04-14T17:42:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `mofolo` | [profile](https://github.com/mofolo) | no | NONE | 5117d | `2026-04-16T05:46:07Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `MohandesD` | [profile](https://github.com/MohandesD) | yes | NONE | 2736d | `2026-04-19T21:33:06Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `MohandesD` | [profile](https://github.com/MohandesD) | no | NONE | 2736d | `2026-04-19T21:33:06Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `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 |
@@ -611,7 +607,7 @@
 | `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 |
 | `Phymath` | [profile](https://github.com/Phymath) | no | NONE | 3506d | `2026-04-16T16:48:45Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `plokomarketing-ai` | [profile](https://github.com/plokomarketing-ai) | no | NONE | 99d | `2026-04-16T14:14:10Z` | 1 | 0 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
-| `pmcholding` | [profile](https://github.com/pmcholding) | yes | NONE | 1139d | `2026-03-15T18:28:59Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `pmcholding` | [profile](https://github.com/pmcholding) | no | NONE | 1139d | `2026-03-15T18:28:59Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `poiskgit` | [profile](https://github.com/poiskgit) | no | NONE | 1112d | `2026-04-17T10:13:36Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ptahdunbar` | [profile](https://github.com/ptahdunbar) | no | CONTRIBUTOR | 6533d | `2026-04-13T14:04:46Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `purisev` | [profile](https://github.com/purisev) | no | NONE | 1645d | `2026-04-13T07:37:24Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs |
@@ -623,6 +619,7 @@
 | `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 |
 | `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 |
+| `ridermw` | [profile](https://github.com/ridermw) | yes | NONE | 4548d | `2026-01-31T08:31:14Z` | 1 | 0 | weak | low | low | high open PR share |
 | `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 |
 | `Robertmonkey` | [profile](https://github.com/Robertmonkey) | no | NONE | 306d | `2026-04-13T13:25:37Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
@@ -1187,12 +1184,12 @@ 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: `2026-04-19T22:31:35Z`
+- repo last seen: `2026-04-19T22:47:56Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **17**
 - snapshot authored PRs/issues: **16 PRs / 1 issues**
-- snapshot discussion activity: **465 comments / 2 reviews / 2 review comments**
+- snapshot discussion activity: **466 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`
@@ -2286,6 +2283,31 @@ Example artifacts:
 - [PR #67457: fix(ollama): strip provider prefix from model ID in chat requests](https://github.com/openclaw/openclaw/pull/67457) — closed, merged
 - [PR #66544: fix(gateway): exclude heartbeat sender ID from session display name](https://github.com/openclaw/openclaw/pull/66544) — open
 
+### `BKF-Gitty`
+
+- profile: [github.com/BKF-Gitty](https://github.com/BKF-Gitty)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ABKF-Gitty)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ABKF-Gitty)
+- repo first seen: `2026-04-11T18:30:35Z`
+- repo last seen: `2026-04-19T23:28:31Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **9**
+- snapshot authored PRs/issues: **7 PRs / 2 issues**
+- snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
+- account age: **53 days**
+- recent public PR activity: **4 PRs** (3 merged / 0 closed-unmerged / 1 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **very new account; targets high-star repos**
+
+Example artifacts:
+- [PR #69114: fix(bootstrap): close silent 10% content gap in trim ratios](https://github.com/openclaw/openclaw/pull/69114) — open
+- [PR #68726: fix(subagent): include role, session key, and timing in error payloads](https://github.com/openclaw/openclaw/pull/68726) — closed, merged
+- [PR #68717: fix(cron): enable failure alerts by default for recurring jobs](https://github.com/openclaw/openclaw/pull/68717) — open
+- [Issue #64982: [Bug]: (doctor): plugins.allow advisory doesn't warn it's an exclusive allowlist](https://github.com/openclaw/openclaw/issues/64982) — open
+- [Issue #64976: [Bug]: (cron): announce delivery ignores NO_REPLY when agent prepends other text](https://github.com/openclaw/openclaw/issues/64976) — closed
+
 ### `frankekn`
 
