Refresh openclaw dataset snapshot 20260419T002035Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260418T232034Z`
+- latest snapshot: `20260419T002035Z`
 - 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 sha256:208017586eecc822f0763af6cad6aa0155da749faf3dc15d24699743f6010025
-size 67581561
+oid sha256:de73af789427a2c982bfb85bbd40cc0dfb6609f28b999239ee8ad265bccdedb5
+size 67610015

events.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f3515d7852fb4d020895f39661bcc65f91d81eaf720b2ad0cf341a1357deb70a
-size 1095157
+oid sha256:030f50275da977d3fd1f3311e9c7e9d891402094fd1121cc475595879b4c3106
+size 1097626

issue_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:55318e629e4ccc23b74d52e317b64992c95e7df875f6b1152c38673a13f753c1
-size 20047039
+oid sha256:a6f9c6e1e9237294f8b34b307ed32eda443e036c38ddd26e6f9d1f9cb6430b56
+size 20057988

issues.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:05cbba68b8dc3945efdb1e7701956f2c81c6fbf9a948eac964f86bf9683950c5
-size 6860775
+oid sha256:b91d80bfca572df6c0fd7ee0d707de559da3481d7abfc1d151954d8724f47d64
+size 6877059

links.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b734894c69c23db14f5194580b533131409f066fce4e8aec760a0419c1c76f75
-size 533309
+oid sha256:3dff6fbe4261248308e4b377f0baa15b10a53f1421b6e2945f282c3bd522ea55
+size 533892

manifest.json

@@ -5,35 +5,35 @@
     "new_contributors_parquet": "new_contributors.parquet"
   },
   "counts": {
-    "comments": 136643,
-    "issues": 4517,
-    "links": 44547,
-    "new_contributors": 717,
-    "pr_diffs": 3331,
-    "pr_files": 70684,
-    "pull_requests": 3331,
-    "review_comments": 17433,
-    "reviews": 13248,
-    "timeline_events": 54611
+    "comments": 136694,
+    "issues": 4526,
+    "links": 44582,
+    "new_contributors": 716,
+    "pr_diffs": 3339,
+    "pr_files": 72045,
+    "pull_requests": 3339,
+    "review_comments": 17457,
+    "reviews": 13263,
+    "timeline_events": 54841
   },
-  "crawl_started_at": "2026-04-18T23:20:34Z",
+  "crawl_started_at": "2026-04-19T00:20:35Z",
   "delta_counts": {
-    "comments": 40,
+    "comments": 60,
     "issue_stubs": 49,
-    "issues": 14,
-    "links": 94,
-    "pr_diffs": 35,
-    "pr_files": 528,
-    "pull_requests": 35,
-    "review_comments": 334,
-    "reviews": 270,
-    "timeline_events": 1001
+    "issues": 28,
+    "links": 92,
+    "pr_diffs": 21,
+    "pr_files": 1565,
+    "pull_requests": 21,
+    "review_comments": 546,
+    "reviews": 377,
+    "timeline_events": 1366
   },
-  "extracted_at": "2026-04-18T23:20:34Z",
+  "extracted_at": "2026-04-19T00:20:35Z",
   "repo": "openclaw/openclaw",
-  "snapshot_id": "20260418T232034Z",
+  "snapshot_id": "20260419T002035Z",
   "watermark": {
-    "effective_since": "2026-04-18T22:20:34Z",
-    "next_since": "2026-04-18T23:20:34Z"
+    "effective_since": "2026-04-18T23:20:34Z",
+    "next_since": "2026-04-19T00:20:35Z"
   }
 }

