Refresh openclaw dataset snapshot 20260419T092034Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260419T082035Z`
+- latest snapshot: `20260419T092034Z`
 - 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

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:a4c6df9759ac2177a5423e019669558745b51f183f47b1222c94cb094e5ee0b2
-size 67812462
+oid sha256:c8951dfac633e51c058e40f5928717a8ceac2f77c147ed86cc9cf70c9b9c4393
+size 67849863

events.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:08129d9d2ce0f7659411947597c34819e6aabf7f766443beef58e04a1e8f911b
-size 1231907
+oid sha256:e390c036d6120432f9cabf7c9566d6985231a050bfc28cd231795555c7c2164f
+size 1235585

issue_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:474fccafe21588eacc7cf5bcb7d9e0055b7f1570e1a74befa9b44c5793fbc63f
-size 20108591
+oid sha256:0614bf5ebe92711fc01033105b05b06265fab46e77352c71ca8574fd5a8eb1aa
+size 20121662

issues.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:7ccd212ce3d1e6490844ec3807348fe5b954d01404f03ce8c12cad6d60506725
-size 7171759
+oid sha256:445d3a992592a768a54259a99ed8f027bafc70c7f370001d36f15eb73b10de04
+size 7180461

links.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:adf02a13b4ab2cd60e225638e032e4b711250a29b718a303151df5437edfecac
-size 540746
+oid sha256:ea31502e916aa488d0abdc175f69718417e1698be2a8a92aafd1803f1754614c
+size 541137

manifest.json

@@ -5,35 +5,35 @@
     "new_contributors_parquet": "new_contributors.parquet"
   },
   "counts": {
-    "comments": 137214,
-    "issues": 4719,
-    "links": 45135,
-    "new_contributors": 702,
-    "pr_diffs": 3560,
-    "pr_files": 76351,
-    "pull_requests": 3560,
-    "review_comments": 18312,
-    "reviews": 13919,
-    "timeline_events": 61326
+    "comments": 137259,
+    "issues": 4723,
+    "links": 45165,
+    "new_contributors": 701,
+    "pr_diffs": 3571,
+    "pr_files": 79564,
+    "pull_requests": 3571,
+    "review_comments": 18359,
+    "reviews": 13954,
+    "timeline_events": 61520
   },
-  "crawl_started_at": "2026-04-19T08:20:35Z",
+  "crawl_started_at": "2026-04-19T09:20:34Z",
   "delta_counts": {
-    "comments": 39,
-    "issue_stubs": 57,
+    "comments": 48,
+    "issue_stubs": 50,
     "issues": 12,
-    "links": 77,
-    "pr_diffs": 45,
-    "pr_files": 3448,
-    "pull_requests": 45,
-    "review_comments": 285,
-    "reviews": 237,
-    "timeline_events": 1733
+    "links": 96,
+    "pr_diffs": 38,
+    "pr_files": 6832,
+    "pull_requests": 38,
+    "review_comments": 277,
+    "reviews": 209,
+    "timeline_events": 1484
   },
-  "extracted_at": "2026-04-19T08:20:35Z",
+  "extracted_at": "2026-04-19T09:20:34Z",
   "repo": "openclaw/openclaw",
-  "snapshot_id": "20260419T082035Z",
+  "snapshot_id": "20260419T092034Z",
   "watermark": {
-    "effective_since": "2026-04-19T07:20:34Z",
-    "next_since": "2026-04-19T08:20:35Z"
+    "effective_since": "2026-04-19T08:20:35Z",
+    "next_since": "2026-04-19T09:20:34Z"
   }
 }

