Datasets:

evalstate
/

openclaw-pr

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 Notes:
-- latest snapshot: `20260417T212042Z`
 - 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: `20260417T222041Z`
 - 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:bda7d044e649fb5cf1840a42ddd6be25b85e79914c45da3d771502920ec8cb2e
-size 66897811

 version https://git-lfs.github.com/spec/v1
+oid sha256:18e970fdd97401345109550c1abeab423274404d15bc48a4b34be179d74e4bb3
+size 66917971

events.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:6942683b0a56be931971c96d63acef7264c4e722ab49663c8451227c36b67a05
-size 868967

 version https://git-lfs.github.com/spec/v1
+oid sha256:d2bbd19aa3fd930ae1ba7c6caf7311509ac85d9b5fd56f59a476e167973e5208
+size 886037

issue_comments.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:72319269324734e4b4b2ee078561e493dc19d7230a1606cfd6e6b6570a6a1461
-size 19909541

 version https://git-lfs.github.com/spec/v1
+oid sha256:c51b345ba520804ff219f8837235b7f1d36f6156497c5a8cc716da128d066097
+size 19912429

issues.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d80c4620e3087feaedd41c9cdae41d4619da966c92cbfc283af5e8a302b40f0d
-size 6306686

 version https://git-lfs.github.com/spec/v1
+oid sha256:ebf3f58c655cdb3b53e5717c4aa629d635f21e4ff6cf30b8ba8462705f674513
+size 6325189

links.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:074a4523cec714815931a68983d1df974435e7b15c6722451676102507b8842e
-size 516329

 version https://git-lfs.github.com/spec/v1
+oid sha256:19019fd50f64e2a49bc49d2ad402f933ac3b72cbe30b979d50dbfab52737e480
+size 516650

manifest.json CHANGED Viewed

@@ -5,35 +5,35 @@
     "new_contributors_parquet": "new_contributors.parquet"
   },
   "counts": {
-    "comments": 135579,
-    "issues": 4157,
-    "links": 43255,
-    "new_contributors": 712,
-    "pr_diffs": 2902,
-    "pr_files": 56370,
-    "pull_requests": 2902,
-    "review_comments": 14294,
-    "reviews": 10792,
-    "timeline_events": 44234
   },
-  "crawl_started_at": "2026-04-17T21:20:42Z",
   "delta_counts": {
-    "comments": 35,
-    "issue_stubs": 41,
     "issues": 12,
-    "links": 67,
-    "pr_diffs": 29,
-    "pr_files": 638,
-    "pull_requests": 29,
-    "review_comments": 219,
-    "reviews": 159,
-    "timeline_events": 1184
   },
-  "extracted_at": "2026-04-17T21:20:42Z",
   "repo": "openclaw/openclaw",
-  "snapshot_id": "20260417T212042Z",
   "watermark": {
-    "effective_since": "2026-04-17T20:20:42Z",
-    "next_since": "2026-04-17T21:20:42Z"
   }
 }

     "new_contributors_parquet": "new_contributors.parquet"
   },
   "counts": {
+    "comments": 135598,
+    "issues": 4165,
+    "links": 43279,
+    "new_contributors": 714,
+    "pr_diffs": 2912,
+    "pr_files": 56426,
+    "pull_requests": 2912,
+    "review_comments": 14328,
+    "reviews": 10817,
+    "timeline_events": 44644
   },
+  "crawl_started_at": "2026-04-17T22:20:41Z",
   "delta_counts": {
+    "comments": 21,
+    "issue_stubs": 34,
     "issues": 12,
+    "links": 36,
+    "pr_diffs": 22,
+    "pr_files": 274,
+    "pull_requests": 22,
+    "review_comments": 158,
+    "reviews": 121,
+    "timeline_events": 804
   },
+  "extracted_at": "2026-04-17T22:20:41Z",
   "repo": "openclaw/openclaw",
+  "snapshot_id": "20260417T222041Z",
   "watermark": {
+    "effective_since": "2026-04-17T21:20:42Z",
+    "next_since": "2026-04-17T22:20:41Z"
   }
 }

