Datasets:

evalstate
/

openclaw-pr

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 Notes:
-- latest snapshot: `20260418T212035Z`
 - raw data only; no labels or moderation decisions
 - PR metadata, file-level patch hunks, and full unified diffs are included
 - full file contents for changed files are not included

 - eval set creation
 Notes:
+- latest snapshot: `20260418T222034Z`
 - raw data only; no labels or moderation decisions
 - PR metadata, file-level patch hunks, and full unified diffs are included
 - full file contents for changed files are not included

comments.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:95fceab897d69fc5f43ed4812f9ab87d9ab4d6bcd178614a7b6515dfa2d74ee1
-size 67542691

 version https://git-lfs.github.com/spec/v1
+oid sha256:dbcd8fd226effaff0297e0f69c0bf0089889c8ba7989b6364fbbef912a93970f
+size 67559997

events.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:697b7027ec20a2f1c3d1d9baaf91ea9a9dffb3f7296494942acfc79938e583fc
-size 1089171

 version https://git-lfs.github.com/spec/v1
+oid sha256:35ce4c7a809a467153f2cba78accd76e2b7ee752410969beb203ec73f11397a9
+size 1093102

issue_comments.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:96ef7ece589734387147d83cc7135e6cbe0a28c85c9358598304cd9674814c24
-size 20033617

 version https://git-lfs.github.com/spec/v1
+oid sha256:7b9cc64b9d967abcee4dd00dfc960450039fa081eb27790ebcb3f960f862ef37
+size 20042352

issues.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:ff9e152f255f0abfc65cadc155abc4c381b8ab1b08d23c751930b5db1125feac
-size 6834142

 version https://git-lfs.github.com/spec/v1
+oid sha256:20beebcb31e1f7e6395ab6dca6e9dfdc2f93a0703abdda671e0c9508a76d4ff4
+size 6849402

links.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:40c5665594d1123aa1bc9c6c3e99549af0e52fae00cbdc37df8f9fbcd01c63f8
-size 532259

 version https://git-lfs.github.com/spec/v1
+oid sha256:c86b85df62146ba921b8ce757a5aec05e37155fa5429fe53b512fa49bc1c106f
+size 532762

manifest.json CHANGED Viewed

@@ -5,35 +5,35 @@
     "new_contributors_parquet": "new_contributors.parquet"
   },
   "counts": {
-    "comments": 136579,
-    "issues": 4505,
-    "links": 44470,
-    "new_contributors": 717,
-    "pr_diffs": 3316,
-    "pr_files": 70306,
-    "pull_requests": 3316,
-    "review_comments": 17366,
-    "reviews": 13201,
-    "timeline_events": 54282
   },
-  "crawl_started_at": "2026-04-18T21:20:35Z",
   "delta_counts": {
-    "comments": 22,
-    "issue_stubs": 31,
-    "issues": 11,
-    "links": 39,
-    "pr_diffs": 20,
-    "pr_files": 3177,
-    "pull_requests": 20,
-    "review_comments": 520,
-    "reviews": 478,
-    "timeline_events": 1098
   },
-  "extracted_at": "2026-04-18T21:20:35Z",
   "repo": "openclaw/openclaw",
-  "snapshot_id": "20260418T212035Z",
   "watermark": {
-    "effective_since": "2026-04-18T20:20:35Z",
-    "next_since": "2026-04-18T21:20:35Z"
   }
 }

     "new_contributors_parquet": "new_contributors.parquet"
   },
   "counts": {
+    "comments": 136607,
+    "issues": 4511,
+    "links": 44503,
+    "new_contributors": 718,
+    "pr_diffs": 3322,
+    "pr_files": 70354,
+    "pull_requests": 3322,
+    "review_comments": 17414,
+    "reviews": 13230,
+    "timeline_events": 54449
   },
+  "crawl_started_at": "2026-04-18T22:20:34Z",
   "delta_counts": {
+    "comments": 28,
+    "issue_stubs": 39,
+    "issues": 18,
+    "links": 57,
+    "pr_diffs": 21,
+    "pr_files": 141,
+    "pull_requests": 21,
+    "review_comments": 428,
+    "reviews": 270,
+    "timeline_events": 788
   },
+  "extracted_at": "2026-04-18T22:20:34Z",
   "repo": "openclaw/openclaw",
+  "snapshot_id": "20260418T222034Z",
   "watermark": {
+    "effective_since": "2026-04-18T21:20:35Z",
+    "next_since": "2026-04-18T22:20:34Z"
   }
 }