new-contributors-report.json

@@ -1,26 +1,26 @@
 {
   "schema_version": "1.0",
   "repo": "openclaw/openclaw",
-  "snapshot_id": "20260419T082035Z",
-  "generated_at": "2026-04-19T08:23:10Z",
+  "snapshot_id": "20260419T092034Z",
+  "generated_at": "2026-04-19T09:23:10Z",
   "window_days": 7,
   "max_authors": 0,
   "instrumentation": {
-    "selected_contributors": 702,
-    "first_seen_in_snapshot": 3,
+    "selected_contributors": 701,
+    "first_seen_in_snapshot": 2,
     "known_via_prior_merged_pr": 108,
-    "previous_primary_author_count": 4663,
+    "previous_primary_author_count": 4672,
     "selected_seen_in_previous_primary": 699,
-    "previous_report_contributor_count": 701,
-    "selected_overlap_previous_report": 699,
+    "previous_report_contributor_count": 702,
+    "selected_overlap_previous_report": 698,
     "selected_overlap_previous_report_rate": 0.9957,
-    "reused_previous_report_entries": 693,
+    "reused_previous_report_entries": 692,
     "reused_known_merged_contributors": 107,
     "live_fetches": 9,
     "window_anchor": "run_time",
     "window_anchor_cacheable": false,
-    "enrichment_elapsed_seconds": 8.444,
-    "enrichment_avg_seconds_per_author": 0.012,
+    "enrichment_elapsed_seconds": 9.014,
+    "enrichment_avg_seconds_per_author": 0.013,
     "enrichment_failures": 6
   },
   "contributors": [
@@ -389,12 +389,12 @@
       "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ahclsys",
       "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ahclsys",
       "repo_first_seen_at": "2026-01-29T06:32:51Z",
-      "repo_last_seen_at": "2026-04-19T01:15:29Z",
+      "repo_last_seen_at": "2026-04-19T09:15:28Z",
       "repo_primary_artifact_count": 41,
-      "repo_artifact_count": 212,
+      "repo_artifact_count": 213,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 41,
-      "snapshot_comment_count": 165,
+      "snapshot_comment_count": 166,
       "snapshot_review_count": 3,
       "snapshot_review_comment_count": 3,
       "repo_association": "CONTRIBUTOR",
@@ -429,7 +429,7 @@
             "number": 68542,
             "title": "fix(auto-reply): preserve friendly basename for reply-media staging",
             "url": "https://github.com/openclaw/openclaw/pull/68542",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-04-18T12:26:13Z"
@@ -543,11 +543,11 @@
       "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Akagura-agent",
       "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Akagura-agent",
       "repo_first_seen_at": "2026-03-18T00:16:55Z",
-      "repo_last_seen_at": "2026-04-19T07:15:46Z",
-      "repo_primary_artifact_count": 43,
-      "repo_artifact_count": 94,
+      "repo_last_seen_at": "2026-04-19T08:40:59Z",
+      "repo_primary_artifact_count": 44,
+      "repo_artifact_count": 95,
       "snapshot_issue_count": 7,
-      "snapshot_pr_count": 36,
+      "snapshot_pr_count": 37,
       "snapshot_comment_count": 51,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
@@ -578,6 +578,16 @@
       },
       "examples": {
         "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 68883,
+            "title": "fix: discover checkpoint files from disk when store array is empty (#68864)",
+            "url": "https://github.com/openclaw/openclaw/pull/68883",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-19T08:40:59Z"
+          },
           {
             "kind": "pull_request",
             "number": 68856,
@@ -597,16 +607,6 @@
             "merged": false,
             "draft": false,
             "created_at": "2026-04-19T06:34:18Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 68840,
-            "title": "fix: add exponential backoff retry for Feishu WebSocket reconnection",
-            "url": "https://github.com/openclaw/openclaw/pull/68840",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-19T06:24:24Z"
           }
         ],
         "issues": [
@@ -1274,6 +1274,83 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "mbelinky",
+      "name": "Mariano",
+      "profile_url": "https://github.com/mbelinky",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ambelinky",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ambelinky",
+      "repo_first_seen_at": "2026-02-08T09:07:45Z",
+      "repo_last_seen_at": "2026-04-19T08:57:04Z",
+      "repo_primary_artifact_count": 19,
+      "repo_artifact_count": 214,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 19,
+      "snapshot_comment_count": 195,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "CONTRIBUTOR",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
+      "known_via_prior_merged_pr": true,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
+      "account_age_days": 1077,
+      "young_account": false,
+      "follow_through_score": "strong",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 18,
+        "merged_pr_count": 17,
+        "closed_unmerged_pr_count": 1,
+        "open_pr_count": 0,
+        "merged_pr_rate": 0.9444,
+        "closed_unmerged_pr_rate": 0.0556,
+        "still_open_pr_rate": 0.0,
+        "distinct_repos_with_authored_prs": 1,
+        "distinct_repos_with_open_prs": 0
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 68886,
+            "title": "tasks: extract detached task lifecycle runtime",
+            "url": "https://github.com/openclaw/openclaw/pull/68886",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-04-19T08:51:53Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 66141,
+            "title": "fix(memory): unify default root memory handling",
+            "url": "https://github.com/openclaw/openclaw/pull/66141",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-04-13T19:42:01Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 66140,
+            "title": "[codex] fix(ui): guard dreaming wiki plugin calls",
+            "url": "https://github.com/openclaw/openclaw/pull/66140",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-04-13T19:38:17Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "obviyus",
       "name": "Ayaan Zaidi",
@@ -1653,83 +1730,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "mbelinky",
-      "name": "Mariano",
-      "profile_url": "https://github.com/mbelinky",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ambelinky",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ambelinky",
-      "repo_first_seen_at": "2026-02-08T09:07:45Z",
-      "repo_last_seen_at": "2026-04-19T07:12:36Z",
-      "repo_primary_artifact_count": 18,
-      "repo_artifact_count": 211,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 18,
-      "snapshot_comment_count": 193,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "CONTRIBUTOR",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": true,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 1077,
-      "young_account": false,
-      "follow_through_score": "strong",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 18,
-        "merged_pr_count": 17,
-        "closed_unmerged_pr_count": 1,
-        "open_pr_count": 0,
-        "merged_pr_rate": 0.9444,
-        "closed_unmerged_pr_rate": 0.0556,
-        "still_open_pr_rate": 0.0,
-        "distinct_repos_with_authored_prs": 1,
-        "distinct_repos_with_open_prs": 0
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 66141,
-            "title": "fix(memory): unify default root memory handling",
-            "url": "https://github.com/openclaw/openclaw/pull/66141",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-04-13T19:42:01Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 66140,
-            "title": "[codex] fix(ui): guard dreaming wiki plugin calls",
-            "url": "https://github.com/openclaw/openclaw/pull/66140",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-04-13T19:38:17Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 66139,
-            "title": "fix(memory-core): run Dreaming once per cron schedule",
-            "url": "https://github.com/openclaw/openclaw/pull/66139",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-04-13T19:37:50Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "yozu",
       "name": "Yoshikazu Terashi",
@@ -2471,6 +2471,83 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "Bartok9",
+      "name": null,
+      "profile_url": "https://github.com/Bartok9",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ABartok9",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ABartok9",
+      "repo_first_seen_at": "2026-02-27T18:48:49Z",
+      "repo_last_seen_at": "2026-04-19T08:35:06Z",
+      "repo_primary_artifact_count": 13,
+      "repo_artifact_count": 34,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 13,
+      "snapshot_comment_count": 21,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "CONTRIBUTOR",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
+      "known_via_prior_merged_pr": true,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
+      "account_age_days": 70,
+      "young_account": true,
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "medium",
+      "heuristic_note": "very new account; many recent closed-unmerged PRs; high open PR share; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 15,
+        "merged_pr_count": 2,
+        "closed_unmerged_pr_count": 6,
+        "open_pr_count": 7,
+        "merged_pr_rate": 0.1333,
+        "closed_unmerged_pr_rate": 0.4,
+        "still_open_pr_rate": 0.4667,
+        "distinct_repos_with_authored_prs": 2,
+        "distinct_repos_with_open_prs": 2
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 68881,
+            "title": "fix(gateway): cap and prune costUsageCache to prevent unbounded growth",
+            "url": "https://github.com/openclaw/openclaw/pull/68881",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-19T08:35:06Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 68880,
+            "title": "fix(cron): split --tools on whitespace in addition to commas (Windows/PowerShell)",
+            "url": "https://github.com/openclaw/openclaw/pull/68880",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-19T08:33:09Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 68680,
+            "title": "fix(exec): surface signal-killed subprocesses as structured errors instead of silent undefined",
+            "url": "https://github.com/openclaw/openclaw/pull/68680",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-18T20:02:31Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "MoerAI",
       "name": "ToToKr",
@@ -3181,83 +3258,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "Bartok9",
-      "name": null,
-      "profile_url": "https://github.com/Bartok9",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ABartok9",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ABartok9",
-      "repo_first_seen_at": "2026-02-27T18:48:49Z",
-      "repo_last_seen_at": "2026-04-18T20:02:31Z",
-      "repo_primary_artifact_count": 11,
-      "repo_artifact_count": 32,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 11,
-      "snapshot_comment_count": 21,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "CONTRIBUTOR",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": true,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 70,
-      "young_account": true,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "medium",
-      "heuristic_note": "very new account; many recent closed-unmerged PRs; high open PR share; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 15,
-        "merged_pr_count": 2,
-        "closed_unmerged_pr_count": 6,
-        "open_pr_count": 7,
-        "merged_pr_rate": 0.1333,
-        "closed_unmerged_pr_rate": 0.4,
-        "still_open_pr_rate": 0.4667,
-        "distinct_repos_with_authored_prs": 2,
-        "distinct_repos_with_open_prs": 2
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 68680,
-            "title": "fix(exec): surface signal-killed subprocesses as structured errors instead of silent undefined",
-            "url": "https://github.com/openclaw/openclaw/pull/68680",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-18T20:02:31Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 68480,
-            "title": "fix(active-memory): raise timeoutMs ceiling from 60s to 120s",
-            "url": "https://github.com/openclaw/openclaw/pull/68480",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-04-18T08:43:20Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 68047,
-            "title": "fix(gateway): extend image-support name fallback to direct anthropic provider",
-            "url": "https://github.com/openclaw/openclaw/pull/68047",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-17T08:43:06Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "SARAMALI15792",
       "name": "saram ali ",
@@ -3982,6 +3982,83 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "tianhaocui",
+      "name": "cuitianhao",
+      "profile_url": "https://github.com/tianhaocui",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Atianhaocui",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Atianhaocui",
+      "repo_first_seen_at": "2026-04-19T04:50:42Z",
+      "repo_last_seen_at": "2026-04-19T08:53:11Z",
+      "repo_primary_artifact_count": 10,
+      "repo_artifact_count": 10,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 10,
+      "snapshot_comment_count": 0,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "CONTRIBUTOR",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
+      "known_via_prior_merged_pr": true,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
+      "account_age_days": 2442,
+      "young_account": false,
+      "follow_through_score": "mixed",
+      "breadth_score": "moderate",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 19,
+        "merged_pr_count": 9,
+        "closed_unmerged_pr_count": 2,
+        "open_pr_count": 8,
+        "merged_pr_rate": 0.4737,
+        "closed_unmerged_pr_rate": 0.1053,
+        "still_open_pr_rate": 0.4211,
+        "distinct_repos_with_authored_prs": 9,
+        "distinct_repos_with_open_prs": 6
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 68887,
+            "title": "fix: remove unnecessary explicit undefined on optional parameter",
+            "url": "https://github.com/openclaw/openclaw/pull/68887",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-19T08:53:11Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 68870,
+            "title": "fix(memory): expand English stopword list for concept vocabulary",
+            "url": "https://github.com/openclaw/openclaw/pull/68870",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-19T07:50:04Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 68865,
+            "title": "fix(feishu): add application-level WebSocket reconnection with backoff",
+            "url": "https://github.com/openclaw/openclaw/pull/68865",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-19T07:34:10Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "pfrederiksen",
       "name": "Paul Frederiksen",
@@ -4364,83 +4441,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "tianhaocui",
-      "name": "cuitianhao",
-      "profile_url": "https://github.com/tianhaocui",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Atianhaocui",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Atianhaocui",
-      "repo_first_seen_at": "2026-04-19T04:50:42Z",
-      "repo_last_seen_at": "2026-04-19T07:50:04Z",
-      "repo_primary_artifact_count": 9,
-      "repo_artifact_count": 9,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 9,
-      "snapshot_comment_count": 0,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "CONTRIBUTOR",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": true,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 2442,
-      "young_account": false,
-      "follow_through_score": "mixed",
-      "breadth_score": "moderate",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high open PR share",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 19,
-        "merged_pr_count": 9,
-        "closed_unmerged_pr_count": 2,
-        "open_pr_count": 8,
-        "merged_pr_rate": 0.4737,
-        "closed_unmerged_pr_rate": 0.1053,
-        "still_open_pr_rate": 0.4211,
-        "distinct_repos_with_authored_prs": 9,
-        "distinct_repos_with_open_prs": 6
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 68870,
-            "title": "fix(memory): expand English stopword list for concept vocabulary",
-            "url": "https://github.com/openclaw/openclaw/pull/68870",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-19T07:50:04Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 68865,
-            "title": "fix(feishu): add application-level WebSocket reconnection with backoff",
-            "url": "https://github.com/openclaw/openclaw/pull/68865",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-19T07:34:10Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 68863,
-            "title": "fix: prevent prompt token double-counting in tool-use loops",
-            "url": "https://github.com/openclaw/openclaw/pull/68863",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-19T07:27:30Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "WuKongAI-CMU",
       "name": "Peter",
@@ -8427,13 +8427,13 @@
       "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aaltaywtf",
       "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aaltaywtf",
       "repo_first_seen_at": "2026-03-01T16:30:13Z",