new-contributors-report.json CHANGED Viewed

@@ -1,26 +1,26 @@
 {
   "schema_version": "1.0",
   "repo": "openclaw/openclaw",
-  "snapshot_id": "20260417T212042Z",
-  "generated_at": "2026-04-17T21:22:43Z",
   "window_days": 7,
   "max_authors": 0,
   "instrumentation": {
-    "selected_contributors": 712,
-    "first_seen_in_snapshot": 0,
-    "known_via_prior_merged_pr": 114,
-    "previous_primary_author_count": 4062,
-    "selected_seen_in_previous_primary": 712,
     "previous_report_contributor_count": 712,
-    "selected_overlap_previous_report": 711,
-    "selected_overlap_previous_report_rate": 0.9986,
-    "reused_previous_report_entries": 703,
-    "reused_known_merged_contributors": 113,
-    "live_fetches": 9,
     "window_anchor": "run_time",
     "window_anchor_cacheable": false,
-    "enrichment_elapsed_seconds": 3.289,
-    "enrichment_avg_seconds_per_author": 0.005,
     "enrichment_failures": 8
   },
   "contributors": [
@@ -108,11 +108,11 @@
       "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Avincentkoc",
       "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Avincentkoc",
       "repo_first_seen_at": "2026-02-03T19:03:56Z",
-      "repo_last_seen_at": "2026-04-16T02:01:44Z",
-      "repo_primary_artifact_count": 50,
-      "repo_artifact_count": 1914,
       "snapshot_issue_count": 0,
-      "snapshot_pr_count": 50,
       "snapshot_comment_count": 1850,
       "snapshot_review_count": 7,
       "snapshot_review_comment_count": 7,
@@ -149,6 +149,16 @@
       },
       "examples": {
         "pull_requests": [
           {
             "kind": "pull_request",
             "number": 67099,
@@ -168,16 +178,6 @@
             "merged": false,
             "draft": false,
             "created_at": "2026-04-15T08:33:24Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 66471,
-            "title": "fix(reply): parse markdown image replies as media",
-            "url": "https://github.com/openclaw/openclaw/pull/66471",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-14T09:50:40Z"
           }
         ],
         "issues": []
@@ -733,11 +733,11 @@
       "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ATakhoffman",
       "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ATakhoffman",
       "repo_first_seen_at": "2026-01-27T16:37:08Z",
-      "repo_last_seen_at": "2026-04-17T14:55:32Z",
-      "repo_primary_artifact_count": 29,
-      "repo_artifact_count": 1433,
       "snapshot_issue_count": 1,
-      "snapshot_pr_count": 28,
       "snapshot_comment_count": 1106,
       "snapshot_review_count": 149,
       "snapshot_review_comment_count": 149,
@@ -768,6 +768,16 @@
       },
       "examples": {
         "pull_requests": [
           {
             "kind": "pull_request",
             "number": 68000,
@@ -787,16 +797,6 @@
             "merged": false,
             "draft": false,
             "created_at": "2026-04-17T05:49:36Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 67995,
-            "title": "fix(bootstrap): workspace bootstrap prompt routing",
-            "url": "https://github.com/openclaw/openclaw/pull/67995",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-17T05:47:03Z"
           }
         ],
         "issues": [
@@ -9054,7 +9054,7 @@
       "repo_association": "MEMBER",
       "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,
@@ -11119,20 +11119,20 @@
       "fetch_error": null
     },
     {
-      "author_login": "sparkeros",
       "name": null,
-      "profile_url": "https://github.com/sparkeros",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asparkeros",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asparkeros",
-      "repo_first_seen_at": "2026-03-09T12:13:39Z",
-      "repo_last_seen_at": "2026-04-17T15:34:27Z",
       "repo_primary_artifact_count": 4,
-      "repo_artifact_count": 5,
       "snapshot_issue_count": 1,
       "snapshot_pr_count": 3,
-      "snapshot_comment_count": 1,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
       "repo_association": "NONE",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -11140,21 +11140,21 @@
       "report_reason": null,
       "enrichment_source": "previous_report",
       "live_refetch_skipped": true,
-      "account_age_days": 156,
       "young_account": true,
-      "follow_through_score": "weak",
       "breadth_score": "low",
       "automation_risk_signal": "medium",
-      "heuristic_note": "young account; high open PR share; no visible non-self stars; targets high-star repos",
       "public_orgs": [],
       "activity": {
-        "visible_authored_pr_count": 14,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 2,
-        "open_pr_count": 12,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 0.1429,
-        "still_open_pr_rate": 0.8571,
         "distinct_repos_with_authored_prs": 2,
         "distinct_repos_with_open_prs": 1
       },
@@ -11162,45 +11162,45 @@
         "pull_requests": [
           {
             "kind": "pull_request",
-            "number": 68176,
-            "title": "CLI: bake git commit at build time so --version reports built commit not live HEAD [AI-assisted]",
-            "url": "https://github.com/openclaw/openclaw/pull/68176",
             "state": "open",
             "merged": false,
             "draft": false,
-            "created_at": "2026-04-17T15:34:27Z"
           },
           {
             "kind": "pull_request",
-            "number": 68146,
-            "title": "fix(gateway): hold startup-gated requests at server until post-attach (closes #67160)",
-            "url": "https://github.com/openclaw/openclaw/pull/68146",
-            "state": "open",
             "merged": false,
             "draft": false,
-            "created_at": "2026-04-17T14:26:37Z"
           },
           {
             "kind": "pull_request",
-            "number": 64508,
-            "title": "fix(agents): persist subagent spawn model to override fields",
-            "url": "https://github.com/openclaw/openclaw/pull/64508",
-            "state": "closed",
             "merged": false,
             "draft": false,
-            "created_at": "2026-04-10T21:43:58Z"
           }
         ],
         "issues": [
           {
             "kind": "issue",
-            "number": 68148,
-            "title": "--version reports live git HEAD instead of the commit the built binary was built from",
-            "url": "https://github.com/openclaw/openclaw/issues/68148",
             "state": "open",
             "merged": null,
             "draft": null,
-            "created_at": "2026-04-17T14:33:02Z"
           }
         ]
       },
@@ -12539,12 +12539,12 @@
       "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Axudaiyanzi",
       "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Axudaiyanzi",
       "repo_first_seen_at": "2026-04-14T20:23:42Z",
-      "repo_last_seen_at": "2026-04-17T05:17:08Z",
       "repo_primary_artifact_count": 3,
-      "repo_artifact_count": 17,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 3,
-      "snapshot_comment_count": 4,
       "snapshot_review_count": 5,
       "snapshot_review_comment_count": 5,
       "repo_association": "NONE",
@@ -13658,6 +13658,94 @@
       },
       "fetch_error": null
     },
     {
       "author_login": "alchip",
       "name": null,
@@ -13812,83 +13900,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "cedillarack",
-      "name": null,
-      "profile_url": "https://github.com/cedillarack",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Acedillarack",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Acedillarack",
-      "repo_first_seen_at": "2026-02-17T04:29:03Z",
-      "repo_last_seen_at": "2026-04-14T23:31:50Z",
-      "repo_primary_artifact_count": 3,
-      "repo_artifact_count": 13,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 3,
-      "snapshot_comment_count": 10,
-      "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": true,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 61,
-      "young_account": true,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "medium",
-      "heuristic_note": "very new account; high open PR share; no visible non-self stars; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 3,
-        "merged_pr_count": 1,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 2,
-        "merged_pr_rate": 0.3333,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 0.6667,
-        "distinct_repos_with_authored_prs": 1,
-        "distinct_repos_with_open_prs": 1
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 66868,
-            "title": "fix: drain system events on session reset to prevent cross-session leak",
-            "url": "https://github.com/openclaw/openclaw/pull/66868",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-14T23:31:50Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 64518,
-            "title": "fix: clear model/provider override on /new and /reset",
-            "url": "https://github.com/openclaw/openclaw/pull/64518",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-10T22:18:01Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 64491,
-            "title": "fix(config): add timeoutSeconds support to agents.defaults.heartbeat",
-            "url": "https://github.com/openclaw/openclaw/pull/64491",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-04-10T20:20:28Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "GaosCode",
       "name": "MrBrain",
@@ -19966,6 +19977,83 @@
       },
       "fetch_error": null
     },
     {
       "author_login": "IVY-AI-gif",
       "name": "IVY",
@@ -24370,6 +24458,74 @@
       },
       "fetch_error": null
     },
     {
       "author_login": "andydoucet",
       "name": "Andrew Doucet",
@@ -25006,8 +25162,8 @@
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
       "report_reason": null,
-      "enrichment_source": "live",
-      "live_refetch_skipped": false,
       "account_age_days": 2832,
       "young_account": false,
       "follow_through_score": "mixed",
@@ -30296,7 +30452,7 @@
             "number": 65677,
             "title": "GeometryOS: OpenClaw-Powered Verified Math Intelligence Engine",
             "url": "https://github.com/openclaw/openclaw/pull/65677",
-            "state": "open",
             "merged": false,
             "draft": false,
             "created_at": "2026-04-13T03:07:56Z"
@@ -30935,65 +31091,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "bethomas",
-      "name": "Brian Thomas",
-      "profile_url": "https://github.com/bethomas",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abethomas",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abethomas",
-      "repo_first_seen_at": "2026-04-10T22:08:39Z",
-      "repo_last_seen_at": "2026-04-10T22:08:39Z",
-      "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 1,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 1,
-      "snapshot_comment_count": 0,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "NONE",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 2613,
-      "young_account": false,
-      "follow_through_score": "mixed",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "\u2014",
-      "public_orgs": [
-        "OpenRouterTeam"
-      ],
-      "activity": {
-        "visible_authored_pr_count": 3,
-        "merged_pr_count": 2,
-        "closed_unmerged_pr_count": 1,
-        "open_pr_count": 0,
-        "merged_pr_rate": 0.6667,
-        "closed_unmerged_pr_rate": 0.3333,
-        "still_open_pr_rate": 0.0,
-        "distinct_repos_with_authored_prs": 2,
-        "distinct_repos_with_open_prs": 0
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 64513,
-            "title": "openrouter: add image, video, and music generation providers",
-            "url": "https://github.com/openclaw/openclaw/pull/64513",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-10T22:08:39Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "BillyBunn",
       "name": "Billy Bunn",
@@ -33174,63 +33271,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "dlebee-agent",
-      "name": null,
-      "profile_url": "https://github.com/dlebee-agent",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Adlebee-agent",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Adlebee-agent",
-      "repo_first_seen_at": "2026-04-17T18:21:49Z",
-      "repo_last_seen_at": "2026-04-17T19:05:25Z",
-      "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 6,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 1,
-      "snapshot_comment_count": 1,
-      "snapshot_review_count": 2,
-      "snapshot_review_comment_count": 2,
-      "repo_association": "NONE",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 16,
-      "young_account": true,
-      "follow_through_score": "mixed",
-      "breadth_score": "low",
-      "automation_risk_signal": "medium",
-      "heuristic_note": "very new account; high open PR share; no visible non-self stars; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 2,
-        "merged_pr_count": 1,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 1,
-        "merged_pr_rate": 0.5,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 0.5,
-        "distinct_repos_with_authored_prs": 2,
-        "distinct_repos_with_open_prs": 1
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 68240,
-            "title": "feat(onboard): add --daemon-env flag to openclaw onboard --install-daemon",
-            "url": "https://github.com/openclaw/openclaw/pull/68240",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-17T18:21:49Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "dongs0104",
       "name": "Dong Shin",
@@ -41191,63 +41231,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "ndholakia",
-      "name": null,
-      "profile_url": "https://github.com/ndholakia",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Andholakia",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Andholakia",
-      "repo_first_seen_at": "2026-04-10T21:25:57Z",
-      "repo_last_seen_at": "2026-04-14T00:46:27Z",
-      "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": 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": 4178,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high open PR share; no visible non-self stars; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 2,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 2,
-        "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": 64503,
-            "title": "fix(msteams): forward messageBack card actions (Action.Submit) to agent (#60952)",
-            "url": "https://github.com/openclaw/openclaw/pull/64503",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-10T21:25:57Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "neilofneils404",
       "name": null,
@@ -41654,12 +41637,12 @@
       "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ANimraakram22",
       "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ANimraakram22",
       "repo_first_seen_at": "2026-04-17T19:03:24Z",
-      "repo_last_seen_at": "2026-04-17T21:00:36Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 6,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 3,
       "snapshot_review_count": 1,
       "snapshot_review_comment_count": 1,
       "repo_association": "NONE",
@@ -41694,7 +41677,7 @@
             "number": 68247,
             "title": "feat(gateway): Add Xcode Copilot Extension Support",
             "url": "https://github.com/openclaw/openclaw/pull/68247",
-            "state": "open",
             "merged": false,
             "draft": false,
             "created_at": "2026-04-17T19:03:24Z"
@@ -46160,6 +46143,63 @@
       },
       "fetch_error": null
     },
     {
       "author_login": "TheDragon",
       "name": "sonamChopheld",
@@ -46217,6 +46257,63 @@
       },
       "fetch_error": null
     },
     {
       "author_login": "thewilloftheshadow",
       "name": "Shadow",
@@ -47773,6 +47870,63 @@
       },
       "fetch_error": null
     },
     {
       "author_login": "Yellowfish23",
       "name": "Yellowfish",