new-contributors-report.json CHANGED Viewed

@@ -1,26 +1,26 @@
 {
   "schema_version": "1.0",
   "repo": "openclaw/openclaw",
-  "snapshot_id": "20260418T212035Z",
-  "generated_at": "2026-04-18T21:22:27Z",
   "window_days": 7,
   "max_authors": 0,
   "instrumentation": {
-    "selected_contributors": 717,
-    "first_seen_in_snapshot": 4,
     "known_via_prior_merged_pr": 114,
-    "previous_primary_author_count": 4441,
-    "selected_seen_in_previous_primary": 713,
-    "previous_report_contributor_count": 715,
-    "selected_overlap_previous_report": 713,
-    "selected_overlap_previous_report_rate": 0.9944,
-    "reused_previous_report_entries": 706,
     "reused_known_merged_contributors": 113,
-    "live_fetches": 11,
     "window_anchor": "run_time",
     "window_anchor_cacheable": false,
-    "enrichment_elapsed_seconds": 11.558,
-    "enrichment_avg_seconds_per_author": 0.016,
     "enrichment_failures": 7
   },
   "contributors": [
@@ -1399,6 +1399,114 @@
       },
       "fetch_error": null
     },
     {
       "author_login": "omarshahine",
       "name": "Omar Shahine",
@@ -1776,114 +1884,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "coygeek",
-      "name": "Coy Geek",
-      "profile_url": "https://github.com/coygeek",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Acoygeek",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Acoygeek",
-      "repo_first_seen_at": "2026-01-31T03:06:37Z",
-      "repo_last_seen_at": "2026-04-18T04:30:23Z",
-      "repo_primary_artifact_count": 36,
-      "repo_artifact_count": 190,
-      "snapshot_issue_count": 19,
-      "snapshot_pr_count": 17,
-      "snapshot_comment_count": 154,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "CONTRIBUTOR",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": true,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 2164,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "medium",
-      "heuristic_note": "many recent closed-unmerged PRs; high open PR share; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 16,
-        "merged_pr_count": 2,
-        "closed_unmerged_pr_count": 7,
-        "open_pr_count": 7,
-        "merged_pr_rate": 0.125,
-        "closed_unmerged_pr_rate": 0.4375,
-        "still_open_pr_rate": 0.4375,
-        "distinct_repos_with_authored_prs": 3,
-        "distinct_repos_with_open_prs": 2
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 68404,
-            "title": "fix: Published deployment token placeholder bypasses gateway...",
-            "url": "https://github.com/openclaw/openclaw/pull/68404",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-04-18T04:30:23Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 65655,
-            "title": "fix: harden Mattermost slash callback auth",
-            "url": "https://github.com/openclaw/openclaw/pull/65655",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-13T02:08:19Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 65647,
-            "title": "fix: harden Mattermost slash callback auth",
-            "url": "https://github.com/openclaw/openclaw/pull/65647",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-13T01:49:54Z"
-          }
-        ],
-        "issues": [
-          {
-            "kind": "issue",
-            "number": 68403,
-            "title": "[Bug]: Published deployment token placeholder bypasses gateway weak-secret guard",
-            "url": "https://github.com/openclaw/openclaw/issues/68403",
-            "state": "closed",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-04-18T04:30:22Z"
-          },
-          {
-            "kind": "issue",
-            "number": 65626,
-            "title": "[Bug]: Browser control honors inactive gateway credentials despite explicit auth mode",
-            "url": "https://github.com/openclaw/openclaw/issues/65626",
-            "state": "open",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-04-13T01:06:45Z"
-          },
-          {
-            "kind": "issue",
-            "number": 65625,
-            "title": "[Bug]: openclaw.podman.env ships empty gateway token with lan bind as default, exposing unauthenticated gateway if used directly",
-            "url": "https://github.com/openclaw/openclaw/issues/65625",
-            "state": "closed",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-04-13T01:06:45Z"
-          }
-        ]
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "yozu",
       "name": "Yoshikazu Terashi",
@@ -3555,6 +3555,83 @@
       },
       "fetch_error": null
     },
     {
       "author_login": "Rohan5commit",
       "name": "Rohan Santhosh Kumar",
@@ -4013,6 +4090,94 @@
       },
       "fetch_error": null
     },
     {
       "author_login": "martingarramon",
       "name": null,
@@ -4343,83 +4508,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "MonkeyLeeT",
-      "name": "Ted Li",
-      "profile_url": "https://github.com/MonkeyLeeT",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AMonkeyLeeT",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AMonkeyLeeT",
-      "repo_first_seen_at": "2026-03-02T15:37:21Z",
-      "repo_last_seen_at": "2026-04-18T04:11:15Z",
-      "repo_primary_artifact_count": 9,
-      "repo_artifact_count": 25,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 9,
-      "snapshot_comment_count": 14,
-      "snapshot_review_count": 1,
-      "snapshot_review_comment_count": 1,
-      "repo_association": "CONTRIBUTOR",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": true,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 4437,
-      "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": 9,
-        "merged_pr_count": 2,
-        "closed_unmerged_pr_count": 3,
-        "open_pr_count": 4,
-        "merged_pr_rate": 0.2222,
-        "closed_unmerged_pr_rate": 0.3333,
-        "still_open_pr_rate": 0.4444,
-        "distinct_repos_with_authored_prs": 2,
-        "distinct_repos_with_open_prs": 2
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 68395,
-            "title": "fix(config): accept truncateAfterCompaction",
-            "url": "https://github.com/openclaw/openclaw/pull/68395",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-18T04:09:17Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 68328,
-            "title": "fix(config): accept truncateAfterCompaction",
-            "url": "https://github.com/openclaw/openclaw/pull/68328",
-            "state": "closed",
-            "merged": false,
-            "draft": true,
-            "created_at": "2026-04-17T23:39:44Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 67807,
-            "title": "fix(cron): clean up deleteAfterRun direct deliveries",
-            "url": "https://github.com/openclaw/openclaw/pull/67807",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-04-16T20:24:22Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "WuKongAI-CMU",
       "name": "Peter",
@@ -4945,94 +5033,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "Lucenx9",
-      "name": "Simone",
-      "profile_url": "https://github.com/Lucenx9",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ALucenx9",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ALucenx9",
-      "repo_first_seen_at": "2026-02-25T06:16:41Z",
-      "repo_last_seen_at": "2026-04-18T21:15:35Z",
-      "repo_primary_artifact_count": 9,
-      "repo_artifact_count": 23,
-      "snapshot_issue_count": 1,
-      "snapshot_pr_count": 8,
-      "snapshot_comment_count": 12,
-      "snapshot_review_count": 1,
-      "snapshot_review_comment_count": 1,
-      "repo_association": "CONTRIBUTOR",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": true,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 547,
-      "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": 0,
-        "open_pr_count": 3,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 1.0,
-        "distinct_repos_with_authored_prs": 2,
-        "distinct_repos_with_open_prs": 2
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 68698,
-            "title": "fix(auto-reply): commit inbound dedupe on handled exits",
-            "url": "https://github.com/openclaw/openclaw/pull/68698",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-18T21:15:35Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 68588,
-            "title": "fix(telegram): avoid wedging callback updates on permanent edit errors",
-            "url": "https://github.com/openclaw/openclaw/pull/68588",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-04-18T13:55:27Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 68573,
-            "title": "fix(webhooks): re-resolve rotated webhook secrets",
-            "url": "https://github.com/openclaw/openclaw/pull/68573",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-18T13:20:17Z"
-          }
-        ],
-        "issues": [
-          {
-            "kind": "issue",
-            "number": 45645,
-            "title": "[Bug]: doctor/update can leave CLI and gateway on different installs on Linux",
-            "url": "https://github.com/openclaw/openclaw/issues/45645",
-            "state": "open",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-03-14T02:21:26Z"
-          }
-        ]
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "Angfr95",
       "name": "Iroh",
@@ -5585,12 +5585,12 @@
       "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amjamiv",
       "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amjamiv",
       "repo_first_seen_at": "2026-04-08T18:58:33Z",
-      "repo_last_seen_at": "2026-04-17T23:27:01Z",
       "repo_primary_artifact_count": 12,
-      "repo_artifact_count": 73,
       "snapshot_issue_count": 5,
       "snapshot_pr_count": 7,
-      "snapshot_comment_count": 49,
       "snapshot_review_count": 6,
       "snapshot_review_comment_count": 6,
       "repo_association": "CONTRIBUTOR",
@@ -6321,8 +6321,8 @@
             "number": 68207,
             "title": "Fix: auto-allowlist configured CDP hostnames in SSRF policy (Resolves #68108)",
             "url": "https://github.com/openclaw/openclaw/pull/68207",
-            "state": "open",
-            "merged": false,
             "draft": false,
             "created_at": "2026-04-17T16:45:51Z"
           },
@@ -8795,12 +8795,12 @@
       "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asharkqwy",
       "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asharkqwy",
       "repo_first_seen_at": "2026-03-24T04:06:08Z",
-      "repo_last_seen_at": "2026-04-17T02:09:45Z",
       "repo_primary_artifact_count": 5,
-      "repo_artifact_count": 14,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 5,
-      "snapshot_comment_count": 9,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "NONE",
@@ -9204,104 +9204,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "BKF-Gitty",
-      "name": "B.K.",
-      "profile_url": "https://github.com/BKF-Gitty",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ABKF-Gitty",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ABKF-Gitty",
-      "repo_first_seen_at": "2026-04-11T18:30:35Z",
-      "repo_last_seen_at": "2026-04-17T23:39:21Z",
-      "repo_primary_artifact_count": 6,
-      "repo_artifact_count": 11,
-      "snapshot_issue_count": 2,
-      "snapshot_pr_count": 4,
-      "snapshot_comment_count": 5,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "CONTRIBUTOR",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": true,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 53,
-      "young_account": true,
-      "follow_through_score": "strong",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "very new account; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 4,
-        "merged_pr_count": 3,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 1,
-        "merged_pr_rate": 0.75,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 0.25,
-        "distinct_repos_with_authored_prs": 1,
-        "distinct_repos_with_open_prs": 1
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 67846,
-            "title": "Memory: validate dreaming cron frequency",
-            "url": "https://github.com/openclaw/openclaw/pull/67846",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-16T22:46:37Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 67821,
-            "title": "fix(onboard): preserve existing gateway auth token during re-onboard",
-            "url": "https://github.com/openclaw/openclaw/pull/67821",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-04-16T21:00:06Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 65016,
-            "title": "Fix/cron announce no reply",
-            "url": "https://github.com/openclaw/openclaw/pull/65016",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-11T21:37:23Z"
-          }
-        ],
-        "issues": [
-          {
-            "kind": "issue",
-            "number": 64982,
-            "title": "[Bug]: (doctor): plugins.allow advisory doesn't warn it's an exclusive allowlist",
-            "url": "https://github.com/openclaw/openclaw/issues/64982",
-            "state": "open",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-04-11T19:34:53Z"
-          },
-          {
-            "kind": "issue",
-            "number": 64976,
-            "title": "[Bug]: (cron): announce delivery ignores NO_REPLY when agent prepends other text",
-            "url": "https://github.com/openclaw/openclaw/issues/64976",
-            "state": "closed",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-04-11T19:06:31Z"
-          }
-        ]
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "dlebee-agent",
       "name": null,
@@ -13304,6 +13206,104 @@
       },
       "fetch_error": null
     },
     {
       "author_login": "jerome-benoit",
       "name": "J\u00e9r\u00f4me Benoit",
@@ -13401,12 +13401,12 @@
       "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asteipete",
       "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asteipete",
       "repo_first_seen_at": "2025-11-26T16:46:20Z",
-      "repo_last_seen_at": "2026-04-18T20:27:52Z",
       "repo_primary_artifact_count": 5,
-      "repo_artifact_count": 7051,
       "snapshot_issue_count": 1,
       "snapshot_pr_count": 4,
-      "snapshot_comment_count": 7041,
       "snapshot_review_count": 5,
       "snapshot_review_comment_count": 0,
       "repo_association": "CONTRIBUTOR",
@@ -20399,7 +20399,7 @@
             "number": 65101,
             "title": "browser: wait longer for local CDP websocket after launch",
             "url": "https://github.com/openclaw/openclaw/pull/65101",
-            "state": "open",
             "merged": false,
             "draft": false,
             "created_at": "2026-04-12T02:16:09Z"
@@ -21298,6 +21298,84 @@
       },
       "fetch_error": null
     },
     {
       "author_login": "dorukardahan",
       "name": "dorukardahan",
@@ -39161,12 +39239,12 @@
       "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": 4070,
       "young_account": false,
       "follow_through_score": "weak",
@@ -40595,12 +40673,12 @@
       "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": 2539,
       "young_account": false,
       "follow_through_score": "mixed",
@@ -40643,21 +40721,21 @@
       "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aljbudgie",
       "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aljbudgie",
       "repo_first_seen_at": "2026-04-18T20:51:45Z",
-      "repo_last_seen_at": "2026-04-18T20:58:44Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 7,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 0,
       "snapshot_review_count": 3,
       "snapshot_review_comment_count": 3,
       "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": 294,
       "young_account": true,
       "follow_through_score": "weak",
@@ -41279,12 +41357,12 @@
       "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": 2004,
       "young_account": false,
       "follow_through_score": "mixed",
@@ -45792,6 +45870,63 @@
       },
       "fetch_error": null
     },
     {
       "author_login": "smartaz",
       "name": null,
@@ -48663,63 +48798,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "zeroasterisk",
-      "name": "alan blount",
-      "profile_url": "https://github.com/zeroasterisk",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Azeroasterisk",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Azeroasterisk",
-      "repo_first_seen_at": "2026-04-11T22:07:01Z",
-      "repo_last_seen_at": "2026-04-11T22:33:11Z",
-      "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": "CONTRIBUTOR",
-      "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": 6430,
-      "young_account": false,
-      "follow_through_score": "mixed",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 11,
-        "merged_pr_count": 6,
-        "closed_unmerged_pr_count": 2,
-        "open_pr_count": 3,
-        "merged_pr_rate": 0.5455,
-        "closed_unmerged_pr_rate": 0.1818,
-        "still_open_pr_rate": 0.2727,
-        "distinct_repos_with_authored_prs": 3,
-        "distinct_repos_with_open_prs": 3
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 65023,
-            "title": "Feat/google genai sdk as common provider across Google AI Studio and Google Cloud",
-            "url": "https://github.com/openclaw/openclaw/pull/65023",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-11T22:07:01Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "Zetarcos",
       "name": null,