-      "repo_last_seen_at": "2026-04-18T10:34:45Z",
+      "repo_last_seen_at": "2026-04-19T08:55:34Z",
       "repo_primary_artifact_count": 5,
-      "repo_artifact_count": 236,
+      "repo_artifact_count": 237,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 5,
       "snapshot_comment_count": 231,
-      "snapshot_review_count": 0,
+      "snapshot_review_count": 1,
       "snapshot_review_comment_count": 0,
       "repo_association": "MEMBER",
       "new_to_repo": false,
@@ -8578,6 +8578,83 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "Eruditi",
+      "name": null,
+      "profile_url": "https://github.com/Eruditi",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AEruditi",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AEruditi",
+      "repo_first_seen_at": "2026-04-16T15:08:41Z",
+      "repo_last_seen_at": "2026-04-19T09:18:17Z",
+      "repo_primary_artifact_count": 5,
+      "repo_artifact_count": 20,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 5,
+      "snapshot_comment_count": 10,
+      "snapshot_review_count": 3,
+      "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": 1072,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 7,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 5,
+        "open_pr_count": 2,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 0.7143,
+        "still_open_pr_rate": 0.2857,
+        "distinct_repos_with_authored_prs": 2,
+        "distinct_repos_with_open_prs": 2
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 68890,
+            "title": "Add multiple contribution files from 8428 to 8477",
+            "url": "https://github.com/openclaw/openclaw/pull/68890",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-19T09:14:38Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 68888,
+            "title": "docs: add Chinese translation for documentation",
+            "url": "https://github.com/openclaw/openclaw/pull/68888",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-19T08:57:01Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 68802,
+            "title": "Translate documentation to Chinese",
+            "url": "https://github.com/openclaw/openclaw/pull/68802",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-19T03:26:15Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "GaosCode",
       "name": "MrBrain",
@@ -11786,83 +11863,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "Eruditi",
-      "name": null,
-      "profile_url": "https://github.com/Eruditi",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AEruditi",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AEruditi",
-      "repo_first_seen_at": "2026-04-16T15:08:41Z",
-      "repo_last_seen_at": "2026-04-19T03:26:15Z",
-      "repo_primary_artifact_count": 3,
-      "repo_artifact_count": 16,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 3,
-      "snapshot_comment_count": 8,
-      "snapshot_review_count": 3,
-      "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": 1072,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 7,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 5,
-        "open_pr_count": 2,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 0.7143,
-        "still_open_pr_rate": 0.2857,
-        "distinct_repos_with_authored_prs": 2,
-        "distinct_repos_with_open_prs": 2
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 68802,
-            "title": "Translate documentation to Chinese",
-            "url": "https://github.com/openclaw/openclaw/pull/68802",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-19T03:26:15Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 67720,
-            "title": "Improve language translations for multiple languages",
-            "url": "https://github.com/openclaw/openclaw/pull/67720",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-16T15:18:46Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 67715,
-            "title": "Add top 5 strategies for OpenClaw contribution leaderboard",
-            "url": "https://github.com/openclaw/openclaw/pull/67715",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-16T15:08:41Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "evgyur",
       "name": "Evgeny Yurchenko",
@@ -13197,6 +13197,83 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "richardclawbot",
+      "name": null,
+      "profile_url": "https://github.com/richardclawbot",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Arichardclawbot",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Arichardclawbot",
+      "repo_first_seen_at": "2026-04-10T17:07:12Z",
+      "repo_last_seen_at": "2026-04-19T09:02:54Z",
+      "repo_primary_artifact_count": 5,
+      "repo_artifact_count": 6,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 5,
+      "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": 31,
+      "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": 0,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 3,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 1.0,
+        "distinct_repos_with_authored_prs": 1,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 68889,
+            "title": "feat(discord-surface): multi-phase thread-bound ACP delivery overhaul",
+            "url": "https://github.com/openclaw/openclaw/pull/68889",
+            "state": "open",
+            "merged": false,
+            "draft": true,
+            "created_at": "2026-04-19T09:02:54Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 68872,
+            "title": "docs(acp): clarify Claude/Codex settings inheritance",
+            "url": "https://github.com/openclaw/openclaw/pull/68872",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-19T07:59:06Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 65242,
+            "title": "fix: CompletionDeliveryGate to prevent duplicate ACP completion delivery",
+            "url": "https://github.com/openclaw/openclaw/pull/65242",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-12T07:52:20Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "Kyzcreig",
       "name": null,
@@ -18419,14 +18496,14 @@
       "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aname5566",
       "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aname5566",
       "repo_first_seen_at": "2026-04-19T04:38:23Z",
-      "repo_last_seen_at": "2026-04-19T07:20:49Z",
+      "repo_last_seen_at": "2026-04-19T08:28:45Z",
       "repo_primary_artifact_count": 2,
-      "repo_artifact_count": 2,
+      "repo_artifact_count": 4,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 2,
       "snapshot_comment_count": 0,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
+      "snapshot_review_count": 1,
+      "snapshot_review_comment_count": 1,
       "repo_association": "NONE",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -18957,21 +19034,21 @@
       "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ASanjays2402",
       "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ASanjays2402",
       "repo_first_seen_at": "2026-04-19T08:04:49Z",
-      "repo_last_seen_at": "2026-04-19T08:19:03Z",
+      "repo_last_seen_at": "2026-04-19T08:40:45Z",
       "repo_primary_artifact_count": 2,
-      "repo_artifact_count": 3,
+      "repo_artifact_count": 11,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 2,
-      "snapshot_comment_count": 1,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
+      "snapshot_comment_count": 5,
+      "snapshot_review_count": 2,
+      "snapshot_review_comment_count": 2,
       "repo_association": "NONE",
-      "new_to_repo": true,
-      "first_seen_in_snapshot": true,
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
-      "report_reason": "first_seen_in_snapshot",
-      "enrichment_source": "live",
-      "live_refetch_skipped": false,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
       "account_age_days": 2519,
       "young_account": false,
       "follow_through_score": "weak",
@@ -19007,7 +19084,7 @@
             "number": 68873,
             "title": "fix(auto-reply): dedupe block replies on normalized media paths (fixes #68862)",
             "url": "https://github.com/openclaw/openclaw/pull/68873",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-04-19T08:04:49Z"
@@ -20382,12 +20459,12 @@
       "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Achen-zhang-cs-code",
       "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Achen-zhang-cs-code",
       "repo_first_seen_at": "2026-03-18T08:15:21Z",
-      "repo_last_seen_at": "2026-04-19T07:20:31Z",
+      "repo_last_seen_at": "2026-04-19T08:42:49Z",
       "repo_primary_artifact_count": 5,
-      "repo_artifact_count": 19,
+      "repo_artifact_count": 24,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 5,
-      "snapshot_comment_count": 12,
+      "snapshot_comment_count": 17,
       "snapshot_review_count": 1,
       "snapshot_review_comment_count": 1,
       "repo_association": "CONTRIBUTOR",
@@ -20442,7 +20519,7 @@
             "number": 64632,
             "title": "fix(slack): preserve media roots through custom invoke",
             "url": "https://github.com/openclaw/openclaw/pull/64632",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-04-11T04:28:34Z"
@@ -20848,83 +20925,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "richardclawbot",
-      "name": null,
-      "profile_url": "https://github.com/richardclawbot",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Arichardclawbot",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Arichardclawbot",
-      "repo_first_seen_at": "2026-04-10T17:07:12Z",
-      "repo_last_seen_at": "2026-04-19T07:59:06Z",
-      "repo_primary_artifact_count": 4,
-      "repo_artifact_count": 5,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 4,
-      "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": 31,
-      "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": 0,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 3,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 1.0,
-        "distinct_repos_with_authored_prs": 1,
-        "distinct_repos_with_open_prs": 1
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 68872,
-            "title": "docs(acp): clarify Claude/Codex settings inheritance",
-            "url": "https://github.com/openclaw/openclaw/pull/68872",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-19T07:59:06Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 65242,
-            "title": "fix: CompletionDeliveryGate to prevent duplicate ACP completion delivery",
-            "url": "https://github.com/openclaw/openclaw/pull/65242",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-12T07:52:20Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 65013,
-            "title": "fix(tasks): silence acp child-session completion banners",
-            "url": "https://github.com/openclaw/openclaw/pull/65013",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-11T21:19:41Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "kakahu2015",
       "name": "kakahu",
@@ -23611,73 +23611,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "trudbot",
-      "name": "songyiping",
-      "profile_url": "https://github.com/trudbot",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Atrudbot",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Atrudbot",
-      "repo_first_seen_at": "2026-04-11T17:13:42Z",
-      "repo_last_seen_at": "2026-04-12T09:09:15Z",
-      "repo_primary_artifact_count": 2,
-      "repo_artifact_count": 3,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 2,
-      "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": 1655,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "medium",
-      "heuristic_note": "many recent closed-unmerged PRs; high open PR share; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 2,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 1,
-        "open_pr_count": 1,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 0.5,
-        "still_open_pr_rate": 0.5,
-        "distinct_repos_with_authored_prs": 1,
-        "distinct_repos_with_open_prs": 1
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 65271,
-            "title": "shell: support custom shells on Windows",
-            "url": "https://github.com/openclaw/openclaw/pull/65271",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-12T09:09:15Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 64930,
-            "title": "feat(shell): support custom shell on Windows via SHELL env var",
-            "url": "https://github.com/openclaw/openclaw/pull/64930",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-11T17:13:42Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "wangshu94",
       "name": null,
@@ -26232,6 +26165,74 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "chat2way",
+      "name": "Chat2Way",
+      "profile_url": "https://github.com/chat2way",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Achat2way",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Achat2way",
+      "repo_first_seen_at": "2026-04-19T08:15:34Z",
+      "repo_last_seen_at": "2026-04-19T08:30:28Z",
+      "repo_primary_artifact_count": 2,
+      "repo_artifact_count": 3,
+      "snapshot_issue_count": 1,
+      "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": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 57,
+      "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": 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": 68879,
+            "title": "fix: allow browser tool to work via HTTP API /tools/invoke",
+            "url": "https://github.com/openclaw/openclaw/pull/68879",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-19T08:30:28Z"
+          }
+        ],
+        "issues": [
+          {
+            "kind": "issue",
+            "number": 68874,
+            "title": "Bug: HTTP API /tools/invoke returns 'Tool not available: browser'",
+            "url": "https://github.com/openclaw/openclaw/issues/68874",
+            "state": "closed",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-04-19T08:15:34Z"
+          }
+        ]
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "d1rshan",
       "name": "Darshan Paccha",
@@ -29842,70 +29843,13 @@
       "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": 2590,
-      "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": 68860,
-            "title": "Agents: emit turn events from embedded sessions",
-            "url": "https://github.com/openclaw/openclaw/pull/68860",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-19T07:23:14Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
-    {
-      "author_login": "a137460387",
-      "name": "luoxiaoyu",
-      "profile_url": "https://github.com/a137460387",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aa137460387",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aa137460387",
-      "repo_first_seen_at": "2026-04-16T01:29:59Z",
-      "repo_last_seen_at": "2026-04-16T01:29:59Z",
-      "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": 577,
+      "account_age_days": 2590,
       "young_account": false,
       "follow_through_score": "weak",
       "breadth_score": "low",
@@ -29927,13 +29871,13 @@
         "pull_requests": [
           {
             "kind": "pull_request",
-            "number": 67466,
-            "title": "fix(feishu): reduce startup latency by parallelizing probe and capping timeouts",
-            "url": "https://github.com/openclaw/openclaw/pull/67466",
+            "number": 68860,
+            "title": "Agents: emit turn events from embedded sessions",
+            "url": "https://github.com/openclaw/openclaw/pull/68860",
             "state": "open",
             "merged": false,
             "draft": false,
-            "created_at": "2026-04-16T01:29:59Z"
+            "created_at": "2026-04-19T07:23:14Z"
           }
         ],
         "issues": []
@@ -29941,13 +29885,13 @@
       "fetch_error": null
     },
     {
-      "author_login": "aayushprsingh",
-      "name": "Aayush Pratap Singh",
-      "profile_url": "https://github.com/aayushprsingh",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aaayushprsingh",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aaayushprsingh",
-      "repo_first_seen_at": "2026-04-12T08:37:49Z",
-      "repo_last_seen_at": "2026-04-12T08:37:49Z",
+      "author_login": "a137460387",
+      "name": "luoxiaoyu",
+      "profile_url": "https://github.com/a137460387",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aa137460387",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aa137460387",
+      "repo_first_seen_at": "2026-04-16T01:29:59Z",
+      "repo_last_seen_at": "2026-04-16T01:29:59Z",
       "repo_primary_artifact_count": 1,
       "repo_artifact_count": 1,
       "snapshot_issue_count": 0,
@@ -29962,35 +29906,35 @@
       "report_reason": null,
       "enrichment_source": "previous_report",
       "live_refetch_skipped": true,
-      "account_age_days": 677,
+      "account_age_days": 577,
       "young_account": false,
-      "follow_through_score": "mixed",
-      "breadth_score": "moderate",
+      "follow_through_score": "weak",
+      "breadth_score": "low",
       "automation_risk_signal": "low",
-      "heuristic_note": "\u2014",
+      "heuristic_note": "high open PR share; targets high-star repos",
       "public_orgs": [],
       "activity": {
-        "visible_authored_pr_count": 11,
-        "merged_pr_count": 6,
