Refresh openclaw dataset snapshot 20260418T152034Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260418T142036Z`
+- latest snapshot: `20260418T152034Z`
 - 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:af20220cbd968e5717814ebb3669a433a0a0a708f5903ead794c496cd61c31e7
-size 67385886
+oid sha256:ce710630f3498a82e3ed752519910747918e78c605b34514d34a9aef5ce2f2c6
+size 67403680

events.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:2584a2ab720be55bb6af887b0692a71f39729c24c1d4012defbdae73e2d8ec28
-size 1056679
+oid sha256:3aa91402528bfe1fec4c586b3e51496194ec68fb0eb2c6d7b512b276c58d14a7
+size 1061507

issue_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:981c1c2ab18d55b0216ba6bca70fc6b69b10009b2348dcb8ee3656dfa2676af9
-size 20001034
+oid sha256:5c6d9bbf16a2539741017751442b61d705684c94800c10119655eebd005fa09f
+size 20004741

issues.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:ce6e7c43b37151cd60fe8fca1802dd493e823033ff3279c4521edfe95f0df9fa
-size 6724586
+oid sha256:e3a093b7ade6335b8997d6a68bdfd78b22f5c02f07faac8111158407c3bd815d
+size 6749072

links.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:0ec39efae9cf34c89492fffc72f8d2897c573e693e3b6dcc3cf569252289f187
-size 529054
+oid sha256:b0c5a2cb6fe729ca729820828b3bdc5291e8bbf5171f0bc61fdd9c26fcfdf0f7
+size 529720

manifest.json

@@ -5,35 +5,35 @@
     "new_contributors_parquet": "new_contributors.parquet"
   },
   "counts": {
-    "comments": 136364,
-    "issues": 4436,
-    "links": 44244,
-    "new_contributors": 715,
-    "pr_diffs": 3254,
-    "pr_files": 66875,
-    "pull_requests": 3254,
-    "review_comments": 16701,
-    "reviews": 12668,
-    "timeline_events": 52903
+    "comments": 136391,
+    "issues": 4447,
+    "links": 44300,
+    "new_contributors": 716,
+    "pr_diffs": 3264,
+    "pr_files": 66951,
+    "pull_requests": 3264,
+    "review_comments": 16841,
+    "reviews": 12788,
+    "timeline_events": 53069
   },
-  "crawl_started_at": "2026-04-18T14:20:36Z",
+  "crawl_started_at": "2026-04-18T15:20:34Z",
   "delta_counts": {
-    "comments": 71,
-    "issue_stubs": 73,
-    "issues": 19,
-    "links": 304,
-    "pr_diffs": 54,
-    "pr_files": 585,
-    "pull_requests": 54,
-    "review_comments": 1123,
-    "reviews": 762,
-    "timeline_events": 1689
+    "comments": 32,
+    "issue_stubs": 57,
+    "issues": 18,
+    "links": 198,
+    "pr_diffs": 39,
+    "pr_files": 629,
+    "pull_requests": 39,
+    "review_comments": 995,
+    "reviews": 725,
+    "timeline_events": 1697
   },
-  "extracted_at": "2026-04-18T14:20:36Z",
+  "extracted_at": "2026-04-18T15:20:34Z",
   "repo": "openclaw/openclaw",
-  "snapshot_id": "20260418T142036Z",
+  "snapshot_id": "20260418T152034Z",
   "watermark": {
-    "effective_since": "2026-04-18T13:20:34Z",
-    "next_since": "2026-04-18T14:20:36Z"
+    "effective_since": "2026-04-18T14:20:36Z",
+    "next_since": "2026-04-18T15:20:34Z"
   }
 }

new-contributors-report.json

@@ -1,26 +1,26 @@
 {
   "schema_version": "1.0",
   "repo": "openclaw/openclaw",
-  "snapshot_id": "20260418T142036Z",
-  "generated_at": "2026-04-18T14:23:25Z",
+  "snapshot_id": "20260418T152034Z",
+  "generated_at": "2026-04-18T15:22:50Z",
   "window_days": 7,
   "max_authors": 0,
   "instrumentation": {
-    "selected_contributors": 715,
+    "selected_contributors": 716,
     "first_seen_in_snapshot": 2,
     "known_via_prior_merged_pr": 111,
-    "previous_primary_author_count": 4368,
-    "selected_seen_in_previous_primary": 713,
-    "previous_report_contributor_count": 716,
-    "selected_overlap_previous_report": 713,
+    "previous_primary_author_count": 4381,
+    "selected_seen_in_previous_primary": 714,
+    "previous_report_contributor_count": 715,
+    "selected_overlap_previous_report": 714,
     "selected_overlap_previous_report_rate": 0.9972,
-    "reused_previous_report_entries": 705,
+    "reused_previous_report_entries": 706,
     "reused_known_merged_contributors": 110,
     "live_fetches": 10,
     "window_anchor": "run_time",
     "window_anchor_cacheable": false,
-    "enrichment_elapsed_seconds": 6.311,
-    "enrichment_avg_seconds_per_author": 0.009,
+    "enrichment_elapsed_seconds": 8.618,
+    "enrichment_avg_seconds_per_author": 0.012,
     "enrichment_failures": 8
   },
   "contributors": [
@@ -108,12 +108,12 @@
       "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Avincentkoc",
       "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Avincentkoc",
       "repo_first_seen_at": "2026-02-03T19:03:56Z",
-      "repo_last_seen_at": "2026-04-18T13:34:24Z",
+      "repo_last_seen_at": "2026-04-18T14:31:26Z",
       "repo_primary_artifact_count": 54,
-      "repo_artifact_count": 1918,
+      "repo_artifact_count": 1919,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 54,
-      "snapshot_comment_count": 1850,
+      "snapshot_comment_count": 1851,
       "snapshot_review_count": 7,