 - profile: [github.com/frankekn](https://github.com/frankekn)
@@ -2365,12 +2387,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amasatohoshino)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amasatohoshino)
 - repo first seen: `2026-02-25T18:12:54Z`
-- repo last seen: `2026-04-19T01:39:43Z`
+- repo last seen: `2026-04-19T22:47:45Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **7 PRs / 1 issues**
-- snapshot discussion activity: **20 comments / 30 reviews / 30 review comments**
+- snapshot discussion activity: **22 comments / 31 reviews / 31 review comments**
 - account age: **138 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
@@ -2568,31 +2590,6 @@ Example artifacts:
 - [PR #68098: fix(cron): avoid false timeout report when job finishes cleanly before deadline](https://github.com/openclaw/openclaw/pull/68098) — closed
 - [PR #68092: fix(cli): update by plain plugin id always resolves @latest for npm plugins](https://github.com/openclaw/openclaw/pull/68092) — closed
 
-### `BKF-Gitty`
-
-- profile: [github.com/BKF-Gitty](https://github.com/BKF-Gitty)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ABKF-Gitty)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ABKF-Gitty)
-- repo first seen: `2026-04-11T18:30:35Z`
-- repo last seen: `2026-04-19T21:08:18Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **8**
-- snapshot authored PRs/issues: **6 PRs / 2 issues**
-- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
-- account age: **53 days**
-- recent public PR activity: **4 PRs** (3 merged / 0 closed-unmerged / 1 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **very new account; targets high-star repos**
-
-Example artifacts:
-- [PR #68726: fix(subagent): include role, session key, and timing in error payloads](https://github.com/openclaw/openclaw/pull/68726) — closed, merged
-- [PR #68717: fix(cron): enable failure alerts by default for recurring jobs](https://github.com/openclaw/openclaw/pull/68717) — open
-- [PR #67846: Memory: validate dreaming cron frequency](https://github.com/openclaw/openclaw/pull/67846) — open
-- [Issue #64982: [Bug]: (doctor): plugins.allow advisory doesn't warn it's an exclusive allowlist](https://github.com/openclaw/openclaw/issues/64982) — open
-- [Issue #64976: [Bug]: (cron): announce delivery ignores NO_REPLY when agent prepends other text](https://github.com/openclaw/openclaw/issues/64976) — closed
-
 ### `lyfuci`
 
 - profile: [github.com/lyfuci](https://github.com/lyfuci)
@@ -2779,6 +2776,29 @@ Example artifacts:
 - [PR #68600: fix(infra): prevent jitter from undercutting server-supplied Retry-After](https://github.com/openclaw/openclaw/pull/68600) — closed
 - [PR #68512: fix: treat cron runs with NO_REPLY tool results as silent success](https://github.com/openclaw/openclaw/pull/68512) — open
 
+### `jckm14`
+
+- profile: [github.com/jckm14](https://github.com/jckm14)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajckm14)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajckm14)
+- repo first seen: `2026-04-19T10:53:55Z`
+- repo last seen: `2026-04-19T23:10:53Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **6 PRs / 0 issues**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
+- account age: **2932 days**
+- recent public PR activity: **5 PRs** (0 merged / 0 closed-unmerged / 5 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 #69115: git-hooks: fall back to corepack pnpm in pre-commit](https://github.com/openclaw/openclaw/pull/69115) — open
+- [PR #68928: ui(theme): soften dashboard status and accent palette](https://github.com/openclaw/openclaw/pull/68928) — open, draft
+- [PR #68927: ui(chat): show explicit qualified model refs](https://github.com/openclaw/openclaw/pull/68927) — open, draft
+
 ### `jjmk6`
 
 - profile: [github.com/jjmk6](https://github.com/jjmk6)
@@ -2990,6 +3010,29 @@ Example artifacts:
 - [PR #65827: fix: align timestampOptsFromConfig test with resolveUserTimezone UTC fallback](https://github.com/openclaw/openclaw/pull/65827) — closed
 - [Issue #64138: All plugin skills fail to load: dist-runtime symlinks break realpath() containment check](https://github.com/openclaw/openclaw/issues/64138) — closed
 