-        "closed_unmerged_pr_count": 1,
-        "open_pr_count": 4,
-        "merged_pr_rate": 0.5455,
-        "closed_unmerged_pr_rate": 0.0909,
-        "still_open_pr_rate": 0.3636,
-        "distinct_repos_with_authored_prs": 4,
-        "distinct_repos_with_open_prs": 3
+        "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": 65258,
-            "title": "Improve control UI chat and task UX",
-            "url": "https://github.com/openclaw/openclaw/pull/65258",
+            "number": 67466,
+            "title": "fix(feishu): reduce startup latency by parallelizing probe and capping timeouts",
+            "url": "https://github.com/openclaw/openclaw/pull/67466",
             "state": "open",
             "merged": false,
             "draft": false,
-            "created_at": "2026-04-12T08:37:49Z"
+            "created_at": "2026-04-16T01:29:59Z"
           }
         ],
         "issues": []
@@ -30583,12 +30527,12 @@
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "NONE",
-      "new_to_repo": true,
-      "first_seen_in_snapshot": true,
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
-      "report_reason": "first_seen_in_snapshot",
-      "enrichment_source": "live",
-      "live_refetch_skipped": false,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
       "account_age_days": 76,
       "young_account": true,
       "follow_through_score": "weak",
@@ -31829,63 +31773,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "bloodycoder",
-      "name": "Picard Xie",
-      "profile_url": "https://github.com/bloodycoder",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abloodycoder",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abloodycoder",
-      "repo_first_seen_at": "2026-04-12T08:42:07Z",
-      "repo_last_seen_at": "2026-04-12T14:57:59Z",
-      "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",
-      "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": 4355,
-      "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": 8,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 8,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 1.0,
-        "distinct_repos_with_authored_prs": 3,
-        "distinct_repos_with_open_prs": 3
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 65262,
-            "title": "fix(cli): clarify that 'commands' is a runtime slash command",
-            "url": "https://github.com/openclaw/openclaw/pull/65262",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-12T08:42:07Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "bmadwaves",
       "name": null,
@@ -34615,13 +34502,184 @@
         "pull_requests": [
           {
             "kind": "pull_request",
-            "number": 68686,
-            "title": "fix(agents): preserve CLI session on auth-profile/epoch changes",
-            "url": "https://github.com/openclaw/openclaw/pull/68686",
+            "number": 68686,
+            "title": "fix(agents): preserve CLI session on auth-profile/epoch changes",
+            "url": "https://github.com/openclaw/openclaw/pull/68686",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-18T20:15:13Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
+    {
+      "author_login": "ericyoshida",
+      "name": "Eric Yoshida",
+      "profile_url": "https://github.com/ericyoshida",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aericyoshida",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aericyoshida",
+      "repo_first_seen_at": "2026-04-16T22:26:53Z",
+      "repo_last_seen_at": "2026-04-16T22:26:53Z",
+      "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": 2537,
+      "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": 67842,
+            "title": "Fix/message tool description user facing",
+            "url": "https://github.com/openclaw/openclaw/pull/67842",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-16T22:26:53Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
+    {
+      "author_login": "eyjohn",
+      "name": "Evgeny Yakimov",
+      "profile_url": "https://github.com/eyjohn",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aeyjohn",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aeyjohn",
+      "repo_first_seen_at": "2026-04-16T17:33:15Z",
+      "repo_last_seen_at": "2026-04-16T18:22:20Z",
+      "repo_primary_artifact_count": 1,
+      "repo_artifact_count": 3,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 1,
+      "snapshot_comment_count": 0,
+      "snapshot_review_count": 1,
+      "snapshot_review_comment_count": 1,
+      "repo_association": "CONTRIBUTOR",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
+      "known_via_prior_merged_pr": false,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
+      "account_age_days": 4680,
+      "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": 67758,
+            "title": "fix(google): correct gemini preview model versions",
+            "url": "https://github.com/openclaw/openclaw/pull/67758",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-16T17:33:15Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
+    {
+      "author_login": "fabioquinzi",
+      "name": null,
+      "profile_url": "https://github.com/fabioquinzi",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Afabioquinzi",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Afabioquinzi",
+      "repo_first_seen_at": "2026-04-12T17:39:06Z",
+      "repo_last_seen_at": "2026-04-13T12:36:23Z",
+      "repo_primary_artifact_count": 1,
+      "repo_artifact_count": 10,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 1,
+      "snapshot_comment_count": 9,
+      "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": 2803,
+      "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": 65492,
+            "title": "feat(agents): make slug generator timeout configurable",
+            "url": "https://github.com/openclaw/openclaw/pull/65492",
             "state": "open",
             "merged": false,
             "draft": false,
-            "created_at": "2026-04-18T20:15:13Z"
+            "created_at": "2026-04-12T17:59:38Z"
           }
         ],
         "issues": []
@@ -34629,13 +34687,13 @@
       "fetch_error": null
     },
     {
-      "author_login": "ericyoshida",
-      "name": "Eric Yoshida",
-      "profile_url": "https://github.com/ericyoshida",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aericyoshida",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aericyoshida",
-      "repo_first_seen_at": "2026-04-16T22:26:53Z",
-      "repo_last_seen_at": "2026-04-16T22:26:53Z",
+      "author_login": "fangguisheng520",
+      "name": null,
+      "profile_url": "https://github.com/fangguisheng520",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Afangguisheng520",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Afangguisheng520",
+      "repo_first_seen_at": "2026-04-18T01:00:50Z",
+      "repo_last_seen_at": "2026-04-18T01:00:50Z",
       "repo_primary_artifact_count": 1,
       "repo_artifact_count": 1,
       "snapshot_issue_count": 0,
@@ -34650,12 +34708,12 @@
       "report_reason": null,
       "enrichment_source": "previous_report",
       "live_refetch_skipped": true,
-      "account_age_days": 2537,
-      "young_account": false,
+      "account_age_days": 188,
+      "young_account": true,
       "follow_through_score": "weak",
       "breadth_score": "low",
       "automation_risk_signal": "low",
-      "heuristic_note": "high open PR share; targets high-star repos",
+      "heuristic_note": "young account; high open PR share; targets high-star repos",
       "public_orgs": [],
       "activity": {
         "visible_authored_pr_count": 1,
@@ -34672,13 +34730,13 @@
         "pull_requests": [
           {
             "kind": "pull_request",
-            "number": 67842,
-            "title": "Fix/message tool description user facing",
-            "url": "https://github.com/openclaw/openclaw/pull/67842",
+            "number": 68345,
+            "title": "Modify several web pages by hard-coding the language into multiple la\u2026",
+            "url": "https://github.com/openclaw/openclaw/pull/68345",
             "state": "open",
             "merged": false,
             "draft": false,
-            "created_at": "2026-04-16T22:26:53Z"
+            "created_at": "2026-04-18T01:00:50Z"
           }
         ],
         "issues": []
@@ -34686,75 +34744,18 @@
       "fetch_error": null
     },
     {
-      "author_login": "eyjohn",
-      "name": "Evgeny Yakimov",
-      "profile_url": "https://github.com/eyjohn",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aeyjohn",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aeyjohn",
-      "repo_first_seen_at": "2026-04-16T17:33:15Z",
-      "repo_last_seen_at": "2026-04-16T18:22:20Z",
+      "author_login": "fangweili",
+      "name": "Fangwei Li",
+      "profile_url": "https://github.com/fangweili",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Afangweili",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Afangweili",
+      "repo_first_seen_at": "2026-04-15T23:23:10Z",
+      "repo_last_seen_at": "2026-04-16T00:31:28Z",
       "repo_primary_artifact_count": 1,
       "repo_artifact_count": 3,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 0,
-      "snapshot_review_count": 1,
-      "snapshot_review_comment_count": 1,
-      "repo_association": "CONTRIBUTOR",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 4680,
-      "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": 67758,
-            "title": "fix(google): correct gemini preview model versions",
-            "url": "https://github.com/openclaw/openclaw/pull/67758",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-16T17:33:15Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
-    {
-      "author_login": "fabioquinzi",
-      "name": null,
-      "profile_url": "https://github.com/fabioquinzi",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Afabioquinzi",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Afabioquinzi",
-      "repo_first_seen_at": "2026-04-12T17:39:06Z",
-      "repo_last_seen_at": "2026-04-13T12:36:23Z",
-      "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 10,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 1,
-      "snapshot_comment_count": 9,
+      "snapshot_comment_count": 2,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "NONE",
@@ -34764,7 +34765,7 @@
       "report_reason": null,
       "enrichment_source": "previous_report",
       "live_refetch_skipped": true,
-      "account_age_days": 2803,
+      "account_age_days": 5120,
       "young_account": false,
       "follow_through_score": "weak",
       "breadth_score": "low",
@@ -34786,13 +34787,13 @@
         "pull_requests": [
           {
             "kind": "pull_request",
-            "number": 65492,
-            "title": "feat(agents): make slug generator timeout configurable",
-            "url": "https://github.com/openclaw/openclaw/pull/65492",
+            "number": 67429,
+            "title": "fix(cron): allow null to clear model/fallbacks/thinking overrides on patch",
+            "url": "https://github.com/openclaw/openclaw/pull/67429",
             "state": "open",
             "merged": false,
             "draft": false,
-            "created_at": "2026-04-12T17:59:38Z"
+            "created_at": "2026-04-15T23:23:10Z"
           }
         ],
         "issues": []
@@ -34800,13 +34801,13 @@
       "fetch_error": null
     },
     {
-      "author_login": "fangguisheng520",
-      "name": null,
-      "profile_url": "https://github.com/fangguisheng520",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Afangguisheng520",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Afangguisheng520",
-      "repo_first_seen_at": "2026-04-18T01:00:50Z",
-      "repo_last_seen_at": "2026-04-18T01:00:50Z",
+      "author_login": "FantoX",
+      "name": "Shubha Pratim Biswas",
+      "profile_url": "https://github.com/FantoX",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AFantoX",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AFantoX",
+      "repo_first_seen_at": "2026-04-19T08:46:47Z",
+      "repo_last_seen_at": "2026-04-19T08:46:47Z",
       "repo_primary_artifact_count": 1,
       "repo_artifact_count": 1,
       "snapshot_issue_count": 0,
@@ -34815,70 +34816,13 @@
       "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": 188,
-      "young_account": true,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "young account; 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": 68345,
-            "title": "Modify several web pages by hard-coding the language into multiple la\u2026",
-            "url": "https://github.com/openclaw/openclaw/pull/68345",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-18T01:00:50Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
-    {
-      "author_login": "fangweili",
-      "name": "Fangwei Li",
-      "profile_url": "https://github.com/fangweili",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Afangweili",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Afangweili",
-      "repo_first_seen_at": "2026-04-15T23:23:10Z",
-      "repo_last_seen_at": "2026-04-16T00:31:28Z",
-      "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 3,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 1,
-      "snapshot_comment_count": 2,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "NONE",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
+      "new_to_repo": true,
+      "first_seen_in_snapshot": true,
       "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 5120,
+      "report_reason": "first_seen_in_snapshot",
+      "enrichment_source": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 962,
       "young_account": false,
       "follow_through_score": "weak",
       "breadth_score": "low",
@@ -34900,13 +34844,13 @@
         "pull_requests": [
           {
             "kind": "pull_request",
-            "number": 67429,
-            "title": "fix(cron): allow null to clear model/fallbacks/thinking overrides on patch",
-            "url": "https://github.com/openclaw/openclaw/pull/67429",
+            "number": 68885,
+            "title": "feat: implement video frame extraction skill using ffmpeg-static and ffprobe-installer",
+            "url": "https://github.com/openclaw/openclaw/pull/68885",
             "state": "open",
             "merged": false,
             "draft": false,
-            "created_at": "2026-04-15T23:23:10Z"
+            "created_at": "2026-04-19T08:46:47Z"
           }
         ],
         "issues": []
@@ -35492,12 +35436,12 @@
       "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Agarrytan",
       "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Agarrytan",
       "repo_first_seen_at": "2026-04-18T23:01:38Z",
-      "repo_last_seen_at": "2026-04-19T06:14:09Z",
+      "repo_last_seen_at": "2026-04-19T08:30:16Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 29,
+      "repo_artifact_count": 30,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 2,
+      "snapshot_comment_count": 3,
       "snapshot_review_count": 13,
       "snapshot_review_comment_count": 13,
       "repo_association": "NONE",
@@ -42352,63 +42296,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "OurHobbyApp",
-      "name": "TheHelper",
-      "profile_url": "https://github.com/OurHobbyApp",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AOurHobbyApp",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AOurHobbyApp",
-      "repo_first_seen_at": "2026-04-12T08:51:45Z",
-      "repo_last_seen_at": "2026-04-13T02:27:04Z",
-      "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 3,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 1,
-      "snapshot_comment_count": 0,
-      "snapshot_review_count": 2,
-      "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": 330,
-      "young_account": true,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "young account; 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": 65266,
-            "title": "PC Aion setup + Telegram output fix + itplug auto-update timer",
-            "url": "https://github.com/openclaw/openclaw/pull/65266",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-12T08:51:45Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "palewire",
       "name": "Ben Welsh",
@@ -47848,6 +47735,63 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "zaimaopeng",
+      "name": "Zaimao (Michael) Peng",
+      "profile_url": "https://github.com/zaimaopeng",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Azaimaopeng",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Azaimaopeng",
+      "repo_first_seen_at": "2026-04-18T13:00:18Z",
+      "repo_last_seen_at": "2026-04-19T08:30:12Z",
+      "repo_primary_artifact_count": 1,
+      "repo_artifact_count": 5,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 1,
+      "snapshot_comment_count": 4,
+      "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": 569,
+      "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": 68878,
+            "title": "[codex] Optimize gateway session listing before full row construction",
+            "url": "https://github.com/openclaw/openclaw/pull/68878",
+            "state": "open",
+            "merged": false,
+            "draft": true,
+            "created_at": "2026-04-19T08:29:58Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "Zetarcos",
       "name": null,