new-contributors-report.json

@@ -1,26 +1,26 @@
 {
   "schema_version": "1.0",
   "repo": "openclaw/openclaw",
-  "snapshot_id": "20260418T232034Z",
-  "generated_at": "2026-04-18T23:22:30Z",
+  "snapshot_id": "20260419T002035Z",
+  "generated_at": "2026-04-19T00:22:15Z",
   "window_days": 7,
   "max_authors": 0,
   "instrumentation": {
-    "selected_contributors": 717,
-    "first_seen_in_snapshot": 3,
+    "selected_contributors": 716,
+    "first_seen_in_snapshot": 1,
     "known_via_prior_merged_pr": 115,
-    "previous_primary_author_count": 4460,
-    "selected_seen_in_previous_primary": 714,
-    "previous_report_contributor_count": 718,
-    "selected_overlap_previous_report": 714,
-    "selected_overlap_previous_report_rate": 0.9958,
-    "reused_previous_report_entries": 707,
+    "previous_primary_author_count": 4465,
+    "selected_seen_in_previous_primary": 715,
+    "previous_report_contributor_count": 717,
+    "selected_overlap_previous_report": 715,
+    "selected_overlap_previous_report_rate": 0.9986,
+    "reused_previous_report_entries": 708,
     "reused_known_merged_contributors": 114,
-    "live_fetches": 10,
+    "live_fetches": 8,
     "window_anchor": "run_time",
     "window_anchor_cacheable": false,
-    "enrichment_elapsed_seconds": 8.152,
-    "enrichment_avg_seconds_per_author": 0.011,
+    "enrichment_elapsed_seconds": 2.999,
+    "enrichment_avg_seconds_per_author": 0.004,
     "enrichment_failures": 7
   },
   "contributors": [
@@ -911,11 +911,11 @@
       "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": "2026-04-18T21:19:32Z",
-      "repo_primary_artifact_count": 34,
-      "repo_artifact_count": 83,
+      "repo_last_seen_at": "2026-04-18T23:21:22Z",
+      "repo_primary_artifact_count": 35,
+      "repo_artifact_count": 84,
       "snapshot_issue_count": 7,
-      "snapshot_pr_count": 27,
+      "snapshot_pr_count": 28,
       "snapshot_comment_count": 49,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
@@ -946,6 +946,16 @@
       },
       "examples": {
         "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 68722,
+            "title": "fix: chmod openclaw.json to 0o600 after atomic rename on config write",
+            "url": "https://github.com/openclaw/openclaw/pull/68722",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-18T23:21:22Z"
+          },
           {
             "kind": "pull_request",
             "number": 68534,
@@ -965,16 +975,6 @@
             "merged": false,
             "draft": false,
             "created_at": "2026-04-18T10:54:59Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 68490,
-            "title": "fix: exclude volatile inbound metadata from extraSystemPromptHash",
-            "url": "https://github.com/openclaw/openclaw/pull/68490",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-18T09:17:30Z"
           }
         ],
         "issues": [
@@ -1089,83 +1089,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "Yanhu007",
-      "name": "Yanhu",
-      "profile_url": "https://github.com/Yanhu007",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AYanhu007",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AYanhu007",
-      "repo_first_seen_at": "2026-04-10T13:40:56Z",
-      "repo_last_seen_at": "2026-04-12T04:35:40Z",
-      "repo_primary_artifact_count": 22,
-      "repo_artifact_count": 32,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 22,
-      "snapshot_comment_count": 10,
-      "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": 4741,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "very high",
-      "automation_risk_signal": "high",
-      "heuristic_note": "extremely high recent PR volume; very broad repo spread; high open PR share",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 200,
-        "merged_pr_count": 20,
-        "closed_unmerged_pr_count": 28,
-        "open_pr_count": 152,
-        "merged_pr_rate": 0.1,
-        "closed_unmerged_pr_rate": 0.14,
-        "still_open_pr_rate": 0.76,
-        "distinct_repos_with_authored_prs": 152,
-        "distinct_repos_with_open_prs": 130
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 65175,
-            "title": "fix(cron): persist sessionFile for isolated cron runs to prevent orphans",
-            "url": "https://github.com/openclaw/openclaw/pull/65175",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-12T04:35:40Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 65059,
-            "title": "fix(minimax): use configured baseUrl for usage polling endpoint",
-            "url": "https://github.com/openclaw/openclaw/pull/65059",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-12T00:10:33Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 65058,
-            "title": "fix(googlechat): accept add-on space lifecycle payload variants",
-            "url": "https://github.com/openclaw/openclaw/pull/65058",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-12T00:10:24Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "oraculoos",
       "name": null,
@@ -2862,6 +2785,94 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "Lucenx9",
+      "name": "Simone",
+      "profile_url": "https://github.com/Lucenx9",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ALucenx9",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ALucenx9",
+      "repo_first_seen_at": "2026-02-25T06:16:41Z",
+      "repo_last_seen_at": "2026-04-18T23:34:06Z",
+      "repo_primary_artifact_count": 13,
+      "repo_artifact_count": 27,
+      "snapshot_issue_count": 1,
+      "snapshot_pr_count": 12,
+      "snapshot_comment_count": 12,
+      "snapshot_review_count": 1,
+      "snapshot_review_comment_count": 1,
+      "repo_association": "CONTRIBUTOR",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
+      "known_via_prior_merged_pr": true,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
+      "account_age_days": 547,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 3,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 3,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 1.0,
+        "distinct_repos_with_authored_prs": 2,
+        "distinct_repos_with_open_prs": 2
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 68724,
+            "title": "fix(bluebubbles): preserve pinned dispatcher for media fetches",
+            "url": "https://github.com/openclaw/openclaw/pull/68724",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-18T23:34:06Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 68721,
+            "title": "fix(codex): default app-server approvals to on-request",
+            "url": "https://github.com/openclaw/openclaw/pull/68721",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-18T23:09:07Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 68710,
+            "title": "fix(discord): enforce guild guards for /new and /reset",
+            "url": "https://github.com/openclaw/openclaw/pull/68710",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-18T22:26:20Z"
+          }
+        ],
+        "issues": [
+          {
+            "kind": "issue",
+            "number": 45645,
+            "title": "[Bug]: doctor/update can leave CLI and gateway on different installs on Linux",
+            "url": "https://github.com/openclaw/openclaw/issues/45645",
+            "state": "open",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-03-14T02:21:26Z"
+          }
+        ]
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "imadal1n",
       "name": "imadalin",
@@ -3170,94 +3181,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "Lucenx9",
-      "name": "Simone",
-      "profile_url": "https://github.com/Lucenx9",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ALucenx9",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ALucenx9",
-      "repo_first_seen_at": "2026-02-25T06:16:41Z",
-      "repo_last_seen_at": "2026-04-18T23:09:07Z",
-      "repo_primary_artifact_count": 12,
-      "repo_artifact_count": 26,
-      "snapshot_issue_count": 1,
-      "snapshot_pr_count": 11,
-      "snapshot_comment_count": 12,
-      "snapshot_review_count": 1,
-      "snapshot_review_comment_count": 1,
-      "repo_association": "CONTRIBUTOR",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": true,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 547,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high open PR share; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 3,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 3,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 1.0,
-        "distinct_repos_with_authored_prs": 2,
-        "distinct_repos_with_open_prs": 2
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 68721,
-            "title": "fix(codex): default app-server approvals to on-request",
-            "url": "https://github.com/openclaw/openclaw/pull/68721",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-18T23:09:07Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 68710,
-            "title": "fix(discord): enforce guild guards for /new and /reset",
-            "url": "https://github.com/openclaw/openclaw/pull/68710",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-18T22:26:20Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 68699,
-            "title": "fix(lmstudio): bound preload cooldown state",
-            "url": "https://github.com/openclaw/openclaw/pull/68699",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-18T21:43:42Z"
-          }
-        ],
-        "issues": [
-          {
-            "kind": "issue",
-            "number": 45645,
-            "title": "[Bug]: doctor/update can leave CLI and gateway on different installs on Linux",
-            "url": "https://github.com/openclaw/openclaw/issues/45645",
-            "state": "open",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-03-14T02:21:26Z"
-          }
-        ]
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "1aifanatic",
       "name": "Naveen",
@@ -5520,12 +5443,12 @@
       "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aonutc",
       "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aonutc",
       "repo_first_seen_at": "2026-01-08T12:30:20Z",
-      "repo_last_seen_at": "2026-04-18T01:18:04Z",
+      "repo_last_seen_at": "2026-04-19T00:03:50Z",
       "repo_primary_artifact_count": 8,
-      "repo_artifact_count": 58,
+      "repo_artifact_count": 60,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 8,
-      "snapshot_comment_count": 30,
+      "snapshot_comment_count": 32,
       "snapshot_review_count": 10,
       "snapshot_review_comment_count": 10,
       "repo_association": "CONTRIBUTOR",
@@ -6736,6 +6659,104 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "BKF-Gitty",
+      "name": "B.K.",
+      "profile_url": "https://github.com/BKF-Gitty",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ABKF-Gitty",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ABKF-Gitty",
+      "repo_first_seen_at": "2026-04-11T18:30:35Z",
+      "repo_last_seen_at": "2026-04-19T00:02:07Z",
+      "repo_primary_artifact_count": 8,
+      "repo_artifact_count": 14,
+      "snapshot_issue_count": 2,
+      "snapshot_pr_count": 6,
+      "snapshot_comment_count": 6,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "CONTRIBUTOR",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
+      "known_via_prior_merged_pr": true,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
+      "account_age_days": 53,
+      "young_account": true,
+      "follow_through_score": "strong",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "very new account; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 4,
+        "merged_pr_count": 3,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 1,
+        "merged_pr_rate": 0.75,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 0.25,
+        "distinct_repos_with_authored_prs": 1,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 68726,
+            "title": "fix(subagent): include role, session key, and timing in error payloads",
+            "url": "https://github.com/openclaw/openclaw/pull/68726",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-18T23:45:47Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 68717,
+            "title": "fix(cron): enable failure alerts by default for recurring jobs",
+            "url": "https://github.com/openclaw/openclaw/pull/68717",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-18T22:54:59Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 67846,
+            "title": "Memory: validate dreaming cron frequency",
+            "url": "https://github.com/openclaw/openclaw/pull/67846",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-16T22:46:37Z"
+          }
+        ],
+        "issues": [
+          {
+            "kind": "issue",
+            "number": 64982,
+            "title": "[Bug]: (doctor): plugins.allow advisory doesn't warn it's an exclusive allowlist",
+            "url": "https://github.com/openclaw/openclaw/issues/64982",
+            "state": "open",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-04-11T19:34:53Z"
+          },
+          {
+            "kind": "issue",
+            "number": 64976,
+            "title": "[Bug]: (cron): announce delivery ignores NO_REPLY when agent prepends other text",
+            "url": "https://github.com/openclaw/openclaw/issues/64976",
+            "state": "closed",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-04-11T19:06:31Z"
+          }
+        ]
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "chinar-amrutkar",
       "name": "Chinar Amrutkar",
@@ -7693,6 +7714,83 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "wirjo",
+      "name": null,
+      "profile_url": "https://github.com/wirjo",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Awirjo",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Awirjo",
+      "repo_first_seen_at": "2026-04-06T11:49:31Z",
+      "repo_last_seen_at": "2026-04-19T00:20:52Z",
+      "repo_primary_artifact_count": 6,
+      "repo_artifact_count": 29,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 6,
+      "snapshot_comment_count": 22,
+      "snapshot_review_count": 1,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "CONTRIBUTOR",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
+      "known_via_prior_merged_pr": false,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
+      "account_age_days": 5970,
+      "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": 5,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 2,
+        "open_pr_count": 3,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 0.4,
+        "still_open_pr_rate": 0.6,
+        "distinct_repos_with_authored_prs": 3,
+        "distinct_repos_with_open_prs": 2
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 68730,
+            "title": "feat(amazon-bedrock-mantle): add Claude Opus 4.7 via per-model Anthropic Messages API override",
+            "url": "https://github.com/openclaw/openclaw/pull/68730",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-18T23:49:30Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 68725,
+            "title": "feat(amazon-bedrock-mantle): add known context windows for open-weight Mantle models",
+            "url": "https://github.com/openclaw/openclaw/pull/68725",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-18T23:34:17Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 65952,
+            "title": "fix(amazon-bedrock): add known model context windows to discovery",
+            "url": "https://github.com/openclaw/openclaw/pull/65952",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-13T13:16:28Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "ZehanXu-Doncic",
       "name": "Zehan Xu",
@@ -7878,104 +7976,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "BKF-Gitty",
-      "name": "B.K.",
-      "profile_url": "https://github.com/BKF-Gitty",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ABKF-Gitty",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ABKF-Gitty",
-      "repo_first_seen_at": "2026-04-11T18:30:35Z",
-      "repo_last_seen_at": "2026-04-18T22:54:59Z",
-      "repo_primary_artifact_count": 7,
-      "repo_artifact_count": 12,
-      "snapshot_issue_count": 2,
-      "snapshot_pr_count": 5,
-      "snapshot_comment_count": 5,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "CONTRIBUTOR",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": true,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 53,
-      "young_account": true,
-      "follow_through_score": "strong",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "very new account; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 4,
-        "merged_pr_count": 3,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 1,
-        "merged_pr_rate": 0.75,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 0.25,
-        "distinct_repos_with_authored_prs": 1,
-        "distinct_repos_with_open_prs": 1
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 68717,
-            "title": "fix(cron): enable failure alerts by default for recurring jobs",
-            "url": "https://github.com/openclaw/openclaw/pull/68717",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-18T22:54:59Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 67846,
-            "title": "Memory: validate dreaming cron frequency",
-            "url": "https://github.com/openclaw/openclaw/pull/67846",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-16T22:46:37Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 67821,
-            "title": "fix(onboard): preserve existing gateway auth token during re-onboard",
-            "url": "https://github.com/openclaw/openclaw/pull/67821",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-04-16T21:00:06Z"
-          }
-        ],
-        "issues": [
-          {
-            "kind": "issue",
-            "number": 64982,
-            "title": "[Bug]: (doctor): plugins.allow advisory doesn't warn it's an exclusive allowlist",
-            "url": "https://github.com/openclaw/openclaw/issues/64982",