+### `alexlomt`
+
+- profile: [github.com/alexlomt](https://github.com/alexlomt)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aalexlomt)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aalexlomt)
+- repo first seen: `2026-04-14T18:25:56Z`
+- repo last seen: `2026-04-19T23:52:01Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **5 PRs / 0 issues**
+- snapshot discussion activity: **6 comments / 5 reviews / 5 review comments**
+- account age: **582 days**
+- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #69121: fix(gateway): drain pending replies before restart shutdown](https://github.com/openclaw/openclaw/pull/69121) — open
+- [PR #69033: fix: cap tool-result details without false overflow](https://github.com/openclaw/openclaw/pull/69033) — open
+- [PR #68741: fix(acpx): avoid per-session MCP on openclaw bridge](https://github.com/openclaw/openclaw/pull/68741) — open
+
 ### `altaywtf`
 
 - profile: [github.com/altaywtf](https://github.com/altaywtf)
@@ -3105,52 +3148,6 @@ Example artifacts:
 - [PR #68444: fix(feishu): stop auto-forwarding mentions when disabled](https://github.com/openclaw/openclaw/pull/68444) — open
 - [PR #66305: fix(model-catalog): cache empty catalog loads briefly](https://github.com/openclaw/openclaw/pull/66305) — open
 
-### `jckm14`
-
-- profile: [github.com/jckm14](https://github.com/jckm14)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajckm14)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajckm14)
-- repo first seen: `2026-04-19T10:53:55Z`
-- repo last seen: `2026-04-19T10:54:02Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **5**
-- snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2932 days**
-- recent public PR activity: **5 PRs** (0 merged / 0 closed-unmerged / 5 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 #68928: ui(theme): soften dashboard status and accent palette](https://github.com/openclaw/openclaw/pull/68928) — open, draft
-- [PR #68927: ui(chat): show explicit qualified model refs](https://github.com/openclaw/openclaw/pull/68927) — open, draft
-- [PR #68926: ui(chat): add agent switcher to chat controls](https://github.com/openclaw/openclaw/pull/68926) — open
-
-### `joshavant`
-
-- profile: [github.com/joshavant](https://github.com/joshavant)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajoshavant)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajoshavant)
-- repo first seen: `2026-02-19T23:12:53Z`
-- repo last seen: `2026-04-14T23:28:02Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **5**
-- snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **195 comments / 5 reviews / 5 review comments**
-- account age: **5430 days**
-- recent public PR activity: **10 PRs** (9 merged / 0 closed-unmerged / 1 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #66818: fix(secrets): align SecretRef inspect/strict behavior across preload/runtime paths](https://github.com/openclaw/openclaw/pull/66818) — closed, merged
-- [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
-
 ### `sahilsatralkar`
 
 - profile: [github.com/sahilsatralkar](https://github.com/sahilsatralkar)
@@ -3413,29 +3410,6 @@ Example artifacts:
 - [PR #67223: fix(acp): reuse existing session key for persistent spawns with same label](https://github.com/openclaw/openclaw/pull/67223) — closed, draft
 - [Issue #67965: skills.test.ts: workflows_review command missing in buildWorkspaceSkillCommandSpecs (pre-existing on main)](https://github.com/openclaw/openclaw/issues/67965) — closed
 
-### `alexlomt`
-
-- profile: [github.com/alexlomt](https://github.com/alexlomt)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aalexlomt)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aalexlomt)
-- repo first seen: `2026-04-14T18:25:56Z`
-- repo last seen: `2026-04-19T17:24:30Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 5 reviews / 5 review comments**
-- account age: **582 days**
-- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #69033: fix: cap tool-result details without false overflow](https://github.com/openclaw/openclaw/pull/69033) — open
-- [PR #68741: fix(acpx): avoid per-session MCP on openclaw bridge](https://github.com/openclaw/openclaw/pull/68741) — open
-- [PR #66884: fix(ci): harden release checks workflow inputs](https://github.com/openclaw/openclaw/pull/66884) — open
-
 ### `briandevans`
 