 {
   "schema_version": "1.0",
   "repo": "openclaw/openclaw",
+  "snapshot_id": "20260417T222041Z",
+  "generated_at": "2026-04-17T22:22:27Z",
   "window_days": 7,
   "max_authors": 0,
   "instrumentation": {
+    "selected_contributors": 714,
+    "first_seen_in_snapshot": 3,
+    "known_via_prior_merged_pr": 115,
+    "previous_primary_author_count": 4070,
+    "selected_seen_in_previous_primary": 711,
     "previous_report_contributor_count": 712,
+    "selected_overlap_previous_report": 710,
+    "selected_overlap_previous_report_rate": 0.9944,
+    "reused_previous_report_entries": 702,
+    "reused_known_merged_contributors": 114,
+    "live_fetches": 12,
     "window_anchor": "run_time",
     "window_anchor_cacheable": false,
+    "enrichment_elapsed_seconds": 11.165,
+    "enrichment_avg_seconds_per_author": 0.016,
     "enrichment_failures": 8
   },
   "contributors": [
       "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Avincentkoc",
       "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Avincentkoc",
       "repo_first_seen_at": "2026-02-03T19:03:56Z",
+      "repo_last_seen_at": "2026-04-17T21:39:54Z",
+      "repo_primary_artifact_count": 51,
+      "repo_artifact_count": 1915,
       "snapshot_issue_count": 0,
+      "snapshot_pr_count": 51,
       "snapshot_comment_count": 1850,
       "snapshot_review_count": 7,
       "snapshot_review_comment_count": 7,
       },
       "examples": {
         "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 68284,
+            "title": "fix(auth): centralize oauth lifecycle manager",
+            "url": "https://github.com/openclaw/openclaw/pull/68284",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-17T21:39:54Z"
+          },
           {
             "kind": "pull_request",
             "number": 67099,
             "merged": false,
             "draft": false,
             "created_at": "2026-04-15T08:33:24Z"
           }
         ],
         "issues": []
       "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ATakhoffman",
       "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ATakhoffman",
       "repo_first_seen_at": "2026-01-27T16:37:08Z",
+      "repo_last_seen_at": "2026-04-17T21:59:25Z",
+      "repo_primary_artifact_count": 30,
+      "repo_artifact_count": 1434,
       "snapshot_issue_count": 1,
+      "snapshot_pr_count": 29,
       "snapshot_comment_count": 1106,
       "snapshot_review_count": 149,
       "snapshot_review_comment_count": 149,
       },
       "examples": {
         "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 68289,
+            "title": "feat(workspace): add safe workspace reset command",
+            "url": "https://github.com/openclaw/openclaw/pull/68289",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-17T21:59:25Z"
+          },
           {
             "kind": "pull_request",
             "number": 68000,
             "merged": false,
             "draft": false,
             "created_at": "2026-04-17T05:49:36Z"
           }
         ],
         "issues": [
       "repo_association": "MEMBER",
       "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,
       "fetch_error": null
     },
     {
+      "author_login": "dlebee-agent",
       "name": null,
+      "profile_url": "https://github.com/dlebee-agent",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Adlebee-agent",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Adlebee-agent",
+      "repo_first_seen_at": "2026-04-17T18:21:49Z",
+      "repo_last_seen_at": "2026-04-17T22:11:00Z",
       "repo_primary_artifact_count": 4,
+      "repo_artifact_count": 10,
       "snapshot_issue_count": 1,
       "snapshot_pr_count": 3,
+      "snapshot_comment_count": 2,
+      "snapshot_review_count": 2,
+      "snapshot_review_comment_count": 2,
       "repo_association": "NONE",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "report_reason": null,
       "enrichment_source": "previous_report",
       "live_refetch_skipped": true,
+      "account_age_days": 16,
       "young_account": true,
+      "follow_through_score": "mixed",
       "breadth_score": "low",
       "automation_risk_signal": "medium",
+      "heuristic_note": "very new account; high open PR share; no visible non-self stars; targets high-star repos",
       "public_orgs": [],
       "activity": {
+        "visible_authored_pr_count": 2,
+        "merged_pr_count": 1,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 1,
+        "merged_pr_rate": 0.5,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 0.5,
         "distinct_repos_with_authored_prs": 2,
         "distinct_repos_with_open_prs": 1
       },
         "pull_requests": [
           {
             "kind": "pull_request",
+            "number": 68293,
+            "title": "fix(systemd): use resolveSystemdServiceName in activate/uninstall",
+            "url": "https://github.com/openclaw/openclaw/pull/68293",
             "state": "open",
             "merged": false,
             "draft": false,
+            "created_at": "2026-04-17T22:11:00Z"
           },
           {
             "kind": "pull_request",
+            "number": 68288,
+            "title": "fix(systemd): use resolveSystemdServiceName in activate/uninstall",
+            "url": "https://github.com/openclaw/openclaw/pull/68288",
+            "state": "closed",
             "merged": false,
             "draft": false,
+            "created_at": "2026-04-17T21:55:40Z"
           },
           {
             "kind": "pull_request",
+            "number": 68240,
+            "title": "feat(onboard): add --daemon-env flag to openclaw onboard --install-daemon",
+            "url": "https://github.com/openclaw/openclaw/pull/68240",
+            "state": "open",
             "merged": false,
             "draft": false,
+            "created_at": "2026-04-17T18:21:49Z"
           }
         ],
         "issues": [
           {
             "kind": "issue",
+            "number": 68287,
+            "title": "[Bug]: openclaw node install fails with 'Unit file openclaw-gateway.service does not exist' on node-only VMs",
+            "url": "https://github.com/openclaw/openclaw/issues/68287",
             "state": "open",
             "merged": null,
             "draft": null,
+            "created_at": "2026-04-17T21:55:19Z"
           }
         ]
       },
       "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Axudaiyanzi",
       "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Axudaiyanzi",
       "repo_first_seen_at": "2026-04-14T20:23:42Z",
+      "repo_last_seen_at": "2026-04-17T21:41:38Z",
       "repo_primary_artifact_count": 3,
+      "repo_artifact_count": 18,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 3,
+      "snapshot_comment_count": 5,
       "snapshot_review_count": 5,
       "snapshot_review_comment_count": 5,
       "repo_association": "NONE",
       },
       "fetch_error": null
     },
+    {
+      "author_login": "sparkeros",
+      "name": null,
+      "profile_url": "https://github.com/sparkeros",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asparkeros",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asparkeros",
+      "repo_first_seen_at": "2026-03-09T12:13:39Z",
+      "repo_last_seen_at": "2026-04-17T15:34:27Z",
+      "repo_primary_artifact_count": 4,
+      "repo_artifact_count": 5,
+      "snapshot_issue_count": 1,
+      "snapshot_pr_count": 3,
+      "snapshot_comment_count": 1,
+      "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": 156,
+      "young_account": true,
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "medium",
+      "heuristic_note": "young account; high open PR share; no visible non-self stars; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 14,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 2,
+        "open_pr_count": 12,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 0.1429,
+        "still_open_pr_rate": 0.8571,
+        "distinct_repos_with_authored_prs": 2,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 68176,
+            "title": "CLI: bake git commit at build time so --version reports built commit not live HEAD [AI-assisted]",
+            "url": "https://github.com/openclaw/openclaw/pull/68176",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-17T15:34:27Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 68146,
+            "title": "fix(gateway): hold startup-gated requests at server until post-attach (closes #67160)",
+            "url": "https://github.com/openclaw/openclaw/pull/68146",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-17T14:26:37Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 64508,
+            "title": "fix(agents): persist subagent spawn model to override fields",
+            "url": "https://github.com/openclaw/openclaw/pull/64508",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-10T21:43:58Z"
+          }
+        ],
+        "issues": [
+          {
+            "kind": "issue",
+            "number": 68148,
+            "title": "--version reports live git HEAD instead of the commit the built binary was built from",
+            "url": "https://github.com/openclaw/openclaw/issues/68148",
+            "state": "open",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-04-17T14:33:02Z"
+          }
+        ]
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "alchip",
       "name": null,
       },
       "fetch_error": null
     },
     {
       "author_login": "GaosCode",
       "name": "MrBrain",
       },
       "fetch_error": null
     },
+    {
+      "author_login": "cedillarack",
+      "name": null,
+      "profile_url": "https://github.com/cedillarack",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Acedillarack",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Acedillarack",
+      "repo_first_seen_at": "2026-02-17T04:29:03Z",
+      "repo_last_seen_at": "2026-04-14T23:31:50Z",
+      "repo_primary_artifact_count": 3,
+      "repo_artifact_count": 13,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 3,
+      "snapshot_comment_count": 10,
+      "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": true,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
+      "account_age_days": 61,
+      "young_account": true,
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "medium",
+      "heuristic_note": "very new account; high open PR share; no visible non-self stars; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 3,
+        "merged_pr_count": 1,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 2,
+        "merged_pr_rate": 0.3333,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 0.6667,
+        "distinct_repos_with_authored_prs": 1,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 66868,
+            "title": "fix: drain system events on session reset to prevent cross-session leak",
+            "url": "https://github.com/openclaw/openclaw/pull/66868",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-14T23:31:50Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 64518,
+            "title": "fix: clear model/provider override on /new and /reset",
+            "url": "https://github.com/openclaw/openclaw/pull/64518",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-10T22:18:01Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 64491,
+            "title": "fix(config): add timeoutSeconds support to agents.defaults.heartbeat",
+            "url": "https://github.com/openclaw/openclaw/pull/64491",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-04-10T20:20:28Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "IVY-AI-gif",
       "name": "IVY",
       },
       "fetch_error": null
     },
+    {
+      "author_login": "ajfonthemove",
+      "name": "Alex Fries",
+      "profile_url": "https://github.com/ajfonthemove",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aajfonthemove",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aajfonthemove",
+      "repo_first_seen_at": "2026-03-03T06:01:04Z",
+      "repo_last_seen_at": "2026-04-17T21:44:50Z",
+      "repo_primary_artifact_count": 2,
+      "repo_artifact_count": 5,
+      "snapshot_issue_count": 1,
+      "snapshot_pr_count": 1,
+      "snapshot_comment_count": 3,
+      "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": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 53,
+      "young_account": true,
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "medium",
+      "heuristic_note": "very new account; high open PR share; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 3,
+        "merged_pr_count": 1,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 2,
+        "merged_pr_rate": 0.3333,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 0.6667,
+        "distinct_repos_with_authored_prs": 3,
+        "distinct_repos_with_open_prs": 2
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 68286,
+            "title": "feat(memory-core): expose vectorScore and textScore in hybrid search results",
+            "url": "https://github.com/openclaw/openclaw/pull/68286",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-17T21:44:50Z"
+          }
+        ],
+        "issues": [
+          {
+            "kind": "issue",
+            "number": 68166,
+            "title": "[Feature]: expose vectorScore and textScore in hybrid search results",
+            "url": "https://github.com/openclaw/openclaw/issues/68166",
+            "state": "open",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-04-17T15:02:32Z"
+          }
+        ]
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "andydoucet",
       "name": "Andrew Doucet",
       "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": 2832,
       "young_account": false,
       "follow_through_score": "mixed",
             "number": 65677,
             "title": "GeometryOS: OpenClaw-Powered Verified Math Intelligence Engine",
             "url": "https://github.com/openclaw/openclaw/pull/65677",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-04-13T03:07:56Z"
       },
       "fetch_error": null
     },
     {
       "author_login": "BillyBunn",
       "name": "Billy Bunn",
       },
       "fetch_error": null
     },
     {
       "author_login": "dongs0104",
       "name": "Dong Shin",
       },
       "fetch_error": null
     },
     {
       "author_login": "neilofneils404",
       "name": null,
       "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ANimraakram22",
       "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ANimraakram22",
       "repo_first_seen_at": "2026-04-17T19:03:24Z",
+      "repo_last_seen_at": "2026-04-17T21:29:22Z",
       "repo_primary_artifact_count": 1,
+      "repo_artifact_count": 7,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
+      "snapshot_comment_count": 4,
       "snapshot_review_count": 1,
       "snapshot_review_comment_count": 1,
       "repo_association": "NONE",
             "number": 68247,
             "title": "feat(gateway): Add Xcode Copilot Extension Support",
             "url": "https://github.com/openclaw/openclaw/pull/68247",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-04-17T19:03:24Z"
       },
       "fetch_error": null
     },
+    {
+      "author_login": "TheDillonHall",
+      "name": null,
+      "profile_url": "https://github.com/TheDillonHall",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ATheDillonHall",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ATheDillonHall",
+      "repo_first_seen_at": "2026-04-17T21:36:47Z",
+      "repo_last_seen_at": "2026-04-17T21:36:47Z",
+      "repo_primary_artifact_count": 1,
+      "repo_artifact_count": 1,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 1,
+      "snapshot_comment_count": 0,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "NONE",
+      "new_to_repo": 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": 1109,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share; no visible non-self stars; 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": 68283,
+            "title": "fix(approvals): back off native handler bootstrap retries",
+            "url": "https://github.com/openclaw/openclaw/pull/68283",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-17T21:36:47Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "TheDragon",
       "name": "sonamChopheld",
       },
       "fetch_error": null
     },
+    {
+      "author_login": "thesomewhatyou",
+      "name": "Gabriel",
+      "profile_url": "https://github.com/thesomewhatyou",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Athesomewhatyou",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Athesomewhatyou",
+      "repo_first_seen_at": "2026-02-08T01:46:55Z",
+      "repo_last_seen_at": "2026-04-17T22:08:17Z",
+      "repo_primary_artifact_count": 1,
+      "repo_artifact_count": 34,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 1,
+      "snapshot_comment_count": 33,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "CONTRIBUTOR",
+      "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": 768,
+      "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": 68292,
+            "title": "fix: security hardening \u2014 MCP ownership spoofing, poll double-delivery, cron trust escalation, failover classification gaps",
+            "url": "https://github.com/openclaw/openclaw/pull/68292",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-17T22:08:17Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "thewilloftheshadow",
       "name": "Shadow",
       },
       "fetch_error": null
     },
+    {
+      "author_login": "YASSINENFAI",
+      "name": "YASSINE_NF_ai",
+      "profile_url": "https://github.com/YASSINENFAI",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AYASSINENFAI",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AYASSINENFAI",
+      "repo_first_seen_at": "2026-04-17T22:00:34Z",
+      "repo_last_seen_at": "2026-04-17T22:00:34Z",
+      "repo_primary_artifact_count": 1,
+      "repo_artifact_count": 1,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 1,
+      "snapshot_comment_count": 0,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "NONE",
+      "new_to_repo": 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": 707,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 3,
+        "merged_pr_count": 1,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 2,
+        "merged_pr_rate": 0.3333,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 0.6667,
+        "distinct_repos_with_authored_prs": 3,
+        "distinct_repos_with_open_prs": 2
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 68290,
+            "title": "fix(plugins): allow explicitly enabled plugins to load when plugins.enabled is false",
+            "url": "https://github.com/openclaw/openclaw/pull/68290",
+            "state": "open",
+            "merged": false,
+            "draft": true,
+            "created_at": "2026-04-17T22:00:34Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "Yellowfish23",
       "name": "Yellowfish",