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: openclaw/openclaw
 
-- Snapshot: `20260419T082035Z`
-- Generated: `2026-04-19T08:23:10Z`
+- Snapshot: `20260419T092034Z`
+- Generated: `2026-04-19T09:23:10Z`
 - Activity window: `7d`
-- Contributors: `702`
+- Contributors: `701`
 
 ## Summary
 
@@ -15,7 +15,7 @@
 | `nightq` | [profile](https://github.com/nightq) | no | CONTRIBUTOR | 4825d | `2026-04-01T13:17:35Z` | 42 | 1 | weak | low | medium | extremely 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` | 41 | 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` | 40 | 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 |
-| `kagura-agent` | [profile](https://github.com/kagura-agent) | no | CONTRIBUTOR | 32d | `2026-03-18T00:16:55Z` | 36 | 7 | mixed | high | high | very new account; extremely high recent PR volume; broad repo spread; high open PR share |
+| `kagura-agent` | [profile](https://github.com/kagura-agent) | no | CONTRIBUTOR | 32d | `2026-03-18T00:16:55Z` | 37 | 7 | mixed | high | high | very new account; extremely high recent PR volume; broad repo spread; high open PR share |
 | `Takhoffman` | [profile](https://github.com/Takhoffman) | no | CONTRIBUTOR | 5455d | `2026-01-27T16:37:08Z` | 32 | 1 | mixed | low | low | high recent PR volume; targets high-star repos |
 | `Jah-yee` | [profile](https://github.com/Jah-yee) | no | NONE | 735d | `2026-03-03T03:34:57Z` | 31 | 11 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `hxy91819` | [profile](https://github.com/hxy91819) | no | MEMBER | 4229d | `2026-03-13T11:26:05Z` | 31 | 1 | mixed | low | low | high recent PR volume; targets high-star repos |
@@ -23,11 +23,11 @@
 | `oraculoos` | [profile](https://github.com/oraculoos) | no | NONE | ?d | `2026-04-14T13:16:27Z` | 20 | 0 | n/a | n/a | n/a | summary unavailable |
 | `coygeek` | [profile](https://github.com/coygeek) | no | CONTRIBUTOR | 2164d | `2026-01-31T03:06:37Z` | 19 | 20 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `jalehman` | [profile](https://github.com/jalehman) | no | CONTRIBUTOR | 5579d | `2026-01-05T21:51:45Z` | 19 | 0 | mixed | low | low | high recent PR volume; targets high-star repos |
+| `mbelinky` | [profile](https://github.com/mbelinky) | no | CONTRIBUTOR | 1077d | `2026-02-08T09:07:45Z` | 19 | 0 | strong | low | low | targets high-star repos |
 | `obviyus` | [profile](https://github.com/obviyus) | no | CONTRIBUTOR | 3510d | `2026-01-04T13:17:28Z` | 19 | 0 | strong | low | low | targets high-star repos |
 | `omarshahine` | [profile](https://github.com/omarshahine) | no | CONTRIBUTOR | 4126d | `2026-02-20T03:30:56Z` | 18 | 10 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `mcaxtr` | [profile](https://github.com/mcaxtr) | no | MEMBER | 4358d | `2026-02-04T01:45:00Z` | 18 | 5 | mixed | low | low | high open PR share; targets high-star repos |
 | `BunsDev` | [profile](https://github.com/BunsDev) | no | MEMBER | 2087d | `2026-02-07T11:32:40Z` | 18 | 0 | strong | moderate | low | high recent PR volume |
-| `mbelinky` | [profile](https://github.com/mbelinky) | no | CONTRIBUTOR | 1077d | `2026-02-08T09:07:45Z` | 18 | 0 | strong | low | low | targets high-star repos |
 | `yozu` | [profile](https://github.com/yozu) | no | NONE | 5186d | `2026-04-07T11:36:48Z` | 16 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `drobison00` | [profile](https://github.com/drobison00) | no | CONTRIBUTOR | 4625d | `2026-03-24T18:33:52Z` | 16 | 0 | strong | low | low | targets high-star repos |
 | `ly85206559` | [profile](https://github.com/ly85206559) | no | CONTRIBUTOR | 3985d | `2026-03-03T02:24:33Z` | 16 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -37,6 +37,7 @@
 | `ngutman` | [profile](https://github.com/ngutman) | no | MEMBER | 5146d | `2026-01-06T16:12:16Z` | 14 | 0 | strong | moderate | low | targets high-star repos |
 | `pgondhi987` | [profile](https://github.com/pgondhi987) | no | CONTRIBUTOR | 24d | `2026-04-09T04:56:14Z` | 14 | 0 | strong | low | medium | very new account; no visible non-self stars; targets high-star repos |
 | `tentacloos` | [profile](https://github.com/tentacloos) | no | NONE | 22d | `2026-04-14T13:17:10Z` | 14 | 0 | n/a | low | medium | very new account; no visible non-self stars |
+| `Bartok9` | [profile](https://github.com/Bartok9) | no | CONTRIBUTOR | 70d | `2026-02-27T18:48:49Z` | 13 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `MoerAI` | [profile](https://github.com/MoerAI) | no | CONTRIBUTOR | 3336d | `2026-02-23T01:38:58Z` | 13 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `openperf` | [profile](https://github.com/openperf) | no | MEMBER | 1860d | `2026-02-07T10:37:24Z` | 13 | 0 | mixed | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `Tianworld` | [profile](https://github.com/Tianworld) | no | CONTRIBUTOR | 2846d | `2026-03-24T16:13:35Z` | 13 | 0 | weak | low | low | high recent PR volume; high open PR share; no visible non-self stars; targets high-star repos |
@@ -46,7 +47,6 @@
 | `pashpashpash` | [profile](https://github.com/pashpashpash) | no | CONTRIBUTOR | 3539d | `2026-04-12T00:42:09Z` | 12 | 0 | mixed | low | low | targets high-star repos |
 | `sudie-codes` | [profile](https://github.com/sudie-codes) | no | CONTRIBUTOR | 173d | `2026-03-23T03:58:32Z` | 12 | 0 | mixed | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `1aifanatic` | [profile](https://github.com/1aifanatic) | no | NONE | 2426d | `2026-02-01T16:01:30Z` | 11 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `Bartok9` | [profile](https://github.com/Bartok9) | no | CONTRIBUTOR | 70d | `2026-02-27T18:48:49Z` | 11 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `SARAMALI15792` | [profile](https://github.com/SARAMALI15792) | no | CONTRIBUTOR | 992d | `2026-04-11T06:57:22Z` | 11 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `zqchris` | [profile](https://github.com/zqchris) | no | CONTRIBUTOR | 4718d | `2026-03-01T13:09:15Z` | 10 | 5 | weak | low | low | high open PR share; targets high-star repos |
 | `armorbreak001` | [profile](https://github.com/armorbreak001) | no | NONE | 7d | `2026-04-16T01:31:19Z` | 10 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars |
@@ -56,11 +56,11 @@
 | `lml2468` | [profile](https://github.com/lml2468) | no | CONTRIBUTOR | 2893d | `2026-03-03T11:34:24Z` | 10 | 0 | strong | low | low | high recent PR volume |
 | `MonkeyLeeT` | [profile](https://github.com/MonkeyLeeT) | no | CONTRIBUTOR | 4437d | `2026-03-02T15:37:21Z` | 10 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Rohan5commit` | [profile](https://github.com/Rohan5commit) | no | CONTRIBUTOR | 580d | `2026-02-21T09:50:26Z` | 10 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
+| `tianhaocui` | [profile](https://github.com/tianhaocui) | no | CONTRIBUTOR | 2442d | `2026-04-19T04:50:42Z` | 10 | 0 | mixed | moderate | low | high open PR share |
 | `pfrederiksen` | [profile](https://github.com/pfrederiksen) | no | NONE | 5392d | `2026-04-14T16:42:04Z` | 9 | 4 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `VACInc` | [profile](https://github.com/VACInc) | no | CONTRIBUTOR | 4839d | `2026-01-06T03:04:41Z` | 9 | 2 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `martingarramon` | [profile](https://github.com/martingarramon) | no | CONTRIBUTOR | 49d | `2026-03-21T22:50:34Z` | 9 | 1 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `stainlu` | [profile](https://github.com/stainlu) | no | CONTRIBUTOR | 1364d | `2026-04-08T01:24:20Z` | 9 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `tianhaocui` | [profile](https://github.com/tianhaocui) | no | CONTRIBUTOR | 2442d | `2026-04-19T04:50:42Z` | 9 | 0 | mixed | moderate | low | high open PR share |
 | `WuKongAI-CMU` | [profile](https://github.com/WuKongAI-CMU) | no | CONTRIBUTOR | 343d | `2026-03-09T20:35:04Z` | 9 | 0 | weak | low | low | young account; high recent PR volume; high open PR share; targets high-star repos |
 | `xinmotlanthua` | [profile](https://github.com/xinmotlanthua) | no | CONTRIBUTOR | ?d | `2026-04-14T03:17:52Z` | 9 | 0 | n/a | n/a | n/a | summary unavailable |
 | `yqli2420` | [profile](https://github.com/yqli2420) | no | CONTRIBUTOR | 3910d | `2026-04-13T18:44:19Z` | 9 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -111,6 +111,7 @@
 | `sliverp` | [profile](https://github.com/sliverp) | no | MEMBER | 2933d | `2026-02-06T14:44:05Z` | 5 | 1 | mixed | low | low | targets high-star repos |
 | `altaywtf` | [profile](https://github.com/altaywtf) | no | MEMBER | 4168d | `2026-03-01T16:30:13Z` | 5 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `defonota3box` | [profile](https://github.com/defonota3box) | no | NONE | 121d | `2026-04-13T22:54:16Z` | 5 | 0 | weak | low | medium | young account; high open PR share; targets high-star repos |
+| `Eruditi` | [profile](https://github.com/Eruditi) | no | NONE | 1072d | `2026-04-16T15:08:41Z` | 5 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `GaosCode` | [profile](https://github.com/GaosCode) | no | CONTRIBUTOR | 632d | `2026-04-09T08:32:17Z` | 5 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `joshavant` | [profile](https://github.com/joshavant) | no | CONTRIBUTOR | 5430d | `2026-02-19T23:12:53Z` | 5 | 0 | strong | low | low | targets high-star repos |
 | `sahilsatralkar` | [profile](https://github.com/sahilsatralkar) | no | CONTRIBUTOR | 2210d | `2026-02-20T15:02:41Z` | 5 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -150,7 +151,6 @@
 | `alexlomt` | [profile](https://github.com/alexlomt) | no | NONE | 582d | `2026-04-14T18:25:56Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Ante042` | [profile](https://github.com/Ante042) | no | NONE | 2859d | `2026-04-18T13:02:47Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `damselem` | [profile](https://github.com/damselem) | no | CONTRIBUTOR | 6104d | `2026-04-12T09:37:25Z` | 3 | 0 | n/a | low | low | no visible non-self stars |
-| `Eruditi` | [profile](https://github.com/Eruditi) | no | NONE | 1072d | `2026-04-16T15:08:41Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `evgyur` | [profile](https://github.com/evgyur) | no | NONE | 1222d | `2026-04-17T22:56:05Z` | 3 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `GameWorldsDEV` | [profile](https://github.com/GameWorldsDEV) | no | NONE | 609d | `2026-03-22T22:51:07Z` | 3 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `jarimustonen` | [profile](https://github.com/jarimustonen) | no | CONTRIBUTOR | 5232d | `2026-03-18T15:12:36Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -168,6 +168,7 @@
 | `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2026-01-16T21:59:54Z` | 9 | 0 | n/a | n/a | n/a | summary unavailable |
 | `feiskyer` | [profile](https://github.com/feiskyer) | no | CONTRIBUTOR | 5509d | `2026-04-06T06:23:31Z` | 5 | 2 | strong | low | low | targets high-star repos |
 | `mraleko` | [profile](https://github.com/mraleko) | no | CONTRIBUTOR | 938d | `2026-04-08T03:48:45Z` | 5 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
+| `richardclawbot` | [profile](https://github.com/richardclawbot) | no | NONE | 31d | `2026-04-10T17:07:12Z` | 5 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `Kyzcreig` | [profile](https://github.com/Kyzcreig) | no | NONE | 4208d | `2026-03-26T04:03:04Z` | 4 | 5 | mixed | low | low | high open PR share; targets high-star repos |
 | `jhsmith409` | [profile](https://github.com/jhsmith409) | no | CONTRIBUTOR | 434d | `2026-04-08T11:54:12Z` | 4 | 3 | weak | moderate | low | high open PR share; targets high-star repos |
 | `bek91` | [profile](https://github.com/bek91) | no | NONE | 2144d | `2026-04-10T20:34:48Z` | 4 | 1 | weak | low | low | high open PR share; targets high-star repos |
@@ -244,7 +245,7 @@
 | `Patrick-Erichsen` | [profile](https://github.com/Patrick-Erichsen) | no | NONE | 3581d | `2026-04-16T20:38:05Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `questionares` | [profile](https://github.com/questionares) | no | NONE | 390d | `2026-04-14T10:33:49Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `rogery-coder` | [profile](https://github.com/rogery-coder) | no | NONE | 6d | `2026-04-13T09:10:32Z` | 2 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `Sanjays2402` | [profile](https://github.com/Sanjays2402) | yes | NONE | 2519d | `2026-04-19T08:04:49Z` | 2 | 0 | weak | moderate | low | high open PR share |
+| `Sanjays2402` | [profile](https://github.com/Sanjays2402) | no | NONE | 2519d | `2026-04-19T08:04:49Z` | 2 | 0 | weak | moderate | low | high open PR share |
 | `seoseo-ai` | [profile](https://github.com/seoseo-ai) | no | NONE | 61d | `2026-04-18T12:56:25Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `serkonyc` | [profile](https://github.com/serkonyc) | no | CONTRIBUTOR | 4509d | `2026-04-12T11:37:04Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `shahyashish` | [profile](https://github.com/shahyashish) | no | NONE | 1601d | `2026-04-15T18:06:48Z` | 2 | 0 | weak | high | low | broad repo spread; high open PR share; no visible non-self stars |
@@ -270,7 +271,6 @@
 | `fuller-stack-dev` | [profile](https://github.com/fuller-stack-dev) | no | CONTRIBUTOR | 55d | `2026-03-02T21:04:55Z` | 4 | 1 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `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 |
 | `monsonego` | [profile](https://github.com/monsonego) | no | NONE | 701d | `2026-04-07T12:27:49Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `richardclawbot` | [profile](https://github.com/richardclawbot) | no | NONE | 31d | `2026-04-10T17:07:12Z` | 4 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `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 |
 | `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 |
 | `evandance` | [profile](https://github.com/evandance) | no | CONTRIBUTOR | 1220d | `2026-04-09T11:38:41Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -307,7 +307,6 @@
 | `mitmul` | [profile](https://github.com/mitmul) | no | NONE | 5513d | `2026-04-08T03:40:41Z` | 2 | 0 | strong | low | low | — |
 | `rhinoroo` | [profile](https://github.com/rhinoroo) | no | NONE | 4034d | `2026-04-12T04:14:07Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `snowshadow` | [profile](https://github.com/snowshadow) | no | NONE | 4105d | `2026-02-26T05:43:47Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `trudbot` | [profile](https://github.com/trudbot) | no | NONE | 1655d | `2026-04-11T17:13:42Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `wangshu94` | [profile](https://github.com/wangshu94) | no | NONE | 2454d | `2026-03-24T16:29:43Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `wittam-01` | [profile](https://github.com/wittam-01) | no | CONTRIBUTOR | 20d | `2026-04-09T14:43:04Z` | 2 | 0 | mixed | low | medium | very new account; no visible non-self stars |
 | `JIRBOY` | [profile](https://github.com/JIRBOY) | no | NONE | 2565d | `2026-04-11T06:03:38Z` | 1 | 13 | weak | low | low | high open PR share; targets high-star repos |
@@ -341,6 +340,7 @@
 | `ccage-simp` | [profile](https://github.com/ccage-simp) | no | NONE | 3516d | `2026-04-12T17:18:42Z` | 1 | 1 | weak | moderate | low | high open PR share |
 | `chaosreload` | [profile](https://github.com/chaosreload) | no | NONE | 4439d | `2026-03-09T03:44:40Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `Chased1k` | [profile](https://github.com/Chased1k) | no | NONE | 3580d | `2026-04-16T22:10:39Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
+| `chat2way` | [profile](https://github.com/chat2way) | no | NONE | 57d | `2026-04-19T08:15:34Z` | 1 | 1 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `d1rshan` | [profile](https://github.com/d1rshan) | no | NONE | 732d | `2026-04-17T06:12:09Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `DevInvestor` | [profile](https://github.com/DevInvestor) | no | NONE | 104d | `2026-03-24T13:05:09Z` | 1 | 1 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Dithilli` | [profile](https://github.com/Dithilli) | no | CONTRIBUTOR | 2832d | `2026-02-19T14:54:20Z` | 1 | 1 | mixed | low | low | high open PR share; targets high-star repos |
@@ -394,9 +394,8 @@
 | `zhyongrui` | [profile](https://github.com/zhyongrui) | no | NONE | 351d | `2026-04-16T03:32:52Z` | 1 | 1 | mixed | low | low | young account; high open PR share; targets high-star repos |
 | `1bcMax` | [profile](https://github.com/1bcMax) | no | CONTRIBUTOR | ?d | `2026-02-04T17:37:13Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
 | `1sh-date` | [profile](https://github.com/1sh-date) | no | NONE | 2168d | `2026-04-15T09:16:52Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `404notfoundhh` | [profile](https://github.com/404notfoundhh) | yes | NONE | 2590d | `2026-04-19T07:23:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `404notfoundhh` | [profile](https://github.com/404notfoundhh) | no | NONE | 2590d | `2026-04-19T07:23:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `a137460387` | [profile](https://github.com/a137460387) | no | NONE | 577d | `2026-04-16T01:29:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `aayushprsingh` | [profile](https://github.com/aayushprsingh) | no | NONE | 677d | `2026-04-12T08:37:49Z` | 1 | 0 | mixed | moderate | low | — |
 | `abliteration-ai` | [profile](https://github.com/abliteration-ai) | no | NONE | 144d | `2026-04-17T03:32:43Z` | 1 | 0 | weak | moderate | medium | young account; high open PR share; targets high-star repos |
 | `acewhitegui` | [profile](https://github.com/acewhitegui) | no | NONE | 3315d | `2026-04-17T07:57:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `adapepper` | [profile](https://github.com/adapepper) | no | NONE | 71d | `2026-04-15T23:40:57Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -407,7 +406,7 @@
 | `alexanderkreidich` | [profile](https://github.com/alexanderkreidich) | no | NONE | 1140d | `2026-04-12T23:34:37Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `alexanderxfgl-bit` | [profile](https://github.com/alexanderxfgl-bit) | no | NONE | 66d | `2026-04-17T12:32:56Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars |
 | `alickgithub2` | [profile](https://github.com/alickgithub2) | no | NONE | 1141d | `2026-04-12T16:15:43Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `alithnar-bot` | [profile](https://github.com/alithnar-bot) | yes | NONE | 76d | `2026-04-19T07:34:45Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
+| `alithnar-bot` | [profile](https://github.com/alithnar-bot) | no | NONE | 76d | `2026-04-19T07:34:45Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `aliyevaladddin` | [profile](https://github.com/aliyevaladddin) | no | NONE | 326d | `2026-04-15T01:10:25Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `andyylin` | [profile](https://github.com/andyylin) | no | CONTRIBUTOR | 2500d | `2026-04-08T14:02:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `aniaan` | [profile](https://github.com/aniaan) | no | NONE | 2846d | `2026-04-19T04:23:08Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -429,7 +428,6 @@
 | `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 |
 | `billriesner` | [profile](https://github.com/billriesner) | no | NONE | 312d | `2026-04-18T13:05:13Z` | 1 | 0 | strong | low | low | young account |
 | `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 |
 | `bobgee00001-beep` | [profile](https://github.com/bobgee00001-beep) | no | NONE | 63d | `2026-04-13T18:14:21Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `bohell` | [profile](https://github.com/bohell) | no | NONE | 3914d | `2026-04-19T00:35:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -483,6 +481,7 @@
 | `fabioquinzi` | [profile](https://github.com/fabioquinzi) | no | NONE | 2803d | `2026-04-12T17:39:06Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `fangguisheng520` | [profile](https://github.com/fangguisheng520) | no | NONE | 188d | `2026-04-18T01:00:50Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `fangweili` | [profile](https://github.com/fangweili) | no | NONE | 5120d | `2026-04-15T23:23:10Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `FantoX` | [profile](https://github.com/FantoX) | yes | NONE | 962d | `2026-04-19T08:46:47Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `fengjing1009` | [profile](https://github.com/fengjing1009) | no | NONE | 3827d | `2026-04-13T11:22:35Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `feniix` | [profile](https://github.com/feniix) | no | CONTRIBUTOR | 6161d | `2026-04-16T21:30:52Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `finallylly` | [profile](https://github.com/finallylly) | no | NONE | 3555d | `2026-04-13T12:15:44Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -613,7 +612,6 @@
 | `onebluestone11` | [profile](https://github.com/onebluestone11) | no | NONE | 264d | `2026-04-15T12:48:28Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `openclawdg` | [profile](https://github.com/openclawdg) | no | NONE | 21d | `2026-04-14T20:28:41Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `OpenCnid` | [profile](https://github.com/OpenCnid) | no | NONE | 2977d | `2026-04-16T00:25:22Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `OurHobbyApp` | [profile](https://github.com/OurHobbyApp) | no | NONE | 330d | `2026-04-12T08:51:45Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `palewire` | [profile](https://github.com/palewire) | no | NONE | 6550d | `2026-04-18T16:38:20Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `pandaAIGC` | [profile](https://github.com/pandaAIGC) | no | NONE | 273d | `2026-04-14T07:58:01Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `paramiao` | [profile](https://github.com/paramiao) | no | NONE | 5277d | `2026-04-16T13:42:00Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -709,6 +707,7 @@
 | `YoungMoneyInvestments` | [profile](https://github.com/YoungMoneyInvestments) | no | NONE | 932d | `2026-02-23T16:58:16Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `yxjsxy` | [profile](https://github.com/yxjsxy) | no | CONTRIBUTOR | 3041d | `2026-04-18T00:21:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ZackaryShen` | [profile](https://github.com/ZackaryShen) | no | NONE | 2598d | `2026-04-18T13:48:28Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share |
+| `zaimaopeng` | [profile](https://github.com/zaimaopeng) | yes | NONE | 569d | `2026-04-18T13:00:18Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Zetarcos` | [profile](https://github.com/Zetarcos) | no | NONE | 1265d | `2026-04-17T07:36:00Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `zrt-ai-lab` | [profile](https://github.com/zrt-ai-lab) | no | NONE | 3613d | `2026-04-14T02:47:26Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
@@ -816,12 +815,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ahclsys)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ahclsys)
 - repo first seen: `2026-01-29T06:32:51Z`
-- repo last seen: `2026-04-19T01:15:29Z`
+- repo last seen: `2026-04-19T09:15:28Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **41**
 - snapshot authored PRs/issues: **41 PRs / 0 issues**
-- snapshot discussion activity: **165 comments / 3 reviews / 3 review comments**
+- snapshot discussion activity: **166 comments / 3 reviews / 3 review comments**
 - account age: **4339 days**
 - recent public PR activity: **34 PRs** (3 merged / 26 closed-unmerged / 5 open; merged rate **9%**, closed-unmerged rate **76%**, open rate **15%**)
 - public orgs: none visible
@@ -829,7 +828,7 @@ Example artifacts:
 - heuristic read: **very high single-repo PR burst; high recent PR volume; many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
-- [PR #68542: fix(auto-reply): preserve friendly basename for reply-media staging](https://github.com/openclaw/openclaw/pull/68542) — open
+- [PR #68542: fix(auto-reply): preserve friendly basename for reply-media staging](https://github.com/openclaw/openclaw/pull/68542) — closed
 - [PR #68492: fix(update-cli): capture macOS launchctl stderr to a log file instead of /dev/null](https://github.com/openclaw/openclaw/pull/68492) — closed, merged
 - [PR #68399: fix(cli): reject --agent on models set/set-image instead of silently writing global default](https://github.com/openclaw/openclaw/pull/68399) — closed
 