 {
   "schema_version": "1.0",
   "repo": "openclaw/openclaw",
+  "snapshot_id": "20260418T222034Z",
+  "generated_at": "2026-04-18T22:22:01Z",
   "window_days": 7,
   "max_authors": 0,
   "instrumentation": {
+    "selected_contributors": 718,
+    "first_seen_in_snapshot": 1,
     "known_via_prior_merged_pr": 114,
+    "previous_primary_author_count": 4454,
+    "selected_seen_in_previous_primary": 717,
+    "previous_report_contributor_count": 717,
+    "selected_overlap_previous_report": 716,
+    "selected_overlap_previous_report_rate": 0.9972,
+    "reused_previous_report_entries": 709,
     "reused_known_merged_contributors": 113,
+    "live_fetches": 9,
     "window_anchor": "run_time",
     "window_anchor_cacheable": false,
+    "enrichment_elapsed_seconds": 4.827,
+    "enrichment_avg_seconds_per_author": 0.007,
     "enrichment_failures": 7
   },
   "contributors": [
       },
       "fetch_error": null
     },
+    {
+      "author_login": "coygeek",
+      "name": "Coy Geek",
+      "profile_url": "https://github.com/coygeek",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Acoygeek",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Acoygeek",
+      "repo_first_seen_at": "2026-01-31T03:06:37Z",
+      "repo_last_seen_at": "2026-04-18T22:13:40Z",
+      "repo_primary_artifact_count": 38,
+      "repo_artifact_count": 192,
+      "snapshot_issue_count": 20,
+      "snapshot_pr_count": 18,
+      "snapshot_comment_count": 154,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "CONTRIBUTOR",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
+      "known_via_prior_merged_pr": true,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
+      "account_age_days": 2164,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "medium",
+      "heuristic_note": "many recent closed-unmerged PRs; high open PR share; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 16,
+        "merged_pr_count": 2,
+        "closed_unmerged_pr_count": 7,
+        "open_pr_count": 7,
+        "merged_pr_rate": 0.125,
+        "closed_unmerged_pr_rate": 0.4375,
+        "still_open_pr_rate": 0.4375,
+        "distinct_repos_with_authored_prs": 3,
+        "distinct_repos_with_open_prs": 2
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 68705,
+            "title": "fix: Discord guild-admin actions execute without requester...",
+            "url": "https://github.com/openclaw/openclaw/pull/68705",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-18T22:13:40Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 68404,
+            "title": "fix: Published deployment token placeholder bypasses gateway...",
+            "url": "https://github.com/openclaw/openclaw/pull/68404",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-04-18T04:30:23Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 65655,
+            "title": "fix: harden Mattermost slash callback auth",
+            "url": "https://github.com/openclaw/openclaw/pull/65655",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-13T02:08:19Z"
+          }
+        ],
+        "issues": [
+          {
+            "kind": "issue",
+            "number": 68703,
+            "title": "[Bug]: Discord guild-admin actions execute without requester authorization checks",
+            "url": "https://github.com/openclaw/openclaw/issues/68703",
+            "state": "open",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-04-18T22:13:37Z"
+          },
+          {
+            "kind": "issue",
+            "number": 68403,
+            "title": "[Bug]: Published deployment token placeholder bypasses gateway weak-secret guard",
+            "url": "https://github.com/openclaw/openclaw/issues/68403",
+            "state": "closed",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-04-18T04:30:22Z"
+          },
+          {
+            "kind": "issue",
+            "number": 65626,
+            "title": "[Bug]: Browser control honors inactive gateway credentials despite explicit auth mode",
+            "url": "https://github.com/openclaw/openclaw/issues/65626",
+            "state": "open",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-04-13T01:06:45Z"
+          }
+        ]
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "omarshahine",
       "name": "Omar Shahine",
       },
       "fetch_error": null
     },
     {
       "author_login": "yozu",
       "name": "Yoshikazu Terashi",
       },
       "fetch_error": null
     },
+    {
+      "author_login": "MonkeyLeeT",
+      "name": "Ted Li",
+      "profile_url": "https://github.com/MonkeyLeeT",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AMonkeyLeeT",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AMonkeyLeeT",
+      "repo_first_seen_at": "2026-03-02T15:37:21Z",
+      "repo_last_seen_at": "2026-04-18T21:46:48Z",
+      "repo_primary_artifact_count": 10,
+      "repo_artifact_count": 26,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 10,
+      "snapshot_comment_count": 14,
+      "snapshot_review_count": 1,
+      "snapshot_review_comment_count": 1,
+      "repo_association": "CONTRIBUTOR",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
+      "known_via_prior_merged_pr": true,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
+      "account_age_days": 4437,
+      "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": 9,
+        "merged_pr_count": 2,
+        "closed_unmerged_pr_count": 3,
+        "open_pr_count": 4,
+        "merged_pr_rate": 0.2222,
+        "closed_unmerged_pr_rate": 0.3333,
+        "still_open_pr_rate": 0.4444,
+        "distinct_repos_with_authored_prs": 2,
+        "distinct_repos_with_open_prs": 2
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 68700,
+            "title": "[codex] fix(agents): stop treating session lock waits as timeout",
+            "url": "https://github.com/openclaw/openclaw/pull/68700",
+            "state": "open",
+            "merged": false,
+            "draft": true,
+            "created_at": "2026-04-18T21:46:48Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 68395,
+            "title": "fix(config): accept truncateAfterCompaction",
+            "url": "https://github.com/openclaw/openclaw/pull/68395",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-18T04:09:17Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 68328,
+            "title": "fix(config): accept truncateAfterCompaction",
+            "url": "https://github.com/openclaw/openclaw/pull/68328",
+            "state": "closed",
+            "merged": false,
+            "draft": true,
+            "created_at": "2026-04-17T23:39:44Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "Rohan5commit",
       "name": "Rohan Santhosh Kumar",
       },
       "fetch_error": null
     },
+    {
+      "author_login": "Lucenx9",
+      "name": "Simone",
+      "profile_url": "https://github.com/Lucenx9",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ALucenx9",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ALucenx9",
+      "repo_first_seen_at": "2026-02-25T06:16:41Z",
+      "repo_last_seen_at": "2026-04-18T21:43:42Z",
+      "repo_primary_artifact_count": 10,
+      "repo_artifact_count": 24,
+      "snapshot_issue_count": 1,
+      "snapshot_pr_count": 9,
+      "snapshot_comment_count": 12,
+      "snapshot_review_count": 1,
+      "snapshot_review_comment_count": 1,
+      "repo_association": "CONTRIBUTOR",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
+      "known_via_prior_merged_pr": true,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
+      "account_age_days": 547,
+      "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": 0,
+        "open_pr_count": 3,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 1.0,
+        "distinct_repos_with_authored_prs": 2,
+        "distinct_repos_with_open_prs": 2
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 68699,
+            "title": "fix(lmstudio): bound preload cooldown state",
+            "url": "https://github.com/openclaw/openclaw/pull/68699",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-18T21:43:42Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 68698,
+            "title": "fix(auto-reply): commit inbound dedupe on handled exits",
+            "url": "https://github.com/openclaw/openclaw/pull/68698",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-18T21:15:35Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 68588,
+            "title": "fix(telegram): avoid wedging callback updates on permanent edit errors",
+            "url": "https://github.com/openclaw/openclaw/pull/68588",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-04-18T13:55:27Z"
+          }
+        ],
+        "issues": [
+          {
+            "kind": "issue",
+            "number": 45645,
+            "title": "[Bug]: doctor/update can leave CLI and gateway on different installs on Linux",
+            "url": "https://github.com/openclaw/openclaw/issues/45645",
+            "state": "open",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-03-14T02:21:26Z"
+          }
+        ]
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "martingarramon",
       "name": null,
       },
       "fetch_error": null
     },
     {
       "author_login": "WuKongAI-CMU",
       "name": "Peter",
       },
       "fetch_error": null
     },
     {
       "author_login": "Angfr95",
       "name": "Iroh",
       "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amjamiv",
       "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amjamiv",
       "repo_first_seen_at": "2026-04-08T18:58:33Z",
+      "repo_last_seen_at": "2026-04-18T21:53:14Z",
       "repo_primary_artifact_count": 12,
+      "repo_artifact_count": 75,
       "snapshot_issue_count": 5,
       "snapshot_pr_count": 7,
+      "snapshot_comment_count": 51,
       "snapshot_review_count": 6,
       "snapshot_review_comment_count": 6,
       "repo_association": "CONTRIBUTOR",
             "number": 68207,
             "title": "Fix: auto-allowlist configured CDP hostnames in SSRF policy (Resolves #68108)",
             "url": "https://github.com/openclaw/openclaw/pull/68207",
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-04-17T16:45:51Z"
           },
       "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asharkqwy",
       "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asharkqwy",
       "repo_first_seen_at": "2026-03-24T04:06:08Z",
+      "repo_last_seen_at": "2026-04-18T22:05:52Z",
       "repo_primary_artifact_count": 5,
+      "repo_artifact_count": 15,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 5,
+      "snapshot_comment_count": 10,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "NONE",
       },
       "fetch_error": null
     },
     {
       "author_login": "dlebee-agent",
       "name": null,
       },
       "fetch_error": null
     },
+    {
+      "author_login": "BKF-Gitty",
+      "name": "B.K.",
+      "profile_url": "https://github.com/BKF-Gitty",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ABKF-Gitty",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ABKF-Gitty",
+      "repo_first_seen_at": "2026-04-11T18:30:35Z",
+      "repo_last_seen_at": "2026-04-17T23:39:21Z",
+      "repo_primary_artifact_count": 6,
+      "repo_artifact_count": 11,
+      "snapshot_issue_count": 2,
+      "snapshot_pr_count": 4,
+      "snapshot_comment_count": 5,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "CONTRIBUTOR",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
+      "known_via_prior_merged_pr": true,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
+      "account_age_days": 53,
+      "young_account": true,
+      "follow_through_score": "strong",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "very new account; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 4,
+        "merged_pr_count": 3,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 1,
+        "merged_pr_rate": 0.75,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 0.25,
+        "distinct_repos_with_authored_prs": 1,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 67846,
+            "title": "Memory: validate dreaming cron frequency",
+            "url": "https://github.com/openclaw/openclaw/pull/67846",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-16T22:46:37Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 67821,
+            "title": "fix(onboard): preserve existing gateway auth token during re-onboard",
+            "url": "https://github.com/openclaw/openclaw/pull/67821",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-04-16T21:00:06Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 65016,
+            "title": "Fix/cron announce no reply",
+            "url": "https://github.com/openclaw/openclaw/pull/65016",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-11T21:37:23Z"
+          }
+        ],
+        "issues": [
+          {
+            "kind": "issue",
+            "number": 64982,
+            "title": "[Bug]: (doctor): plugins.allow advisory doesn't warn it's an exclusive allowlist",
+            "url": "https://github.com/openclaw/openclaw/issues/64982",
+            "state": "open",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-04-11T19:34:53Z"
+          },
+          {
+            "kind": "issue",
+            "number": 64976,
+            "title": "[Bug]: (cron): announce delivery ignores NO_REPLY when agent prepends other text",
+            "url": "https://github.com/openclaw/openclaw/issues/64976",
+            "state": "closed",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-04-11T19:06:31Z"
+          }
+        ]
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "jerome-benoit",
       "name": "J\u00e9r\u00f4me Benoit",
       "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asteipete",
       "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asteipete",
       "repo_first_seen_at": "2025-11-26T16:46:20Z",
+      "repo_last_seen_at": "2026-04-18T22:19:32Z",
       "repo_primary_artifact_count": 5,
+      "repo_artifact_count": 7060,
       "snapshot_issue_count": 1,
       "snapshot_pr_count": 4,
+      "snapshot_comment_count": 7050,
       "snapshot_review_count": 5,
       "snapshot_review_comment_count": 0,
       "repo_association": "CONTRIBUTOR",
             "number": 65101,
             "title": "browser: wait longer for local CDP websocket after launch",
             "url": "https://github.com/openclaw/openclaw/pull/65101",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-04-12T02:16:09Z"
       },
       "fetch_error": null
     },
+    {
+      "author_login": "amzzzzzzz",
+      "name": null,
+      "profile_url": "https://github.com/amzzzzzzz",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aamzzzzzzz",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aamzzzzzzz",
+      "repo_first_seen_at": "2026-02-12T03:22:43Z",
+      "repo_last_seen_at": "2026-04-18T21:59:01Z",
+      "repo_primary_artifact_count": 3,
+      "repo_artifact_count": 20,
+      "snapshot_issue_count": 1,
+      "snapshot_pr_count": 2,
+      "snapshot_comment_count": 15,
+      "snapshot_review_count": 1,
+      "snapshot_review_comment_count": 1,
+      "repo_association": "CONTRIBUTOR",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
+      "known_via_prior_merged_pr": false,
+      "report_reason": null,
+      "enrichment_source": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 850,
+      "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": 1,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 1,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 1.0,
+        "distinct_repos_with_authored_prs": 1,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 68701,
+            "title": "fix: strip invalid webchat delivery recipients",
+            "url": "https://github.com/openclaw/openclaw/pull/68701",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-18T21:49:43Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 53260,
+            "title": "feat(diagnostics): add tool.call and tool.result events",
+            "url": "https://github.com/openclaw/openclaw/pull/53260",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-03-24T00:55:20Z"
+          }
+        ],
+        "issues": [
+          {
+            "kind": "issue",
+            "number": 32990,
+            "title": "BlueBubbles (webhook channel) incorrectly triggers stale-socket health monitor restart during quiet periods",
+            "url": "https://github.com/openclaw/openclaw/issues/32990",
+            "state": "closed",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-03-03T12:35:31Z"
+          }
+        ]
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "dorukardahan",
       "name": "dorukardahan",
       "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": 4070,
       "young_account": false,
       "follow_through_score": "weak",
       "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": 2539,
       "young_account": false,
       "follow_through_score": "mixed",
       "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aljbudgie",
       "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aljbudgie",
       "repo_first_seen_at": "2026-04-18T20:51:45Z",
+      "repo_last_seen_at": "2026-04-18T21:33:56Z",
       "repo_primary_artifact_count": 1,
+      "repo_artifact_count": 8,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
+      "snapshot_comment_count": 1,
       "snapshot_review_count": 3,
       "snapshot_review_comment_count": 3,
       "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": 294,
       "young_account": true,
       "follow_through_score": "weak",
       "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": 2004,
       "young_account": false,
       "follow_through_score": "mixed",
       },
       "fetch_error": null
     },
+    {
+      "author_login": "skolez",
+      "name": "skolez",
+      "profile_url": "https://github.com/skolez",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Askolez",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Askolez",
+      "repo_first_seen_at": "2026-04-18T21:46:16Z",
+      "repo_last_seen_at": "2026-04-18T22:10:59Z",
+      "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": 3543,
+      "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": 1,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 1,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 1.0,
+        "distinct_repos_with_authored_prs": 1,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 68702,
+            "title": "fix(docker): enable host.docker.internal for local providers",
+            "url": "https://github.com/openclaw/openclaw/pull/68702",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-18T22:10:59Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "smartaz",
       "name": null,
       },
       "fetch_error": null
     },
     {
       "author_login": "Zetarcos",
       "name": null,