new-contributors-report.md CHANGED Viewed

@@ -1,23 +1,23 @@
 # New Contributor Report: openclaw/openclaw
-- Snapshot: `20260417T212042Z`
-- Generated: `2026-04-17T21:22:43Z`
 - Activity window: `7d`
-- Contributors: `712`
 ## Summary
 | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
 | `EronFan` | [profile](https://github.com/EronFan) | no | CONTRIBUTOR | 2527d | `2026-03-24T11:57:26Z` | 72 | 0 | weak | low | medium | high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
-| `vincentkoc` | [profile](https://github.com/vincentkoc) | no | MEMBER | 6420d | `2026-02-03T19:03:56Z` | 50 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `100yenadmin` | [profile](https://github.com/100yenadmin) | no | CONTRIBUTOR | 178d | `2026-03-15T18:31:56Z` | 49 | 48 | weak | moderate | medium | young account; high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
 | `hclsys` | [profile](https://github.com/hclsys) | no | CONTRIBUTOR | 4339d | `2026-01-29T06:32:51Z` | 37 | 0 | weak | low | high | very high single-repo PR burst; high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
 | `neeravmakwana` | [profile](https://github.com/neeravmakwana) | no | CONTRIBUTOR | 64d | `2026-02-24T02:57:36Z` | 35 | 0 | weak | low | medium | very new account; high recent PR volume; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `nightq` | [profile](https://github.com/nightq) | no | CONTRIBUTOR | 4825d | `2026-04-01T13:17:35Z` | 34 | 1 | weak | low | medium | extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
 | `w-sss` | [profile](https://github.com/w-sss) | no | CONTRIBUTOR | 391d | `2026-03-16T09:14:04Z` | 34 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Jah-yee` | [profile](https://github.com/Jah-yee) | no | NONE | 735d | `2026-03-03T03:34:57Z` | 31 | 11 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `Takhoffman` | [profile](https://github.com/Takhoffman) | no | CONTRIBUTOR | 5455d | `2026-01-27T16:37:08Z` | 28 | 1 | mixed | low | low | high recent PR volume; targets high-star repos |
 | `hxy91819` | [profile](https://github.com/hxy91819) | no | MEMBER | 4229d | `2026-03-13T11:26:05Z` | 25 | 1 | mixed | low | low | high recent PR volume; targets high-star repos |
 | `eleqtrizit` | [profile](https://github.com/eleqtrizit) | no | CONTRIBUTOR | 3150d | `2026-04-07T18:17:36Z` | 23 | 0 | strong | low | low | targets high-star repos |
 | `Yanhu007` | [profile](https://github.com/Yanhu007) | no | CONTRIBUTOR | 4741d | `2026-04-10T13:40:56Z` | 22 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share |
@@ -142,7 +142,7 @@
 | `Ziy1-Tan` | [profile](https://github.com/Ziy1-Tan) | no | CONTRIBUTOR | 2560d | `2026-03-16T02:45:15Z` | 3 | 3 | mixed | low | low | high open PR share; targets high-star repos |
 | `Alex-Alaniz` | [profile](https://github.com/Alex-Alaniz) | no | CONTRIBUTOR | 1705d | `2026-02-23T15:51:19Z` | 3 | 2 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `frankekn` | [profile](https://github.com/frankekn) | no | MEMBER | 4714d | `2026-01-29T00:35:02Z` | 3 | 2 | strong | low | low | targets high-star repos |
-| `sparkeros` | [profile](https://github.com/sparkeros) | no | NONE | 156d | `2026-03-09T12:13:39Z` | 3 | 1 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `yoanndefay` | [profile](https://github.com/yoanndefay) | no | NONE | 2166d | `2026-04-13T15:13:19Z` | 3 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `akinshaywai` | [profile](https://github.com/akinshaywai) | no | NONE | 1855d | `2026-04-15T23:06:37Z` | 3 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `briandevans` | [profile](https://github.com/briandevans) | no | CONTRIBUTOR | 103d | `2026-04-14T01:48:32Z` | 3 | 0 | weak | low | medium | young account; high open PR share; targets high-star repos |
@@ -173,9 +173,9 @@
 | `leonardsellem` | [profile](https://github.com/leonardsellem) | no | CONTRIBUTOR | 4992d | `2026-04-10T10:47:02Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `mraleko` | [profile](https://github.com/mraleko) | no | NONE | 938d | `2026-04-08T03:48:45Z` | 4 | 0 | weak | moderate | 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 |
 | `alchip` | [profile](https://github.com/alchip) | no | NONE | 3345d | `2026-04-09T09:39:38Z` | 3 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `bek91` | [profile](https://github.com/bek91) | no | NONE | 2144d | `2026-04-10T20:34:48Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `cedillarack` | [profile](https://github.com/cedillarack) | no | NONE | 61d | `2026-02-17T04:29:03Z` | 3 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `GaosCode` | [profile](https://github.com/GaosCode) | no | CONTRIBUTOR | 632d | `2026-04-09T08:32:17Z` | 3 | 0 | weak | moderate | low | 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 |
 | `cyrusaf` | [profile](https://github.com/cyrusaf) | no | NONE | 5495d | `2026-04-11T05:53:50Z` | 2 | 4 | weak | low | low | high open PR share; targets high-star repos |
@@ -259,6 +259,7 @@
 | `hanamizuki` | [profile](https://github.com/hanamizuki) | no | CONTRIBUTOR | 5476d | `2026-02-25T01:23:38Z` | 3 | 2 | strong | low | low | — |
 | `kakahu2015` | [profile](https://github.com/kakahu2015) | no | CONTRIBUTOR | 3678d | `2026-02-26T12:42:25Z` | 3 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `ayeshakhalid192007-dev` | [profile](https://github.com/ayeshakhalid192007-dev) | no | NONE | 172d | `2026-04-02T13:08:35Z` | 3 | 0 | weak | moderate | medium | young account; high open PR share |
 | `IVY-AI-gif` | [profile](https://github.com/IVY-AI-gif) | no | CONTRIBUTOR | 2223d | `2026-03-22T16:01:04Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `latenighthackathon` | [profile](https://github.com/latenighthackathon) | no | NONE | 84d | `2026-04-10T15:42:36Z` | 3 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `Arry8` | [profile](https://github.com/Arry8) | no | NONE | 53d | `2026-03-13T19:47:00Z` | 2 | 2 | weak | low | medium | very new account; high open PR share; targets high-star repos |
@@ -317,6 +318,7 @@
 | `467718584` | [profile](https://github.com/467718584) | no | NONE | 2340d | `2026-04-14T15:21:37Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `aboimpinto` | [profile](https://github.com/aboimpinto) | no | NONE | 5251d | `2026-04-16T12:26:00Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `acwilan` | [profile](https://github.com/acwilan) | no | NONE | 5769d | `2026-04-14T01:21:33Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `andydoucet` | [profile](https://github.com/andydoucet) | no | NONE | 2162d | `2026-02-10T21:03:13Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `caox488-a11y` | [profile](https://github.com/caox488-a11y) | no | NONE | 38d | `2026-03-15T18:21:40Z` | 1 | 1 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `carlushuang` | [profile](https://github.com/carlushuang) | no | NONE | 4276d | `2026-04-12T13:59:08Z` | 1 | 1 | strong | low | low | — |
@@ -419,7 +421,6 @@
 | `BananaAccurate` | [profile](https://github.com/BananaAccurate) | no | NONE | 250d | `2026-04-14T02:59:08Z` | 1 | 0 | mixed | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `banddude` | [profile](https://github.com/banddude) | no | NONE | 1136d | `2026-04-15T07:38:45Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `batmanhz` | [profile](https://github.com/batmanhz) | no | NONE | 362d | `2026-04-12T14:52:39Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
-| `bethomas` | [profile](https://github.com/bethomas) | no | NONE | 2613d | `2026-04-10T22:08:39Z` | 1 | 0 | mixed | low | low | — |
 | `BillyBunn` | [profile](https://github.com/BillyBunn) | no | NONE | 2860d | `2026-04-13T16:03:08Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `bloodycoder` | [profile](https://github.com/bloodycoder) | no | NONE | 4355d | `2026-04-12T08:42:07Z` | 1 | 0 | weak | low | low | high open PR share |
 | `bmadwaves` | [profile](https://github.com/bmadwaves) | no | NONE | 443d | `2026-04-17T16:54:06Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -458,7 +459,6 @@
 | `DexDevCode` | [profile](https://github.com/DexDevCode) | no | NONE | 66d | `2026-04-16T10:12:28Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `dieend` | [profile](https://github.com/dieend) | no | NONE | 5186d | `2026-04-11T20:13:47Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `dkaygithub` | [profile](https://github.com/dkaygithub) | no | NONE | 4813d | `2026-04-15T03:07:01Z` | 1 | 0 | weak | low | low | high open PR share |
-| `dlebee-agent` | [profile](https://github.com/dlebee-agent) | no | NONE | 16d | `2026-04-17T18:21:49Z` | 1 | 0 | mixed | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `dongs0104` | [profile](https://github.com/dongs0104) | no | NONE | 3887d | `2026-04-13T20:27:35Z` | 1 | 0 | mixed | low | low | — |
 | `donlaiq` | [profile](https://github.com/donlaiq) | no | NONE | 4151d | `2026-04-16T19:48:34Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `donut-wenzhang` | [profile](https://github.com/donut-wenzhang) | no | NONE | 90d | `2026-03-18T03:48:04Z` | 1 | 0 | mixed | low | low | young account; no visible non-self stars |
@@ -598,7 +598,6 @@
 | `mofolo` | [profile](https://github.com/mofolo) | no | NONE | 5117d | `2026-04-16T05:46:07Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `mohuaxiao` | [profile](https://github.com/mohuaxiao) | no | NONE | 79d | `2026-04-12T16:28:41Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `mylesdebastion` | [profile](https://github.com/mylesdebastion) | no | NONE | 2781d | `2026-01-28T22:26:25Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `ndholakia` | [profile](https://github.com/ndholakia) | no | NONE | 4178d | `2026-04-10T21:25:57Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `neilofneils404` | [profile](https://github.com/neilofneils404) | no | NONE | 74d | `2026-04-16T22:29:09Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `neiro-yuchat` | [profile](https://github.com/neiro-yuchat) | no | NONE | 72d | `2026-04-11T17:45:15Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `nerua1` | [profile](https://github.com/nerua1) | no | NONE | 20d | `2026-04-12T19:44:51Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -685,7 +684,9 @@
 | `tdack` | [profile](https://github.com/tdack) | no | NONE | 5099d | `2026-03-22T00:25:50Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `tedglenwright` | [profile](https://github.com/tedglenwright) | no | NONE | 47d | `2026-04-11T02:29:07Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `TerryFYL` | [profile](https://github.com/TerryFYL) | no | NONE | 2681d | `2026-02-28T09:43:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `TheDragon` | [profile](https://github.com/TheDragon) | no | NONE | 1734d | `2026-04-11T16:46:55Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `thewilloftheshadow` | [profile](https://github.com/thewilloftheshadow) | no | MEMBER | 3009d | `2025-12-17T05:45:19Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `thinhhh-beep` | [profile](https://github.com/thinhhh-beep) | no | NONE | 2d | `2026-04-16T18:25:19Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `thomasquintana` | [profile](https://github.com/thomasquintana) | no | NONE | 5042d | `2026-04-14T00:10:29Z` | 1 | 0 | weak | low | low | high open PR share |
@@ -713,6 +714,7 @@
 | `xilin2157-bot` | [profile](https://github.com/xilin2157-bot) | no | NONE | 52d | `2026-04-16T07:21:00Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `yaelsprikut` | [profile](https://github.com/yaelsprikut) | no | NONE | 4411d | `2026-04-16T05:44:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `yananli199307-dev` | [profile](https://github.com/yananli199307-dev) | no | NONE | 36d | `2026-04-13T05:52:54Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `Yellowfish23` | [profile](https://github.com/Yellowfish23) | no | NONE | 1565d | `2026-04-14T23:15:42Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `yeyitech` | [profile](https://github.com/yeyitech) | no | NONE | 220d | `2026-04-17T03:58:03Z` | 1 | 0 | weak | moderate | medium | young account; high recent PR volume; high open PR share; targets high-star repos |