       "snapshot_review_comment_count": 7,
       "repo_association": "MEMBER",
@@ -164,8 +164,8 @@
             "number": 68577,
             "title": "fix(openrouter): parse visible reasoning_details output",
             "url": "https://github.com/openclaw/openclaw/pull/68577",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-04-18T13:29:48Z"
           },
@@ -191,14 +191,14 @@
       "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3A100yenadmin",
       "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3A100yenadmin",
       "repo_first_seen_at": "2026-03-15T18:31:56Z",
-      "repo_last_seen_at": "2026-04-18T14:20:59Z",
+      "repo_last_seen_at": "2026-04-18T15:14:13Z",
       "repo_primary_artifact_count": 100,
-      "repo_artifact_count": 2189,
+      "repo_artifact_count": 2314,
       "snapshot_issue_count": 49,
       "snapshot_pr_count": 51,
-      "snapshot_comment_count": 237,
-      "snapshot_review_count": 926,
-      "snapshot_review_comment_count": 926,
+      "snapshot_comment_count": 240,
+      "snapshot_review_count": 987,
+      "snapshot_review_comment_count": 987,
       "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -1781,14 +1781,14 @@
       "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amcaxtr",
       "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amcaxtr",
       "repo_first_seen_at": "2026-02-04T01:45:00Z",
-      "repo_last_seen_at": "2026-04-18T06:10:43Z",
+      "repo_last_seen_at": "2026-04-18T14:49:45Z",
       "repo_primary_artifact_count": 22,
-      "repo_artifact_count": 629,
+      "repo_artifact_count": 631,
       "snapshot_issue_count": 5,
       "snapshot_pr_count": 17,
       "snapshot_comment_count": 511,
-      "snapshot_review_count": 48,
-      "snapshot_review_comment_count": 48,
+      "snapshot_review_count": 49,
+      "snapshot_review_comment_count": 49,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -3922,13 +3922,13 @@
       "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amartingarramon",
       "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amartingarramon",
       "repo_first_seen_at": "2026-03-21T22:50:34Z",
-      "repo_last_seen_at": "2026-04-18T14:16:53Z",
+      "repo_last_seen_at": "2026-04-18T14:55:53Z",
       "repo_primary_artifact_count": 10,
-      "repo_artifact_count": 123,
+      "repo_artifact_count": 126,
       "snapshot_issue_count": 1,
       "snapshot_pr_count": 9,
       "snapshot_comment_count": 74,
-      "snapshot_review_count": 35,
+      "snapshot_review_count": 38,
       "snapshot_review_comment_count": 4,
       "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
@@ -8296,6 +8296,160 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "GaosCode",
+      "name": "MrBrain",
+      "profile_url": "https://github.com/GaosCode",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AGaosCode",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AGaosCode",
+      "repo_first_seen_at": "2026-04-09T08:32:17Z",
+      "repo_last_seen_at": "2026-04-18T14:25:27Z",
+      "repo_primary_artifact_count": 5,
+      "repo_artifact_count": 38,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 5,
+      "snapshot_comment_count": 1,
+      "snapshot_review_count": 16,
+      "snapshot_review_comment_count": 16,
+      "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": 632,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "moderate",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 7,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 1,
+        "open_pr_count": 6,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 0.1429,
+        "still_open_pr_rate": 0.8571,
+        "distinct_repos_with_authored_prs": 4,
+        "distinct_repos_with_open_prs": 3
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 68597,
+            "title": "fix(memory): block symlink escapes in memory_get",
+            "url": "https://github.com/openclaw/openclaw/pull/68597",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-18T14:25:27Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 68444,
+            "title": "fix(feishu): stop auto-forwarding mentions when disabled",
+            "url": "https://github.com/openclaw/openclaw/pull/68444",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-18T06:56:04Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 66305,
+            "title": "fix(model-catalog): cache empty catalog loads briefly",
+            "url": "https://github.com/openclaw/openclaw/pull/66305",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-14T03:24:11Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
+    {
+      "author_login": "jasonmakr",
+      "name": null,
+      "profile_url": "https://github.com/jasonmakr",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajasonmakr",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajasonmakr",