-            "state": "open",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-04-11T19:34:53Z"
-          },
-          {
-            "kind": "issue",
-            "number": 64976,
-            "title": "[Bug]: (cron): announce delivery ignores NO_REPLY when agent prepends other text",
-            "url": "https://github.com/openclaw/openclaw/issues/64976",
-            "state": "closed",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-04-11T19:06:31Z"
-          }
-        ]
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "frankekn",
       "name": "Frank Yang",
@@ -12457,83 +12457,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "nfredmond",
-      "name": null,
-      "profile_url": "https://github.com/nfredmond",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Anfredmond",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Anfredmond",
-      "repo_first_seen_at": "2026-04-11T23:36:37Z",
-      "repo_last_seen_at": "2026-04-16T18:51:42Z",
-      "repo_primary_artifact_count": 3,
-      "repo_artifact_count": 10,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 3,
-      "snapshot_comment_count": 7,
-      "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": 3541,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "moderate",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high open PR share",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 4,
-        "merged_pr_count": 1,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 3,
-        "merged_pr_rate": 0.25,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 0.75,
-        "distinct_repos_with_authored_prs": 4,
-        "distinct_repos_with_open_prs": 3
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 67763,
-            "title": "ClawModeler: scaffold starter question.json from the UI",
-            "url": "https://github.com/openclaw/openclaw/pull/67763",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-16T17:59:10Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 67753,
-            "title": "Codex/clawmodeler file pickers",
-            "url": "https://github.com/openclaw/openclaw/pull/67753",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-16T17:09:52Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 65044,
-            "title": "[codex] Add ClawModeler sidecar and CLI workflow",
-            "url": "https://github.com/openclaw/openclaw/pull/65044",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-11T23:36:37Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "nnish16",
       "name": "Nishant Sarang",
@@ -13858,6 +13781,83 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "nfredmond",
+      "name": null,
+      "profile_url": "https://github.com/nfredmond",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Anfredmond",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Anfredmond",
+      "repo_first_seen_at": "2026-04-11T23:36:37Z",
+      "repo_last_seen_at": "2026-04-16T18:51:42Z",
+      "repo_primary_artifact_count": 3,
+      "repo_artifact_count": 10,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 3,
+      "snapshot_comment_count": 7,
+      "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": 3541,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "moderate",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 4,
+        "merged_pr_count": 1,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 3,
+        "merged_pr_rate": 0.25,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 0.75,
+        "distinct_repos_with_authored_prs": 4,
+        "distinct_repos_with_open_prs": 3
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 67763,
+            "title": "ClawModeler: scaffold starter question.json from the UI",
+            "url": "https://github.com/openclaw/openclaw/pull/67763",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-16T17:59:10Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 67753,
+            "title": "Codex/clawmodeler file pickers",
+            "url": "https://github.com/openclaw/openclaw/pull/67753",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-16T17:09:52Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 65044,
+            "title": "[codex] Add ClawModeler sidecar and CLI workflow",
+            "url": "https://github.com/openclaw/openclaw/pull/65044",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-11T23:36:37Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "welfo-beo",
       "name": null,
@@ -14327,6 +14327,94 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "frankhli843",
+      "name": "Frank Haolun Li",
+      "profile_url": "https://github.com/frankhli843",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Afrankhli843",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Afrankhli843",
+      "repo_first_seen_at": "2026-04-17T16:19:07Z",
+      "repo_last_seen_at": "2026-04-19T00:17:00Z",
+      "repo_primary_artifact_count": 4,
+      "repo_artifact_count": 6,
+      "snapshot_issue_count": 2,
+      "snapshot_pr_count": 2,
+      "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,
+      "known_via_prior_merged_pr": false,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
+      "account_age_days": 2499,
+      "young_account": false,
+      "follow_through_score": "mixed",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "\u2014",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 3,
+        "merged_pr_count": 2,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 1,
+        "merged_pr_rate": 0.6667,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 0.3333,
+        "distinct_repos_with_authored_prs": 2,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 68637,
+            "title": "fix(pi-tools): allow empty/whitespace-only content in write tool",
+            "url": "https://github.com/openclaw/openclaw/pull/68637",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-18T16:19:09Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 68193,
+            "title": "feat(ollama): detect Gemma 4 as reasoning model and check capabilities",
+            "url": "https://github.com/openclaw/openclaw/pull/68193",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-17T16:19:07Z"
+          }
+        ],
+        "issues": [
+          {
+            "kind": "issue",
+            "number": 68728,
+            "title": "[Bug]: Gemma 4 models should be detected as reasoning models (Ollama think mode)",
+            "url": "https://github.com/openclaw/openclaw/issues/68728",
+            "state": "open",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-04-18T23:49:14Z"
+          },
+          {
+            "kind": "issue",
+            "number": 68636,
+            "title": "write tool rejects empty/whitespace-only content as \"missing required parameter\"",
+            "url": "https://github.com/openclaw/openclaw/issues/68636",
+            "state": "open",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-04-18T16:18:49Z"
+          }
+        ]
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "hansolo949",
       "name": "Han Kim",
@@ -14591,6 +14679,94 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "LightDriverCS",
+      "name": "Cory Shelton",
+      "profile_url": "https://github.com/LightDriverCS",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ALightDriverCS",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ALightDriverCS",
+      "repo_first_seen_at": "2026-04-13T22:53:03Z",
+      "repo_last_seen_at": "2026-04-18T23:23:27Z",
+      "repo_primary_artifact_count": 4,
+      "repo_artifact_count": 4,
+      "snapshot_issue_count": 2,
+      "snapshot_pr_count": 2,
+      "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": 89,
+      "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": 2,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 2,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 1.0,
+        "distinct_repos_with_authored_prs": 1,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 68335,
+            "title": "fix(memory-core): activate on wiki CLI subcommand",
+            "url": "https://github.com/openclaw/openclaw/pull/68335",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-18T00:00:33Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 68334,
+            "title": "fix(memory): split restoreMemoryPluginState into restore/merge for cache-hit bug",
+            "url": "https://github.com/openclaw/openclaw/pull/68334",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-18T00:00:29Z"
+          }
+        ],
+        "issues": [
+          {
+            "kind": "issue",
+            "number": 68723,
+            "title": "memory-core: cron-fired dreaming writes raw memory snippets to DREAMS.md because subagent runtime is request-scoped",
+            "url": "https://github.com/openclaw/openclaw/issues/68723",
+            "state": "closed",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-04-18T23:23:27Z"
+          },
+          {
+            "kind": "issue",
+            "number": 66194,
+            "title": "Feature Request: Slack Socket Mode slash command event handling",
+            "url": "https://github.com/openclaw/openclaw/issues/66194",
+            "state": "open",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-04-13T22:53:03Z"
+          }
+        ]
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "shaun0927",
       "name": "Junghwan",
@@ -15001,84 +15177,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "frankhli843",
-      "name": "Frank Haolun Li",
-      "profile_url": "https://github.com/frankhli843",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Afrankhli843",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Afrankhli843",
-      "repo_first_seen_at": "2026-04-17T16:19:07Z",
-      "repo_last_seen_at": "2026-04-18T16:19:09Z",
-      "repo_primary_artifact_count": 3,
-      "repo_artifact_count": 3,
-      "snapshot_issue_count": 1,
-      "snapshot_pr_count": 2,
-      "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": 2499,
-      "young_account": false,
-      "follow_through_score": "mixed",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "\u2014",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 3,
-        "merged_pr_count": 2,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 1,
-        "merged_pr_rate": 0.6667,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 0.3333,
-        "distinct_repos_with_authored_prs": 2,
-        "distinct_repos_with_open_prs": 1
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 68637,
-            "title": "fix(pi-tools): allow empty/whitespace-only content in write tool",
-            "url": "https://github.com/openclaw/openclaw/pull/68637",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-18T16:19:09Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 68193,
-            "title": "feat(ollama): detect Gemma 4 as reasoning model and check capabilities",
-            "url": "https://github.com/openclaw/openclaw/pull/68193",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-17T16:19:07Z"
-          }
-        ],
-        "issues": [
-          {
-            "kind": "issue",
-            "number": 68636,
-            "title": "write tool rejects empty/whitespace-only content as \"missing required parameter\"",
-            "url": "https://github.com/openclaw/openclaw/issues/68636",
-            "state": "open",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-04-18T16:18:49Z"
-          }
-        ]
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "HongzhuLiu",
       "name": "hongzhu,liu",
@@ -15235,84 +15333,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "LightDriverCS",
-      "name": "Cory Shelton",
-      "profile_url": "https://github.com/LightDriverCS",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ALightDriverCS",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ALightDriverCS",
-      "repo_first_seen_at": "2026-04-13T22:53:03Z",
-      "repo_last_seen_at": "2026-04-18T00:00:33Z",
-      "repo_primary_artifact_count": 3,
-      "repo_artifact_count": 3,
-      "snapshot_issue_count": 1,
-      "snapshot_pr_count": 2,
-      "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": 89,
-      "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": 2,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 2,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 1.0,
-        "distinct_repos_with_authored_prs": 1,
-        "distinct_repos_with_open_prs": 1
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 68335,
-            "title": "fix(memory-core): activate on wiki CLI subcommand",
-            "url": "https://github.com/openclaw/openclaw/pull/68335",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-18T00:00:33Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 68334,
-            "title": "fix(memory): split restoreMemoryPluginState into restore/merge for cache-hit bug",
-            "url": "https://github.com/openclaw/openclaw/pull/68334",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-18T00:00:29Z"
-          }
-        ],
-        "issues": [
-          {
-            "kind": "issue",
-            "number": 66194,
-            "title": "Feature Request: Slack Socket Mode slash command event handling",
-            "url": "https://github.com/openclaw/openclaw/issues/66194",
-            "state": "open",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-04-13T22:53:03Z"
-          }
-        ]
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "mkoslacz",
       "name": "Mateusz Ko\u015blacz",
@@ -16429,6 +16449,73 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "ender-wiggin-ai",
+      "name": null,
+      "profile_url": "https://github.com/ender-wiggin-ai",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aender-wiggin-ai",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aender-wiggin-ai",
+      "repo_first_seen_at": "2026-04-16T16:39:39Z",
+      "repo_last_seen_at": "2026-04-18T23:49:15Z",
+      "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": 40,
+      "young_account": true,
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "medium",
+      "heuristic_note": "very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 1,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 1,
+        "open_pr_count": 0,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 1.0,
+        "still_open_pr_rate": 0.0,
+        "distinct_repos_with_authored_prs": 1,
+        "distinct_repos_with_open_prs": 0
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 68729,
+            "title": "feat(hooks): allow prompt hooks to dynamically narrow tool surface",
+            "url": "https://github.com/openclaw/openclaw/pull/68729",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-18T23:49:15Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 67743,
+            "title": "feat: correlate plugin approvals with executed tool calls",
+            "url": "https://github.com/openclaw/openclaw/pull/67743",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-16T16:39:39Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "Eruditi",
       "name": null,
@@ -18767,23 +18854,157 @@
         "pull_requests": [
           {
             "kind": "pull_request",
-            "number": 65727,
-            "title": "docs: add hook-pack publishing guide",
-            "url": "https://github.com/openclaw/openclaw/pull/65727",
+            "number": 65727,
+            "title": "docs: add hook-pack publishing guide",
+            "url": "https://github.com/openclaw/openclaw/pull/65727",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-13T05:15:43Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 65084,
+            "title": "fix(discord): guard zombie gateway reconnects after close",
+            "url": "https://github.com/openclaw/openclaw/pull/65084",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-12T01:30:18Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
+    {
+      "author_login": "soloclz",
+      "name": null,
+      "profile_url": "https://github.com/soloclz",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asoloclz",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asoloclz",
+      "repo_first_seen_at": "2026-04-15T15:18:28Z",
+      "repo_last_seen_at": "2026-04-15T15:55:17Z",
+      "repo_primary_artifact_count": 2,
+      "repo_artifact_count": 2,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 2,
+      "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": 728,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share; no visible non-self stars; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 3,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 3,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 1.0,
+        "distinct_repos_with_authored_prs": 2,
+        "distinct_repos_with_open_prs": 2
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 67276,
+            "title": "fix(agent): clarify edit mismatch tool warning",
+            "url": "https://github.com/openclaw/openclaw/pull/67276",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-15T15:55:17Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 67268,
+            "title": "fix: clear recovered auto fallback overrides",
+            "url": "https://github.com/openclaw/openclaw/pull/67268",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-15T15:18:28Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
+    {
+      "author_login": "soumikbhatta",
+      "name": null,
+      "profile_url": "https://github.com/soumikbhatta",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asoumikbhatta",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asoumikbhatta",
+      "repo_first_seen_at": "2026-01-28T15:14:01Z",
+      "repo_last_seen_at": "2026-04-13T23:28:11Z",
+      "repo_primary_artifact_count": 2,
+      "repo_artifact_count": 21,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 2,
+      "snapshot_comment_count": 19,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "CONTRIBUTOR",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
+      "known_via_prior_merged_pr": false,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
+      "account_age_days": 3210,