 | `yidianyiko` | [profile](https://github.com/yidianyiko) | no | NONE | 3869d | `2026-04-14T04:16:32Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -753,11 +755,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Avincentkoc)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Avincentkoc)
 - repo first seen: `2026-02-03T19:03:56Z`
-- repo last seen: `2026-04-16T02:01:44Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **50**
-- snapshot authored PRs/issues: **50 PRs / 0 issues**
 - snapshot discussion activity: **1850 comments / 7 reviews / 7 review comments**
 - account age: **6420 days**
 - recent public PR activity: **44 PRs** (35 merged / 3 closed-unmerged / 6 open; merged rate **80%**, closed-unmerged rate **7%**, open rate **14%**)
@@ -766,9 +768,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 Example artifacts:
 - [PR #67099: fix(plugins): localize bundled runtime deps to extensions](https://github.com/openclaw/openclaw/pull/67099) — closed, merged
 - [PR #67080: feat(plugins): narrow gateway route loads from manifests](https://github.com/openclaw/openclaw/pull/67080) — open
-- [PR #66471: fix(reply): parse markdown image replies as media](https://github.com/openclaw/openclaw/pull/66471) — open
 ### `100yenadmin`
@@ -921,11 +923,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ATakhoffman)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ATakhoffman)
 - repo first seen: `2026-01-27T16:37:08Z`
-- repo last seen: `2026-04-17T14:55:32Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **29**
-- snapshot authored PRs/issues: **28 PRs / 1 issues**
 - snapshot discussion activity: **1106 comments / 149 reviews / 149 review comments**
 - account age: **5455 days**
 - recent public PR activity: **26 PRs** (15 merged / 7 closed-unmerged / 4 open; merged rate **58%**, closed-unmerged rate **27%**, open rate **15%**)
@@ -934,9 +936,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 Example artifacts:
 - [PR #68000: fix(bootstrap): workspace bootstrap prompt routing](https://github.com/openclaw/openclaw/pull/68000) — closed, merged
 - [PR #67998: fix(bootstrap): workspace bootstrap prompt routing](https://github.com/openclaw/openclaw/pull/67998) — closed
-- [PR #67995: fix(bootstrap): workspace bootstrap prompt routing](https://github.com/openclaw/openclaw/pull/67995) — closed
 - [Issue #51619: [Bug]: mitmproxy integration broken - LLM ERROR](https://github.com/openclaw/openclaw/issues/51619) — closed
 ### `hxy91819`
@@ -3861,29 +3863,29 @@ Example artifacts:
 - [Issue #63130: claude-cli OAuth token not auto-refreshed; agents silently fall back](https://github.com/openclaw/openclaw/issues/63130) — closed
 - [Issue #63054: Bug: NO_REPLY token leaks as visible text when model generates trailing content after NO_REPLY](https://github.com/openclaw/openclaw/issues/63054) — closed
-### `sparkeros`
-- profile: [github.com/sparkeros](https://github.com/sparkeros)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asparkeros)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asparkeros)
-- repo first seen: `2026-03-09T12:13:39Z`
-- repo last seen: `2026-04-17T15:34:27Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **3 PRs / 1 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **156 days**
-- recent public PR activity: **14 PRs** (0 merged / 2 closed-unmerged / 12 open; merged rate **0%**, closed-unmerged rate **14%**, open rate **86%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **young account; high open PR share; no visible non-self stars; targets high-star repos**
 Example artifacts:
-- [PR #68176: CLI: bake git commit at build time so --version reports built commit not live HEAD [AI-assisted]](https://github.com/openclaw/openclaw/pull/68176) — open
-- [PR #68146: fix(gateway): hold startup-gated requests at server until post-attach (closes #67160)](https://github.com/openclaw/openclaw/pull/68146) — open
-- [PR #64508: fix(agents): persist subagent spawn model to override fields](https://github.com/openclaw/openclaw/pull/64508) — closed
-- [Issue #68148: --version reports live git HEAD instead of the commit the built binary was built from](https://github.com/openclaw/openclaw/issues/68148) — open
 ### `yoanndefay`
@@ -4283,12 +4285,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Axudaiyanzi)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Axudaiyanzi)
 - repo first seen: `2026-04-14T20:23:42Z`
-- repo last seen: `2026-04-17T05:17:08Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 5 reviews / 5 review comments**
 - account age: **2751 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
@@ -4587,6 +4589,30 @@ Example artifacts:
 - [Issue #66360: session.maintenance has no size cap for transcript .jsonl files — unbounded growth causes gateway CPU 100%](https://github.com/openclaw/openclaw/issues/66360) — open
 - [Issue #66313: subagent-registry.runtime.js missing from dist build output (v2026.4.12)](https://github.com/openclaw/openclaw/issues/66313) — open
 ### `alchip`
 - profile: [github.com/alchip](https://github.com/alchip)
@@ -4633,29 +4659,6 @@ Example artifacts:
 - [PR #65226: Fix qmd session export/update races](https://github.com/openclaw/openclaw/pull/65226) — open
 - [PR #64494: fix: Wrap pathological session export lines](https://github.com/openclaw/openclaw/pull/64494) — open
-### `cedillarack`
-- profile: [github.com/cedillarack](https://github.com/cedillarack)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Acedillarack)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Acedillarack)
-- repo first seen: `2026-02-17T04:29:03Z`
-- repo last seen: `2026-04-14T23:31:50Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **10 comments / 0 reviews / 0 review comments**
-- account age: **61 days**
-- recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
-Example artifacts:
-- [PR #66868: fix: drain system events on session reset to prevent cross-session leak](https://github.com/openclaw/openclaw/pull/66868) — open
-- [PR #64518: fix: clear model/provider override on /new and /reset](https://github.com/openclaw/openclaw/pull/64518) — open
-- [PR #64491: fix(config): add timeoutSeconds support to agents.defaults.heartbeat](https://github.com/openclaw/openclaw/pull/64491) — closed, merged
 ### `GaosCode`
 - profile: [github.com/GaosCode](https://github.com/GaosCode)
@@ -6529,6 +6532,29 @@ Example artifacts:
 - [PR #59717: feat(acpx): add allow option to nonInteractivePermissions](https://github.com/openclaw/openclaw/pull/59717) — open
 - [PR #59680: fix(fallback): treat finish_reason:error as candidate_failed (#59524)](https://github.com/openclaw/openclaw/pull/59680) — open
 ### `IVY-AI-gif`
 - profile: [github.com/IVY-AI-gif](https://github.com/IVY-AI-gif)
@@ -7852,6 +7878,28 @@ Example artifacts:
 - [PR #66331: Agents: add per-agent TTS and STT overrides](https://github.com/openclaw/openclaw/pull/66331) — open
 - [Issue #66252: [Feature]: Per-Agent TTS/STT Configuration Overrides for Multi-Language Support](https://github.com/openclaw/openclaw/issues/66252) — open
 ### `andydoucet`
 - profile: [github.com/andydoucet](https://github.com/andydoucet)
@@ -9830,7 +9878,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 Example artifacts:
-- [PR #65677: GeometryOS: OpenClaw-Powered Verified Math Intelligence Engine](https://github.com/openclaw/openclaw/pull/65677) — open
 ### `Aobing-code`
@@ -10063,27 +10111,6 @@ Example artifacts:
 Example artifacts:
 - [PR #65410: fix: prevent WhatsApp credentials corruption on media upload](https://github.com/openclaw/openclaw/pull/65410) — open
-### `bethomas`
-- profile: [github.com/bethomas](https://github.com/bethomas)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abethomas)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abethomas)
-- repo first seen: `2026-04-10T22:08:39Z`
-- repo last seen: `2026-04-10T22:08:39Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2613 days**
-- recent public PR activity: **3 PRs** (2 merged / 1 closed-unmerged / 0 open; merged rate **67%**, closed-unmerged rate **33%**, open rate **0%**)
-- public orgs: `OpenRouterTeam`
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-Example artifacts:
-- [PR #64513: openrouter: add image, video, and music generation providers](https://github.com/openclaw/openclaw/pull/64513) — closed
 ### `BillyBunn`
 - profile: [github.com/BillyBunn](https://github.com/BillyBunn)
@@ -10882,27 +10909,6 @@ Example artifacts:
 Example artifacts:
 - [PR #66949: agents/google: round-trip Gemini 3 thoughtSignature on tool calls to unblock Gemini 3.x tool-calling](https://github.com/openclaw/openclaw/pull/66949) — open
-### `dlebee-agent`
-- profile: [github.com/dlebee-agent](https://github.com/dlebee-agent)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Adlebee-agent)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Adlebee-agent)
-- repo first seen: `2026-04-17T18:21:49Z`
-- repo last seen: `2026-04-17T19:05:25Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 2 reviews / 2 review comments**
-- account age: **16 days**
-- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **medium**
-- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
-Example artifacts:
-- [PR #68240: feat(onboard): add --daemon-env flag to openclaw onboard --install-daemon](https://github.com/openclaw/openclaw/pull/68240) — open
 ### `dongs0104`
 - profile: [github.com/dongs0104](https://github.com/dongs0104)
@@ -13823,27 +13829,6 @@ Example artifacts:
 Example artifacts:
 - [PR #65741: fix(telegram): improve group message routing reliability](https://github.com/openclaw/openclaw/pull/65741) — open
-### `ndholakia`
-- profile: [github.com/ndholakia](https://github.com/ndholakia)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Andholakia)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Andholakia)
-- repo first seen: `2026-04-10T21:25:57Z`
-- repo last seen: `2026-04-14T00:46:27Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **4178 days**
-- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
-Example artifacts:
-- [PR #64503: fix(msteams): forward messageBack card actions (Action.Submit) to agent (#60952)](https://github.com/openclaw/openclaw/pull/64503) — open
 ### `neilofneils404`
 - profile: [github.com/neilofneils404](https://github.com/neilofneils404)
@@ -13997,12 +13982,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ANimraakram22)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ANimraakram22)
 - repo first seen: `2026-04-17T19:03:24Z`
-- repo last seen: `2026-04-17T21:00:36Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
 - account age: **82 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
@@ -14010,7 +13995,7 @@ Example artifacts:
 - heuristic read: **very new account; high open PR share; targets high-star repos**
 Example artifacts:
-- [PR #68247: feat(gateway): Add Xcode Copilot Extension Support](https://github.com/openclaw/openclaw/pull/68247) — open
 ### `nir-insuretax`
@@ -15651,6 +15636,27 @@ Example artifacts:
 Example artifacts:
 - [PR #64804: showcase: add AI Organism Architecture](https://github.com/openclaw/openclaw/pull/64804) — open
 ### `TheDragon`
 - profile: [github.com/TheDragon](https://github.com/TheDragon)
@@ -15672,6 +15678,27 @@ Example artifacts:
 Example artifacts:
 - [PR #64915: Change service plan to free and update env vars](https://github.com/openclaw/openclaw/pull/64915) — closed
 ### `thewilloftheshadow`
 - profile: [github.com/thewilloftheshadow](https://github.com/thewilloftheshadow)
@@ -16239,6 +16266,27 @@ Example artifacts:
 Example artifacts:
 - [PR #65739: feat: Add Agent P2P channel plugin](https://github.com/openclaw/openclaw/pull/65739) — open
 ### `Yellowfish23`
 - profile: [github.com/Yellowfish23](https://github.com/Yellowfish23)