+      "repo_first_seen_at": "2026-04-18T02:14:36Z",
+      "repo_last_seen_at": "2026-04-18T14:28:11Z",
+      "repo_primary_artifact_count": 5,
+      "repo_artifact_count": 5,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 5,
+      "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": 39,
+      "young_account": true,
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "medium",
+      "heuristic_note": "very new account; high open PR share; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 1,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 1,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 1.0,
+        "distinct_repos_with_authored_prs": 1,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 68600,
+            "title": "fix(infra): prevent jitter from undercutting server-supplied Retry-After",
+            "url": "https://github.com/openclaw/openclaw/pull/68600",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-18T14:28:11Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 68512,
+            "title": "fix: treat cron runs with NO_REPLY tool results as silent success",
+            "url": "https://github.com/openclaw/openclaw/pull/68512",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-18T10:33:11Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 68473,
+            "title": "fix(memory-core): expand concept stopword list to filter transcript noise",
+            "url": "https://github.com/openclaw/openclaw/pull/68473",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-18T08:28:22Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "joshavant",
       "name": "Josh Avant",
@@ -9027,14 +9181,14 @@
       "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AFeelw00",
       "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AFeelw00",
       "repo_first_seen_at": "2026-04-08T11:13:23Z",
-      "repo_last_seen_at": "2026-04-18T14:19:35Z",
+      "repo_last_seen_at": "2026-04-18T14:55:01Z",
       "repo_primary_artifact_count": 8,
-      "repo_artifact_count": 26,
+      "repo_artifact_count": 33,
       "snapshot_issue_count": 4,
       "snapshot_pr_count": 4,
-      "snapshot_comment_count": 12,
-      "snapshot_review_count": 3,
-      "snapshot_review_comment_count": 3,
+      "snapshot_comment_count": 15,
+      "snapshot_review_count": 5,
+      "snapshot_review_comment_count": 5,
       "repo_association": "NONE",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -9774,83 +9928,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "bde1",
-      "name": null,
-      "profile_url": "https://github.com/bde1",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abde1",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abde1",
-      "repo_first_seen_at": "2026-04-11T14:50:02Z",
-      "repo_last_seen_at": "2026-04-11T20:30:32Z",
-      "repo_primary_artifact_count": 4,
-      "repo_artifact_count": 8,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 4,
-      "snapshot_comment_count": 4,
-      "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": "live",
-      "live_refetch_skipped": false,
-      "account_age_days": null,
-      "young_account": false,
-      "follow_through_score": "n/a",
-      "breadth_score": "n/a",
-      "automation_risk_signal": "n/a",
-      "heuristic_note": "summary unavailable",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": null,
-        "merged_pr_count": null,
-        "closed_unmerged_pr_count": null,
-        "open_pr_count": null,
-        "merged_pr_rate": null,
-        "closed_unmerged_pr_rate": null,
-        "still_open_pr_rate": null,
-        "distinct_repos_with_authored_prs": null,
-        "distinct_repos_with_open_prs": null
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 65003,
-            "title": "fix(cron): normalize malformed persisted job state on load",
-            "url": "https://github.com/openclaw/openclaw/pull/65003",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-11T20:30:32Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 64859,
-            "title": "fix(cli): stop misclassifying help/tool as plugin-gated",
-            "url": "https://github.com/openclaw/openclaw/pull/64859",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-11T15:15:02Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 64843,
-            "title": "fix(tui): recover footer state after stale run final",
-            "url": "https://github.com/openclaw/openclaw/pull/64843",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-11T14:52:35Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": "[{\"type\": \"NOT_FOUND\", \"path\": [\"user\"], \"locations\": [{\"line\": 13, \"column\": 3}], \"message\": \"Could not resolve to a User with the login of 'bde1'.\"}]"
-    },
     {
       "author_login": "briandevans",
       "name": "Brian D. Evans",
@@ -10085,83 +10162,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "GaosCode",