@@ -862,11 +861,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Akagura-agent)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Akagura-agent)
 - repo first seen: `2026-03-18T00:16:55Z`
-- repo last seen: `2026-04-19T07:15:46Z`
+- repo last seen: `2026-04-19T08:40:59Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **43**
-- snapshot authored PRs/issues: **36 PRs / 7 issues**
+- repo primary artifacts: **44**
+- snapshot authored PRs/issues: **37 PRs / 7 issues**
 - snapshot discussion activity: **51 comments / 0 reviews / 0 review comments**
 - account age: **32 days**
 - recent public PR activity: **108 PRs** (51 merged / 12 closed-unmerged / 45 open; merged rate **47%**, closed-unmerged rate **11%**, open rate **42%**)
@@ -875,9 +874,9 @@ Example artifacts:
 - heuristic read: **very new account; extremely high recent PR volume; broad repo spread; high open PR share**
 
 Example artifacts:
+- [PR #68883: fix: discover checkpoint files from disk when store array is empty (#68864)](https://github.com/openclaw/openclaw/pull/68883) — open
 - [PR #68856: fix: skip brew prompt on Linux when native package manager is available](https://github.com/openclaw/openclaw/pull/68856) — open
 - [PR #68846: fix: reap MCP child processes when spawned session run ends](https://github.com/openclaw/openclaw/pull/68846) — open
-- [PR #68840: fix: add exponential backoff retry for Feishu WebSocket reconnection](https://github.com/openclaw/openclaw/pull/68840) — open
 - [Issue #68123: feat: allow cron tasks to opt out of main session notification](https://github.com/openclaw/openclaw/issues/68123) — open
 - [Issue #66576: [Feature]: Configurable workspace file inclusion/exclusion (bootstrapFiles)](https://github.com/openclaw/openclaw/issues/66576) — open
 - [Issue #66399: Process supervisor: graceful signal escalation and drain timeout for exec tool](https://github.com/openclaw/openclaw/issues/66399) — open
@@ -1052,6 +1051,29 @@ Example artifacts:
 - [PR #67827: docs: unify duplicated 2026.4.15-beta.1 changelog block](https://github.com/openclaw/openclaw/pull/67827) — closed, merged
 - [PR #67824: Update contributor details for Josh Lehman](https://github.com/openclaw/openclaw/pull/67824) — closed, merged
 
+### `mbelinky`
+
+- profile: [github.com/mbelinky](https://github.com/mbelinky)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ambelinky)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ambelinky)
+- repo first seen: `2026-02-08T09:07:45Z`
+- repo last seen: `2026-04-19T08:57:04Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **19**
+- snapshot authored PRs/issues: **19 PRs / 0 issues**
+- snapshot discussion activity: **195 comments / 0 reviews / 0 review comments**
+- account age: **1077 days**
+- recent public PR activity: **18 PRs** (17 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #68886: tasks: extract detached task lifecycle runtime](https://github.com/openclaw/openclaw/pull/68886) — closed, merged
+- [PR #66141: fix(memory): unify default root memory handling](https://github.com/openclaw/openclaw/pull/66141) — closed, merged
+- [PR #66140: [codex] fix(ui): guard dreaming wiki plugin calls](https://github.com/openclaw/openclaw/pull/66140) — closed, merged
+
 ### `obviyus`
 
 - profile: [github.com/obviyus](https://github.com/obviyus)
@@ -1150,29 +1172,6 @@ Example artifacts:
 - [PR #68178: fix(ui): add clear pending config updates action](https://github.com/openclaw/openclaw/pull/68178) — open
 - [PR #68150: fix(ui): reset settings scroll and align details headers](https://github.com/openclaw/openclaw/pull/68150) — closed, merged
 
-### `mbelinky`
-
-- profile: [github.com/mbelinky](https://github.com/mbelinky)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ambelinky)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ambelinky)
-- repo first seen: `2026-02-08T09:07:45Z`
-- repo last seen: `2026-04-19T07:12:36Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **18**
-- snapshot authored PRs/issues: **18 PRs / 0 issues**
-- snapshot discussion activity: **193 comments / 0 reviews / 0 review comments**
-- account age: **1077 days**
-- recent public PR activity: **18 PRs** (17 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #66141: fix(memory): unify default root memory handling](https://github.com/openclaw/openclaw/pull/66141) — closed, merged
-- [PR #66140: [codex] fix(ui): guard dreaming wiki plugin calls](https://github.com/openclaw/openclaw/pull/66140) — closed, merged
-- [PR #66139: fix(memory-core): run Dreaming once per cron schedule](https://github.com/openclaw/openclaw/pull/66139) — closed, merged
-
 ### `yozu`
 
 - profile: [github.com/yozu](https://github.com/yozu)
@@ -1384,6 +1383,29 @@ Example artifacts:
 - [PR #66825: fix(#66806): Allow Anthropic-only setups to work without OpenAI credentials](https://github.com/openclaw/openclaw/pull/66825) — closed
 - [PR #66823: fix(infra): general stability and performance improvements](https://github.com/openclaw/openclaw/pull/66823) — closed
 