 # New Contributor Report: openclaw/openclaw
+- Snapshot: `20260417T222041Z`
+- Generated: `2026-04-17T22:22:27Z`
 - Activity window: `7d`
+- Contributors: `714`
 ## Summary
 | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
 | `EronFan` | [profile](https://github.com/EronFan) | no | CONTRIBUTOR | 2527d | `2026-03-24T11:57:26Z` | 72 | 0 | weak | low | medium | high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
+| `vincentkoc` | [profile](https://github.com/vincentkoc) | no | MEMBER | 6420d | `2026-02-03T19:03:56Z` | 51 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `100yenadmin` | [profile](https://github.com/100yenadmin) | no | CONTRIBUTOR | 178d | `2026-03-15T18:31:56Z` | 49 | 48 | weak | moderate | medium | young account; high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
 | `hclsys` | [profile](https://github.com/hclsys) | no | CONTRIBUTOR | 4339d | `2026-01-29T06:32:51Z` | 37 | 0 | weak | low | high | very high single-repo PR burst; high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
 | `neeravmakwana` | [profile](https://github.com/neeravmakwana) | no | CONTRIBUTOR | 64d | `2026-02-24T02:57:36Z` | 35 | 0 | weak | low | medium | very new account; high recent PR volume; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `nightq` | [profile](https://github.com/nightq) | no | CONTRIBUTOR | 4825d | `2026-04-01T13:17:35Z` | 34 | 1 | weak | low | medium | extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
 | `w-sss` | [profile](https://github.com/w-sss) | no | CONTRIBUTOR | 391d | `2026-03-16T09:14:04Z` | 34 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Jah-yee` | [profile](https://github.com/Jah-yee) | no | NONE | 735d | `2026-03-03T03:34:57Z` | 31 | 11 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `Takhoffman` | [profile](https://github.com/Takhoffman) | no | CONTRIBUTOR | 5455d | `2026-01-27T16:37:08Z` | 29 | 1 | mixed | low | low | high recent PR volume; targets high-star repos |
 | `hxy91819` | [profile](https://github.com/hxy91819) | no | MEMBER | 4229d | `2026-03-13T11:26:05Z` | 25 | 1 | mixed | low | low | high recent PR volume; targets high-star repos |
 | `eleqtrizit` | [profile](https://github.com/eleqtrizit) | no | CONTRIBUTOR | 3150d | `2026-04-07T18:17:36Z` | 23 | 0 | strong | low | low | targets high-star repos |
 | `Yanhu007` | [profile](https://github.com/Yanhu007) | no | CONTRIBUTOR | 4741d | `2026-04-10T13:40:56Z` | 22 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share |
 | `Ziy1-Tan` | [profile](https://github.com/Ziy1-Tan) | no | CONTRIBUTOR | 2560d | `2026-03-16T02:45:15Z` | 3 | 3 | mixed | low | low | high open PR share; targets high-star repos |
 | `Alex-Alaniz` | [profile](https://github.com/Alex-Alaniz) | no | CONTRIBUTOR | 1705d | `2026-02-23T15:51:19Z` | 3 | 2 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `frankekn` | [profile](https://github.com/frankekn) | no | MEMBER | 4714d | `2026-01-29T00:35:02Z` | 3 | 2 | strong | low | low | targets high-star repos |
+| `dlebee-agent` | [profile](https://github.com/dlebee-agent) | no | NONE | 16d | `2026-04-17T18:21:49Z` | 3 | 1 | mixed | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `yoanndefay` | [profile](https://github.com/yoanndefay) | no | NONE | 2166d | `2026-04-13T15:13:19Z` | 3 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `akinshaywai` | [profile](https://github.com/akinshaywai) | no | NONE | 1855d | `2026-04-15T23:06:37Z` | 3 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `briandevans` | [profile](https://github.com/briandevans) | no | CONTRIBUTOR | 103d | `2026-04-14T01:48:32Z` | 3 | 0 | weak | low | medium | young account; high open PR share; targets high-star repos |
 | `leonardsellem` | [profile](https://github.com/leonardsellem) | no | CONTRIBUTOR | 4992d | `2026-04-10T10:47:02Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `mraleko` | [profile](https://github.com/mraleko) | no | NONE | 938d | `2026-04-08T03:48:45Z` | 4 | 0 | weak | moderate | 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 |
+| `sparkeros` | [profile](https://github.com/sparkeros) | no | NONE | 156d | `2026-03-09T12:13:39Z` | 3 | 1 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `alchip` | [profile](https://github.com/alchip) | no | NONE | 3345d | `2026-04-09T09:39:38Z` | 3 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `bek91` | [profile](https://github.com/bek91) | no | NONE | 2144d | `2026-04-10T20:34:48Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `GaosCode` | [profile](https://github.com/GaosCode) | no | CONTRIBUTOR | 632d | `2026-04-09T08:32:17Z` | 3 | 0 | weak | moderate | low | 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 |
 | `cyrusaf` | [profile](https://github.com/cyrusaf) | no | NONE | 5495d | `2026-04-11T05:53:50Z` | 2 | 4 | weak | low | low | high open PR share; targets high-star repos |
 | `hanamizuki` | [profile](https://github.com/hanamizuki) | no | CONTRIBUTOR | 5476d | `2026-02-25T01:23:38Z` | 3 | 2 | strong | low | low | — |
 | `kakahu2015` | [profile](https://github.com/kakahu2015) | no | CONTRIBUTOR | 3678d | `2026-02-26T12:42:25Z` | 3 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `ayeshakhalid192007-dev` | [profile](https://github.com/ayeshakhalid192007-dev) | no | NONE | 172d | `2026-04-02T13:08:35Z` | 3 | 0 | weak | moderate | medium | young account; high open PR share |
+| `cedillarack` | [profile](https://github.com/cedillarack) | no | NONE | 61d | `2026-02-17T04:29:03Z` | 3 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `IVY-AI-gif` | [profile](https://github.com/IVY-AI-gif) | no | CONTRIBUTOR | 2223d | `2026-03-22T16:01:04Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `latenighthackathon` | [profile](https://github.com/latenighthackathon) | no | NONE | 84d | `2026-04-10T15:42:36Z` | 3 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `Arry8` | [profile](https://github.com/Arry8) | no | NONE | 53d | `2026-03-13T19:47:00Z` | 2 | 2 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `467718584` | [profile](https://github.com/467718584) | no | NONE | 2340d | `2026-04-14T15:21:37Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `aboimpinto` | [profile](https://github.com/aboimpinto) | no | NONE | 5251d | `2026-04-16T12:26:00Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `acwilan` | [profile](https://github.com/acwilan) | no | NONE | 5769d | `2026-04-14T01:21:33Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `ajfonthemove` | [profile](https://github.com/ajfonthemove) | no | NONE | 53d | `2026-03-03T06:01:04Z` | 1 | 1 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `andydoucet` | [profile](https://github.com/andydoucet) | no | NONE | 2162d | `2026-02-10T21:03:13Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `caox488-a11y` | [profile](https://github.com/caox488-a11y) | no | NONE | 38d | `2026-03-15T18:21:40Z` | 1 | 1 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `carlushuang` | [profile](https://github.com/carlushuang) | no | NONE | 4276d | `2026-04-12T13:59:08Z` | 1 | 1 | strong | low | low | — |
 | `BananaAccurate` | [profile](https://github.com/BananaAccurate) | no | NONE | 250d | `2026-04-14T02:59:08Z` | 1 | 0 | mixed | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `banddude` | [profile](https://github.com/banddude) | no | NONE | 1136d | `2026-04-15T07:38:45Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `batmanhz` | [profile](https://github.com/batmanhz) | no | NONE | 362d | `2026-04-12T14:52:39Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `BillyBunn` | [profile](https://github.com/BillyBunn) | no | NONE | 2860d | `2026-04-13T16:03:08Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `bloodycoder` | [profile](https://github.com/bloodycoder) | no | NONE | 4355d | `2026-04-12T08:42:07Z` | 1 | 0 | weak | low | low | high open PR share |
 | `bmadwaves` | [profile](https://github.com/bmadwaves) | no | NONE | 443d | `2026-04-17T16:54:06Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `DexDevCode` | [profile](https://github.com/DexDevCode) | no | NONE | 66d | `2026-04-16T10:12:28Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `dieend` | [profile](https://github.com/dieend) | no | NONE | 5186d | `2026-04-11T20:13:47Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `dkaygithub` | [profile](https://github.com/dkaygithub) | no | NONE | 4813d | `2026-04-15T03:07:01Z` | 1 | 0 | weak | low | low | high open PR share |
 | `dongs0104` | [profile](https://github.com/dongs0104) | no | NONE | 3887d | `2026-04-13T20:27:35Z` | 1 | 0 | mixed | low | low | — |
 | `donlaiq` | [profile](https://github.com/donlaiq) | no | NONE | 4151d | `2026-04-16T19:48:34Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `donut-wenzhang` | [profile](https://github.com/donut-wenzhang) | no | NONE | 90d | `2026-03-18T03:48:04Z` | 1 | 0 | mixed | low | low | young account; no visible non-self stars |
 | `mofolo` | [profile](https://github.com/mofolo) | no | NONE | 5117d | `2026-04-16T05:46:07Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `mohuaxiao` | [profile](https://github.com/mohuaxiao) | no | NONE | 79d | `2026-04-12T16:28:41Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `mylesdebastion` | [profile](https://github.com/mylesdebastion) | no | NONE | 2781d | `2026-01-28T22:26:25Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `neilofneils404` | [profile](https://github.com/neilofneils404) | no | NONE | 74d | `2026-04-16T22:29:09Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `neiro-yuchat` | [profile](https://github.com/neiro-yuchat) | no | NONE | 72d | `2026-04-11T17:45:15Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `nerua1` | [profile](https://github.com/nerua1) | no | NONE | 20d | `2026-04-12T19:44:51Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `tdack` | [profile](https://github.com/tdack) | no | NONE | 5099d | `2026-03-22T00:25:50Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `tedglenwright` | [profile](https://github.com/tedglenwright) | no | NONE | 47d | `2026-04-11T02:29:07Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `TerryFYL` | [profile](https://github.com/TerryFYL) | no | NONE | 2681d | `2026-02-28T09:43:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `TheDillonHall` | [profile](https://github.com/TheDillonHall) | yes | NONE | 1109d | `2026-04-17T21:36:47Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `TheDragon` | [profile](https://github.com/TheDragon) | no | NONE | 1734d | `2026-04-11T16:46:55Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `thesomewhatyou` | [profile](https://github.com/thesomewhatyou) | yes | CONTRIBUTOR | 768d | `2026-02-08T01:46:55Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `thewilloftheshadow` | [profile](https://github.com/thewilloftheshadow) | no | MEMBER | 3009d | `2025-12-17T05:45:19Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `thinhhh-beep` | [profile](https://github.com/thinhhh-beep) | no | NONE | 2d | `2026-04-16T18:25:19Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `thomasquintana` | [profile](https://github.com/thomasquintana) | no | NONE | 5042d | `2026-04-14T00:10:29Z` | 1 | 0 | weak | low | low | high open PR share |
 | `xilin2157-bot` | [profile](https://github.com/xilin2157-bot) | no | NONE | 52d | `2026-04-16T07:21:00Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `yaelsprikut` | [profile](https://github.com/yaelsprikut) | no | NONE | 4411d | `2026-04-16T05:44:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `yananli199307-dev` | [profile](https://github.com/yananli199307-dev) | no | NONE | 36d | `2026-04-13T05:52:54Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
+| `YASSINENFAI` | [profile](https://github.com/YASSINENFAI) | yes | NONE | 707d | `2026-04-17T22:00:34Z` | 1 | 0 | weak | low | low | high open PR share |
 | `Yellowfish23` | [profile](https://github.com/Yellowfish23) | no | NONE | 1565d | `2026-04-14T23:15:42Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `yeyitech` | [profile](https://github.com/yeyitech) | no | NONE | 220d | `2026-04-17T03:58:03Z` | 1 | 0 | weak | moderate | medium | young account; high recent PR volume; high open PR share; targets high-star repos |
 | `yidianyiko` | [profile](https://github.com/yidianyiko) | no | NONE | 3869d | `2026-04-14T04:16:32Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Avincentkoc)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Avincentkoc)
 - repo first seen: `2026-02-03T19:03:56Z`
+- repo last seen: `2026-04-17T21:39:54Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
+- repo primary artifacts: **51**
+- snapshot authored PRs/issues: **51 PRs / 0 issues**
 - snapshot discussion activity: **1850 comments / 7 reviews / 7 review comments**