-      "name": "MrBrain",
-      "profile_url": "https://github.com/GaosCode",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AGaosCode",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AGaosCode",
-      "repo_first_seen_at": "2026-04-09T08:32:17Z",
-      "repo_last_seen_at": "2026-04-18T06:56:04Z",
-      "repo_primary_artifact_count": 4,
-      "repo_artifact_count": 37,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 4,
-      "snapshot_comment_count": 1,
-      "snapshot_review_count": 16,
-      "snapshot_review_comment_count": 16,
-      "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": 632,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "moderate",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high open PR share; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 7,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 1,
-        "open_pr_count": 6,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 0.1429,
-        "still_open_pr_rate": 0.8571,
-        "distinct_repos_with_authored_prs": 4,
-        "distinct_repos_with_open_prs": 3
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 68444,
-            "title": "fix(feishu): stop auto-forwarding mentions when disabled",
-            "url": "https://github.com/openclaw/openclaw/pull/68444",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-18T06:56:04Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 66305,
-            "title": "fix(model-catalog): cache empty catalog loads briefly",
-            "url": "https://github.com/openclaw/openclaw/pull/66305",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-14T03:24:11Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 65979,
-            "title": "fix(cron): normalize missing persisted job state",
-            "url": "https://github.com/openclaw/openclaw/pull/65979",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-13T14:23:41Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "holeshotclaw",
       "name": "holeshotclaw",
@@ -10316,83 +10316,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "jasonmakr",
-      "name": null,
-      "profile_url": "https://github.com/jasonmakr",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajasonmakr",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajasonmakr",
-      "repo_first_seen_at": "2026-04-18T02:14:36Z",
-      "repo_last_seen_at": "2026-04-18T10:33:11Z",
-      "repo_primary_artifact_count": 4,
-      "repo_artifact_count": 4,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 4,
-      "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": 39,
-      "young_account": true,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "medium",
-      "heuristic_note": "very new account; high open PR share; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 1,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 1,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 1.0,
-        "distinct_repos_with_authored_prs": 1,
-        "distinct_repos_with_open_prs": 1
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 68512,
-            "title": "fix: treat cron runs with NO_REPLY tool results as silent success",
-            "url": "https://github.com/openclaw/openclaw/pull/68512",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-18T10:33:11Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 68473,
-            "title": "fix(memory-core): expand concept stopword list to filter transcript noise",
-            "url": "https://github.com/openclaw/openclaw/pull/68473",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-18T08:28:22Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 68408,
-            "title": "fix(memory-core): strip dreaming managed blocks from daily memory reads",
-            "url": "https://github.com/openclaw/openclaw/pull/68408",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-18T04:40:57Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "KeWang0622",
       "name": "Ke Wang",
@@ -11731,6 +11654,83 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "alekseivarin-gif",
+      "name": null,
+      "profile_url": "https://github.com/alekseivarin-gif",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aalekseivarin-gif",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aalekseivarin-gif",
+      "repo_first_seen_at": "2026-04-18T13:06:54Z",
+      "repo_last_seen_at": "2026-04-18T14:31:15Z",
+      "repo_primary_artifact_count": 3,
+      "repo_artifact_count": 4,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 3,
+      "snapshot_comment_count": 1,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "NONE",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
+      "known_via_prior_merged_pr": false,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
+      "account_age_days": 0,
+      "young_account": true,
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "medium",