 - profile: [github.com/briandevans](https://github.com/briandevans)
@@ -3888,12 +3862,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ADevInvestor)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ADevInvestor)
 - repo first seen: `2026-03-24T13:05:09Z`
-- repo last seen: `2026-04-19T22:15:55Z`
+- repo last seen: `2026-04-19T22:45:45Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **3 PRs / 2 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
 - account age: **104 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
@@ -4562,6 +4536,29 @@ Example artifacts:
 - [PR #64298: Refactor agent harness into Codex extension](https://github.com/openclaw/openclaw/pull/64298) — closed, merged
 - [Issue #75: Linux/Windows Clawdbot Apps](https://github.com/openclaw/openclaw/issues/75) — open
 
+### `joshavant`
+
+- profile: [github.com/joshavant](https://github.com/joshavant)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajoshavant)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajoshavant)
+- repo first seen: `2026-02-19T23:12:53Z`
+- repo last seen: `2026-04-14T23:28:02Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **5 PRs / 0 issues**
+- snapshot discussion activity: **195 comments / 5 reviews / 5 review comments**
+- account age: **5430 days**
+- recent public PR activity: **10 PRs** (9 merged / 0 closed-unmerged / 1 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #66818: fix(secrets): align SecretRef inspect/strict behavior across preload/runtime paths](https://github.com/openclaw/openclaw/pull/66818) — closed, merged
+- [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
+
 ### `mraleko`
 
 - profile: [github.com/mraleko](https://github.com/mraleko)
@@ -7073,7 +7070,7 @@ Example artifacts:
 - heuristic read: **young account; high recent PR volume**
 
 Example artifacts:
-- [PR #65986: fix: invalidate orphaned sessions on agent deletion](https://github.com/openclaw/openclaw/pull/65986) — open
+- [PR #65986: fix: invalidate orphaned sessions on agent deletion](https://github.com/openclaw/openclaw/pull/65986) — closed, merged
 - [PR #63514: fix: Fix webchat TTS tool audio delivery](https://github.com/openclaw/openclaw/pull/63514) — closed, merged
 
 ### `bladin`
@@ -7098,50 +7095,6 @@ Example artifacts:
 - [PR #66905: fix(openrouter): handle reasoning_details in Qwen3 stream parsing](https://github.com/openclaw/openclaw/pull/66905) — closed, merged
 - [PR #62972: fix(sandbox): enhance unknown tool error to prevent endless loops](https://github.com/openclaw/openclaw/pull/62972) — open
 
-### `evanpaul14`
-
-- profile: [github.com/evanpaul14](https://github.com/evanpaul14)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aevanpaul14)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aevanpaul14)
-- repo first seen: `2026-04-10T20:33:42Z`
-- repo last seen: `2026-04-12T23:24:44Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
-- account age: **1216 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 #65592: feat(searxng): show JSON format setup note during onboarding](https://github.com/openclaw/openclaw/pull/65592) — open
-- [PR #64493: feat(searxng): show JSON format setup note during onboarding](https://github.com/openclaw/openclaw/pull/64493) — closed, draft
-
-### `FroeMic`
-
-- profile: [github.com/FroeMic](https://github.com/FroeMic)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AFroeMic)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AFroeMic)
-- repo first seen: `2026-04-10T07:57:00Z`
-- repo last seen: `2026-04-12T23:02:23Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
-- account age: **3833 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 #65586: [codex] Plugin SDK: add reply activity callbacks for channel plugins](https://github.com/openclaw/openclaw/pull/65586) — closed, draft
-- [PR #64184: fix(slack): propagate file IDs through media pipeline to agent context](https://github.com/openclaw/openclaw/pull/64184) — open
-
 ### `HowdyDooToYou`
 
 - profile: [github.com/HowdyDooToYou](https://github.com/HowdyDooToYou)
@@ -9542,27 +9495,6 @@ Example artifacts:
 Example artifacts:
 - [PR #66179: Android: expose Talk Mode in UI + foreground microphone permission](https://github.com/openclaw/openclaw/pull/66179) — open
 