+      "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": 2,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 2,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 1.0,
+        "distinct_repos_with_authored_prs": 1,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 66213,
+            "title": "fix(ci): add post-publish asset verification for macOS stable releases",
+            "url": "https://github.com/openclaw/openclaw/pull/66213",
             "state": "open",
             "merged": false,
             "draft": false,
-            "created_at": "2026-04-13T05:15:43Z"
+            "created_at": "2026-04-13T23:28:11Z"
           },
           {
             "kind": "pull_request",
-            "number": 65084,
-            "title": "fix(discord): guard zombie gateway reconnects after close",
-            "url": "https://github.com/openclaw/openclaw/pull/65084",
+            "number": 65439,
+            "title": "Add avatar link for soumikbhatta to README",
+            "url": "https://github.com/openclaw/openclaw/pull/65439",
             "state": "open",
             "merged": false,
             "draft": false,
-            "created_at": "2026-04-12T01:30:18Z"
+            "created_at": "2026-04-12T15:58:54Z"
           }
         ],
         "issues": []
@@ -18791,18 +19012,18 @@
       "fetch_error": null
     },
     {
-      "author_login": "soloclz",
-      "name": null,
-      "profile_url": "https://github.com/soloclz",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asoloclz",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asoloclz",
-      "repo_first_seen_at": "2026-04-15T15:18:28Z",
-      "repo_last_seen_at": "2026-04-15T15:55:17Z",
+      "author_login": "stroupaloop",
+      "name": "Andrew Stroup",
+      "profile_url": "https://github.com/stroupaloop",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Astroupaloop",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Astroupaloop",
+      "repo_first_seen_at": "2026-04-18T14:50:16Z",
+      "repo_last_seen_at": "2026-04-19T00:01:19Z",
       "repo_primary_artifact_count": 2,
-      "repo_artifact_count": 2,
+      "repo_artifact_count": 3,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 2,
-      "snapshot_comment_count": 0,
+      "snapshot_comment_count": 1,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "NONE",
@@ -18812,85 +19033,20 @@
       "report_reason": null,
       "enrichment_source": "previous_report",
       "live_refetch_skipped": true,
-      "account_age_days": 728,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high open PR share; no visible non-self stars; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 3,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 3,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 1.0,
-        "distinct_repos_with_authored_prs": 2,
-        "distinct_repos_with_open_prs": 2
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 67276,
-            "title": "fix(agent): clarify edit mismatch tool warning",
-            "url": "https://github.com/openclaw/openclaw/pull/67276",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-15T15:55:17Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 67268,
-            "title": "fix: clear recovered auto fallback overrides",
-            "url": "https://github.com/openclaw/openclaw/pull/67268",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-15T15:18:28Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
-    {
-      "author_login": "soumikbhatta",
-      "name": null,
-      "profile_url": "https://github.com/soumikbhatta",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asoumikbhatta",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asoumikbhatta",
-      "repo_first_seen_at": "2026-01-28T15:14:01Z",
-      "repo_last_seen_at": "2026-04-13T23:28:11Z",
-      "repo_primary_artifact_count": 2,
-      "repo_artifact_count": 21,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 2,
-      "snapshot_comment_count": 19,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "CONTRIBUTOR",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 3210,
+      "account_age_days": 4952,
       "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": [],
+      "public_orgs": [
+        "CommonKey"
+      ],
       "activity": {
-        "visible_authored_pr_count": 2,
+        "visible_authored_pr_count": 1,
         "merged_pr_count": 0,
         "closed_unmerged_pr_count": 0,
-        "open_pr_count": 2,
+        "open_pr_count": 1,
         "merged_pr_rate": 0.0,
         "closed_unmerged_pr_rate": 0.0,
         "still_open_pr_rate": 1.0,
@@ -18901,23 +19057,23 @@
         "pull_requests": [
           {
             "kind": "pull_request",
-            "number": 66213,
-            "title": "fix(ci): add post-publish asset verification for macOS stable releases",
-            "url": "https://github.com/openclaw/openclaw/pull/66213",
+            "number": 68734,
+            "title": "feat(hooks): allow prompt hooks to dynamically narrow tool surface",
+            "url": "https://github.com/openclaw/openclaw/pull/68734",
             "state": "open",
             "merged": false,
             "draft": false,
-            "created_at": "2026-04-13T23:28:11Z"
+            "created_at": "2026-04-19T00:01:19Z"
           },
           {
             "kind": "pull_request",
-            "number": 65439,
-            "title": "Add avatar link for soumikbhatta to README",
-            "url": "https://github.com/openclaw/openclaw/pull/65439",
-            "state": "open",
+            "number": 68608,
+            "title": "feat: allow prompt hooks to dynamically narrow tool surface",
+            "url": "https://github.com/openclaw/openclaw/pull/68608",
+            "state": "closed",
             "merged": false,
             "draft": false,
-            "created_at": "2026-04-12T15:58:54Z"
+            "created_at": "2026-04-18T14:50:16Z"
           }
         ],
         "issues": []
@@ -19395,6 +19551,83 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "Yanhu007",
+      "name": "Yanhu",
+      "profile_url": "https://github.com/Yanhu007",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AYanhu007",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AYanhu007",
+      "repo_first_seen_at": "2026-04-10T13:40:56Z",
+      "repo_last_seen_at": "2026-04-12T04:35:40Z",
+      "repo_primary_artifact_count": 22,
+      "repo_artifact_count": 32,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 22,
+      "snapshot_comment_count": 10,
+      "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": 4741,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "very high",
+      "automation_risk_signal": "high",
+      "heuristic_note": "extremely high recent PR volume; very broad repo spread; high open PR share",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 200,
+        "merged_pr_count": 20,
+        "closed_unmerged_pr_count": 28,
+        "open_pr_count": 152,
+        "merged_pr_rate": 0.1,
+        "closed_unmerged_pr_rate": 0.14,
+        "still_open_pr_rate": 0.76,
+        "distinct_repos_with_authored_prs": 152,
+        "distinct_repos_with_open_prs": 130
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 65175,
+            "title": "fix(cron): persist sessionFile for isolated cron runs to prevent orphans",
+            "url": "https://github.com/openclaw/openclaw/pull/65175",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-12T04:35:40Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 65059,
+            "title": "fix(minimax): use configured baseUrl for usage polling endpoint",
+            "url": "https://github.com/openclaw/openclaw/pull/65059",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-12T00:10:33Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 65058,
+            "title": "fix(googlechat): accept add-on space lifecycle payload variants",
+            "url": "https://github.com/openclaw/openclaw/pull/65058",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-12T00:10:24Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "HOYALIM",
       "name": "Ho Lim",
@@ -20495,83 +20728,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "wirjo",
-      "name": null,
-      "profile_url": "https://github.com/wirjo",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Awirjo",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Awirjo",
-      "repo_first_seen_at": "2026-04-06T11:49:31Z",
-      "repo_last_seen_at": "2026-04-18T23:20:12Z",
-      "repo_primary_artifact_count": 4,
-      "repo_artifact_count": 14,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 4,
-      "snapshot_comment_count": 9,
-      "snapshot_review_count": 1,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "CONTRIBUTOR",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 5970,
-      "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": 5,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 2,
-        "open_pr_count": 3,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 0.4,
-        "still_open_pr_rate": 0.6,
-        "distinct_repos_with_authored_prs": 3,
-        "distinct_repos_with_open_prs": 2
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 65952,
-            "title": "fix(amazon-bedrock): add known model context windows to discovery",
-            "url": "https://github.com/openclaw/openclaw/pull/65952",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-13T13:16:28Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 64318,
-            "title": "feat: Add unified Amazon plugin \u2014 Polly TTS, Transcribe STT, Nova Sonic realtime voice",
-            "url": "https://github.com/openclaw/openclaw/pull/64318",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-10T13:17:07Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 63457,
-            "title": "feat: Add Amazon Polly TTS provider",
-            "url": "https://github.com/openclaw/openclaw/pull/63457",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-09T00:54:43Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "kakahu2015",
       "name": "kakahu",
@@ -25155,84 +25311,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "zhulijin1991",
-      "name": null,
-      "profile_url": "https://github.com/zhulijin1991",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Azhulijin1991",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Azhulijin1991",
-      "repo_first_seen_at": "2026-04-11T23:56:13Z",
-      "repo_last_seen_at": "2026-04-12T00:17:42Z",
-      "repo_primary_artifact_count": 3,
-      "repo_artifact_count": 5,
-      "snapshot_issue_count": 2,
-      "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,
-      "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 721,
-      "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": 65061,
-            "title": "fix(codex): avoid image tool loops on vision turns and respect image-model providers",
-            "url": "https://github.com/openclaw/openclaw/pull/65061",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-12T00:17:32Z"
-          }
-        ],
-        "issues": [
-          {
-            "kind": "issue",
-            "number": 65052,
-            "title": "Codex-native vision turns can stall when inbound images are present and the dynamic image tool remains exposed",
-            "url": "https://github.com/openclaw/openclaw/issues/65052",
-            "state": "closed",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-04-11T23:58:48Z"
-          },
-          {
-            "kind": "issue",
-            "number": 65050,
-            "title": "Codex-native vision turns can stall when inbound images are present and the dynamic image tool remains exposed",
-            "url": "https://github.com/openclaw/openclaw/issues/65050",
-            "state": "open",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-04-11T23:56:13Z"
-          }
-        ]
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "0riginal-claw",
       "name": null,
@@ -26325,6 +26403,76 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "dyz2102",
+      "name": "dyz2102",
+      "profile_url": "https://github.com/dyz2102",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Adyz2102",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Adyz2102",
+      "repo_first_seen_at": "2026-04-18T23:47:21Z",
+      "repo_last_seen_at": "2026-04-18T23:56:28Z",
+      "repo_primary_artifact_count": 2,
+      "repo_artifact_count": 2,
+      "snapshot_issue_count": 1,
+      "snapshot_pr_count": 1,
+      "snapshot_comment_count": 0,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "NONE",
+      "new_to_repo": true,
+      "first_seen_in_snapshot": true,
+      "known_via_prior_merged_pr": false,
+      "report_reason": "first_seen_in_snapshot",
+      "enrichment_source": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 3517,
+      "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": [
+        "ResumeHack"
+      ],
+      "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": 68733,
+            "title": "Prefer API audio providers before local fallback",
+            "url": "https://github.com/openclaw/openclaw/pull/68733",
+            "state": "open",
+            "merged": false,
+            "draft": true,
+            "created_at": "2026-04-18T23:56:28Z"
+          }
+        ],
+        "issues": [
+          {
+            "kind": "issue",
+            "number": 68727,
+            "title": "Audio auto transcription can prefer local Whisper over API provider and break Groq multipart uploads",
+            "url": "https://github.com/openclaw/openclaw/issues/68727",
+            "state": "open",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-04-18T23:47:21Z"
+          }
+        ]
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "earon-han",
       "name": null,
@@ -34467,63 +34615,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "ender-wiggin-ai",
-      "name": null,
-      "profile_url": "https://github.com/ender-wiggin-ai",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aender-wiggin-ai",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aender-wiggin-ai",
-      "repo_first_seen_at": "2026-04-16T16:39:39Z",
-      "repo_last_seen_at": "2026-04-16T17:01:57Z",
-      "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 2,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 1,
-      "snapshot_comment_count": 1,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "NONE",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 40,
-      "young_account": true,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "medium",
-      "heuristic_note": "very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 1,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 1,
-        "open_pr_count": 0,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 1.0,
-        "still_open_pr_rate": 0.0,
-        "distinct_repos_with_authored_prs": 1,
-        "distinct_repos_with_open_prs": 0
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 67743,
-            "title": "feat: correlate plugin approvals with executed tool calls",
-            "url": "https://github.com/openclaw/openclaw/pull/67743",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-16T16:39:39Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "EOLreidc",
       "name": null,
@@ -35454,12 +35545,12 @@
       "snapshot_review_count": 1,
       "snapshot_review_comment_count": 1,
       "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": 3039,
       "young_account": false,
       "follow_through_score": "weak",
@@ -35511,12 +35602,12 @@
       "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": 6463,
       "young_account": false,
       "follow_through_score": "strong",
@@ -41326,63 +41417,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "Mehulupase01",
-      "name": "Mehul Upase",
-      "profile_url": "https://github.com/Mehulupase01",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AMehulupase01",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AMehulupase01",
-      "repo_first_seen_at": "2026-04-11T23:56:45Z",
-      "repo_last_seen_at": "2026-04-11T23:56:54Z",
-      "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 2,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 1,
-      "snapshot_comment_count": 1,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "NONE",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 2289,
-      "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": 65051,
-            "title": "Fix workspace skill grouping in Control Panel",
-            "url": "https://github.com/openclaw/openclaw/pull/65051",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-11T23:56:45Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "mfzzf",
       "name": "Jianfeng Mei",
@@ -46099,12 +46133,12 @@
       "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": 432,
       "young_account": false,
       "follow_through_score": "weak",
@@ -46140,65 +46174,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "stroupaloop",
-      "name": "Andrew Stroup",
-      "profile_url": "https://github.com/stroupaloop",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Astroupaloop",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Astroupaloop",
-      "repo_first_seen_at": "2026-04-18T14:50:16Z",
-      "repo_last_seen_at": "2026-04-18T23:12:36Z",
-      "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 2,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 1,
-      "snapshot_comment_count": 1,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "NONE",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 4952,
-      "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": [
-        "CommonKey"
-      ],
-      "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": 68608,
-            "title": "feat: allow prompt hooks to dynamically narrow tool surface",
-            "url": "https://github.com/openclaw/openclaw/pull/68608",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-18T14:50:16Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "sunkeysun",
       "name": "Sunkey",