new-contributors-report.md CHANGED Viewed

@@ -1,9 +1,9 @@
 # New Contributor Report: openclaw/openclaw
-- Snapshot: `20260418T212035Z`
-- Generated: `2026-04-18T21:22:27Z`
 - Activity window: `7d`
-- Contributors: `717`
 ## Summary
@@ -25,11 +25,11 @@
 | `oraculoos` | [profile](https://github.com/oraculoos) | no | NONE | ?d | `2026-04-14T13:16:27Z` | 20 | 0 | n/a | n/a | n/a | summary unavailable |
 | `jalehman` | [profile](https://github.com/jalehman) | no | CONTRIBUTOR | 5579d | `2026-01-05T21:51:45Z` | 19 | 0 | mixed | low | low | high recent PR volume; targets high-star repos |
 | `obviyus` | [profile](https://github.com/obviyus) | no | CONTRIBUTOR | 3510d | `2026-01-04T13:17:28Z` | 19 | 0 | strong | low | low | targets high-star repos |
 | `omarshahine` | [profile](https://github.com/omarshahine) | no | CONTRIBUTOR | 4126d | `2026-02-20T03:30:56Z` | 18 | 10 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `mcaxtr` | [profile](https://github.com/mcaxtr) | no | MEMBER | 4358d | `2026-02-04T01:45:00Z` | 18 | 5 | mixed | low | low | high open PR share; targets high-star repos |
 | `BunsDev` | [profile](https://github.com/BunsDev) | no | MEMBER | 2087d | `2026-02-07T11:32:40Z` | 18 | 0 | strong | moderate | low | high recent PR volume |
 | `mbelinky` | [profile](https://github.com/mbelinky) | no | CONTRIBUTOR | 1077d | `2026-02-08T09:07:45Z` | 18 | 0 | strong | low | low | targets high-star repos |
-| `coygeek` | [profile](https://github.com/coygeek) | no | CONTRIBUTOR | 2164d | `2026-01-31T03:06:37Z` | 17 | 19 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `yozu` | [profile](https://github.com/yozu) | no | NONE | 5186d | `2026-04-07T11:36:48Z` | 16 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `drobison00` | [profile](https://github.com/drobison00) | no | CONTRIBUTOR | 4625d | `2026-03-24T18:33:52Z` | 16 | 0 | strong | low | low | targets high-star repos |
 | `ly85206559` | [profile](https://github.com/ly85206559) | no | CONTRIBUTOR | 3985d | `2026-03-03T02:24:33Z` | 16 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -51,23 +51,23 @@
 | `Jimmy-xuzimo` | [profile](https://github.com/Jimmy-xuzimo) | no | CONTRIBUTOR | 1335d | `2026-02-25T14:46:20Z` | 10 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Linux2010` | [profile](https://github.com/Linux2010) | no | CONTRIBUTOR | 3021d | `2026-02-28T09:30:44Z` | 10 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `lml2468` | [profile](https://github.com/lml2468) | no | CONTRIBUTOR | 2893d | `2026-03-03T11:34:24Z` | 10 | 0 | strong | low | low | high recent PR volume |
 | `Rohan5commit` | [profile](https://github.com/Rohan5commit) | no | CONTRIBUTOR | 580d | `2026-02-21T09:50:26Z` | 10 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `SARAMALI15792` | [profile](https://github.com/SARAMALI15792) | no | CONTRIBUTOR | 992d | `2026-04-11T06:57:22Z` | 10 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `pfrederiksen` | [profile](https://github.com/pfrederiksen) | no | NONE | 5392d | `2026-04-14T16:42:04Z` | 9 | 4 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `jetd1` | [profile](https://github.com/jetd1) | no | CONTRIBUTOR | 3810d | `2026-04-09T03:07:08Z` | 9 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `VACInc` | [profile](https://github.com/VACInc) | no | CONTRIBUTOR | 4839d | `2026-01-06T03:04:41Z` | 9 | 2 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `martingarramon` | [profile](https://github.com/martingarramon) | no | CONTRIBUTOR | 49d | `2026-03-21T22:50:34Z` | 9 | 1 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `stainlu` | [profile](https://github.com/stainlu) | no | CONTRIBUTOR | 1364d | `2026-04-08T01:24:20Z` | 9 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2026-01-16T21:59:54Z` | 9 | 0 | n/a | n/a | n/a | summary unavailable |
 | `lawrence3699` | [profile](https://github.com/lawrence3699) | no | CONTRIBUTOR | 135d | `2026-04-06T08:25:15Z` | 9 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
-| `MonkeyLeeT` | [profile](https://github.com/MonkeyLeeT) | no | CONTRIBUTOR | 4437d | `2026-03-02T15:37:21Z` | 9 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `WuKongAI-CMU` | [profile](https://github.com/WuKongAI-CMU) | no | CONTRIBUTOR | 343d | `2026-03-09T20:35:04Z` | 9 | 0 | weak | low | low | young account; high recent PR volume; high open PR share; targets high-star repos |
 | `xinmotlanthua` | [profile](https://github.com/xinmotlanthua) | no | CONTRIBUTOR | ?d | `2026-04-14T03:17:52Z` | 9 | 0 | n/a | n/a | n/a | summary unavailable |
 | `yqli2420` | [profile](https://github.com/yqli2420) | no | CONTRIBUTOR | 3910d | `2026-04-13T18:44:19Z` | 9 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `zqchris` | [profile](https://github.com/zqchris) | no | CONTRIBUTOR | 4718d | `2026-03-01T13:09:15Z` | 8 | 5 | weak | low | low | high open PR share; targets high-star repos |
 | `zhouhe-xydt` | [profile](https://github.com/zhouhe-xydt) | no | CONTRIBUTOR | 44d | `2026-03-10T08:57:32Z` | 8 | 2 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `loongfay` | [profile](https://github.com/loongfay) | no | NONE | 3732d | `2026-04-15T14:58:37Z` | 8 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `Lucenx9` | [profile](https://github.com/Lucenx9) | no | CONTRIBUTOR | 547d | `2026-02-25T06:16:41Z` | 8 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `Angfr95` | [profile](https://github.com/Angfr95) | no | NONE | 641d | `2026-04-14T04:39:29Z` | 8 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `draix` | [profile](https://github.com/draix) | no | NONE | 5822d | `2026-04-12T04:34:31Z` | 8 | 0 | weak | moderate | low | high recent PR volume; high open PR share |
 | `duqaXxX` | [profile](https://github.com/duqaXxX) | no | CONTRIBUTOR | 4000d | `2026-04-09T23:20:27Z` | 8 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
@@ -119,7 +119,6 @@
 | `zhanggpcsu` | [profile](https://github.com/zhanggpcsu) | no | NONE | 2d | `2026-04-14T07:10:06Z` | 5 | 0 | weak | low | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `ztexydt-cqh` | [profile](https://github.com/ztexydt-cqh) | no | NONE | 1d | `2026-04-16T16:11:40Z` | 5 | 0 | weak | moderate | medium | very new account; many recent closed-unmerged PRs; targets high-star repos |
 | `Kyzcreig` | [profile](https://github.com/Kyzcreig) | no | NONE | 4208d | `2026-03-26T04:03:04Z` | 4 | 5 | mixed | low | low | high open PR share; targets high-star repos |
-| `BKF-Gitty` | [profile](https://github.com/BKF-Gitty) | no | CONTRIBUTOR | 53d | `2026-04-11T18:30:35Z` | 4 | 2 | strong | low | low | very new account; targets high-star repos |
 | `dlebee-agent` | [profile](https://github.com/dlebee-agent) | no | NONE | 16d | `2026-04-17T18:21:49Z` | 4 | 2 | mixed | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `sebykrueger` | [profile](https://github.com/sebykrueger) | no | NONE | 4553d | `2026-04-12T13:47:56Z` | 4 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `bek91` | [profile](https://github.com/bek91) | no | NONE | 2144d | `2026-04-10T20:34:48Z` | 4 | 1 | weak | low | low | high open PR share; targets high-star repos |
@@ -168,6 +167,7 @@
 | `sercada` | [profile](https://github.com/sercada) | no | CONTRIBUTOR | 3420d | `2026-03-10T14:46:37Z` | 5 | 2 | mixed | low | low | high open PR share; targets high-star repos |
 | `mraleko` | [profile](https://github.com/mraleko) | no | CONTRIBUTOR | 938d | `2026-04-08T03:48:45Z` | 5 | 0 | weak | moderate | low | many recent closed-unmerged PRs; 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 |
 | `jerome-benoit` | [profile](https://github.com/jerome-benoit) | no | NONE | 4459d | `2026-03-12T22:28:40Z` | 4 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 | `steipete` | [profile](https://github.com/steipete) | no | CONTRIBUTOR | 6258d | `2025-11-26T16:46:20Z` | 4 | 1 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `glfruit` | [profile](https://github.com/glfruit) | no | NONE | 4773d | `2026-04-09T14:53:44Z` | 3 | 4 | weak | low | low | high open PR share; targets high-star repos |
@@ -275,6 +275,7 @@
 | `latenighthackathon` | [profile](https://github.com/latenighthackathon) | no | NONE | 84d | `2026-04-10T15:42:36Z` | 3 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `richardclawbot` | [profile](https://github.com/richardclawbot) | no | NONE | 31d | `2026-04-10T17:07:12Z` | 3 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `ggzeng` | [profile](https://github.com/ggzeng) | no | NONE | 3560d | `2026-04-09T09:35:59Z` | 2 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `dorukardahan` | [profile](https://github.com/dorukardahan) | no | CONTRIBUTOR | 3001d | `2026-02-18T22:33:42Z` | 2 | 1 | mixed | moderate | low | — |
 | `gdibble` | [profile](https://github.com/gdibble) | no | NONE | 5393d | `2026-02-20T17:08:19Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `GodsBoy` | [profile](https://github.com/GodsBoy) | no | CONTRIBUTOR | 4554d | `2026-01-30T20:39:12Z` | 2 | 1 | strong | moderate | low | — |
@@ -557,7 +558,7 @@
 | `kangjinghang` | [profile](https://github.com/kangjinghang) | no | NONE | 3038d | `2026-04-15T05:39:38Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `kantorcodes` | [profile](https://github.com/kantorcodes) | no | NONE | 4520d | `2026-04-13T00:51:30Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `kashevk0` | [profile](https://github.com/kashevk0) | no | CONTRIBUTOR | 879d | `2026-04-14T22:33:51Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
-| `KateWilkins` | [profile](https://github.com/KateWilkins) | yes | NONE | 4070d | `2026-02-04T19:04:27Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `kenrolzjc` | [profile](https://github.com/kenrolzjc) | no | NONE | 35d | `2026-04-15T15:41:47Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `kerwin612` | [profile](https://github.com/kerwin612) | no | NONE | 4829d | `2026-04-13T10:41:48Z` | 1 | 0 | weak | low | low | high open PR share |
 | `kevinheneveld` | [profile](https://github.com/kevinheneveld) | no | NONE | 5269d | `2026-03-19T00:00:30Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -582,8 +583,8 @@
 | `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 |
-| `lives4code` | [profile](https://github.com/lives4code) | yes | 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) | yes | NONE | 294d | `2026-04-18T20:51:45Z` | 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 |
 | `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 |
@@ -594,7 +595,7 @@
 | `Manuel-Jentic` | [profile](https://github.com/Manuel-Jentic) | no | NONE | 354d | `2026-04-16T15:39:52Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `maor-eini` | [profile](https://github.com/maor-eini) | no | NONE | 5212d | `2026-04-15T11:08:41Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `markjferguson` | [profile](https://github.com/markjferguson) | no | NONE | 136d | `2026-04-13T10:33:53Z` | 1 | 0 | weak | low | medium | young account; high open PR share; targets high-star repos |
-| `markrachapoom` | [profile](https://github.com/markrachapoom) | yes | NONE | 2004d | `2026-04-18T20:31:21Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs |
 | `martinfrancois` | [profile](https://github.com/martinfrancois) | no | CONTRIBUTOR | 3866d | `2026-02-22T13:20:08Z` | 1 | 0 | strong | low | low | — |
 | `mazhe-nerd` | [profile](https://github.com/mazhe-nerd) | no | CONTRIBUTOR | 1423d | `2026-04-13T03:15:07Z` | 1 | 0 | mixed | moderate | low | high open PR share |
 | `Mehulupase01` | [profile](https://github.com/Mehulupase01) | no | NONE | 2289d | `2026-04-11T23:56:45Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -673,6 +674,7 @@
 | `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 |
 | `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 |
 | `songlairui` | [profile](https://github.com/songlairui) | no | NONE | 4515d | `2026-04-13T02:49:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `spartman` | [profile](https://github.com/spartman) | no | NONE | 5692d | `2026-04-15T11:44:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -723,7 +725,6 @@
 | `YoungMoneyInvestments` | [profile](https://github.com/YoungMoneyInvestments) | no | NONE | 932d | `2026-02-23T16:58:16Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `yxjsxy` | [profile](https://github.com/yxjsxy) | no | CONTRIBUTOR | 3041d | `2026-04-18T00:21:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ZackaryShen` | [profile](https://github.com/ZackaryShen) | no | NONE | 2598d | `2026-04-18T13:48:28Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share |
-| `zeroasterisk` | [profile](https://github.com/zeroasterisk) | no | CONTRIBUTOR | 6430d | `2026-04-11T22:07:01Z` | 1 | 0 | mixed | low | low | targets high-star repos |
 | `Zetarcos` | [profile](https://github.com/Zetarcos) | no | NONE | 1265d | `2026-04-17T07:36:00Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `zrt-ai-lab` | [profile](https://github.com/zrt-ai-lab) | no | NONE | 3613d | `2026-04-14T02:47:26Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -1110,6 +1111,32 @@ Example artifacts:
 - [PR #67993: fix(telegram): clear compaction replay after visible boundaries](https://github.com/openclaw/openclaw/pull/67993) — closed, merged
 - [PR #67991: fix(reply): preserve post-stream error payloads](https://github.com/openclaw/openclaw/pull/67991) — closed, merged
 ### `omarshahine`
 - profile: [github.com/omarshahine](https://github.com/omarshahine)
@@ -1208,32 +1235,6 @@ Example artifacts:
 - [PR #66140: [codex] fix(ui): guard dreaming wiki plugin calls](https://github.com/openclaw/openclaw/pull/66140) — closed, merged
 - [PR #66139: fix(memory-core): run Dreaming once per cron schedule](https://github.com/openclaw/openclaw/pull/66139) — closed, merged
-### `coygeek`
-- profile: [github.com/coygeek](https://github.com/coygeek)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Acoygeek)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Acoygeek)
-- repo first seen: `2026-01-31T03:06:37Z`
-- repo last seen: `2026-04-18T04:30:23Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **36**
-- snapshot authored PRs/issues: **17 PRs / 19 issues**
-- snapshot discussion activity: **154 comments / 0 reviews / 0 review comments**
-- account age: **2164 days**
-- recent public PR activity: **16 PRs** (2 merged / 7 closed-unmerged / 7 open; merged rate **12%**, closed-unmerged rate **44%**, open rate **44%**)
-- 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 #68404: fix: Published deployment token placeholder bypasses gateway...](https://github.com/openclaw/openclaw/pull/68404) — closed, merged
-- [PR #65655: fix: harden Mattermost slash callback auth](https://github.com/openclaw/openclaw/pull/65655) — open
-- [PR #65647: fix: harden Mattermost slash callback auth](https://github.com/openclaw/openclaw/pull/65647) — closed
-- [Issue #68403: [Bug]: Published deployment token placeholder bypasses gateway weak-secret guard](https://github.com/openclaw/openclaw/issues/68403) — closed
-- [Issue #65626: [Bug]: Browser control honors inactive gateway credentials despite explicit auth mode](https://github.com/openclaw/openclaw/issues/65626) — open
-- [Issue #65625: [Bug]: openclaw.podman.env ships empty gateway token with lan bind as default, exposing unauthenticated gateway if used directly](https://github.com/openclaw/openclaw/issues/65625) — closed
 ### `yozu`
 - profile: [github.com/yozu](https://github.com/yozu)
@@ -1721,6 +1722,29 @@ Example artifacts:
 - [PR #66276: fix(cli): prevent process hang after gateway RPC commands (#66227)](https://github.com/openclaw/openclaw/pull/66276) — open
 - [PR #65989: fix: guard against null job.state in cron list and startup paths](https://github.com/openclaw/openclaw/pull/65989) — open
 ### `Rohan5commit`
 - profile: [github.com/Rohan5commit](https://github.com/Rohan5commit)
@@ -1843,6 +1867,30 @@ Example artifacts:
 - [Issue #68690: SecretRef coverage gaps for several auth/config paths](https://github.com/openclaw/openclaw/issues/68690) — open
 - [Issue #61936: [Feature]: Allow dreaming with external memory slot plugins](https://github.com/openclaw/openclaw/issues/61936) — closed
 ### `martingarramon`
 - profile: [github.com/martingarramon](https://github.com/martingarramon)
@@ -1938,29 +1986,6 @@ Example artifacts:
 - [PR #67981: fix(cli): prefer live channel logout [AI-assisted]](https://github.com/openclaw/openclaw/pull/67981) — open, draft
 - [PR #67980: [AI-assisted] fix(agents): mark failed TTS tool synthesis as an error](https://github.com/openclaw/openclaw/pull/67980) — closed, merged
-### `MonkeyLeeT`
-- profile: [github.com/MonkeyLeeT](https://github.com/MonkeyLeeT)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AMonkeyLeeT)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AMonkeyLeeT)
-- repo first seen: `2026-03-02T15:37:21Z`
-- repo last seen: `2026-04-18T04:11:15Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **9**
-- snapshot authored PRs/issues: **9 PRs / 0 issues**
-- snapshot discussion activity: **14 comments / 1 reviews / 1 review comments**
-- account age: **4437 days**
-- recent public PR activity: **9 PRs** (2 merged / 3 closed-unmerged / 4 open; merged rate **22%**, closed-unmerged rate **33%**, open rate **44%**)
-- 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 #68395: fix(config): accept truncateAfterCompaction](https://github.com/openclaw/openclaw/pull/68395) — open
-- [PR #68328: fix(config): accept truncateAfterCompaction](https://github.com/openclaw/openclaw/pull/68328) — closed, draft
-- [PR #67807: fix(cron): clean up deleteAfterRun direct deliveries](https://github.com/openclaw/openclaw/pull/67807) — closed, merged
 ### `WuKongAI-CMU`
 - profile: [github.com/WuKongAI-CMU](https://github.com/WuKongAI-CMU)
@@ -2106,30 +2131,6 @@ Example artifacts:
 - [PR #67633: Yuanbao](https://github.com/openclaw/openclaw/pull/67633) — closed
 - [Issue #67640: [Feature]: Add bundled YuanBao (元宝) channel plugin for Tencent YuanBao Bot integration](https://github.com/openclaw/openclaw/issues/67640) — open
-### `Lucenx9`
-- profile: [github.com/Lucenx9](https://github.com/Lucenx9)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ALucenx9)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ALucenx9)
-- repo first seen: `2026-02-25T06:16:41Z`
-- repo last seen: `2026-04-18T21:15:35Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **9**
-- snapshot authored PRs/issues: **8 PRs / 1 issues**
-- snapshot discussion activity: **12 comments / 1 reviews / 1 review comments**
-- account age: **547 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 #68698: fix(auto-reply): commit inbound dedupe on handled exits](https://github.com/openclaw/openclaw/pull/68698) — open
-- [PR #68588: fix(telegram): avoid wedging callback updates on permanent edit errors](https://github.com/openclaw/openclaw/pull/68588) — closed, merged
-- [PR #68573: fix(webhooks): re-resolve rotated webhook secrets](https://github.com/openclaw/openclaw/pull/68573) — open
-- [Issue #45645: [Bug]: doctor/update can leave CLI and gateway on different installs on Linux](https://github.com/openclaw/openclaw/issues/45645) — open
 ### `Angfr95`
 - profile: [github.com/Angfr95](https://github.com/Angfr95)
@@ -2297,12 +2298,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amjamiv)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amjamiv)
 - repo first seen: `2026-04-08T18:58:33Z`
-- repo last seen: `2026-04-17T23:27:01Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **12**
 - snapshot authored PRs/issues: **7 PRs / 5 issues**
-- snapshot discussion activity: **49 comments / 6 reviews / 6 review comments**
 - account age: **977 days**
 - recent public PR activity: **11 PRs** (4 merged / 2 closed-unmerged / 5 open; merged rate **36%**, closed-unmerged rate **18%**, open rate **45%**)
 - public orgs: none visible
@@ -2501,7 +2502,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 Example artifacts:
-- [PR #68207: Fix: auto-allowlist configured CDP hostnames in SSRF policy (Resolves #68108)](https://github.com/openclaw/openclaw/pull/68207) — open
 - [PR #68093: Fix: dedupe section title/desc in single-section config view (Resolves #68003)](https://github.com/openclaw/openclaw/pull/68093) — open
 - [PR #65633: Fix: disable chat-thread aria-live to stop per-token screen reader announcements (Resolves #65538)](https://github.com/openclaw/openclaw/pull/65633) — closed
@@ -3212,12 +3213,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asharkqwy)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asharkqwy)
 - repo first seen: `2026-03-24T04:06:08Z`
-- repo last seen: `2026-04-17T02:09:45Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **9 comments / 0 reviews / 0 review comments**
 - account age: **5196 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
@@ -3324,31 +3325,6 @@ Example artifacts:
 - [Issue #64327: Include effective contextTokens limit in hook event context](https://github.com/openclaw/openclaw/issues/64327) — open
 - [Issue #64268: Emit llm_output per-LLM-call in agentic loops, not just once per turn](https://github.com/openclaw/openclaw/issues/64268) — 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: `2026-04-17T23:39:21Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **6**
-- snapshot authored PRs/issues: **4 PRs / 2 issues**
-- snapshot discussion activity: **5 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 #67846: Memory: validate dreaming cron frequency](https://github.com/openclaw/openclaw/pull/67846) — open
-- [PR #67821: fix(onboard): preserve existing gateway auth token during re-onboard](https://github.com/openclaw/openclaw/pull/67821) — closed, merged
-- [PR #65016: Fix/cron announce no reply](https://github.com/openclaw/openclaw/pull/65016) — 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
 ### `dlebee-agent`
 - profile: [github.com/dlebee-agent](https://github.com/dlebee-agent)
@@ -4480,6 +4456,31 @@ Example artifacts:
 - [Issue #66691: v2026.4.14 regression: models.providers.*.request.allowPrivateNetwork no longer applied for audio transcription](https://github.com/openclaw/openclaw/issues/66691) — closed
 - [Issue #63132: STT: Audio transcription provider requests blocked by SSRF guard for private/LAN IPs (regression in v2026.4.7)](https://github.com/openclaw/openclaw/issues/63132) — open
 ### `jerome-benoit`
 - profile: [github.com/jerome-benoit](https://github.com/jerome-benoit)
@@ -4510,12 +4511,12 @@ 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: `2026-04-18T20:27:52Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **4 PRs / 1 issues**
-- snapshot discussion activity: **7041 comments / 5 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`
@@ -6652,7 +6653,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 Example artifacts:
-- [PR #65101: browser: wait longer for local CDP websocket after launch](https://github.com/openclaw/openclaw/pull/65101) — open
 - [PR #63581: imessage: strip NUL bytes from echo-cache text normalization](https://github.com/openclaw/openclaw/pull/63581) — open
 - [PR #53395: feishu: fix schema 2.0 card config in interactive card UX functions](https://github.com/openclaw/openclaw/pull/53395) — open
@@ -6911,6 +6912,29 @@ Example artifacts:
 - [Issue #66748: Subagent background exec triggers spurious heartbeat wake-ups on main session](https://github.com/openclaw/openclaw/issues/66748) — open
 - [Issue #63665: `openclaw update` fails with "Completion cache update failed (qa scenario pack not found)"](https://github.com/openclaw/openclaw/issues/63665) — open
 ### `dorukardahan`
 - profile: [github.com/dorukardahan](https://github.com/dorukardahan)
@@ -13005,7 +13029,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AKateWilkins)
 - repo first seen: `2026-02-04T19:04:27Z`
 - repo last seen: `2026-04-18T20:59:29Z`
-- first seen in snapshot: **yes**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -13530,7 +13554,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Alives4code)
 - repo first seen: `2026-04-18T20:53:04Z`
 - repo last seen: `2026-04-18T20:53:04Z`
-- first seen in snapshot: **yes**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -13550,12 +13574,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aljbudgie)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aljbudgie)
 - repo first seen: `2026-04-18T20:51:45Z`
-- repo last seen: `2026-04-18T20:58:44Z`
-- 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 / 3 reviews / 3 review comments**
 - account age: **294 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
@@ -13782,7 +13806,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amarkrachapoom)
 - repo first seen: `2026-04-18T20:31:21Z`
 - repo last seen: `2026-04-18T20:31:45Z`
-- first seen in snapshot: **yes**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -15435,6 +15459,27 @@ Example artifacts:
 Example artifacts:
 - [PR #68397: fix(sessions_spawn): silently strip ACP-only fields for runtime=subagent](https://github.com/openclaw/openclaw/pull/68397) — open
 ### `smartaz`
 - profile: [github.com/smartaz](https://github.com/smartaz)
@@ -16485,27 +16530,6 @@ Example artifacts:
 Example artifacts:
 - [PR #68583: fix: export cleanupProvisionalSession function (#68398)](https://github.com/openclaw/openclaw/pull/68583) — open
-### `zeroasterisk`
-- profile: [github.com/zeroasterisk](https://github.com/zeroasterisk)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Azeroasterisk)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Azeroasterisk)
-- repo first seen: `2026-04-11T22:07:01Z`
-- repo last seen: `2026-04-11T22:33:11Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **6430 days**
-- recent public PR activity: **11 PRs** (6 merged / 2 closed-unmerged / 3 open; merged rate **55%**, closed-unmerged rate **18%**, open rate **27%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-Example artifacts:
-- [PR #65023: Feat/google genai sdk as common provider across Google AI Studio and Google Cloud](https://github.com/openclaw/openclaw/pull/65023) — open
 ### `Zetarcos`
 - profile: [github.com/Zetarcos](https://github.com/Zetarcos)