-### `alexanderkreidich`
-
-- profile: [github.com/alexanderkreidich](https://github.com/alexanderkreidich)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aalexanderkreidich)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aalexanderkreidich)
-- repo first seen: `2026-04-12T23:34:37Z`
-- repo last seen: `2026-04-12T23:34:37Z`
-- 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 / 0 reviews / 0 review comments**
-- account age: **1140 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 #65593: fix(mattermost): forward media access context in handleAction send](https://github.com/openclaw/openclaw/pull/65593) — open
-
 ### `alexanderxfgl-bit`
 
 - profile: [github.com/alexanderxfgl-bit](https://github.com/alexanderxfgl-bit)
@@ -9941,27 +9873,6 @@ Example artifacts:
 Example artifacts:
 - [PR #67559: 🤖 Autopilot: Agent Runbook Generator](https://github.com/openclaw/openclaw/pull/67559) — open
 
-### `bahadorkhaleghi1982`
-
-- profile: [github.com/bahadorkhaleghi1982](https://github.com/bahadorkhaleghi1982)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abahadorkhaleghi1982)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abahadorkhaleghi1982)
-- repo first seen: `2026-04-12T23:15:36Z`
-- repo last seen: `2026-04-12T23:15:36Z`
-- 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: **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; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #65589: feat(memory-core): dreaming circuit breaker to prevent runaway cost and data corruption](https://github.com/openclaw/openclaw/pull/65589) — open
-
 ### `BananaAccurate`
 
 - profile: [github.com/BananaAccurate](https://github.com/BananaAccurate)
@@ -10340,27 +10251,6 @@ Example artifacts:
 Example artifacts:
 - [PR #66517: feat(config): add ratio-based sibling fields for compaction token budgets](https://github.com/openclaw/openclaw/pull/66517) — open
 
-### `chefallan`
-
-- profile: [github.com/chefallan](https://github.com/chefallan)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Achefallan)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Achefallan)
-- repo first seen: `2026-04-12T22:54:01Z`
-- repo last seen: `2026-04-13T21:57:49Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 8 reviews / 8 review comments**
-- account age: **3155 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 #65583: feat(agents): add per-agent model optimization for lower token cost (CLI + Dashboard)](https://github.com/openclaw/openclaw/pull/65583) — open
-
 ### `chiyouYCH`
 
 - profile: [github.com/chiyouYCH](https://github.com/chiyouYCH)
@@ -10494,7 +10384,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ACoKeFish)
 - repo first seen: `2026-04-19T21:22:26Z`
 - repo last seen: `2026-04-19T21:22:26Z`
-- 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**
@@ -10913,12 +10803,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Adyaskur)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Adyaskur)
 - repo first seen: `2026-04-19T13:38:32Z`
-- repo last seen: `2026-04-19T22:29:10Z`
+- repo last seen: `2026-04-19T22:44:47Z`
 - 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 / 1 reviews / 1 review comments**
+- snapshot discussion activity: **2 comments / 1 reviews / 1 review comments**
 - account age: **4184 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
@@ -11726,6 +11616,27 @@ Example artifacts:
 Example artifacts:
 - [PR #69038: fix(mattermost): anchor slash command state to globalThis to fix dual-instance 503s](https://github.com/openclaw/openclaw/pull/69038) — open
 
+### `horsenuggets`
+
+- profile: [github.com/horsenuggets](https://github.com/horsenuggets)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ahorsenuggets)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ahorsenuggets)
+- repo first seen: `2026-04-19T22:59:55Z`
+- repo last seen: `2026-04-19T22:59:55Z`
+- 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: **2070 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 #69113: Terraform: fix repo settings to match existing, add tfstate to gitignore](https://github.com/openclaw/openclaw/pull/69113) — closed
+
 ### `houston2394`
 