 - account age: **6420 days**
 - recent public PR activity: **44 PRs** (35 merged / 3 closed-unmerged / 6 open; merged rate **80%**, closed-unmerged rate **7%**, open rate **14%**)
 - heuristic read: **high recent PR volume; targets high-star repos**
 Example artifacts:
+- [PR #68284: fix(auth): centralize oauth lifecycle manager](https://github.com/openclaw/openclaw/pull/68284) — open
 - [PR #67099: fix(plugins): localize bundled runtime deps to extensions](https://github.com/openclaw/openclaw/pull/67099) — closed, merged
 - [PR #67080: feat(plugins): narrow gateway route loads from manifests](https://github.com/openclaw/openclaw/pull/67080) — open
 ### `100yenadmin`
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ATakhoffman)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ATakhoffman)
 - repo first seen: `2026-01-27T16:37:08Z`
+- repo last seen: `2026-04-17T21:59:25Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
+- repo primary artifacts: **30**
+- snapshot authored PRs/issues: **29 PRs / 1 issues**
 - snapshot discussion activity: **1106 comments / 149 reviews / 149 review comments**
 - account age: **5455 days**
 - recent public PR activity: **26 PRs** (15 merged / 7 closed-unmerged / 4 open; merged rate **58%**, closed-unmerged rate **27%**, open rate **15%**)
 - heuristic read: **high recent PR volume; targets high-star repos**
 Example artifacts:
+- [PR #68289: feat(workspace): add safe workspace reset command](https://github.com/openclaw/openclaw/pull/68289) — open
 - [PR #68000: fix(bootstrap): workspace bootstrap prompt routing](https://github.com/openclaw/openclaw/pull/68000) — closed, merged
 - [PR #67998: fix(bootstrap): workspace bootstrap prompt routing](https://github.com/openclaw/openclaw/pull/67998) — closed
 - [Issue #51619: [Bug]: mitmproxy integration broken - LLM ERROR](https://github.com/openclaw/openclaw/issues/51619) — closed
 ### `hxy91819`
 - [Issue #63130: claude-cli OAuth token not auto-refreshed; agents silently fall back](https://github.com/openclaw/openclaw/issues/63130) — closed
 - [Issue #63054: Bug: NO_REPLY token leaks as visible text when model generates trailing content after NO_REPLY](https://github.com/openclaw/openclaw/issues/63054) — closed
+### `dlebee-agent`
+- profile: [github.com/dlebee-agent](https://github.com/dlebee-agent)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Adlebee-agent)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Adlebee-agent)
+- repo first seen: `2026-04-17T18:21:49Z`
+- repo last seen: `2026-04-17T22:11:00Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **3 PRs / 1 issues**
+- snapshot discussion activity: **2 comments / 2 reviews / 2 review comments**
+- account age: **16 days**
+- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **medium**
+- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
 Example artifacts:
+- [PR #68293: fix(systemd): use resolveSystemdServiceName in activate/uninstall](https://github.com/openclaw/openclaw/pull/68293) — open
+- [PR #68288: fix(systemd): use resolveSystemdServiceName in activate/uninstall](https://github.com/openclaw/openclaw/pull/68288) — closed
+- [PR #68240: feat(onboard): add --daemon-env flag to openclaw onboard --install-daemon](https://github.com/openclaw/openclaw/pull/68240) — open
+- [Issue #68287: [Bug]: openclaw node install fails with 'Unit file openclaw-gateway.service does not exist' on node-only VMs](https://github.com/openclaw/openclaw/issues/68287) — open
 ### `yoanndefay`
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Axudaiyanzi)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Axudaiyanzi)
 - repo first seen: `2026-04-14T20:23:42Z`
+- repo last seen: `2026-04-17T21:41:38Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **5 comments / 5 reviews / 5 review comments**
 - account age: **2751 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
 - [Issue #66360: session.maintenance has no size cap for transcript .jsonl files — unbounded growth causes gateway CPU 100%](https://github.com/openclaw/openclaw/issues/66360) — open
 - [Issue #66313: subagent-registry.runtime.js missing from dist build output (v2026.4.12)](https://github.com/openclaw/openclaw/issues/66313) — open
+### `sparkeros`
+- profile: [github.com/sparkeros](https://github.com/sparkeros)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asparkeros)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asparkeros)
+- repo first seen: `2026-03-09T12:13:39Z`
+- repo last seen: `2026-04-17T15:34:27Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **3 PRs / 1 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **156 days**
+- recent public PR activity: **14 PRs** (0 merged / 2 closed-unmerged / 12 open; merged rate **0%**, closed-unmerged rate **14%**, open rate **86%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **young account; high open PR share; no visible non-self stars; targets high-star repos**
+Example artifacts:
+- [PR #68176: CLI: bake git commit at build time so --version reports built commit not live HEAD [AI-assisted]](https://github.com/openclaw/openclaw/pull/68176) — open
+- [PR #68146: fix(gateway): hold startup-gated requests at server until post-attach (closes #67160)](https://github.com/openclaw/openclaw/pull/68146) — open
+- [PR #64508: fix(agents): persist subagent spawn model to override fields](https://github.com/openclaw/openclaw/pull/64508) — closed
+- [Issue #68148: --version reports live git HEAD instead of the commit the built binary was built from](https://github.com/openclaw/openclaw/issues/68148) — open
 ### `alchip`
 - profile: [github.com/alchip](https://github.com/alchip)
 - [PR #65226: Fix qmd session export/update races](https://github.com/openclaw/openclaw/pull/65226) — open
 - [PR #64494: fix: Wrap pathological session export lines](https://github.com/openclaw/openclaw/pull/64494) — open
 ### `GaosCode`
 - profile: [github.com/GaosCode](https://github.com/GaosCode)
 - [PR #59717: feat(acpx): add allow option to nonInteractivePermissions](https://github.com/openclaw/openclaw/pull/59717) — open
 - [PR #59680: fix(fallback): treat finish_reason:error as candidate_failed (#59524)](https://github.com/openclaw/openclaw/pull/59680) — open
+### `cedillarack`
+- profile: [github.com/cedillarack](https://github.com/cedillarack)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Acedillarack)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Acedillarack)
+- repo first seen: `2026-02-17T04:29:03Z`
+- repo last seen: `2026-04-14T23:31:50Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **10 comments / 0 reviews / 0 review comments**
+- account age: **61 days**
+- recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
+Example artifacts:
+- [PR #66868: fix: drain system events on session reset to prevent cross-session leak](https://github.com/openclaw/openclaw/pull/66868) — open
+- [PR #64518: fix: clear model/provider override on /new and /reset](https://github.com/openclaw/openclaw/pull/64518) — open
+- [PR #64491: fix(config): add timeoutSeconds support to agents.defaults.heartbeat](https://github.com/openclaw/openclaw/pull/64491) — closed, merged
 ### `IVY-AI-gif`
 - profile: [github.com/IVY-AI-gif](https://github.com/IVY-AI-gif)
 - [PR #66331: Agents: add per-agent TTS and STT overrides](https://github.com/openclaw/openclaw/pull/66331) — open
 - [Issue #66252: [Feature]: Per-Agent TTS/STT Configuration Overrides for Multi-Language Support](https://github.com/openclaw/openclaw/issues/66252) — open
+### `ajfonthemove`
+- profile: [github.com/ajfonthemove](https://github.com/ajfonthemove)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aajfonthemove)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aajfonthemove)
+- repo first seen: `2026-03-03T06:01:04Z`
+- repo last seen: `2026-04-17T21:44:50Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **1 PRs / 1 issues**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
+- account age: **53 days**
+- recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **very new account; high open PR share; targets high-star repos**
+Example artifacts:
+- [PR #68286: feat(memory-core): expose vectorScore and textScore in hybrid search results](https://github.com/openclaw/openclaw/pull/68286) — open
+- [Issue #68166: [Feature]: expose vectorScore and textScore in hybrid search results](https://github.com/openclaw/openclaw/issues/68166) — open
 ### `andydoucet`
 - profile: [github.com/andydoucet](https://github.com/andydoucet)
 - heuristic read: **high open PR share; targets high-star repos**
 Example artifacts:
+- [PR #65677: GeometryOS: OpenClaw-Powered Verified Math Intelligence Engine](https://github.com/openclaw/openclaw/pull/65677) — closed
 ### `Aobing-code`
 Example artifacts:
 - [PR #65410: fix: prevent WhatsApp credentials corruption on media upload](https://github.com/openclaw/openclaw/pull/65410) — open
 ### `BillyBunn`
 - profile: [github.com/BillyBunn](https://github.com/BillyBunn)
 Example artifacts:
 - [PR #66949: agents/google: round-trip Gemini 3 thoughtSignature on tool calls to unblock Gemini 3.x tool-calling](https://github.com/openclaw/openclaw/pull/66949) — open
 ### `dongs0104`
 - profile: [github.com/dongs0104](https://github.com/dongs0104)
 Example artifacts:
 - [PR #65741: fix(telegram): improve group message routing reliability](https://github.com/openclaw/openclaw/pull/65741) — open
 ### `neilofneils404`
 - profile: [github.com/neilofneils404](https://github.com/neilofneils404)
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ANimraakram22)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ANimraakram22)
 - repo first seen: `2026-04-17T19:03:24Z`
+- repo last seen: `2026-04-17T21:29:22Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **4 comments / 1 reviews / 1 review comments**
 - account age: **82 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
 - heuristic read: **very new account; high open PR share; targets high-star repos**
 Example artifacts:
+- [PR #68247: feat(gateway): Add Xcode Copilot Extension Support](https://github.com/openclaw/openclaw/pull/68247) — closed
 ### `nir-insuretax`
 Example artifacts:
 - [PR #64804: showcase: add AI Organism Architecture](https://github.com/openclaw/openclaw/pull/64804) — open
+### `TheDillonHall`
+- profile: [github.com/TheDillonHall](https://github.com/TheDillonHall)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ATheDillonHall)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ATheDillonHall)
+- repo first seen: `2026-04-17T21:36:47Z`
+- repo last seen: `2026-04-17T21:36:47Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **1109 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
+Example artifacts:
+- [PR #68283: fix(approvals): back off native handler bootstrap retries](https://github.com/openclaw/openclaw/pull/68283) — open
 ### `TheDragon`
 - profile: [github.com/TheDragon](https://github.com/TheDragon)
 Example artifacts:
 - [PR #64915: Change service plan to free and update env vars](https://github.com/openclaw/openclaw/pull/64915) — closed
+### `thesomewhatyou`
+- profile: [github.com/thesomewhatyou](https://github.com/thesomewhatyou)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Athesomewhatyou)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Athesomewhatyou)
+- repo first seen: `2026-02-08T01:46:55Z`
+- repo last seen: `2026-04-17T22:08:17Z`
+- first seen in snapshot: **yes**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **33 comments / 0 reviews / 0 review comments**
+- account age: **768 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 #68292: fix: security hardening — MCP ownership spoofing, poll double-delivery, cron trust escalation, failover classification gaps](https://github.com/openclaw/openclaw/pull/68292) — open
 ### `thewilloftheshadow`
 - profile: [github.com/thewilloftheshadow](https://github.com/thewilloftheshadow)
 Example artifacts:
 - [PR #65739: feat: Add Agent P2P channel plugin](https://github.com/openclaw/openclaw/pull/65739) — open
+### `YASSINENFAI`
+- profile: [github.com/YASSINENFAI](https://github.com/YASSINENFAI)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AYASSINENFAI)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AYASSINENFAI)
+- repo first seen: `2026-04-17T22:00:34Z`
+- repo last seen: `2026-04-17T22:00:34Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **707 days**
+- recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share**
+Example artifacts:
+- [PR #68290: fix(plugins): allow explicitly enabled plugins to load when plugins.enabled is false](https://github.com/openclaw/openclaw/pull/68290) — open, draft
 ### `Yellowfish23`
 - profile: [github.com/Yellowfish23](https://github.com/Yellowfish23)