 # New Contributor Report: openclaw/openclaw
+- Snapshot: `20260418T222034Z`
+- Generated: `2026-04-18T22:22:01Z`
 - Activity window: `7d`
+- Contributors: `718`
 ## Summary
 | `oraculoos` | [profile](https://github.com/oraculoos) | no | NONE | ?d | `2026-04-14T13:16:27Z` | 20 | 0 | n/a | n/a | n/a | summary unavailable |
 | `jalehman` | [profile](https://github.com/jalehman) | no | CONTRIBUTOR | 5579d | `2026-01-05T21:51:45Z` | 19 | 0 | mixed | low | low | high recent PR volume; targets high-star repos |
 | `obviyus` | [profile](https://github.com/obviyus) | no | CONTRIBUTOR | 3510d | `2026-01-04T13:17:28Z` | 19 | 0 | strong | low | low | targets high-star repos |
+| `coygeek` | [profile](https://github.com/coygeek) | no | CONTRIBUTOR | 2164d | `2026-01-31T03:06:37Z` | 18 | 20 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `omarshahine` | [profile](https://github.com/omarshahine) | no | CONTRIBUTOR | 4126d | `2026-02-20T03:30:56Z` | 18 | 10 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `mcaxtr` | [profile](https://github.com/mcaxtr) | no | MEMBER | 4358d | `2026-02-04T01:45:00Z` | 18 | 5 | mixed | low | low | high open PR share; targets high-star repos |
 | `BunsDev` | [profile](https://github.com/BunsDev) | no | MEMBER | 2087d | `2026-02-07T11:32:40Z` | 18 | 0 | strong | moderate | low | high recent PR volume |
 | `mbelinky` | [profile](https://github.com/mbelinky) | no | CONTRIBUTOR | 1077d | `2026-02-08T09:07:45Z` | 18 | 0 | strong | low | low | targets high-star repos |
 | `yozu` | [profile](https://github.com/yozu) | no | NONE | 5186d | `2026-04-07T11:36:48Z` | 16 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `drobison00` | [profile](https://github.com/drobison00) | no | CONTRIBUTOR | 4625d | `2026-03-24T18:33:52Z` | 16 | 0 | strong | low | low | targets high-star repos |
 | `ly85206559` | [profile](https://github.com/ly85206559) | no | CONTRIBUTOR | 3985d | `2026-03-03T02:24:33Z` | 16 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Jimmy-xuzimo` | [profile](https://github.com/Jimmy-xuzimo) | no | CONTRIBUTOR | 1335d | `2026-02-25T14:46:20Z` | 10 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Linux2010` | [profile](https://github.com/Linux2010) | no | CONTRIBUTOR | 3021d | `2026-02-28T09:30:44Z` | 10 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `lml2468` | [profile](https://github.com/lml2468) | no | CONTRIBUTOR | 2893d | `2026-03-03T11:34:24Z` | 10 | 0 | strong | low | low | high recent PR volume |
+| `MonkeyLeeT` | [profile](https://github.com/MonkeyLeeT) | no | CONTRIBUTOR | 4437d | `2026-03-02T15:37:21Z` | 10 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Rohan5commit` | [profile](https://github.com/Rohan5commit) | no | CONTRIBUTOR | 580d | `2026-02-21T09:50:26Z` | 10 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `SARAMALI15792` | [profile](https://github.com/SARAMALI15792) | no | CONTRIBUTOR | 992d | `2026-04-11T06:57:22Z` | 10 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `pfrederiksen` | [profile](https://github.com/pfrederiksen) | no | NONE | 5392d | `2026-04-14T16:42:04Z` | 9 | 4 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `jetd1` | [profile](https://github.com/jetd1) | no | CONTRIBUTOR | 3810d | `2026-04-09T03:07:08Z` | 9 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `VACInc` | [profile](https://github.com/VACInc) | no | CONTRIBUTOR | 4839d | `2026-01-06T03:04:41Z` | 9 | 2 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `Lucenx9` | [profile](https://github.com/Lucenx9) | no | CONTRIBUTOR | 547d | `2026-02-25T06:16:41Z` | 9 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `martingarramon` | [profile](https://github.com/martingarramon) | no | CONTRIBUTOR | 49d | `2026-03-21T22:50:34Z` | 9 | 1 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `stainlu` | [profile](https://github.com/stainlu) | no | CONTRIBUTOR | 1364d | `2026-04-08T01:24:20Z` | 9 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2026-01-16T21:59:54Z` | 9 | 0 | n/a | n/a | n/a | summary unavailable |
 | `lawrence3699` | [profile](https://github.com/lawrence3699) | no | CONTRIBUTOR | 135d | `2026-04-06T08:25:15Z` | 9 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `WuKongAI-CMU` | [profile](https://github.com/WuKongAI-CMU) | no | CONTRIBUTOR | 343d | `2026-03-09T20:35:04Z` | 9 | 0 | weak | low | low | young account; high recent PR volume; high open PR share; targets high-star repos |
 | `xinmotlanthua` | [profile](https://github.com/xinmotlanthua) | no | CONTRIBUTOR | ?d | `2026-04-14T03:17:52Z` | 9 | 0 | n/a | n/a | n/a | summary unavailable |
 | `yqli2420` | [profile](https://github.com/yqli2420) | no | CONTRIBUTOR | 3910d | `2026-04-13T18:44:19Z` | 9 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `zqchris` | [profile](https://github.com/zqchris) | no | CONTRIBUTOR | 4718d | `2026-03-01T13:09:15Z` | 8 | 5 | weak | low | low | high open PR share; targets high-star repos |
 | `zhouhe-xydt` | [profile](https://github.com/zhouhe-xydt) | no | CONTRIBUTOR | 44d | `2026-03-10T08:57:32Z` | 8 | 2 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `loongfay` | [profile](https://github.com/loongfay) | no | NONE | 3732d | `2026-04-15T14:58:37Z` | 8 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Angfr95` | [profile](https://github.com/Angfr95) | no | NONE | 641d | `2026-04-14T04:39:29Z` | 8 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `draix` | [profile](https://github.com/draix) | no | NONE | 5822d | `2026-04-12T04:34:31Z` | 8 | 0 | weak | moderate | low | high recent PR volume; high open PR share |
 | `duqaXxX` | [profile](https://github.com/duqaXxX) | no | CONTRIBUTOR | 4000d | `2026-04-09T23:20:27Z` | 8 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `zhanggpcsu` | [profile](https://github.com/zhanggpcsu) | no | NONE | 2d | `2026-04-14T07:10:06Z` | 5 | 0 | weak | low | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `ztexydt-cqh` | [profile](https://github.com/ztexydt-cqh) | no | NONE | 1d | `2026-04-16T16:11:40Z` | 5 | 0 | weak | moderate | medium | very new account; many recent closed-unmerged PRs; targets high-star repos |
 | `Kyzcreig` | [profile](https://github.com/Kyzcreig) | no | NONE | 4208d | `2026-03-26T04:03:04Z` | 4 | 5 | mixed | low | low | high open PR share; targets high-star repos |
 | `dlebee-agent` | [profile](https://github.com/dlebee-agent) | no | NONE | 16d | `2026-04-17T18:21:49Z` | 4 | 2 | mixed | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `sebykrueger` | [profile](https://github.com/sebykrueger) | no | NONE | 4553d | `2026-04-12T13:47:56Z` | 4 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `bek91` | [profile](https://github.com/bek91) | no | NONE | 2144d | `2026-04-10T20:34:48Z` | 4 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `sercada` | [profile](https://github.com/sercada) | no | CONTRIBUTOR | 3420d | `2026-03-10T14:46:37Z` | 5 | 2 | mixed | low | low | high open PR share; targets high-star repos |
 | `mraleko` | [profile](https://github.com/mraleko) | no | CONTRIBUTOR | 938d | `2026-04-08T03:48:45Z` | 5 | 0 | weak | moderate | low | many recent closed-unmerged PRs; 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 |
+| `BKF-Gitty` | [profile](https://github.com/BKF-Gitty) | no | CONTRIBUTOR | 53d | `2026-04-11T18:30:35Z` | 4 | 2 | strong | low | low | very new account; targets high-star repos |
 | `jerome-benoit` | [profile](https://github.com/jerome-benoit) | no | NONE | 4459d | `2026-03-12T22:28:40Z` | 4 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 | `steipete` | [profile](https://github.com/steipete) | no | CONTRIBUTOR | 6258d | `2025-11-26T16:46:20Z` | 4 | 1 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `glfruit` | [profile](https://github.com/glfruit) | no | NONE | 4773d | `2026-04-09T14:53:44Z` | 3 | 4 | weak | low | low | high open PR share; targets high-star repos |
 | `latenighthackathon` | [profile](https://github.com/latenighthackathon) | no | NONE | 84d | `2026-04-10T15:42:36Z` | 3 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `richardclawbot` | [profile](https://github.com/richardclawbot) | no | NONE | 31d | `2026-04-10T17:07:12Z` | 3 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `ggzeng` | [profile](https://github.com/ggzeng) | no | NONE | 3560d | `2026-04-09T09:35:59Z` | 2 | 2 | weak | low | low | high open PR share; targets high-star repos |
+| `amzzzzzzz` | [profile](https://github.com/amzzzzzzz) | no | CONTRIBUTOR | 850d | `2026-02-12T03:22:43Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `dorukardahan` | [profile](https://github.com/dorukardahan) | no | CONTRIBUTOR | 3001d | `2026-02-18T22:33:42Z` | 2 | 1 | mixed | moderate | low | — |
 | `gdibble` | [profile](https://github.com/gdibble) | no | NONE | 5393d | `2026-02-20T17:08:19Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `GodsBoy` | [profile](https://github.com/GodsBoy) | no | CONTRIBUTOR | 4554d | `2026-01-30T20:39:12Z` | 2 | 1 | strong | moderate | low | — |
 | `kangjinghang` | [profile](https://github.com/kangjinghang) | no | NONE | 3038d | `2026-04-15T05:39:38Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `kantorcodes` | [profile](https://github.com/kantorcodes) | no | NONE | 4520d | `2026-04-13T00:51:30Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `kashevk0` | [profile](https://github.com/kashevk0) | no | CONTRIBUTOR | 879d | `2026-04-14T22:33:51Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
+| `KateWilkins` | [profile](https://github.com/KateWilkins) | no | NONE | 4070d | `2026-02-04T19:04:27Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `kenrolzjc` | [profile](https://github.com/kenrolzjc) | no | NONE | 35d | `2026-04-15T15:41:47Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `kerwin612` | [profile](https://github.com/kerwin612) | no | NONE | 4829d | `2026-04-13T10:41:48Z` | 1 | 0 | weak | low | low | high open PR share |
 | `kevinheneveld` | [profile](https://github.com/kevinheneveld) | no | NONE | 5269d | `2026-03-19T00:00:30Z` | 1 | 0 | weak | low | low | high open PR share; 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 |
+| `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 |
 | `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 |
 | `Manuel-Jentic` | [profile](https://github.com/Manuel-Jentic) | no | NONE | 354d | `2026-04-16T15:39:52Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `maor-eini` | [profile](https://github.com/maor-eini) | no | NONE | 5212d | `2026-04-15T11:08:41Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `markjferguson` | [profile](https://github.com/markjferguson) | no | NONE | 136d | `2026-04-13T10:33:53Z` | 1 | 0 | weak | low | medium | young account; high open PR share; targets high-star repos |
+| `markrachapoom` | [profile](https://github.com/markrachapoom) | no | NONE | 2004d | `2026-04-18T20:31:21Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs |
 | `martinfrancois` | [profile](https://github.com/martinfrancois) | no | CONTRIBUTOR | 3866d | `2026-02-22T13:20:08Z` | 1 | 0 | strong | low | low | — |
 | `mazhe-nerd` | [profile](https://github.com/mazhe-nerd) | no | CONTRIBUTOR | 1423d | `2026-04-13T03:15:07Z` | 1 | 0 | mixed | moderate | low | high open PR share |
 | `Mehulupase01` | [profile](https://github.com/Mehulupase01) | no | NONE | 2289d | `2026-04-11T23:56:45Z` | 1 | 0 | weak | low | low | 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 |
 | `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 |
+| `skolez` | [profile](https://github.com/skolez) | yes | NONE | 3543d | `2026-04-18T21:46:16Z` | 1 | 0 | weak | low | low | 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 |
 | `songlairui` | [profile](https://github.com/songlairui) | no | NONE | 4515d | `2026-04-13T02:49:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `spartman` | [profile](https://github.com/spartman) | no | NONE | 5692d | `2026-04-15T11:44:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `YoungMoneyInvestments` | [profile](https://github.com/YoungMoneyInvestments) | no | NONE | 932d | `2026-02-23T16:58:16Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `yxjsxy` | [profile](https://github.com/yxjsxy) | no | CONTRIBUTOR | 3041d | `2026-04-18T00:21:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ZackaryShen` | [profile](https://github.com/ZackaryShen) | no | NONE | 2598d | `2026-04-18T13:48:28Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share |
 | `Zetarcos` | [profile](https://github.com/Zetarcos) | no | NONE | 1265d | `2026-04-17T07:36:00Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `zrt-ai-lab` | [profile](https://github.com/zrt-ai-lab) | no | NONE | 3613d | `2026-04-14T02:47:26Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 - [PR #67993: fix(telegram): clear compaction replay after visible boundaries](https://github.com/openclaw/openclaw/pull/67993) — closed, merged