+### `Bartok9`
+
+- profile: [github.com/Bartok9](https://github.com/Bartok9)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ABartok9)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ABartok9)
+- repo first seen: `2026-02-27T18:48:49Z`
+- repo last seen: `2026-04-19T08:35:06Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **13**
+- snapshot authored PRs/issues: **13 PRs / 0 issues**
+- snapshot discussion activity: **21 comments / 0 reviews / 0 review comments**
+- account age: **70 days**
+- recent public PR activity: **15 PRs** (2 merged / 6 closed-unmerged / 7 open; merged rate **13%**, closed-unmerged rate **40%**, open rate **47%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **very new account; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #68881: fix(gateway): cap and prune costUsageCache to prevent unbounded growth](https://github.com/openclaw/openclaw/pull/68881) — closed
+- [PR #68880: fix(cron): split --tools on whitespace in addition to commas (Windows/PowerShell)](https://github.com/openclaw/openclaw/pull/68880) — closed
+- [PR #68680: fix(exec): surface signal-killed subprocesses as structured errors instead of silent undefined](https://github.com/openclaw/openclaw/pull/68680) — open
+
 ### `MoerAI`
 
 - profile: [github.com/MoerAI](https://github.com/MoerAI)
@@ -1592,29 +1614,6 @@ Example artifacts:
 - [PR #68320: fix(ollama): add baseUrl to configSchema and wire it through discovery](https://github.com/openclaw/openclaw/pull/68320) — open
 - [PR #68317: fix(directive): remove incorrect 'Telegram only' label from reasoning stream ack](https://github.com/openclaw/openclaw/pull/68317) — open
 
-### `Bartok9`
-
-- profile: [github.com/Bartok9](https://github.com/Bartok9)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ABartok9)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ABartok9)
-- repo first seen: `2026-02-27T18:48:49Z`
-- repo last seen: `2026-04-18T20:02:31Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **11**
-- snapshot authored PRs/issues: **11 PRs / 0 issues**
-- snapshot discussion activity: **21 comments / 0 reviews / 0 review comments**
-- account age: **70 days**
-- recent public PR activity: **15 PRs** (2 merged / 6 closed-unmerged / 7 open; merged rate **13%**, closed-unmerged rate **40%**, open rate **47%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **very new account; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #68680: fix(exec): surface signal-killed subprocesses as structured errors instead of silent undefined](https://github.com/openclaw/openclaw/pull/68680) — open
-- [PR #68480: fix(active-memory): raise timeoutMs ceiling from 60s to 120s](https://github.com/openclaw/openclaw/pull/68480) — closed, merged
-- [PR #68047: fix(gateway): extend image-support name fallback to direct anthropic provider](https://github.com/openclaw/openclaw/pull/68047) — open
-
 ### `SARAMALI15792`
 
 - profile: [github.com/SARAMALI15792](https://github.com/SARAMALI15792)
@@ -1825,6 +1824,29 @@ Example artifacts:
 - [PR #66363: fix(reply): classify billing cooldown summaries](https://github.com/openclaw/openclaw/pull/66363) — closed, merged
 - [PR #66110: fix(logging): support root log file overrides](https://github.com/openclaw/openclaw/pull/66110) — open
 
+### `tianhaocui`
+
+- profile: [github.com/tianhaocui](https://github.com/tianhaocui)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Atianhaocui)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Atianhaocui)
+- repo first seen: `2026-04-19T04:50:42Z`
+- repo last seen: `2026-04-19T08:53:11Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **10**
+- snapshot authored PRs/issues: **10 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **2442 days**
+- recent public PR activity: **19 PRs** (9 merged / 2 closed-unmerged / 8 open; merged rate **47%**, closed-unmerged rate **11%**, open rate **42%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share**
+
+Example artifacts:
+- [PR #68887: fix: remove unnecessary explicit undefined on optional parameter](https://github.com/openclaw/openclaw/pull/68887) — open
+- [PR #68870: fix(memory): expand English stopword list for concept vocabulary](https://github.com/openclaw/openclaw/pull/68870) — open
+- [PR #68865: fix(feishu): add application-level WebSocket reconnection with backoff](https://github.com/openclaw/openclaw/pull/68865) — open
+
 ### `pfrederiksen`
 
 - profile: [github.com/pfrederiksen](https://github.com/pfrederiksen)
@@ -1924,29 +1946,6 @@ Example artifacts:
 - [PR #67785: fix(agents): scope nested lane per target session to stop cross-agent blocking (#67502)](https://github.com/openclaw/openclaw/pull/67785) — closed, merged
 - [Issue #67934: [feature request] Auto-apply auth.applyConfig at plugin-load time for Category B providers (defineSingleProviderPluginEntry)](https://github.com/openclaw/openclaw/issues/67934) — closed
 
-### `tianhaocui`
-
-- profile: [github.com/tianhaocui](https://github.com/tianhaocui)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Atianhaocui)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Atianhaocui)
-- repo first seen: `2026-04-19T04:50:42Z`
-- repo last seen: `2026-04-19T07:50:04Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **9**
-- snapshot authored PRs/issues: **9 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2442 days**
-- recent public PR activity: **19 PRs** (9 merged / 2 closed-unmerged / 8 open; merged rate **47%**, closed-unmerged rate **11%**, open rate **42%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share**
-
-Example artifacts:
-- [PR #68870: fix(memory): expand English stopword list for concept vocabulary](https://github.com/openclaw/openclaw/pull/68870) — open
-- [PR #68865: fix(feishu): add application-level WebSocket reconnection with backoff](https://github.com/openclaw/openclaw/pull/68865) — open
-- [PR #68863: fix: prevent prompt token double-counting in tool-use loops](https://github.com/openclaw/openclaw/pull/68863) — open
-
 ### `WuKongAI-CMU`
 
 - profile: [github.com/WuKongAI-CMU](https://github.com/WuKongAI-CMU)
@@ -3083,12 +3082,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aaltaywtf)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aaltaywtf)
 - repo first seen: `2026-03-01T16:30:13Z`
-- repo last seen: `2026-04-18T10:34:45Z`
+- repo last seen: `2026-04-19T08:55:34Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **231 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **231 comments / 1 reviews / 0 review comments**
 - account age: **4168 days**
 - recent public PR activity: **5 PRs** (2 merged / 2 closed-unmerged / 1 open; merged rate **40%**, closed-unmerged rate **40%**, open rate **20%**)
 - public orgs: `putdotio`, `openclaw`, `uinaf`
@@ -3123,6 +3122,29 @@ Example artifacts:
 - [PR #66199: security: wrap iMessage inbound DM body via wrapExternalContent](https://github.com/openclaw/openclaw/pull/66199) — open
 - [PR #66198: security: wrap Signal inbound DM body via wrapExternalContent](https://github.com/openclaw/openclaw/pull/66198) — open
 
+### `Eruditi`
+
+- profile: [github.com/Eruditi](https://github.com/Eruditi)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AEruditi)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AEruditi)
+- repo first seen: `2026-04-16T15:08:41Z`
+- repo last seen: `2026-04-19T09:18:17Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **5 PRs / 0 issues**
+- snapshot discussion activity: **10 comments / 3 reviews / 2 review comments**
+- account age: **1072 days**
+- recent public PR activity: **7 PRs** (0 merged / 5 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **71%**, open rate **29%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
+
+Example artifacts:
+- [PR #68890: Add multiple contribution files from 8428 to 8477](https://github.com/openclaw/openclaw/pull/68890) — closed
+- [PR #68888: docs: add Chinese translation for documentation](https://github.com/openclaw/openclaw/pull/68888) — closed
+- [PR #68802: Translate documentation to Chinese](https://github.com/openclaw/openclaw/pull/68802) — closed
+
 ### `GaosCode`
 
 - profile: [github.com/GaosCode](https://github.com/GaosCode)
@@ -4038,29 +4060,6 @@ Example artifacts:
 - [PR #66106: fix(media-understanding): support allowPrivateNetwork in tools.media.audio.request](https://github.com/openclaw/openclaw/pull/66106) — open
 - [PR #65282: fix(agents): ignore ACP-only streamTo on subagent sessions_spawn](https://github.com/openclaw/openclaw/pull/65282) — open
 
-### `Eruditi`
-
-- profile: [github.com/Eruditi](https://github.com/Eruditi)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AEruditi)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AEruditi)
-- repo first seen: `2026-04-16T15:08:41Z`
-- repo last seen: `2026-04-19T03:26:15Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **8 comments / 3 reviews / 2 review comments**
-- account age: **1072 days**
-- recent public PR activity: **7 PRs** (0 merged / 5 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **71%**, open rate **29%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #68802: Translate documentation to Chinese](https://github.com/openclaw/openclaw/pull/68802) — open
-- [PR #67720: Improve language translations for multiple languages](https://github.com/openclaw/openclaw/pull/67720) — closed
-- [PR #67715: Add top 5 strategies for OpenClaw contribution leaderboard](https://github.com/openclaw/openclaw/pull/67715) — closed
-
 ### `evgyur`
 
 - profile: [github.com/evgyur](https://github.com/evgyur)
@@ -4455,6 +4454,29 @@ Example artifacts:
 - [PR #66819: fix(cli): unwrap nested claude result json](https://github.com/openclaw/openclaw/pull/66819) — open
 - [PR #64561: fix(openai): default openai-codex provider api to responses](https://github.com/openclaw/openclaw/pull/64561) — closed
 
+### `richardclawbot`
+
+- profile: [github.com/richardclawbot](https://github.com/richardclawbot)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Arichardclawbot)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Arichardclawbot)
+- repo first seen: `2026-04-10T17:07:12Z`
+- repo last seen: `2026-04-19T09:02:54Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **5 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **31 days**
+- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **very new account; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #68889: feat(discord-surface): multi-phase thread-bound ACP delivery overhaul](https://github.com/openclaw/openclaw/pull/68889) — open, draft
+- [PR #68872: docs(acp): clarify Claude/Codex settings inheritance](https://github.com/openclaw/openclaw/pull/68872) — open
+- [PR #65242: fix: CompletionDeliveryGate to prevent duplicate ACP completion delivery](https://github.com/openclaw/openclaw/pull/65242) — open
+
 ### `Kyzcreig`
 
 - profile: [github.com/Kyzcreig](https://github.com/Kyzcreig)
@@ -6018,12 +6040,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aname5566)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aname5566)
 - repo first seen: `2026-04-19T04:38:23Z`
-- repo last seen: `2026-04-19T07:20:49Z`
+- repo last seen: `2026-04-19T08:28:45Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
 - account age: **5820 days**
 - recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
 - public orgs: none visible
@@ -6194,12 +6216,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ASanjays2402)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ASanjays2402)
 - repo first seen: `2026-04-19T08:04:49Z`
-- repo last seen: `2026-04-19T08:19:03Z`
-- first seen in snapshot: **yes**
+- repo last seen: `2026-04-19T08:40:45Z`
+- first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **5 comments / 2 reviews / 2 review comments**
 - account age: **2519 days**
 - recent public PR activity: **7 PRs** (0 merged / 0 closed-unmerged / 7 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -6208,7 +6230,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #68876: fix(memory): filter cron-triggered sessions and NO_REPLY sentinels from dreaming corpus (addresses #68449)](https://github.com/openclaw/openclaw/pull/68876) — open
-- [PR #68873: fix(auto-reply): dedupe block replies on normalized media paths (fixes #68862)](https://github.com/openclaw/openclaw/pull/68873) — open
+- [PR #68873: fix(auto-reply): dedupe block replies on normalized media paths (fixes #68862)](https://github.com/openclaw/openclaw/pull/68873) — closed
 
 ### `seoseo-ai`
 
@@ -6642,12 +6664,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Achen-zhang-cs-code)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Achen-zhang-cs-code)
 - repo first seen: `2026-03-18T08:15:21Z`
-- repo last seen: `2026-04-19T07:20:31Z`
+- repo last seen: `2026-04-19T08:42:49Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **12 comments / 1 reviews / 1 review comments**
+- snapshot discussion activity: **17 comments / 1 reviews / 1 review comments**
 - account age: **118 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
@@ -6657,7 +6679,7 @@ Example artifacts:
 Example artifacts:
 - [PR #68858: fix(cron): parse PowerShell tools allow list](https://github.com/openclaw/openclaw/pull/68858) — open
 - [PR #64650: fix(telegram): honor channel-level topic prompts in multi-account mode](https://github.com/openclaw/openclaw/pull/64650) — open
-- [PR #64632: fix(slack): preserve media roots through custom invoke](https://github.com/openclaw/openclaw/pull/64632) — open
+- [PR #64632: fix(slack): preserve media roots through custom invoke](https://github.com/openclaw/openclaw/pull/64632) — closed
 