 - profile: [github.com/houston2394](https://github.com/houston2394)
@@ -13182,7 +13093,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aljluestc)
 - repo first seen: `2026-04-19T22:25:26Z`
 - repo last seen: `2026-04-19T22:25:26Z`
-- 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**
@@ -13623,7 +13534,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AMohandesD)
 - repo first seen: `2026-04-19T21:33:06Z`
 - repo last seen: `2026-04-19T21:36:07Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -14106,7 +14017,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Apmcholding)
 - repo first seen: `2026-03-15T18:28:59Z`
 - repo last seen: `2026-04-19T22:30:45Z`
-- 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**
@@ -14351,6 +14262,27 @@ Example artifacts:
 Example artifacts:
 - [PR #65699: Set OpenAI Codex defaults to GPT-5.4](https://github.com/openclaw/openclaw/pull/65699) — closed
 
+### `ridermw`
+
+- profile: [github.com/ridermw](https://github.com/ridermw)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aridermw)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aridermw)
+- repo first seen: `2026-01-31T08:31:14Z`
+- repo last seen: `2026-04-19T23:27:46Z`
+- 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 / 0 reviews / 0 review comments**
+- account age: **4548 days**
+- recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share**
+
+Example artifacts:
+- [PR #69116: CopilotSdk: add @github/copilot-sdk-backed provider plugin](https://github.com/openclaw/openclaw/pull/69116) — open
+
 ### `rjchien728`
 
 - profile: [github.com/rjchien728](https://github.com/rjchien728)

new_contributors.parquet

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-size 94228
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+size 93987

pr_comments.parquet

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-size 47255544
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+size 47263350

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-size 124622180
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-size 102998949
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pull_requests.parquet

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-size 5445305
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-size 1614174
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+size 1617450

snapshots/20260420T000036Z/manifest.json

@@ -0,0 +1,41 @@
+{
+  "artifacts": {
+    "archived_pr_scope_clusters_json": "snapshots/20260420T000036Z/pr-scope-clusters.json",
+    "new_contributors_json": "new-contributors-report.json",
+    "new_contributors_markdown": "new-contributors-report.md",
+    "new_contributors_parquet": "new_contributors.parquet",
+    "pr_scope_clusters_json": "pr-scope-clusters.json"
+  },
+  "counts": {
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+    "issues": 4887,
+    "links": 45777,
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+    "reviews": 14556,
+    "timeline_events": 64344
+  },
+  "crawl_started_at": "2026-04-20T00:00:36Z",
+  "delta_counts": {
+    "comments": 28,
+    "issue_stubs": 36,
+    "issues": 11,
+    "links": 39,
+    "pr_diffs": 25,
+    "pr_files": 490,
+    "pull_requests": 25,
+    "review_comments": 494,
+    "reviews": 445,
+    "timeline_events": 1217
+  },
+  "extracted_at": "2026-04-20T00:00:36Z",
+  "repo": "openclaw/openclaw",
+  "snapshot_id": "20260420T000036Z",
+  "watermark": {
+    "effective_since": "2026-04-19T22:38:07Z",
+    "next_since": "2026-04-20T00:00:36Z"
+  }
+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260419T223807Z/manifest.json",
-  "latest_snapshot_id": "20260419T223807Z",
+  "archived_manifest_path": "snapshots/20260420T000036Z/manifest.json",
+  "latest_snapshot_id": "20260420T000036Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-04-19T22:38:07Z",
+  "next_since": "2026-04-20T00:00:36Z",
   "repo": "openclaw/openclaw",
-  "snapshot_dir": "snapshots/20260419T223807Z"
+  "snapshot_dir": "snapshots/20260420T000036Z"
 }

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@@ -1,7 +1,7 @@
 {
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-  "last_successful_snapshot_id": "20260419T223807Z",
-  "next_since": "2026-04-19T22:38:07Z",
+  "effective_since": "2026-04-19T22:38:07Z",
+  "last_successful_snapshot_id": "20260420T000036Z",
+  "next_since": "2026-04-20T00:00:36Z",
   "repo": "openclaw/openclaw",
-  "updated_at": "2026-04-19T22:38:07Z"
+  "updated_at": "2026-04-20T00:00:36Z"
 }