new_contributors.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:2f4adc9ca30e6efc3a8f573fb7c2be83ccbe05ca55e7e1d9728ad9c537b16c55
-size 97056

 version https://git-lfs.github.com/spec/v1
+oid sha256:920cfe905ec1a202f25e11bcc602829289f3d55a427b869449d3ab4cfc39a2d0
+size 97546

pr_comments.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:683172546a7320d7fe941685a23e93f03d89a6339aee6bdfc8a08fd2887d5c10
-size 46297483

 version https://git-lfs.github.com/spec/v1
+oid sha256:3b3bee82cb2c77ab7e3b08179878432beaa1def43fa7479b700cf997e4b686dd
+size 46313029

pr_diffs.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e7d972aa9f9e3130098caf41a5031ac21ed7acd65bf86433d72a4ddaa939173b
-size 114895502

 version https://git-lfs.github.com/spec/v1
+oid sha256:f305e7c1563ee9074ee22833ca56c6ade6f452aaa02f8dd08d0a8c8fa638695e
+size 115009768

pr_files.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b254b7259989b54320d159d70a629777f595fdcff03244a9bdcc0a879be6ad4e
-size 72084451

 version https://git-lfs.github.com/spec/v1
+oid sha256:fb80bf27f0feedcb9eae82a8c6451b9f254453c483911c819d8a04e1068ca8ea
+size 72126049

pull_requests.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:78c0b35cefef97fa662fdb60c6b4784b55a0af77426b6809f6dc8615eb3a367b
-size 4199138

 version https://git-lfs.github.com/spec/v1
+oid sha256:bd163d16c4d3860fee6b893af1374c499ada174fbb4fdf1b178fa5b725048945
+size 4212737

review_comments.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:417c6128bed662a4201b55572dbb5a802dbf238ea231cfa3c4dec57aac0529a1
-size 6138337

 version https://git-lfs.github.com/spec/v1
+oid sha256:fb501dc82442fee3a0045332c53a6b88cb3cec4499228df72cea9690412f199b
+size 6153798

reviews.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:0bb5390c6f951b12c04e76a4925e154d1195612f78309709adc424f96a370a83
-size 1204215

 version https://git-lfs.github.com/spec/v1
+oid sha256:023fd1a3c3056cf3e4b258ae624e4c2454b85ee145314c1a7b0afd4125bd677d
+size 1208728

snapshots/20260417T222041Z/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": 135598,
+    "issues": 4165,
+    "links": 43279,
+    "new_contributors": 714,
+    "pr_diffs": 2912,
+    "pr_files": 56426,
+    "pull_requests": 2912,
+    "review_comments": 14328,
+    "reviews": 10817,
+    "timeline_events": 44644
+  },
+  "crawl_started_at": "2026-04-17T22:20:41Z",
+  "delta_counts": {
+    "comments": 21,
+    "issue_stubs": 34,
+    "issues": 12,
+    "links": 36,
+    "pr_diffs": 22,
+    "pr_files": 274,
+    "pull_requests": 22,
+    "review_comments": 158,
+    "reviews": 121,
+    "timeline_events": 804
+  },
+  "extracted_at": "2026-04-17T22:20:41Z",
+  "repo": "openclaw/openclaw",
+  "snapshot_id": "20260417T222041Z",
+  "watermark": {
+    "effective_since": "2026-04-17T21:20:42Z",
+    "next_since": "2026-04-17T22:20:41Z"
+  }
+}

snapshots/latest.json CHANGED Viewed

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260417T212042Z/manifest.json",
-  "latest_snapshot_id": "20260417T212042Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-04-17T21:20:42Z",
   "repo": "openclaw/openclaw",
-  "snapshot_dir": "snapshots/20260417T212042Z"
 }

 {
+  "archived_manifest_path": "snapshots/20260417T222041Z/manifest.json",
+  "latest_snapshot_id": "20260417T222041Z",
   "manifest_path": "manifest.json",
+  "next_since": "2026-04-17T22:20:41Z",
   "repo": "openclaw/openclaw",
+  "snapshot_dir": "snapshots/20260417T222041Z"
 }

state/watermark.json CHANGED Viewed

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-04-17T20:20:42Z",
-  "last_successful_snapshot_id": "20260417T212042Z",
-  "next_since": "2026-04-17T21:20:42Z",
   "repo": "openclaw/openclaw",
-  "updated_at": "2026-04-17T21:20:42Z"
 }

 {
+  "effective_since": "2026-04-17T21:20:42Z",
+  "last_successful_snapshot_id": "20260417T222041Z",
+  "next_since": "2026-04-17T22:20:41Z",
   "repo": "openclaw/openclaw",
+  "updated_at": "2026-04-17T22:20:41Z"
 }