+      "heuristic_note": "very new account; high open PR share; no visible non-self stars; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 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": 68601,
+            "title": "docs: extend assistant-first framing to feature and help hubs",
+            "url": "https://github.com/openclaw/openclaw/pull/68601",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-18T14:28:16Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 68591,
+            "title": "docs: extend assistant-first framing to feature and help hubs",
+            "url": "https://github.com/openclaw/openclaw/pull/68591",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-18T14:08:30Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 68564,
+            "title": "docs: shift user-facing copy toward assistant-first positioning",
+            "url": "https://github.com/openclaw/openclaw/pull/68564",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-18T13:06:54Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "Ante042",
       "name": "Ante",
@@ -15804,73 +15804,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "alekseivarin-gif",
-      "name": null,
-      "profile_url": "https://github.com/alekseivarin-gif",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aalekseivarin-gif",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aalekseivarin-gif",
-      "repo_first_seen_at": "2026-04-18T13:06:54Z",
-      "repo_last_seen_at": "2026-04-18T14:08:30Z",
-      "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": 0,
-      "young_account": true,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "medium",
-      "heuristic_note": "very new account; high open PR share; no visible non-self stars; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 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": 68591,
-            "title": "docs: extend assistant-first framing to feature and help hubs",
-            "url": "https://github.com/openclaw/openclaw/pull/68591",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-18T14:08:30Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 68564,
-            "title": "docs: shift user-facing copy toward assistant-first positioning",
-            "url": "https://github.com/openclaw/openclaw/pull/68564",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-18T13:06:54Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "alexlomt",
       "name": null,
@@ -17292,6 +17225,73 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "josmithiii",
+      "name": "Julius Smith",
+      "profile_url": "https://github.com/josmithiii",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajosmithiii",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajosmithiii",
+      "repo_first_seen_at": "2026-04-14T06:34:16Z",
+      "repo_last_seen_at": "2026-04-18T14:44:00Z",
+      "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": 4984,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 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": 68607,
+            "title": "fix(google): strip thinkingBudget=0 for gemini-2.5-pro thinking-required model",
+            "url": "https://github.com/openclaw/openclaw/pull/68607",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-18T14:44:00Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 66384,
+            "title": "fix(google): strip thinkingBudget=0 for gemini-2.5-pro thinking-required model",
+            "url": "https://github.com/openclaw/openclaw/pull/66384",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-14T06:34:16Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "JQRobert",
       "name": null,
@@ -20216,6 +20216,83 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "bde1",
+      "name": null,
+      "profile_url": "https://github.com/bde1",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abde1",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abde1",
+      "repo_first_seen_at": "2026-04-11T14:50:02Z",
+      "repo_last_seen_at": "2026-04-11T20:30:32Z",
+      "repo_primary_artifact_count": 4,
+      "repo_artifact_count": 8,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 4,
+      "snapshot_comment_count": 4,
+      "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": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": null,
+      "young_account": false,
+      "follow_through_score": "n/a",
+      "breadth_score": "n/a",
+      "automation_risk_signal": "n/a",
+      "heuristic_note": "summary unavailable",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": null,
+        "merged_pr_count": null,
+        "closed_unmerged_pr_count": null,
+        "open_pr_count": null,
+        "merged_pr_rate": null,
+        "closed_unmerged_pr_rate": null,
+        "still_open_pr_rate": null,
+        "distinct_repos_with_authored_prs": null,
+        "distinct_repos_with_open_prs": null