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: openclaw/openclaw
 
-- Snapshot: `20260418T232034Z`
-- Generated: `2026-04-18T23:22:30Z`
+- Snapshot: `20260419T002035Z`
+- Generated: `2026-04-19T00:22:15Z`
 - Activity window: `7d`
-- Contributors: `717`
+- Contributors: `716`
 
 ## Summary
 
@@ -19,9 +19,8 @@
 | `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` | 30 | 1 | mixed | low | low | high recent PR volume; targets high-star repos |
-| `kagura-agent` | [profile](https://github.com/kagura-agent) | no | CONTRIBUTOR | 32d | `2026-03-18T00:16:55Z` | 27 | 7 | mixed | high | high | very new account; extremely high recent PR volume; broad repo spread; high open PR share |
+| `kagura-agent` | [profile](https://github.com/kagura-agent) | no | CONTRIBUTOR | 32d | `2026-03-18T00:16:55Z` | 28 | 7 | mixed | high | high | very new account; extremely high recent PR volume; broad repo spread; high open PR share |
 | `eleqtrizit` | [profile](https://github.com/eleqtrizit) | no | CONTRIBUTOR | 3150d | `2026-04-07T18:17:36Z` | 23 | 0 | strong | low | low | targets high-star repos |
-| `Yanhu007` | [profile](https://github.com/Yanhu007) | no | CONTRIBUTOR | 4741d | `2026-04-10T13:40:56Z` | 22 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share |
 | `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 |
@@ -42,11 +41,11 @@
 | `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 |
+| `Lucenx9` | [profile](https://github.com/Lucenx9) | no | CONTRIBUTOR | 547d | `2026-02-25T06:16:41Z` | 12 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `imadal1n` | [profile](https://github.com/imadal1n) | no | NONE | 1548d | `2026-04-09T00:47:07Z` | 12 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `mushuiyu886` | [profile](https://github.com/mushuiyu886) | no | NONE | 37d | `2026-04-10T05:26:47Z` | 12 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `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 |
-| `Lucenx9` | [profile](https://github.com/Lucenx9) | no | CONTRIBUTOR | 547d | `2026-02-25T06:16:41Z` | 11 | 1 | weak | low | low | high open PR share; 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 |
 | `Jimmy-xuzimo` | [profile](https://github.com/Jimmy-xuzimo) | no | CONTRIBUTOR | 1335d | `2026-02-25T14:46:20Z` | 10 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -89,6 +88,7 @@
 | `oliviareid-svg` | [profile](https://github.com/oliviareid-svg) | no | CONTRIBUTOR | 27d | `2026-03-22T06:41:01Z` | 7 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `suboss87` | [profile](https://github.com/suboss87) | no | CONTRIBUTOR | 4078d | `2026-03-13T04:40:38Z` | 7 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `wade-microblueworld` | [profile](https://github.com/wade-microblueworld) | no | NONE | 2336d | `2026-04-17T10:35:38Z` | 7 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `BKF-Gitty` | [profile](https://github.com/BKF-Gitty) | no | CONTRIBUTOR | 53d | `2026-04-11T18:30:35Z` | 6 | 2 | strong | low | low | very new account; targets high-star repos |
 | `chinar-amrutkar` | [profile](https://github.com/chinar-amrutkar) | no | CONTRIBUTOR | 3502d | `2026-03-03T22:36:15Z` | 6 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `masatohoshino` | [profile](https://github.com/masatohoshino) | no | CONTRIBUTOR | 138d | `2026-02-25T18:12:54Z` | 6 | 1 | weak | low | medium | young account; high open PR share; targets high-star repos |
 | `yfge` | [profile](https://github.com/yfge) | no | CONTRIBUTOR | 5272d | `2026-02-16T06:14:40Z` | 6 | 1 | weak | low | low | high open PR share; targets high-star repos |
@@ -101,9 +101,9 @@
 | `plgonzalezrx8` | [profile](https://github.com/plgonzalezrx8) | no | CONTRIBUTOR | 3595d | `2026-01-31T01:53:17Z` | 6 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `skylee-01` | [profile](https://github.com/skylee-01) | no | NONE | 2648d | `2026-04-14T12:14:20Z` | 6 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `stanleeyY` | [profile](https://github.com/stanleeyY) | no | NONE | 4751d | `2026-04-13T16:15:57Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `wirjo` | [profile](https://github.com/wirjo) | no | CONTRIBUTOR | 5970d | `2026-04-06T11:49:31Z` | 6 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `ZehanXu-Doncic` | [profile](https://github.com/ZehanXu-Doncic) | no | NONE | 43d | `2026-04-13T08:06:37Z` | 6 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Feelw00` | [profile](https://github.com/Feelw00) | no | NONE | 2690d | `2026-04-08T11:13:23Z` | 5 | 5 | weak | low | low | high open PR share; targets high-star repos |
-| `BKF-Gitty` | [profile](https://github.com/BKF-Gitty) | no | CONTRIBUTOR | 53d | `2026-04-11T18:30:35Z` | 5 | 2 | strong | low | low | very new account; targets high-star repos |
 | `frankekn` | [profile](https://github.com/frankekn) | no | MEMBER | 4714d | `2026-01-29T00:35:02Z` | 5 | 2 | strong | low | low | targets high-star repos |
 | `lyfuci` | [profile](https://github.com/lyfuci) | no | NONE | 3970d | `2026-03-04T12:15:50Z` | 5 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `rmfalco89` | [profile](https://github.com/rmfalco89) | no | NONE | 4592d | `2026-02-08T21:18:55Z` | 5 | 1 | weak | low | low | high open PR share; targets high-star repos |
@@ -158,7 +158,6 @@
 | `miyago9267` | [profile](https://github.com/miyago9267) | no | NONE | 2409d | `2026-04-17T08:38:57Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `mpz4life` | [profile](https://github.com/mpz4life) | no | CONTRIBUTOR | 3120d | `2026-02-24T03:08:04Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `mr-kelly` | [profile](https://github.com/mr-kelly) | no | NONE | 5603d | `2026-04-12T02:56:34Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `nfredmond` | [profile](https://github.com/nfredmond) | no | NONE | 3541d | `2026-04-11T23:36:37Z` | 3 | 0 | weak | moderate | low | high open PR share |
 | `nnish16` | [profile](https://github.com/nnish16) | no | NONE | 2135d | `2026-04-13T18:14:26Z` | 3 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `RLTree` | [profile](https://github.com/RLTree) | no | NONE | 1732d | `2026-04-14T20:31:37Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `sqsge` | [profile](https://github.com/sqsge) | no | NONE | 1979d | `2026-04-13T14:48:07Z` | 3 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -174,23 +173,24 @@
 | `Alex-Alaniz` | [profile](https://github.com/Alex-Alaniz) | no | CONTRIBUTOR | 1705d | `2026-02-23T15:51:19Z` | 3 | 2 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `sparkeros` | [profile](https://github.com/sparkeros) | no | NONE | 156d | `2026-03-09T12:13:39Z` | 3 | 1 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `alchip` | [profile](https://github.com/alchip) | no | NONE | 3345d | `2026-04-09T09:39:38Z` | 3 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `nfredmond` | [profile](https://github.com/nfredmond) | no | NONE | 3541d | `2026-04-11T23:36:37Z` | 3 | 0 | weak | moderate | low | high open PR share |
 | `welfo-beo` | [profile](https://github.com/welfo-beo) | no | CONTRIBUTOR | 525d | `2026-04-11T04:57:14Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `OpenCodeEngineer` | [profile](https://github.com/OpenCodeEngineer) | no | CONTRIBUTOR | 61d | `2026-04-11T01:14:43Z` | 2 | 9 | strong | low | low | very new account; no visible non-self stars; targets high-star repos |
 | `717986230` | [profile](https://github.com/717986230) | no | NONE | 1852d | `2026-04-13T02:48:11Z` | 2 | 3 | weak | low | low | high open PR share; targets high-star repos |
 | `leaderlemon` | [profile](https://github.com/leaderlemon) | no | NONE | 1559d | `2026-04-13T09:58:26Z` | 2 | 3 | weak | low | low | targets high-star repos |
 | `RedParrotBerkeley` | [profile](https://github.com/RedParrotBerkeley) | no | NONE | 1107d | `2026-04-10T16:29:40Z` | 2 | 3 | mixed | moderate | low | — |
+| `frankhli843` | [profile](https://github.com/frankhli843) | no | NONE | 2499d | `2026-04-17T16:19:07Z` | 2 | 2 | mixed | low | low | — |
 | `hansolo949` | [profile](https://github.com/hansolo949) | no | NONE | 297d | `2026-04-12T08:08:29Z` | 2 | 2 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `jensenwang560-blip` | [profile](https://github.com/jensenwang560-blip) | no | NONE | 36d | `2026-04-13T07:35:13Z` | 2 | 2 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `johnlanni` | [profile](https://github.com/johnlanni) | no | NONE | 4436d | `2026-02-04T02:56:19Z` | 2 | 2 | mixed | low | low | — |
+| `LightDriverCS` | [profile](https://github.com/LightDriverCS) | no | NONE | 89d | `2026-04-13T22:53:03Z` | 2 | 2 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `shaun0927` | [profile](https://github.com/shaun0927) | no | NONE | 2053d | `2026-04-16T12:23:24Z` | 2 | 2 | mixed | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share |
 | `zongqichen` | [profile](https://github.com/zongqichen) | no | NONE | 1030d | `2026-04-14T13:18:08Z` | 2 | 2 | weak | low | low | targets high-star repos |
 | `188080501` | [profile](https://github.com/188080501) | no | NONE | 4410d | `2026-03-03T12:01:36Z` | 2 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `acwilan` | [profile](https://github.com/acwilan) | no | NONE | 5769d | `2026-04-14T01:21:33Z` | 2 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `estack-takeda-yorichika` | [profile](https://github.com/estack-takeda-yorichika) | no | NONE | 2633d | `2026-04-13T06:30:38Z` | 2 | 1 | strong | low | low | high recent PR volume; no visible non-self stars |
-| `frankhli843` | [profile](https://github.com/frankhli843) | no | NONE | 2499d | `2026-04-17T16:19:07Z` | 2 | 1 | mixed | low | low | — |
 | `HongzhuLiu` | [profile](https://github.com/HongzhuLiu) | no | NONE | 4135d | `2026-04-14T09:36:49Z` | 2 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `jeffchen1981-fu` | [profile](https://github.com/jeffchen1981-fu) | no | NONE | 67d | `2026-02-28T09:25:03Z` | 2 | 1 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
-| `LightDriverCS` | [profile](https://github.com/LightDriverCS) | no | NONE | 89d | `2026-04-13T22:53:03Z` | 2 | 1 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `mkoslacz` | [profile](https://github.com/mkoslacz) | no | NONE | 4321d | `2026-01-27T21:31:44Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `rarest` | [profile](https://github.com/rarest) | no | NONE | 5367d | `2026-04-15T14:46:20Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `ScientificProgrammer` | [profile](https://github.com/ScientificProgrammer) | no | NONE | 4728d | `2026-04-10T22:44:57Z` | 2 | 1 | mixed | low | low | high open PR share; targets high-star repos |
@@ -207,6 +207,7 @@
 | `chrisabad` | [profile](https://github.com/chrisabad) | no | NONE | 2185d | `2026-04-18T02:47:00Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `dallylee` | [profile](https://github.com/dallylee) | no | CONTRIBUTOR | 1081d | `2026-04-14T09:55:39Z` | 2 | 0 | weak | moderate | low | high open PR share |
 | `EdderTalmor` | [profile](https://github.com/EdderTalmor) | no | CONTRIBUTOR | 2678d | `2026-04-12T02:32:19Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `ender-wiggin-ai` | [profile](https://github.com/ender-wiggin-ai) | no | NONE | 40d | `2026-04-16T16:39:39Z` | 2 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `Eruditi` | [profile](https://github.com/Eruditi) | no | NONE | 1072d | `2026-04-16T15:08:41Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `everySympathy` | [profile](https://github.com/everySympathy) | no | NONE | 129d | `2026-04-17T13:11:29Z` | 2 | 0 | weak | low | medium | young account; high open PR share; targets high-star repos |
 | `Fl0rencess720` | [profile](https://github.com/Fl0rencess720) | no | NONE | 987d | `2026-04-15T02:52:56Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -244,6 +245,7 @@
 | `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 |
 | `soloclz` | [profile](https://github.com/soloclz) | no | NONE | 728d | `2026-04-15T15:18:28Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `soumikbhatta` | [profile](https://github.com/soumikbhatta) | no | CONTRIBUTOR | 3210d | `2026-01-28T15:14:01Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `stroupaloop` | [profile](https://github.com/stroupaloop) | no | NONE | 4952d | `2026-04-18T14:50:16Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `sunapi386` | [profile](https://github.com/sunapi386) | no | NONE | 5336d | `2026-04-16T06:21:03Z` | 2 | 0 | mixed | moderate | low | — |
 | `thesomewhatyou` | [profile](https://github.com/thesomewhatyou) | no | CONTRIBUTOR | 768d | `2026-02-08T01:46:55Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `tmimmanuel` | [profile](https://github.com/tmimmanuel) | no | CONTRIBUTOR | 3882d | `2026-04-14T01:17:36Z` | 2 | 0 | mixed | moderate | low | targets high-star repos |
@@ -251,6 +253,7 @@
 | `yangxiyucs` | [profile](https://github.com/yangxiyucs) | no | NONE | 3510d | `2026-04-13T14:23:50Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ymaxgit` | [profile](https://github.com/ymaxgit) | no | NONE | 3289d | `2026-04-17T07:53:18Z` | 2 | 0 | mixed | low | low | high open PR share; no visible non-self stars |
 | `zhangyue19921010` | [profile](https://github.com/zhangyue19921010) | no | NONE | 2066d | `2026-04-17T03:44:42Z` | 2 | 0 | weak | low | low | high open PR share |
+| `Yanhu007` | [profile](https://github.com/Yanhu007) | no | CONTRIBUTOR | 4741d | `2026-04-10T13:40:56Z` | 22 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share |
 | `HOYALIM` | [profile](https://github.com/HOYALIM) | no | CONTRIBUTOR | 736d | `2026-02-19T18:49:52Z` | 6 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `mmaps` | [profile](https://github.com/mmaps) | no | CONTRIBUTOR | 4827d | `2026-04-09T18:38:21Z` | 6 | 0 | strong | low | low | targets high-star repos |
 | `neofdezf-cloud` | [profile](https://github.com/neofdezf-cloud) | no | NONE | 19d | `2026-04-11T10:11:35Z` | 6 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -265,7 +268,6 @@
 | `drvoss` | [profile](https://github.com/drvoss) | no | CONTRIBUTOR | 4872d | `2026-02-25T02:18:08Z` | 4 | 0 | weak | low | low | 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 |
-| `wirjo` | [profile](https://github.com/wirjo) | no | CONTRIBUTOR | 5970d | `2026-04-06T11:49:31Z` | 4 | 0 | weak | low | medium | many recent closed-unmerged PRs; 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 |
 | `ayeshakhalid192007-dev` | [profile](https://github.com/ayeshakhalid192007-dev) | no | NONE | 172d | `2026-04-02T13:08:35Z` | 3 | 0 | weak | moderate | medium | young account; high open PR share |
 | `cedillarack` | [profile](https://github.com/cedillarack) | no | NONE | 61d | `2026-02-17T04:29:03Z` | 3 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -326,7 +328,6 @@
 | `parasol-aser` | [profile](https://github.com/parasol-aser) | no | NONE | 4782d | `2026-04-09T22:55:43Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
 | `walkojas-boop` | [profile](https://github.com/walkojas-boop) | no | NONE | 62d | `2026-04-14T09:55:31Z` | 1 | 2 | weak | moderate | medium | very new account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `zeolenon` | [profile](https://github.com/zeolenon) | no | NONE | 2260d | `2026-03-15T10:24:08Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
-| `zhulijin1991` | [profile](https://github.com/zhulijin1991) | no | NONE | 721d | `2026-04-11T23:56:13Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `0riginal-claw` | [profile](https://github.com/0riginal-claw) | no | NONE | 42d | `2026-04-14T10:11:04Z` | 1 | 1 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `467718584` | [profile](https://github.com/467718584) | no | NONE | 2340d | `2026-04-14T15:21:37Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `aboimpinto` | [profile](https://github.com/aboimpinto) | no | NONE | 5251d | `2026-04-16T12:26:00Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
@@ -343,6 +344,7 @@
 | `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 |
 | `Dodo1021` | [profile](https://github.com/Dodo1021) | no | NONE | 659d | `2026-03-24T00:01:31Z` | 1 | 1 | mixed | low | low | high open PR share; targets high-star repos |
+| `dyz2102` | [profile](https://github.com/dyz2102) | yes | NONE | 3517d | `2026-04-18T23:47:21Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `earon-han` | [profile](https://github.com/earon-han) | no | NONE | 117d | `2026-04-16T09:54:34Z` | 1 | 1 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `epanonymous` | [profile](https://github.com/epanonymous) | no | NONE | 1621d | `2026-01-31T02:07:36Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `fmercurio` | [profile](https://github.com/fmercurio) | no | CONTRIBUTOR | 3818d | `2026-02-20T17:19:44Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -476,7 +478,6 @@
 | `eejohnso-ops` | [profile](https://github.com/eejohnso-ops) | no | CONTRIBUTOR | 181d | `2026-04-16T11:34:29Z` | 1 | 0 | strong | low | low | young account; targets high-star repos |
 | `Efan404` | [profile](https://github.com/Efan404) | no | NONE | 401d | `2026-04-15T14:11:46Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `ejc3` | [profile](https://github.com/ejc3) | no | NONE | 5098d | `2026-04-13T04:41:55Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `ender-wiggin-ai` | [profile](https://github.com/ender-wiggin-ai) | no | NONE | 40d | `2026-04-16T16:39:39Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `EOLreidc` | [profile](https://github.com/EOLreidc) | no | NONE | 923d | `2026-04-16T23:38:07Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `EpaL` | [profile](https://github.com/EpaL) | no | NONE | 5731d | `2026-02-21T18:43:07Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ericyoshida` | [profile](https://github.com/ericyoshida) | no | NONE | 2537d | `2026-04-16T22:26:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -493,8 +494,8 @@
 | `Frrrrrrrrank` | [profile](https://github.com/Frrrrrrrrank) | no | NONE | 1833d | `2026-04-17T10:59:47Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `fsp279469961` | [profile](https://github.com/fsp279469961) | no | NONE | 2878d | `2026-04-13T10:11:08Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `g199209` | [profile](https://github.com/g199209) | no | NONE | 3821d | `2026-04-14T07:33:12Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
-| `gaineyllc` | [profile](https://github.com/gaineyllc) | yes | NONE | 3039d | `2026-04-18T22:29:01Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `garrytan` | [profile](https://github.com/garrytan) | yes | NONE | 6463d | `2026-04-18T23:01:38Z` | 1 | 0 | strong | low | low | high recent PR volume |
+| `gaineyllc` | [profile](https://github.com/gaineyllc) | no | NONE | 3039d | `2026-04-18T22:29:01Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `garrytan` | [profile](https://github.com/garrytan) | no | NONE | 6463d | `2026-04-18T23:01:38Z` | 1 | 0 | strong | low | low | high recent PR volume |
 | `gee-bjak` | [profile](https://github.com/gee-bjak) | no | NONE | 269d | `2026-04-14T08:39:01Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `Ghitahouir` | [profile](https://github.com/Ghitahouir) | no | NONE | 1479d | `2026-04-14T21:09:25Z` | 1 | 0 | mixed | low | low | targets high-star repos |
 | `Gozei` | [profile](https://github.com/Gozei) | no | NONE | 2233d | `2026-04-15T10:34:27Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -596,7 +597,6 @@
 | `markrachapoom` | [profile](https://github.com/markrachapoom) | no | NONE | 2004d | `2026-04-18T20:31:21Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs |
 | `martinfrancois` | [profile](https://github.com/martinfrancois) | no | CONTRIBUTOR | 3866d | `2026-02-22T13:20:08Z` | 1 | 0 | strong | low | low | — |
 | `mazhe-nerd` | [profile](https://github.com/mazhe-nerd) | no | CONTRIBUTOR | 1423d | `2026-04-13T03:15:07Z` | 1 | 0 | mixed | moderate | low | high open PR share |
-| `Mehulupase01` | [profile](https://github.com/Mehulupase01) | no | NONE | 2289d | `2026-04-11T23:56:45Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `mfzzf` | [profile](https://github.com/mfzzf) | no | NONE | 1386d | `2026-04-14T08:24:14Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `michaelhughes2501` | [profile](https://github.com/michaelhughes2501) | no | NONE | 76d | `2026-04-15T03:31:06Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `Minijus-Sa` | [profile](https://github.com/Minijus-Sa) | no | CONTRIBUTOR | 590d | `2026-04-13T11:17:01Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
@@ -679,8 +679,7 @@
 | `srinivaspavan9` | [profile](https://github.com/srinivaspavan9) | no | CONTRIBUTOR | 3031d | `2026-04-11T16:02:12Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `SrJackCM` | [profile](https://github.com/SrJackCM) | no | NONE | 1366d | `2026-04-14T01:36:06Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `ssgrim` | [profile](https://github.com/ssgrim) | no | NONE | 3734d | `2026-04-13T00:28:16Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `Steady-ai` | [profile](https://github.com/Steady-ai) | yes | NONE | 432d | `2026-04-18T22:24:42Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `stroupaloop` | [profile](https://github.com/stroupaloop) | no | NONE | 4952d | `2026-04-18T14:50:16Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `Steady-ai` | [profile](https://github.com/Steady-ai) | no | NONE | 432d | `2026-04-18T22:24:42Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `sunkeysun` | [profile](https://github.com/sunkeysun) | no | NONE | 3461d | `2026-04-13T03:55:06Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `supersantux` | [profile](https://github.com/supersantux) | no | NONE | 6015d | `2026-04-12T13:36:10Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `supmo668` | [profile](https://github.com/supmo668) | no | NONE | 3253d | `2026-02-14T11:23:44Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share |
@@ -974,11 +973,11 @@ 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: `2026-04-18T21:19:32Z`
+- repo last seen: `2026-04-18T23:21:22Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **34**
-- snapshot authored PRs/issues: **27 PRs / 7 issues**
+- repo primary artifacts: **35**
+- snapshot authored PRs/issues: **28 PRs / 7 issues**
 - snapshot discussion activity: **49 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%**)
@@ -987,9 +986,9 @@ Example artifacts:
 - heuristic read: **very new account; extremely high recent PR volume; broad repo spread; high open PR share**
 