 - [PR #67991: fix(reply): preserve post-stream error payloads](https://github.com/openclaw/openclaw/pull/67991) — closed, merged
+### `coygeek`
+- profile: [github.com/coygeek](https://github.com/coygeek)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Acoygeek)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Acoygeek)
+- repo first seen: `2026-01-31T03:06:37Z`
+- repo last seen: `2026-04-18T22:13:40Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **38**
+- snapshot authored PRs/issues: **18 PRs / 20 issues**
+- snapshot discussion activity: **154 comments / 0 reviews / 0 review comments**
+- account age: **2164 days**
+- recent public PR activity: **16 PRs** (2 merged / 7 closed-unmerged / 7 open; merged rate **12%**, closed-unmerged rate **44%**, open rate **44%**)
+- 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 #68705: fix: Discord guild-admin actions execute without requester...](https://github.com/openclaw/openclaw/pull/68705) — open
+- [PR #68404: fix: Published deployment token placeholder bypasses gateway...](https://github.com/openclaw/openclaw/pull/68404) — closed, merged
+- [PR #65655: fix: harden Mattermost slash callback auth](https://github.com/openclaw/openclaw/pull/65655) — open
+- [Issue #68703: [Bug]: Discord guild-admin actions execute without requester authorization checks](https://github.com/openclaw/openclaw/issues/68703) — open
+- [Issue #68403: [Bug]: Published deployment token placeholder bypasses gateway weak-secret guard](https://github.com/openclaw/openclaw/issues/68403) — closed
+- [Issue #65626: [Bug]: Browser control honors inactive gateway credentials despite explicit auth mode](https://github.com/openclaw/openclaw/issues/65626) — open
 ### `omarshahine`
 - profile: [github.com/omarshahine](https://github.com/omarshahine)
 - [PR #66140: [codex] fix(ui): guard dreaming wiki plugin calls](https://github.com/openclaw/openclaw/pull/66140) — closed, merged
 - [PR #66139: fix(memory-core): run Dreaming once per cron schedule](https://github.com/openclaw/openclaw/pull/66139) — closed, merged
 ### `yozu`
 - profile: [github.com/yozu](https://github.com/yozu)
 - [PR #66276: fix(cli): prevent process hang after gateway RPC commands (#66227)](https://github.com/openclaw/openclaw/pull/66276) — open
 - [PR #65989: fix: guard against null job.state in cron list and startup paths](https://github.com/openclaw/openclaw/pull/65989) — open
+### `MonkeyLeeT`
+- profile: [github.com/MonkeyLeeT](https://github.com/MonkeyLeeT)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AMonkeyLeeT)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AMonkeyLeeT)
+- repo first seen: `2026-03-02T15:37:21Z`
+- repo last seen: `2026-04-18T21:46:48Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **10**
+- snapshot authored PRs/issues: **10 PRs / 0 issues**
+- snapshot discussion activity: **14 comments / 1 reviews / 1 review comments**
+- account age: **4437 days**
+- recent public PR activity: **9 PRs** (2 merged / 3 closed-unmerged / 4 open; merged rate **22%**, closed-unmerged rate **33%**, open rate **44%**)
+- 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 #68700: [codex] fix(agents): stop treating session lock waits as timeout](https://github.com/openclaw/openclaw/pull/68700) — open, draft
+- [PR #68395: fix(config): accept truncateAfterCompaction](https://github.com/openclaw/openclaw/pull/68395) — open
+- [PR #68328: fix(config): accept truncateAfterCompaction](https://github.com/openclaw/openclaw/pull/68328) — closed, draft
 ### `Rohan5commit`
 - profile: [github.com/Rohan5commit](https://github.com/Rohan5commit)
 - [Issue #68690: SecretRef coverage gaps for several auth/config paths](https://github.com/openclaw/openclaw/issues/68690) — open
 - [Issue #61936: [Feature]: Allow dreaming with external memory slot plugins](https://github.com/openclaw/openclaw/issues/61936) — closed
+### `Lucenx9`
+- profile: [github.com/Lucenx9](https://github.com/Lucenx9)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ALucenx9)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ALucenx9)
+- repo first seen: `2026-02-25T06:16:41Z`
+- repo last seen: `2026-04-18T21:43:42Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **10**
+- snapshot authored PRs/issues: **9 PRs / 1 issues**
+- snapshot discussion activity: **12 comments / 1 reviews / 1 review comments**
+- account age: **547 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 #68699: fix(lmstudio): bound preload cooldown state](https://github.com/openclaw/openclaw/pull/68699) — open
+- [PR #68698: fix(auto-reply): commit inbound dedupe on handled exits](https://github.com/openclaw/openclaw/pull/68698) — open
+- [PR #68588: fix(telegram): avoid wedging callback updates on permanent edit errors](https://github.com/openclaw/openclaw/pull/68588) — closed, merged
+- [Issue #45645: [Bug]: doctor/update can leave CLI and gateway on different installs on Linux](https://github.com/openclaw/openclaw/issues/45645) — open
 ### `martingarramon`
 - profile: [github.com/martingarramon](https://github.com/martingarramon)
 - [PR #67981: fix(cli): prefer live channel logout [AI-assisted]](https://github.com/openclaw/openclaw/pull/67981) — open, draft
 - [PR #67980: [AI-assisted] fix(agents): mark failed TTS tool synthesis as an error](https://github.com/openclaw/openclaw/pull/67980) — closed, merged
 ### `WuKongAI-CMU`
 - profile: [github.com/WuKongAI-CMU](https://github.com/WuKongAI-CMU)
 - [PR #67633: Yuanbao](https://github.com/openclaw/openclaw/pull/67633) — closed
 - [Issue #67640: [Feature]: Add bundled YuanBao (元宝) channel plugin for Tencent YuanBao Bot integration](https://github.com/openclaw/openclaw/issues/67640) — open
 ### `Angfr95`
 - profile: [github.com/Angfr95](https://github.com/Angfr95)
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amjamiv)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amjamiv)
 - repo first seen: `2026-04-08T18:58:33Z`
+- repo last seen: `2026-04-18T21:53:14Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **12**
 - snapshot authored PRs/issues: **7 PRs / 5 issues**
+- snapshot discussion activity: **51 comments / 6 reviews / 6 review comments**
 - account age: **977 days**
 - recent public PR activity: **11 PRs** (4 merged / 2 closed-unmerged / 5 open; merged rate **36%**, closed-unmerged rate **18%**, open rate **45%**)
 - public orgs: none visible
 - heuristic read: **high open PR share; targets high-star repos**
 Example artifacts:
+- [PR #68207: Fix: auto-allowlist configured CDP hostnames in SSRF policy (Resolves #68108)](https://github.com/openclaw/openclaw/pull/68207) — closed, merged
 - [PR #68093: Fix: dedupe section title/desc in single-section config view (Resolves #68003)](https://github.com/openclaw/openclaw/pull/68093) — open
 - [PR #65633: Fix: disable chat-thread aria-live to stop per-token screen reader announcements (Resolves #65538)](https://github.com/openclaw/openclaw/pull/65633) — closed
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asharkqwy)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asharkqwy)
 - repo first seen: `2026-03-24T04:06:08Z`
+- repo last seen: `2026-04-18T22:05:52Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **5 PRs / 0 issues**
+- snapshot discussion activity: **10 comments / 0 reviews / 0 review comments**
 - account age: **5196 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
 - [Issue #64327: Include effective contextTokens limit in hook event context](https://github.com/openclaw/openclaw/issues/64327) — open
 - [Issue #64268: Emit llm_output per-LLM-call in agentic loops, not just once per turn](https://github.com/openclaw/openclaw/issues/64268) — open
 ### `dlebee-agent`
 - profile: [github.com/dlebee-agent](https://github.com/dlebee-agent)
 - [Issue #66691: v2026.4.14 regression: models.providers.*.request.allowPrivateNetwork no longer applied for audio transcription](https://github.com/openclaw/openclaw/issues/66691) — closed
 - [Issue #63132: STT: Audio transcription provider requests blocked by SSRF guard for private/LAN IPs (regression in v2026.4.7)](https://github.com/openclaw/openclaw/issues/63132) — 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: `2026-04-17T23:39:21Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **4 PRs / 2 issues**
+- snapshot discussion activity: **5 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 #67846: Memory: validate dreaming cron frequency](https://github.com/openclaw/openclaw/pull/67846) — open
+- [PR #67821: fix(onboard): preserve existing gateway auth token during re-onboard](https://github.com/openclaw/openclaw/pull/67821) — closed, merged
+- [PR #65016: Fix/cron announce no reply](https://github.com/openclaw/openclaw/pull/65016) — 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
 ### `jerome-benoit`
 - profile: [github.com/jerome-benoit](https://github.com/jerome-benoit)
 - 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: `2026-04-18T22:19:32Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **4 PRs / 1 issues**
+- snapshot discussion activity: **7050 comments / 5 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`
 - heuristic read: **high open PR share; targets high-star repos**
 Example artifacts:
+- [PR #65101: browser: wait longer for local CDP websocket after launch](https://github.com/openclaw/openclaw/pull/65101) — closed
 - [PR #63581: imessage: strip NUL bytes from echo-cache text normalization](https://github.com/openclaw/openclaw/pull/63581) — open
 - [PR #53395: feishu: fix schema 2.0 card config in interactive card UX functions](https://github.com/openclaw/openclaw/pull/53395) — open
 - [Issue #66748: Subagent background exec triggers spurious heartbeat wake-ups on main session](https://github.com/openclaw/openclaw/issues/66748) — open
 - [Issue #63665: `openclaw update` fails with "Completion cache update failed (qa scenario pack not found)"](https://github.com/openclaw/openclaw/issues/63665) — open
+### `amzzzzzzz`
+- profile: [github.com/amzzzzzzz](https://github.com/amzzzzzzz)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aamzzzzzzz)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aamzzzzzzz)
+- repo first seen: `2026-02-12T03:22:43Z`
+- repo last seen: `2026-04-18T21:59:01Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **2 PRs / 1 issues**
+- snapshot discussion activity: **15 comments / 1 reviews / 1 review comments**
+- account age: **850 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 #68701: fix: strip invalid webchat delivery recipients](https://github.com/openclaw/openclaw/pull/68701) — open
+- [PR #53260: feat(diagnostics): add tool.call and tool.result events](https://github.com/openclaw/openclaw/pull/53260) — open
+- [Issue #32990: BlueBubbles (webhook channel) incorrectly triggers stale-socket health monitor restart during quiet periods](https://github.com/openclaw/openclaw/issues/32990) — closed
 ### `dorukardahan`
 - profile: [github.com/dorukardahan](https://github.com/dorukardahan)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AKateWilkins)
 - repo first seen: `2026-02-04T19:04:27Z`
 - repo last seen: `2026-04-18T20:59:29Z`
+- first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Alives4code)
 - repo first seen: `2026-04-18T20:53:04Z`
 - repo last seen: `2026-04-18T20:53:04Z`
+- first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aljbudgie)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aljbudgie)
 - repo first seen: `2026-04-18T20:51:45Z`
+- repo last seen: `2026-04-18T21:33:56Z`
+- 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 / 3 reviews / 3 review comments**
 - account age: **294 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
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amarkrachapoom)
 - repo first seen: `2026-04-18T20:31:21Z`
 - repo last seen: `2026-04-18T20:31:45Z`
+- first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 Example artifacts:
 - [PR #68397: fix(sessions_spawn): silently strip ACP-only fields for runtime=subagent](https://github.com/openclaw/openclaw/pull/68397) — open
+### `skolez`
+- profile: [github.com/skolez](https://github.com/skolez)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Askolez)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Askolez)
+- repo first seen: `2026-04-18T21:46:16Z`
+- repo last seen: `2026-04-18T22:10:59Z`
+- 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: **3543 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 #68702: fix(docker): enable host.docker.internal for local providers](https://github.com/openclaw/openclaw/pull/68702) — open
 ### `smartaz`
 - profile: [github.com/smartaz](https://github.com/smartaz)
 Example artifacts:
 - [PR #68583: fix: export cleanupProvisionalSession function (#68398)](https://github.com/openclaw/openclaw/pull/68583) — open
 ### `Zetarcos`
 - profile: [github.com/Zetarcos](https://github.com/Zetarcos)