 ### `saitama3292-onepunch`
 
@@ -6775,29 +6797,6 @@ Example artifacts:
 - [PR #62483: fix: preserve explicit provider prefixes for slash-delimited chat models [AI-assisted]](https://github.com/openclaw/openclaw/pull/62483) — closed, draft
 - [PR #62482: fix: refresh subsystem file loggers across daily log rollovers [AI-assisted]](https://github.com/openclaw/openclaw/pull/62482) — open
 
-### `richardclawbot`
-
-- profile: [github.com/richardclawbot](https://github.com/richardclawbot)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Arichardclawbot)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Arichardclawbot)
-- repo first seen: `2026-04-10T17:07:12Z`
-- repo last seen: `2026-04-19T07:59:06Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **31 days**
-- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **very new account; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #68872: docs(acp): clarify Claude/Codex settings inheritance](https://github.com/openclaw/openclaw/pull/68872) — open
-- [PR #65242: fix: CompletionDeliveryGate to prevent duplicate ACP completion delivery](https://github.com/openclaw/openclaw/pull/65242) — open
-- [PR #65013: fix(tasks): silence acp child-session completion banners](https://github.com/openclaw/openclaw/pull/65013) — open
-
 ### `kakahu2015`
 
 - profile: [github.com/kakahu2015](https://github.com/kakahu2015)
@@ -7614,28 +7613,6 @@ Example artifacts:
 - [PR #65727: docs: add hook-pack publishing guide](https://github.com/openclaw/openclaw/pull/65727) — open
 - [PR #65084: fix(discord): guard zombie gateway reconnects after close](https://github.com/openclaw/openclaw/pull/65084) — open
 
-### `trudbot`
-
-- profile: [github.com/trudbot](https://github.com/trudbot)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Atrudbot)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Atrudbot)
-- repo first seen: `2026-04-11T17:13:42Z`
-- repo last seen: `2026-04-12T09:09:15Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **1655 days**
-- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #65271: shell: support custom shells on Windows](https://github.com/openclaw/openclaw/pull/65271) — open
-- [PR #64930: feat(shell): support custom shell on Windows via SHELL env var](https://github.com/openclaw/openclaw/pull/64930) — closed
-
 ### `wangshu94`
 
 - profile: [github.com/wangshu94](https://github.com/wangshu94)
@@ -8393,6 +8370,28 @@ Example artifacts:
 - [PR #68310: fix(pi-embedded-runner): retry silent stopReason=error turns (non-frontier models)](https://github.com/openclaw/openclaw/pull/68310) — open
 - [Issue #68281: GLM 5.1 / non-frontier models: stopReason=error + output=0 turns silently abort with no retry path](https://github.com/openclaw/openclaw/issues/68281) — open
 
+### `chat2way`
+
+- profile: [github.com/chat2way](https://github.com/chat2way)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Achat2way)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Achat2way)
+- repo first seen: `2026-04-19T08:15:34Z`
+- repo last seen: `2026-04-19T08:30:28Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **1 PRs / 1 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **57 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **very new account; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #68879: fix: allow browser tool to work via HTTP API /tools/invoke](https://github.com/openclaw/openclaw/pull/68879) — open
+- [Issue #68874: Bug: HTTP API /tools/invoke returns 'Tool not available: browser'](https://github.com/openclaw/openclaw/issues/68874) — closed
+
 ### `d1rshan`
 
 - profile: [github.com/d1rshan](https://github.com/d1rshan)
@@ -9566,7 +9565,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3A404notfoundhh)
 - repo first seen: `2026-04-19T07:23:14Z`
 - repo last seen: `2026-04-19T07:23:14Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -9601,27 +9600,6 @@ Example artifacts:
 Example artifacts:
 - [PR #67466: fix(feishu): reduce startup latency by parallelizing probe and capping timeouts](https://github.com/openclaw/openclaw/pull/67466) — open
 
-### `aayushprsingh`
-
-- profile: [github.com/aayushprsingh](https://github.com/aayushprsingh)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aaayushprsingh)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aaayushprsingh)
-- repo first seen: `2026-04-12T08:37:49Z`
-- repo last seen: `2026-04-12T08:37:49Z`
-- 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: **677 days**
-- recent public PR activity: **11 PRs** (6 merged / 1 closed-unmerged / 4 open; merged rate **55%**, closed-unmerged rate **9%**, open rate **36%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #65258: Improve control UI chat and task UX](https://github.com/openclaw/openclaw/pull/65258) — open
-
 ### `abliteration-ai`
 
 - profile: [github.com/abliteration-ai](https://github.com/abliteration-ai)
@@ -9839,7 +9817,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aalithnar-bot)
 - repo first seen: `2026-04-19T07:34:45Z`
 - repo last seen: `2026-04-19T07:34:45Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -10294,27 +10272,6 @@ Example artifacts:
 Example artifacts:
 - [PR #66037: fix(agent): stop model fallback on session lock contention](https://github.com/openclaw/openclaw/pull/66037) — closed
 
-### `bloodycoder`
-
-- profile: [github.com/bloodycoder](https://github.com/bloodycoder)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abloodycoder)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abloodycoder)
-- repo first seen: `2026-04-12T08:42:07Z`
-- repo last seen: `2026-04-12T14:57:59Z`
-- 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: **4355 days**
-- recent public PR activity: **8 PRs** (0 merged / 0 closed-unmerged / 8 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**
-
-Example artifacts:
-- [PR #65262: fix(cli): clarify that 'commands' is a runtime slash command](https://github.com/openclaw/openclaw/pull/65262) — open
-
 ### `bmadwaves`
 
 - profile: [github.com/bmadwaves](https://github.com/bmadwaves)
@@ -11428,6 +11385,27 @@ Example artifacts:
 Example artifacts:
 - [PR #67429: fix(cron): allow null to clear model/fallbacks/thinking overrides on patch](https://github.com/openclaw/openclaw/pull/67429) — open
 
+### `FantoX`
+
+- profile: [github.com/FantoX](https://github.com/FantoX)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AFantoX)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AFantoX)
+- repo first seen: `2026-04-19T08:46:47Z`
+- repo last seen: `2026-04-19T08:46:47Z`
+- 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: **962 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 #68885: feat: implement video frame extraction skill using ffmpeg-static and ffprobe-installer](https://github.com/openclaw/openclaw/pull/68885) — open
+
 ### `fengjing1009`
 
 - profile: [github.com/fengjing1009](https://github.com/fengjing1009)
@@ -11644,12 +11622,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Agarrytan)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Agarrytan)
 - repo first seen: `2026-04-18T23:01:38Z`
-- repo last seen: `2026-04-19T06:14:09Z`
+- repo last seen: `2026-04-19T08:30:16Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 13 reviews / 13 review comments**
+- snapshot discussion activity: **3 comments / 13 reviews / 13 review comments**
 - account age: **6463 days**
 - recent public PR activity: **34 PRs** (29 merged / 1 closed-unmerged / 4 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
 - public orgs: `Garry-s-List`
@@ -14158,27 +14136,6 @@ Example artifacts:
 Example artifacts:
 - [PR #67443: fix(status): share model resolution and lock group activation defaults](https://github.com/openclaw/openclaw/pull/67443) — open
 
-### `OurHobbyApp`
-
-- profile: [github.com/OurHobbyApp](https://github.com/OurHobbyApp)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AOurHobbyApp)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AOurHobbyApp)
-- repo first seen: `2026-04-12T08:51:45Z`
-- repo last seen: `2026-04-13T02:27:04Z`
-- 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 / 2 reviews / 0 review comments**
-- account age: **330 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: **young account; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #65266: PC Aion setup + Telegram output fix + itplug auto-update timer](https://github.com/openclaw/openclaw/pull/65266) — open
-
 ### `palewire`
 
 - profile: [github.com/palewire](https://github.com/palewire)
@@ -16175,6 +16132,27 @@ Example artifacts:
 Example artifacts:
 - [PR #68583: fix: export cleanupProvisionalSession function (#68398)](https://github.com/openclaw/openclaw/pull/68583) — open
 
+### `zaimaopeng`
+
+- profile: [github.com/zaimaopeng](https://github.com/zaimaopeng)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Azaimaopeng)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Azaimaopeng)
+- repo first seen: `2026-04-18T13:00:18Z`
+- repo last seen: `2026-04-19T08:30:12Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
+- account age: **569 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 #68878: [codex] Optimize gateway session listing before full row construction](https://github.com/openclaw/openclaw/pull/68878) — open, draft
+
 ### `Zetarcos`
 
 - profile: [github.com/Zetarcos](https://github.com/Zetarcos)

new_contributors.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:216ee75d4ca0e5c778202c74520cb01d8687388338fb9d8971de65b6a5c02bca
-size 95715
+oid sha256:b3aaf3b3452711ec8bf8f702b463b55597e85e5242f34756a8ff24a0db1f05bb
+size 95666

pr_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:07162f19dff95ced9b79a98e80b302ff4e08f06606693d0c007ffac62ec5dfad
-size 47017757
+oid sha256:2c8d5fe9d9fff21693106c020383dca94e7d410eaedff4619b82d388a3495a97
+size 47039733

pr_diffs.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1719782319dfb180b68b50f11dcccf41f5bab3d910183a495f8557d2264a9460
-size 123223911
+oid sha256:2786a248cd05c9a4e59bf978dc0284ef177010f6500124b75a38b5b33a08962b
+size 123333451

pr_files.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:cf0bbd508194e8a06fcfd370d96fe3e70b2beab966e6d22a9c759b344b7aa7b2
-size 99811352
+oid sha256:561b7e75a013dde6128101fe3cfb8615da4b1b5d351d4fb3523f821aaa5fe0dc
+size 100488848

pull_requests.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:04a163fd5a8369ae600941ba8fa723c4ed6adf618d665d94ec6ae2bb6700c18a
-size 5172882
+oid sha256:afeb16aa054c09dfb54a206bbfa4e8cff7fef07e22ad578f8111a0a60ef38628
+size 5191897

review_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:eb670b81e956ca8d6dfbf75f1df2816667bb7556ab27afe3706253cf265e0d18
-size 7901745
+oid sha256:3fb4b0d73aaee7a8aba24577267f6325716985f6fa983d83681c3bfa628dc872
+size 7926103

reviews.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3a8fe26b39fda81b18cf921e59aaf39a2c24e483f7581db99692548746b0dcc1
-size 1542668
+oid sha256:46b7f2386e33f91f3c14e203afe8874041ffc379b744a7f7f05b24f46b87ba07
+size 1546533

snapshots/20260419T092034Z/manifest.json

@@ -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": 137259,
+    "issues": 4723,
+    "links": 45165,
+    "new_contributors": 701,
+    "pr_diffs": 3571,
+    "pr_files": 79564,
+    "pull_requests": 3571,
+    "review_comments": 18359,
+    "reviews": 13954,
+    "timeline_events": 61520
+  },
+  "crawl_started_at": "2026-04-19T09:20:34Z",
+  "delta_counts": {
+    "comments": 48,
+    "issue_stubs": 50,
+    "issues": 12,
+    "links": 96,
+    "pr_diffs": 38,
+    "pr_files": 6832,
+    "pull_requests": 38,
+    "review_comments": 277,
+    "reviews": 209,
+    "timeline_events": 1484
+  },
+  "extracted_at": "2026-04-19T09:20:34Z",
+  "repo": "openclaw/openclaw",
+  "snapshot_id": "20260419T092034Z",
+  "watermark": {
+    "effective_since": "2026-04-19T08:20:35Z",
+    "next_since": "2026-04-19T09:20:34Z"
+  }
+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260419T082035Z/manifest.json",
-  "latest_snapshot_id": "20260419T082035Z",
+  "archived_manifest_path": "snapshots/20260419T092034Z/manifest.json",
+  "latest_snapshot_id": "20260419T092034Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-04-19T08:20:35Z",
+  "next_since": "2026-04-19T09:20:34Z",
   "repo": "openclaw/openclaw",
-  "snapshot_dir": "snapshots/20260419T082035Z"
+  "snapshot_dir": "snapshots/20260419T092034Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-04-19T07:20:34Z",
-  "last_successful_snapshot_id": "20260419T082035Z",
-  "next_since": "2026-04-19T08:20:35Z",
+  "effective_since": "2026-04-19T08:20:35Z",
+  "last_successful_snapshot_id": "20260419T092034Z",
+  "next_since": "2026-04-19T09:20:34Z",
   "repo": "openclaw/openclaw",
-  "updated_at": "2026-04-19T08:20:35Z"
+  "updated_at": "2026-04-19T09:20:34Z"
 }