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 65003,
+            "title": "fix(cron): normalize malformed persisted job state on load",
+            "url": "https://github.com/openclaw/openclaw/pull/65003",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-11T20:30:32Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 64859,
+            "title": "fix(cli): stop misclassifying help/tool as plugin-gated",
+            "url": "https://github.com/openclaw/openclaw/pull/64859",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-11T15:15:02Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 64843,
+            "title": "fix(tui): recover footer state after stale run final",
+            "url": "https://github.com/openclaw/openclaw/pull/64843",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-11T14:52:35Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": "[{\"type\": \"NOT_FOUND\", \"path\": [\"user\"], \"locations\": [{\"line\": 13, \"column\": 3}], \"message\": \"Could not resolve to a User with the login of 'bde1'.\"}]"
+    },
     {
       "author_login": "drvoss",
       "name": "jason",
@@ -23855,12 +23932,12 @@
       "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajinon86",
       "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajinon86",
       "repo_first_seen_at": "2026-04-17T15:05:24Z",
-      "repo_last_seen_at": "2026-04-18T12:46:51Z",
+      "repo_last_seen_at": "2026-04-18T15:11:36Z",
       "repo_primary_artifact_count": 5,
-      "repo_artifact_count": 6,
+      "repo_artifact_count": 8,
       "snapshot_issue_count": 4,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 1,
+      "snapshot_comment_count": 3,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "NONE",
@@ -35743,63 +35820,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "grandmamischief",
-      "name": null,
-      "profile_url": "https://github.com/grandmamischief",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Agrandmamischief",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Agrandmamischief",
-      "repo_first_seen_at": "2026-04-11T15:11:35Z",
-      "repo_last_seen_at": "2026-04-11T15:11:35Z",
-      "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 1,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 1,
-      "snapshot_comment_count": 0,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "NONE",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 763,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high open PR share; no visible non-self stars; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 1,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 1,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 1.0,
-        "distinct_repos_with_authored_prs": 1,
-        "distinct_repos_with_open_prs": 1
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 64857,
-            "title": "daemon: recover launch agent restart + prefer restart wake path",
-            "url": "https://github.com/openclaw/openclaw/pull/64857",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-11T15:11:35Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "grimmjoww",
       "name": "grimmjoww578",
@@ -37918,14 +37938,14 @@
       "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajdc4429",
       "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajdc4429",
       "repo_first_seen_at": "2026-04-12T20:57:07Z",
-      "repo_last_seen_at": "2026-04-17T04:21:08Z",
+      "repo_last_seen_at": "2026-04-18T14:51:06Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 161,
+      "repo_artifact_count": 163,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
       "snapshot_comment_count": 0,
-      "snapshot_review_count": 80,
-      "snapshot_review_comment_count": 80,
+      "snapshot_review_count": 81,
+      "snapshot_review_comment_count": 81,
       "repo_association": "NONE",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -38768,63 +38788,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "josmithiii",
-      "name": "Julius Smith",
-      "profile_url": "https://github.com/josmithiii",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajosmithiii",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajosmithiii",
-      "repo_first_seen_at": "2026-04-14T06:34:16Z",
-      "repo_last_seen_at": "2026-04-18T13:10:52Z",
-      "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": 4984,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 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": 66384,
-            "title": "fix(google): strip thinkingBudget=0 for gemini-2.5-pro thinking-required model",
-            "url": "https://github.com/openclaw/openclaw/pull/66384",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-14T06:34:16Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "juliopx",
       "name": "Julio Manuel L\u00f3pez Tercero",