new_contributors.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b1e13d662a63b3e6d808a0f4a904caabcdbae1e9feab602c29d0caf3ab0ef50c
-size 97798

 version https://git-lfs.github.com/spec/v1
+oid sha256:30b8d418d2b958d3350eecdc88a411c6fc2f0f67e2122dbde79fbd579e343a57
+size 97784

pr_comments.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:fac251dd9f02b9e0574ce5c436fbd2e38eb70fe68425d45d85e99a24ed3a4ceb
-size 46822057

 version https://git-lfs.github.com/spec/v1
+oid sha256:0c177ad1e6ebb8b554d5caeb46b8463e9c591ebf8a3a8496dcc588eb76e3c01f
+size 46830469

pr_diffs.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f3b87c0086019bcd19569139fb7baf2695c6e203d70e0de34b09d61df5490856
-size 121324899

 version https://git-lfs.github.com/spec/v1
+oid sha256:1cbe7e3246ebb41023f5b1e4e1b824568ff022bc67e9e53aec9c1f70d9c41a03
+size 121379606

pr_files.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1c0c7864e3b1ba5d0f6313403434c2d98c99d5d47605dec83053507c60346935
-size 95980359

 version https://git-lfs.github.com/spec/v1
+oid sha256:5eb4d748c92c44012d324e13f4fa25362d4bf08e05c35d984384148de53bdc20
+size 96030390

pull_requests.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:fdcd3403058d2d4e9366b81111d74f8da0a442cd820119606d438e6733470521
-size 4832280

 version https://git-lfs.github.com/spec/v1
+oid sha256:c57328431415a9e2d78e0f0581746b6eaaf338e792fbb26e62418374f6c68fb7
+size 4844733

review_comments.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:89347738a1eb577c639b92cf90c2003bbc412c772b855eb306778b5373e68e45
-size 7449415

 version https://git-lfs.github.com/spec/v1
+oid sha256:741249ce84d849dcbf421bd4f27d492e5f64adfcc388761292f8e68ba5cf71c9
+size 7468370

reviews.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:6e501f6b0d7c2f5c84f3820e56d54bdb78902cd84c16c9a89e4d1421c9a0edd3
-size 1462899

 version https://git-lfs.github.com/spec/v1
+oid sha256:fbbb8be6148077b3b08d7c4c08269dff44b2648088d213a05cd0dddf6f9312d3
+size 1466635

snapshots/20260418T222034Z/manifest.json ADDED Viewed

	@@ -0,0 +1,39 @@

+{
+  "artifacts": {
+    "new_contributors_json": "new-contributors-report.json",
+    "new_contributors_markdown": "new-contributors-report.md",
+    "new_contributors_parquet": "new_contributors.parquet"
+  },
+  "counts": {
+    "comments": 136607,
+    "issues": 4511,
+    "links": 44503,
+    "new_contributors": 718,
+    "pr_diffs": 3322,
+    "pr_files": 70354,
+    "pull_requests": 3322,
+    "review_comments": 17414,
+    "reviews": 13230,
+    "timeline_events": 54449
+  },
+  "crawl_started_at": "2026-04-18T22:20:34Z",
+  "delta_counts": {
+    "comments": 28,
+    "issue_stubs": 39,
+    "issues": 18,
+    "links": 57,
+    "pr_diffs": 21,
+    "pr_files": 141,
+    "pull_requests": 21,
+    "review_comments": 428,
+    "reviews": 270,
+    "timeline_events": 788
+  },
+  "extracted_at": "2026-04-18T22:20:34Z",
+  "repo": "openclaw/openclaw",
+  "snapshot_id": "20260418T222034Z",
+  "watermark": {
+    "effective_since": "2026-04-18T21:20:35Z",
+    "next_since": "2026-04-18T22:20:34Z"
+  }
+}

snapshots/latest.json CHANGED Viewed

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260418T212035Z/manifest.json",
-  "latest_snapshot_id": "20260418T212035Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-04-18T21:20:35Z",
   "repo": "openclaw/openclaw",
-  "snapshot_dir": "snapshots/20260418T212035Z"
 }

 {
+  "archived_manifest_path": "snapshots/20260418T222034Z/manifest.json",
+  "latest_snapshot_id": "20260418T222034Z",
   "manifest_path": "manifest.json",
+  "next_since": "2026-04-18T22:20:34Z",
   "repo": "openclaw/openclaw",
+  "snapshot_dir": "snapshots/20260418T222034Z"
 }

state/watermark.json CHANGED Viewed

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-04-18T20:20:35Z",
-  "last_successful_snapshot_id": "20260418T212035Z",
-  "next_since": "2026-04-18T21:20:35Z",
   "repo": "openclaw/openclaw",
-  "updated_at": "2026-04-18T21:20:35Z"
 }

 {
+  "effective_since": "2026-04-18T21:20:35Z",
+  "last_successful_snapshot_id": "20260418T222034Z",
+  "next_since": "2026-04-18T22:20:34Z",
   "repo": "openclaw/openclaw",
+  "updated_at": "2026-04-18T22:20:34Z"
 }