 Example artifacts:
+- [PR #68722: fix: chmod openclaw.json to 0o600 after atomic rename on config write](https://github.com/openclaw/openclaw/pull/68722) — open
 - [PR #68534: fix(memory-core): add cooldown guard to prevent dreaming-narrative from spawning on every heartbeat](https://github.com/openclaw/openclaw/pull/68534) — open
 - [PR #68518: fix(ui): filter system event messages from chat transcript (#68508)](https://github.com/openclaw/openclaw/pull/68518) — open
-- [PR #68490: fix: exclude volatile inbound metadata from extraSystemPromptHash](https://github.com/openclaw/openclaw/pull/68490) — closed
 - [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
@@ -1017,29 +1016,6 @@ Example artifacts:
 - [PR #66707: Harden Feishu webhook replay guards](https://github.com/openclaw/openclaw/pull/66707) — closed, merged
 - [PR #66665: Harden MCP loopback request validation](https://github.com/openclaw/openclaw/pull/66665) — closed, merged
 
-### `Yanhu007`
-
-- profile: [github.com/Yanhu007](https://github.com/Yanhu007)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AYanhu007)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AYanhu007)
-- repo first seen: `2026-04-10T13:40:56Z`
-- repo last seen: `2026-04-12T04:35:40Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **22**
-- snapshot authored PRs/issues: **22 PRs / 0 issues**
-- snapshot discussion activity: **10 comments / 0 reviews / 0 review comments**
-- account age: **4741 days**
-- recent public PR activity: **200 PRs** (20 merged / 28 closed-unmerged / 152 open; merged rate **10%**, closed-unmerged rate **14%**, open rate **76%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
-- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share**
-
-Example artifacts:
-- [PR #65175: fix(cron): persist sessionFile for isolated cron runs to prevent orphans](https://github.com/openclaw/openclaw/pull/65175) — open
-- [PR #65059: fix(minimax): use configured baseUrl for usage polling endpoint](https://github.com/openclaw/openclaw/pull/65059) — open
-- [PR #65058: fix(googlechat): accept add-on space lifecycle payload variants](https://github.com/openclaw/openclaw/pull/65058) — open
-
 ### `oraculoos`
 
 - profile: [github.com/oraculoos](https://github.com/oraculoos)
@@ -1514,6 +1490,30 @@ Example artifacts:
 - [PR #67212: fix(config-ui): keep Raw view readable when raw text withheld](https://github.com/openclaw/openclaw/pull/67212) — closed
 - [PR #67211: fix(text): strip leaked reasoning before orphan </think>](https://github.com/openclaw/openclaw/pull/67211) — closed
 
+### `Lucenx9`
+
+- profile: [github.com/Lucenx9](https://github.com/Lucenx9)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ALucenx9)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ALucenx9)
+- repo first seen: `2026-02-25T06:16:41Z`
+- repo last seen: `2026-04-18T23:34:06Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **13**
+- snapshot authored PRs/issues: **12 PRs / 1 issues**
+- snapshot discussion activity: **12 comments / 1 reviews / 1 review comments**
+- account age: **547 days**
+- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #68724: fix(bluebubbles): preserve pinned dispatcher for media fetches](https://github.com/openclaw/openclaw/pull/68724) — open
+- [PR #68721: fix(codex): default app-server approvals to on-request](https://github.com/openclaw/openclaw/pull/68721) — open
+- [PR #68710: fix(discord): enforce guild guards for /new and /reset](https://github.com/openclaw/openclaw/pull/68710) — open
+- [Issue #45645: [Bug]: doctor/update can leave CLI and gateway on different installs on Linux](https://github.com/openclaw/openclaw/issues/45645) — open
+
 ### `imadal1n`
 
 - profile: [github.com/imadal1n](https://github.com/imadal1n)
@@ -1606,30 +1606,6 @@ Example artifacts:
 - [PR #66209: feat(m365): add Outlook triage approvals](https://github.com/openclaw/openclaw/pull/66209) — open
 - [PR #66208: feat(m365): add calendar copilot approvals](https://github.com/openclaw/openclaw/pull/66208) — open
 
-### `Lucenx9`
-
-- profile: [github.com/Lucenx9](https://github.com/Lucenx9)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ALucenx9)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ALucenx9)
-- repo first seen: `2026-02-25T06:16:41Z`
-- repo last seen: `2026-04-18T23:09:07Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **12**
-- snapshot authored PRs/issues: **11 PRs / 1 issues**
-- snapshot discussion activity: **12 comments / 1 reviews / 1 review comments**
-- account age: **547 days**
-- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #68721: fix(codex): default app-server approvals to on-request](https://github.com/openclaw/openclaw/pull/68721) — open
-- [PR #68710: fix(discord): enforce guild guards for /new and /reset](https://github.com/openclaw/openclaw/pull/68710) — open
-- [PR #68699: fix(lmstudio): bound preload cooldown state](https://github.com/openclaw/openclaw/pull/68699) — open
-- [Issue #45645: [Bug]: doctor/update can leave CLI and gateway on different installs on Linux](https://github.com/openclaw/openclaw/issues/45645) — open
-
 ### `1aifanatic`
 
 - profile: [github.com/1aifanatic](https://github.com/1aifanatic)
@@ -2275,12 +2251,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aonutc)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aonutc)
 - repo first seen: `2026-01-08T12:30:20Z`
-- repo last seen: `2026-04-18T01:18:04Z`
+- repo last seen: `2026-04-19T00:03:50Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **8 PRs / 0 issues**
-- snapshot discussion activity: **30 comments / 10 reviews / 10 review comments**
+- snapshot discussion activity: **32 comments / 10 reviews / 10 review comments**
 - account age: **874 days**
 - recent public PR activity: **16 PRs** (12 merged / 1 closed-unmerged / 3 open; merged rate **75%**, closed-unmerged rate **6%**, open rate **19%**)
 - public orgs: `textcortex`
@@ -2620,6 +2596,31 @@ Example artifacts:
 - [PR #68098: fix(cron): avoid false timeout report when job finishes cleanly before deadline](https://github.com/openclaw/openclaw/pull/68098) — closed
 - [PR #68092: fix(cli): update by plain plugin id always resolves @latest for npm plugins](https://github.com/openclaw/openclaw/pull/68092) — closed
 
+### `BKF-Gitty`
+
+- profile: [github.com/BKF-Gitty](https://github.com/BKF-Gitty)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ABKF-Gitty)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ABKF-Gitty)
+- repo first seen: `2026-04-11T18:30:35Z`
+- repo last seen: `2026-04-19T00:02:07Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **8**
+- snapshot authored PRs/issues: **6 PRs / 2 issues**
+- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
+- account age: **53 days**
+- recent public PR activity: **4 PRs** (3 merged / 0 closed-unmerged / 1 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **very new account; targets high-star repos**
+
+Example artifacts:
+- [PR #68726: fix(subagent): include role, session key, and timing in error payloads](https://github.com/openclaw/openclaw/pull/68726) — open
+- [PR #68717: fix(cron): enable failure alerts by default for recurring jobs](https://github.com/openclaw/openclaw/pull/68717) — open
+- [PR #67846: Memory: validate dreaming cron frequency](https://github.com/openclaw/openclaw/pull/67846) — open
+- [Issue #64982: [Bug]: (doctor): plugins.allow advisory doesn't warn it's an exclusive allowlist](https://github.com/openclaw/openclaw/issues/64982) — open
+- [Issue #64976: [Bug]: (cron): announce delivery ignores NO_REPLY when agent prepends other text](https://github.com/openclaw/openclaw/issues/64976) — closed
+
 ### `chinar-amrutkar`
 
 - profile: [github.com/chinar-amrutkar](https://github.com/chinar-amrutkar)
@@ -2899,6 +2900,29 @@ Example artifacts:
 - [PR #66066: fix(nextcloud-talk): align replay test callback contract](https://github.com/openclaw/openclaw/pull/66066) — open
 - [PR #66064: fix(feishu): add wait-timeout support to lifecycle helper](https://github.com/openclaw/openclaw/pull/66064) — open
 