@@ -41755,6 +41718,65 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "MotherSphere",
+      "name": null,
+      "profile_url": "https://github.com/MotherSphere",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AMotherSphere",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AMotherSphere",
+      "repo_first_seen_at": "2026-04-18T14:28:07Z",
+      "repo_last_seen_at": "2026-04-18T14:28:07Z",
+      "repo_primary_artifact_count": 1,
+      "repo_artifact_count": 1,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 1,
+      "snapshot_comment_count": 0,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "NONE",
+      "new_to_repo": true,
+      "first_seen_in_snapshot": true,
+      "known_via_prior_merged_pr": false,
+      "report_reason": "first_seen_in_snapshot",
+      "enrichment_source": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 198,
+      "young_account": true,
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "young account; high open PR share; targets high-star repos",
+      "public_orgs": [
+        "Project-Colony"
+      ],
+      "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": 68599,
+            "title": "agents/compaction: hint at toolResultMaxChars when overflow persists after compaction",
+            "url": "https://github.com/openclaw/openclaw/pull/68599",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-18T14:28:07Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "mylesdebastion",
       "name": "Myles de Bastion",
@@ -43025,12 +43047,12 @@
       "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": 4842,
       "young_account": false,
       "follow_through_score": "weak",
@@ -43244,12 +43266,12 @@
       "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Apoiskgit",
       "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Apoiskgit",
       "repo_first_seen_at": "2026-04-17T10:13:36Z",
-      "repo_last_seen_at": "2026-04-17T10:52:22Z",
+      "repo_last_seen_at": "2026-04-18T15:20:31Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 3,
+      "repo_artifact_count": 4,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 2,
+      "snapshot_comment_count": 3,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "NONE",
@@ -46040,6 +46062,65 @@
       },
       "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": "2026-04-18T14:50:16Z",
+      "repo_primary_artifact_count": 1,
+      "repo_artifact_count": 1,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 1,
+      "snapshot_comment_count": 0,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "NONE",
+      "new_to_repo": true,
+      "first_seen_in_snapshot": true,
+      "known_via_prior_merged_pr": false,
+      "report_reason": "first_seen_in_snapshot",
+      "enrichment_source": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 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",
@@ -48469,12 +48550,12 @@
       "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": 2598,
       "young_account": false,
       "follow_through_score": "weak",

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: openclaw/openclaw
 
-- Snapshot: `20260418T142036Z`
-- Generated: `2026-04-18T14:23:25Z`
+- Snapshot: `20260418T152034Z`
+- Generated: `2026-04-18T15:22:50Z`
 - Activity window: `7d`
-- Contributors: `715`
+- Contributors: `716`
 
 ## Summary
 
@@ -108,6 +108,8 @@
 | `sliverp` | [profile](https://github.com/sliverp) | no | MEMBER | 2933d | `2026-02-06T14:44:05Z` | 5 | 1 | mixed | low | low | targets high-star repos |
 | `altaywtf` | [profile](https://github.com/altaywtf) | no | MEMBER | 4168d | `2026-03-01T16:30:13Z` | 5 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `defonota3box` | [profile](https://github.com/defonota3box) | no | NONE | 121d | `2026-04-13T22:54:16Z` | 5 | 0 | weak | low | medium | young account; high open PR share; targets high-star repos |
+| `GaosCode` | [profile](https://github.com/GaosCode) | no | CONTRIBUTOR | 632d | `2026-04-09T08:32:17Z` | 5 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
+| `jasonmakr` | [profile](https://github.com/jasonmakr) | no | NONE | 39d | `2026-04-18T02:14:36Z` | 5 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `joshavant` | [profile](https://github.com/joshavant) | no | CONTRIBUTOR | 5430d | `2026-02-19T23:12:53Z` | 5 | 0 | strong | low | low | targets high-star repos |
 | `likewen-tech` | [profile](https://github.com/likewen-tech) | no | NONE | 477d | `2026-04-17T13:44:27Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `plgonzalezrx8` | [profile](https://github.com/plgonzalezrx8) | no | CONTRIBUTOR | 3595d | `2026-01-31T01:53:17Z` | 5 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
@@ -125,14 +127,11 @@
 | `Joel-Claw` | [profile](https://github.com/Joel-Claw) | no | NONE | 7d | `2026-04-14T17:55:10Z` | 4 | 1 | weak | low | medium | very new account; high open PR share; no visible non-self stars |