+### `wirjo`
+
+- profile: [github.com/wirjo](https://github.com/wirjo)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Awirjo)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Awirjo)
+- repo first seen: `2026-04-06T11:49:31Z`
+- repo last seen: `2026-04-19T00:20:52Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **6 PRs / 0 issues**
+- snapshot discussion activity: **22 comments / 1 reviews / 0 review comments**
+- account age: **5970 days**
+- recent public PR activity: **5 PRs** (0 merged / 2 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **40%**, open rate **60%**)
+- 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 #68730: feat(amazon-bedrock-mantle): add Claude Opus 4.7 via per-model Anthropic Messages API override](https://github.com/openclaw/openclaw/pull/68730) — open
+- [PR #68725: feat(amazon-bedrock-mantle): add known context windows for open-weight Mantle models](https://github.com/openclaw/openclaw/pull/68725) — open
+- [PR #65952: fix(amazon-bedrock): add known model context windows to discovery](https://github.com/openclaw/openclaw/pull/65952) — open
+
 ### `ZehanXu-Doncic`
 
 - profile: [github.com/ZehanXu-Doncic](https://github.com/ZehanXu-Doncic)
@@ -2948,31 +2972,6 @@ Example artifacts:
 - [Issue #68541: retryAsync's symmetric jitter can undercut server-supplied Retry-After](https://github.com/openclaw/openclaw/issues/68541) — open
 - [Issue #68529: plugin register() throw leaves partial httpRoutes/services/hooks entries in the shared registry](https://github.com/openclaw/openclaw/issues/68529) — closed
 
-### `BKF-Gitty`
-
-- profile: [github.com/BKF-Gitty](https://github.com/BKF-Gitty)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ABKF-Gitty)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ABKF-Gitty)
-- repo first seen: `2026-04-11T18:30:35Z`
-- repo last seen: `2026-04-18T22:54:59Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **7**
-- snapshot authored PRs/issues: **5 PRs / 2 issues**
-- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
-- account age: **53 days**
-- recent public PR activity: **4 PRs** (3 merged / 0 closed-unmerged / 1 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **very new account; targets high-star repos**
-
-Example artifacts:
-- [PR #68717: fix(cron): enable failure alerts by default for recurring jobs](https://github.com/openclaw/openclaw/pull/68717) — open
-- [PR #67846: Memory: validate dreaming cron frequency](https://github.com/openclaw/openclaw/pull/67846) — open
-- [PR #67821: fix(onboard): preserve existing gateway auth token during re-onboard](https://github.com/openclaw/openclaw/pull/67821) — closed, merged
-- [Issue #64982: [Bug]: (doctor): plugins.allow advisory doesn't warn it's an exclusive allowlist](https://github.com/openclaw/openclaw/issues/64982) — open
-- [Issue #64976: [Bug]: (cron): announce delivery ignores NO_REPLY when agent prepends other text](https://github.com/openclaw/openclaw/issues/64976) — closed
-
 ### `frankekn`
 
 - profile: [github.com/frankekn](https://github.com/frankekn)
@@ -4243,29 +4242,6 @@ Example artifacts:
 - [PR #65128: fix: [Bug]: Browser tool SSRF policy blocks all hostname URLs](https://github.com/openclaw/openclaw/pull/65128) — open
 - [PR #65124: fix: [Bug]: Completion cache update failed due to missing qa/scenarios/index.md in npm package](https://github.com/openclaw/openclaw/pull/65124) — open
 
-### `nfredmond`
-
-- profile: [github.com/nfredmond](https://github.com/nfredmond)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Anfredmond)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Anfredmond)
-- repo first seen: `2026-04-11T23:36:37Z`
-- repo last seen: `2026-04-16T18:51:42Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
-- account age: **3541 days**
-- recent public PR activity: **4 PRs** (1 merged / 0 closed-unmerged / 3 open; merged rate **25%**, closed-unmerged rate **0%**, open rate **75%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share**
-
-Example artifacts:
-- [PR #67763: ClawModeler: scaffold starter question.json from the UI](https://github.com/openclaw/openclaw/pull/67763) — closed
-- [PR #67753: Codex/clawmodeler file pickers](https://github.com/openclaw/openclaw/pull/67753) — closed
-- [PR #65044: [codex] Add ClawModeler sidecar and CLI workflow](https://github.com/openclaw/openclaw/pull/65044) — open
-
 ### `nnish16`
 
 - profile: [github.com/nnish16](https://github.com/nnish16)
@@ -4626,6 +4602,29 @@ Example artifacts:
 - [PR #67923: fix(memory-core): show light-only dreaming state in memory status](https://github.com/openclaw/openclaw/pull/67923) — open
 - [PR #63666: test(imessage): cover reflected assistant-content inbound drop](https://github.com/openclaw/openclaw/pull/63666) — open
 
+### `nfredmond`
+
+- profile: [github.com/nfredmond](https://github.com/nfredmond)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Anfredmond)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Anfredmond)
+- repo first seen: `2026-04-11T23:36:37Z`
+- repo last seen: `2026-04-16T18:51:42Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
+- account age: **3541 days**
+- recent public PR activity: **4 PRs** (1 merged / 0 closed-unmerged / 3 open; merged rate **25%**, closed-unmerged rate **0%**, open rate **75%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share**
+
+Example artifacts:
+- [PR #67763: ClawModeler: scaffold starter question.json from the UI](https://github.com/openclaw/openclaw/pull/67763) — closed
+- [PR #67753: Codex/clawmodeler file pickers](https://github.com/openclaw/openclaw/pull/67753) — closed
+- [PR #65044: [codex] Add ClawModeler sidecar and CLI workflow](https://github.com/openclaw/openclaw/pull/65044) — open
+
 ### `welfo-beo`
 
 - profile: [github.com/welfo-beo](https://github.com/welfo-beo)
@@ -4749,6 +4748,30 @@ Example artifacts:
 - [Issue #64929: Browser tool is unexpectedly slow in local managed Brave mode due to per-action CDP attach/discovery overhead](https://github.com/openclaw/openclaw/issues/64929) — open
 - [Issue #64402: Discord provider advertises channel/thread create actions, but agent runtime lacks a documented/invokable path](https://github.com/openclaw/openclaw/issues/64402) — open
 
+### `frankhli843`
+
+- profile: [github.com/frankhli843](https://github.com/frankhli843)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Afrankhli843)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Afrankhli843)
+- repo first seen: `2026-04-17T16:19:07Z`
+- repo last seen: `2026-04-19T00:17:00Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **2 PRs / 2 issues**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **2499 days**
+- recent public PR activity: **3 PRs** (2 merged / 0 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #68637: fix(pi-tools): allow empty/whitespace-only content in write tool](https://github.com/openclaw/openclaw/pull/68637) — open
+- [PR #68193: feat(ollama): detect Gemma 4 as reasoning model and check capabilities](https://github.com/openclaw/openclaw/pull/68193) — open
+- [Issue #68728: [Bug]: Gemma 4 models should be detected as reasoning models (Ollama think mode)](https://github.com/openclaw/openclaw/issues/68728) — open
+- [Issue #68636: write tool rejects empty/whitespace-only content as "missing required parameter"](https://github.com/openclaw/openclaw/issues/68636) — open
+
 ### `hansolo949`
 
 - profile: [github.com/hansolo949](https://github.com/hansolo949)
@@ -4821,6 +4844,30 @@ Example artifacts:
 - [Issue #68547: fix(matrix): strip mention prefix before slash command matching](https://github.com/openclaw/openclaw/issues/68547) — open
 - [Issue #68544: fix(matrix): hot-reload dm.allowFrom and groupAllowFrom on each inbound message](https://github.com/openclaw/openclaw/issues/68544) — open
 
+### `LightDriverCS`
+
+- profile: [github.com/LightDriverCS](https://github.com/LightDriverCS)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ALightDriverCS)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ALightDriverCS)
+- repo first seen: `2026-04-13T22:53:03Z`
+- repo last seen: `2026-04-18T23:23:27Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **2 PRs / 2 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **89 days**
+- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **very new account; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #68335: fix(memory-core): activate on wiki CLI subcommand](https://github.com/openclaw/openclaw/pull/68335) — open
+- [PR #68334: fix(memory): split restoreMemoryPluginState into restore/merge for cache-hit bug](https://github.com/openclaw/openclaw/pull/68334) — open
+- [Issue #68723: memory-core: cron-fired dreaming writes raw memory snippets to DREAMS.md because subagent runtime is request-scoped](https://github.com/openclaw/openclaw/issues/68723) — closed
+- [Issue #66194: Feature Request: Slack Socket Mode slash command event handling](https://github.com/openclaw/openclaw/issues/66194) — open
+
 ### `shaun0927`
 
 - profile: [github.com/shaun0927](https://github.com/shaun0927)
@@ -4938,29 +4985,6 @@ Example artifacts:
 - [PR #65881: feat(plugins): pass attachment metadata to before_model_resolve hook](https://github.com/openclaw/openclaw/pull/65881) — open
 - [Issue #65754: feat: before_model_resolve フックに attachments メタデータを追加](https://github.com/openclaw/openclaw/issues/65754) — open
 
-### `frankhli843`
-
-- profile: [github.com/frankhli843](https://github.com/frankhli843)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Afrankhli843)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Afrankhli843)
-- repo first seen: `2026-04-17T16:19:07Z`
-- repo last seen: `2026-04-18T16:19:09Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **2 PRs / 1 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2499 days**
-- recent public PR activity: **3 PRs** (2 merged / 0 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #68637: fix(pi-tools): allow empty/whitespace-only content in write tool](https://github.com/openclaw/openclaw/pull/68637) — open
-- [PR #68193: feat(ollama): detect Gemma 4 as reasoning model and check capabilities](https://github.com/openclaw/openclaw/pull/68193) — open
-- [Issue #68636: write tool rejects empty/whitespace-only content as "missing required parameter"](https://github.com/openclaw/openclaw/issues/68636) — open
-
 ### `HongzhuLiu`
 
 - profile: [github.com/HongzhuLiu](https://github.com/HongzhuLiu)
@@ -5007,29 +5031,6 @@ Example artifacts:
 - [PR #66712: feat(cron): add slot-level delivery dedup guard](https://github.com/openclaw/openclaw/pull/66712) — open
 - [Issue #67675: Flaky test: src/gateway/server.canvas-auth.test.ts "authorizes canvas HTTP/WS via node-scoped capability"](https://github.com/openclaw/openclaw/issues/67675) — open
 
-### `LightDriverCS`
-
-- profile: [github.com/LightDriverCS](https://github.com/LightDriverCS)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ALightDriverCS)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ALightDriverCS)
-- repo first seen: `2026-04-13T22:53:03Z`
-- repo last seen: `2026-04-18T00:00:33Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **2 PRs / 1 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **89 days**
-- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **very new account; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #68335: fix(memory-core): activate on wiki CLI subcommand](https://github.com/openclaw/openclaw/pull/68335) — open
-- [PR #68334: fix(memory): split restoreMemoryPluginState into restore/merge for cache-hit bug](https://github.com/openclaw/openclaw/pull/68334) — open
-- [Issue #66194: Feature Request: Slack Socket Mode slash command event handling](https://github.com/openclaw/openclaw/issues/66194) — open
-
 ### `mkoslacz`
 
 - profile: [github.com/mkoslacz](https://github.com/mkoslacz)
@@ -5386,6 +5387,28 @@ Example artifacts:
 - [PR #65118: fix: gracefully handle missing QA scenario pack in npm distributions (closes #65082)](https://github.com/openclaw/openclaw/pull/65118) — closed, merged
 - [PR #65111: fix: allow built-in chat commands to bypass plugins.allow check (closes #65083)](https://github.com/openclaw/openclaw/pull/65111) — open
 
+### `ender-wiggin-ai`
+
+- profile: [github.com/ender-wiggin-ai](https://github.com/ender-wiggin-ai)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aender-wiggin-ai)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aender-wiggin-ai)
+- repo first seen: `2026-04-16T16:39:39Z`
+- repo last seen: `2026-04-18T23:49:15Z`
+- 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: **40 days**
+- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #68729: feat(hooks): allow prompt hooks to dynamically narrow tool surface](https://github.com/openclaw/openclaw/pull/68729) — closed
+- [PR #67743: feat: correlate plugin approvals with executed tool calls](https://github.com/openclaw/openclaw/pull/67743) — closed
+
 ### `Eruditi`
 
 - profile: [github.com/Eruditi](https://github.com/Eruditi)
@@ -6200,6 +6223,28 @@ Example artifacts:
 - [PR #66213: fix(ci): add post-publish asset verification for macOS stable releases](https://github.com/openclaw/openclaw/pull/66213) — open
 - [PR #65439: Add avatar link for soumikbhatta to README](https://github.com/openclaw/openclaw/pull/65439) — open
 
+### `stroupaloop`
+
+- profile: [github.com/stroupaloop](https://github.com/stroupaloop)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Astroupaloop)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Astroupaloop)
+- repo first seen: `2026-04-18T14:50:16Z`
+- repo last seen: `2026-04-19T00:01:19Z`
+- 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: **4952 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: `CommonKey`
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #68734: feat(hooks): allow prompt hooks to dynamically narrow tool surface](https://github.com/openclaw/openclaw/pull/68734) — open
+- [PR #68608: feat: allow prompt hooks to dynamically narrow tool surface](https://github.com/openclaw/openclaw/pull/68608) — closed
+
 ### `sunapi386`
 
 - profile: [github.com/sunapi386](https://github.com/sunapi386)
@@ -6354,6 +6399,29 @@ Example artifacts:
 - [PR #68116: feat(memory-lancedb): support reindex and drop-index command](https://github.com/openclaw/openclaw/pull/68116) — open
 - [PR #67952: fix(memory-lancedb): get memory records through ltm list command](https://github.com/openclaw/openclaw/pull/67952) — open
 
+### `Yanhu007`
+
+- profile: [github.com/Yanhu007](https://github.com/Yanhu007)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AYanhu007)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AYanhu007)
+- repo first seen: `2026-04-10T13:40:56Z`
+- repo last seen: `2026-04-12T04:35:40Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **22**
+- snapshot authored PRs/issues: **22 PRs / 0 issues**
+- snapshot discussion activity: **10 comments / 0 reviews / 0 review comments**
+- account age: **4741 days**
+- recent public PR activity: **200 PRs** (20 merged / 28 closed-unmerged / 152 open; merged rate **10%**, closed-unmerged rate **14%**, open rate **76%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
+- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share**
+
+Example artifacts:
+- [PR #65175: fix(cron): persist sessionFile for isolated cron runs to prevent orphans](https://github.com/openclaw/openclaw/pull/65175) — open
+- [PR #65059: fix(minimax): use configured baseUrl for usage polling endpoint](https://github.com/openclaw/openclaw/pull/65059) — open
+- [PR #65058: fix(googlechat): accept add-on space lifecycle payload variants](https://github.com/openclaw/openclaw/pull/65058) — open
+
 ### `HOYALIM`
 
 - profile: [github.com/HOYALIM](https://github.com/HOYALIM)
@@ -6678,29 +6746,6 @@ 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
 
-### `wirjo`
-
-- profile: [github.com/wirjo](https://github.com/wirjo)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Awirjo)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Awirjo)
-- repo first seen: `2026-04-06T11:49:31Z`
-- repo last seen: `2026-04-18T23:20:12Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **9 comments / 1 reviews / 0 review comments**
-- account age: **5970 days**
-- recent public PR activity: **5 PRs** (0 merged / 2 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **40%**, open rate **60%**)
-- 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 #65952: fix(amazon-bedrock): add known model context windows to discovery](https://github.com/openclaw/openclaw/pull/65952) — open
-- [PR #64318: feat: Add unified Amazon plugin — Polly TTS, Transcribe STT, Nova Sonic realtime voice](https://github.com/openclaw/openclaw/pull/64318) — open
-- [PR #63457: feat: Add Amazon Polly TTS provider](https://github.com/openclaw/openclaw/pull/63457) — closed
-
 ### `kakahu2015`
 
 - profile: [github.com/kakahu2015](https://github.com/kakahu2015)
@@ -8072,29 +8117,6 @@ Example artifacts:
 - [Issue #65621: Local gateway RPC can fail with opaque 1006 errors and GatewayClient does not honor explicit deviceIdentity=null](https://github.com/openclaw/openclaw/issues/65621) — open
 - [Issue #53652: WhatsApp: HTML files silently fail to attach as documents](https://github.com/openclaw/openclaw/issues/53652) — open
 
-### `zhulijin1991`
-
-- profile: [github.com/zhulijin1991](https://github.com/zhulijin1991)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Azhulijin1991)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Azhulijin1991)
-- repo first seen: `2026-04-11T23:56:13Z`
-- repo last seen: `2026-04-12T00:17:42Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **1 PRs / 2 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **721 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 #65061: fix(codex): avoid image tool loops on vision turns and respect image-model providers](https://github.com/openclaw/openclaw/pull/65061) — open
-- [Issue #65052: Codex-native vision turns can stall when inbound images are present and the dynamic image tool remains exposed](https://github.com/openclaw/openclaw/issues/65052) — closed
-- [Issue #65050: Codex-native vision turns can stall when inbound images are present and the dynamic image tool remains exposed](https://github.com/openclaw/openclaw/issues/65050) — open
-
 ### `0riginal-claw`
 
 - profile: [github.com/0riginal-claw](https://github.com/0riginal-claw)
@@ -8447,6 +8469,28 @@ Example artifacts:
 - [PR #67788: fix: improve cli help and gateway guidance](https://github.com/openclaw/openclaw/pull/67788) — open
 - [Issue #53234: Feature Request: Native Kapso support as WhatsApp provider](https://github.com/openclaw/openclaw/issues/53234) — open
 
+### `dyz2102`
+
+- profile: [github.com/dyz2102](https://github.com/dyz2102)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Adyz2102)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Adyz2102)
+- repo first seen: `2026-04-18T23:47:21Z`
+- repo last seen: `2026-04-18T23:56:28Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **1 PRs / 1 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **3517 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: `ResumeHack`
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #68733: Prefer API audio providers before local fallback](https://github.com/openclaw/openclaw/pull/68733) — open, draft
+- [Issue #68727: Audio auto transcription can prefer local Whisper over API provider and break Groq multipart uploads](https://github.com/openclaw/openclaw/issues/68727) — open
+
 ### `earon-han`
 
 - profile: [github.com/earon-han](https://github.com/earon-han)
@@ -11291,27 +11335,6 @@ Example artifacts:
 Example artifacts:
 - [PR #65725: fix(browser): allow loopback CDP connections regardless of SSRF policy](https://github.com/openclaw/openclaw/pull/65725) — closed
 
-### `ender-wiggin-ai`
-
-- profile: [github.com/ender-wiggin-ai](https://github.com/ender-wiggin-ai)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aender-wiggin-ai)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aender-wiggin-ai)
-- repo first seen: `2026-04-16T16:39:39Z`
-- repo last seen: `2026-04-16T17:01:57Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **40 days**
-- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #67743: feat: correlate plugin approvals with executed tool calls](https://github.com/openclaw/openclaw/pull/67743) — closed
-
 ### `EOLreidc`
 
 - profile: [github.com/EOLreidc](https://github.com/EOLreidc)
@@ -11655,7 +11678,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Againeyllc)
 - repo first seen: `2026-04-18T22:29:01Z`
 - repo last seen: `2026-04-18T22:48:16Z`
-- 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**
@@ -11676,7 +11699,7 @@ Example artifacts:
 - 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: `2026-04-18T23:10:12Z`
-- 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**
@@ -13812,27 +13835,6 @@ Example artifacts:
 Example artifacts:
 - [PR #65680: feat: Streamline Feishu channel onboarding with QR code scan-to-create flow](https://github.com/openclaw/openclaw/pull/65680) — closed, merged
 
-### `Mehulupase01`
-
-- profile: [github.com/Mehulupase01](https://github.com/Mehulupase01)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AMehulupase01)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AMehulupase01)
-- repo first seen: `2026-04-11T23:56:45Z`
-- repo last seen: `2026-04-11T23:56:54Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **2289 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 #65051: Fix workspace skill grouping in Control Panel](https://github.com/openclaw/openclaw/pull/65051) — open
-
 ### `mfzzf`
 
 - profile: [github.com/mfzzf](https://github.com/mfzzf)
@@ -15563,7 +15565,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ASteady-ai)
 - repo first seen: `2026-04-18T22:24:42Z`
 - repo last seen: `2026-04-18T22:24:42Z`
-- 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**
@@ -15577,27 +15579,6 @@ Example artifacts:
 Example artifacts:
 - [PR #68708: [codex] Guard browser route continue race](https://github.com/openclaw/openclaw/pull/68708) — open, draft
 
-### `stroupaloop`
-
-- profile: [github.com/stroupaloop](https://github.com/stroupaloop)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Astroupaloop)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Astroupaloop)
-- repo first seen: `2026-04-18T14:50:16Z`
-- repo last seen: `2026-04-18T23:12:36Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **4952 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: `CommonKey`
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #68608: feat: allow prompt hooks to dynamically narrow tool surface](https://github.com/openclaw/openclaw/pull/68608) — open
-
 ### `sunkeysun`
 
 - profile: [github.com/sunkeysun](https://github.com/sunkeysun)

new_contributors.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:6e41a8f4cc035e3444cc6db552ba8b7d7230b31ee8c848f09ca5ad6bd54e7223
-size 97719
+oid sha256:d3bd300ae61775d716feaea99fea7fcb27ac6eb5d1fb91baffdb346117376c0b
+size 97552

pr_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:c1ec0bc1111c048898df373df3c899cd665b092949e95170ba07019b2189a5ae
-size 46856419
+oid sha256:b9dec84a81366a9f82127d3916f69f83c1ef0001ce84d87893a2ff4469ef3f96
+size 46872280

pr_diffs.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:aea1980dcd56cae05954a926297f264d4520f6891c04965075dfdd9fb971bb69
-size 121701979
+oid sha256:3f34809a7abb3c9453ba9720dcf0aca19e86e2c087b25c29d93277b286241bbb
+size 121765783

pr_files.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:03d45e83269058c936ae96bf168ab29fb3e7b9410ba1821382f9714aaf60d903
-size 96359547
+oid sha256:1c86882c5fb3d6458807f1c2a7354a735710f243a0e25bec807781333862401a
+size 97695572

pull_requests.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:143a98426035ea8c06f3b74efb2862da9060ab0f186aa44ff8dbaa2c7479b87f
-size 4870154
+oid sha256:e04f238e9168bdab032c30171958c9dcd3aba52992c8aae1a11e9ff62bf6a869
+size 4882923

review_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d5ea9ca148b6c0beeae53eecaf83a590361a286062349b383fd6acf949e9345e
-size 7478506
+oid sha256:83b6aa11bb72bce8b6c07e01a9c074a789000b68a70a5b631883cf373f23e629
+size 7489668

reviews.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:11a56398adbd29537f8a6f2875cd2ed202202c7992f2834bef3e97498fb633be
-size 1471771
+oid sha256:8df997dd5682817fabcf142a8995baaa3959f95ed63438e819ca7b0ab0753553
+size 1473873

snapshots/20260419T002035Z/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": 136694,
+    "issues": 4526,
+    "links": 44582,
+    "new_contributors": 716,
+    "pr_diffs": 3339,
+    "pr_files": 72045,
+    "pull_requests": 3339,
+    "review_comments": 17457,
+    "reviews": 13263,
+    "timeline_events": 54841
+  },
+  "crawl_started_at": "2026-04-19T00:20:35Z",
+  "delta_counts": {
+    "comments": 60,
+    "issue_stubs": 49,
+    "issues": 28,
+    "links": 92,
+    "pr_diffs": 21,
+    "pr_files": 1565,
+    "pull_requests": 21,
+    "review_comments": 546,
+    "reviews": 377,
+    "timeline_events": 1366
+  },
+  "extracted_at": "2026-04-19T00:20:35Z",
+  "repo": "openclaw/openclaw",
+  "snapshot_id": "20260419T002035Z",
+  "watermark": {
+    "effective_since": "2026-04-18T23:20:34Z",
+    "next_since": "2026-04-19T00:20:35Z"
+  }
+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260418T232034Z/manifest.json",
-  "latest_snapshot_id": "20260418T232034Z",
+  "archived_manifest_path": "snapshots/20260419T002035Z/manifest.json",
+  "latest_snapshot_id": "20260419T002035Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-04-18T23:20:34Z",
+  "next_since": "2026-04-19T00:20:35Z",
   "repo": "openclaw/openclaw",
-  "snapshot_dir": "snapshots/20260418T232034Z"
+  "snapshot_dir": "snapshots/20260419T002035Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-04-18T22:20:34Z",
-  "last_successful_snapshot_id": "20260418T232034Z",
-  "next_since": "2026-04-18T23:20:34Z",
+  "effective_since": "2026-04-18T23:20:34Z",
+  "last_successful_snapshot_id": "20260419T002035Z",
+  "next_since": "2026-04-19T00:20:35Z",
   "repo": "openclaw/openclaw",
-  "updated_at": "2026-04-18T23:20:34Z"
+  "updated_at": "2026-04-19T00:20:35Z"
 }