 | `joelnishanth` | [profile](https://github.com/joelnishanth) | no | CONTRIBUTOR | 1003d | `2026-02-24T01:34:00Z` | 4 | 1 | strong | low | low | targets high-star repos |
 | `WayChan` | [profile](https://github.com/WayChan) | no | NONE | 3842d | `2026-04-15T12:42:46Z` | 4 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `bde1` | [profile](https://github.com/bde1) | no | CONTRIBUTOR | ?d | `2026-04-11T14:50:02Z` | 4 | 0 | n/a | n/a | n/a | summary unavailable |
 | `briandevans` | [profile](https://github.com/briandevans) | no | CONTRIBUTOR | 103d | `2026-04-14T01:48:32Z` | 4 | 0 | weak | low | medium | young account; high open PR share; targets high-star repos |
 | `bulutmuf` | [profile](https://github.com/bulutmuf) | no | NONE | 340d | `2026-04-15T13:34:46Z` | 4 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; targets high-star repos |
 | `dutifulbob` | [profile](https://github.com/dutifulbob) | no | CONTRIBUTOR | 60d | `2026-02-22T13:07:44Z` | 4 | 0 | strong | moderate | low | very new account; high recent PR volume; no visible non-self stars |
-| `GaosCode` | [profile](https://github.com/GaosCode) | no | CONTRIBUTOR | 632d | `2026-04-09T08:32:17Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `holeshotclaw` | [profile](https://github.com/holeshotclaw) | no | NONE | 12d | `2026-04-14T22:45:43Z` | 4 | 0 | n/a | low | medium | very new account; no visible non-self stars |
 | `hoyanhan` | [profile](https://github.com/hoyanhan) | no | NONE | 2697d | `2026-04-16T11:24:49Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `jasonmakr` | [profile](https://github.com/jasonmakr) | no | NONE | 39d | `2026-04-18T02:14:36Z` | 4 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `KeWang0622` | [profile](https://github.com/KeWang0622) | no | NONE | 3176d | `2026-04-12T22:12:52Z` | 4 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `moorsecopers99` | [profile](https://github.com/moorsecopers99) | no | NONE | 2665d | `2026-04-15T11:43:40Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `RoLuoGan` | [profile](https://github.com/RoLuoGan) | no | NONE | 575d | `2026-04-14T03:58:53Z` | 4 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -149,6 +148,7 @@
 | `anyech` | [profile](https://github.com/anyech) | no | NONE | 4236d | `2026-02-23T04:42:33Z` | 3 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `yoanndefay` | [profile](https://github.com/yoanndefay) | no | NONE | 2166d | `2026-04-13T15:13:19Z` | 3 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `akinshaywai` | [profile](https://github.com/akinshaywai) | no | NONE | 1855d | `2026-04-15T23:06:37Z` | 3 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
+| `alekseivarin-gif` | [profile](https://github.com/alekseivarin-gif) | no | NONE | 0d | `2026-04-18T13:06:54Z` | 3 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Ante042` | [profile](https://github.com/Ante042) | no | NONE | 2859d | `2026-04-18T13:02:47Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `bluesky6868` | [profile](https://github.com/bluesky6868) | no | NONE | 3181d | `2026-04-17T22:26:25Z` | 3 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `damselem` | [profile](https://github.com/damselem) | no | CONTRIBUTOR | 6104d | `2026-04-12T09:37:25Z` | 3 | 0 | n/a | low | low | no visible non-self stars |
@@ -198,7 +198,6 @@
 | `wzhgba` | [profile](https://github.com/wzhgba) | no | NONE | 4060d | `2026-04-14T16:57:48Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `ademczuk` | [profile](https://github.com/ademczuk) | no | CONTRIBUTOR | 4629d | `2026-02-23T17:59:33Z` | 2 | 0 | weak | low | low | targets high-star repos |
 | `akashmahlaz` | [profile](https://github.com/akashmahlaz) | no | NONE | 452d | `2026-04-16T07:39:37Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `alekseivarin-gif` | [profile](https://github.com/alekseivarin-gif) | no | NONE | 0d | `2026-04-18T13:06:54Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `alexlomt` | [profile](https://github.com/alexlomt) | no | NONE | 582d | `2026-04-14T18:25:56Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Aliciawque` | [profile](https://github.com/Aliciawque) | no | NONE | 734d | `2026-04-15T03:33:14Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `apocalypse9949` | [profile](https://github.com/apocalypse9949) | no | NONE | 1150d | `2026-04-11T20:07:39Z` | 2 | 0 | weak | moderate | low | high open PR share |
@@ -220,6 +219,7 @@
 | `IshanDaga` | [profile](https://github.com/IshanDaga) | no | NONE | 4222d | `2026-04-13T19:01:38Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `isopenclaw` | [profile](https://github.com/isopenclaw) | no | NONE | 48d | `2026-04-16T01:27:05Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `iubns` | [profile](https://github.com/iubns) | no | NONE | 4512d | `2026-03-17T18:37:20Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `josmithiii` | [profile](https://github.com/josmithiii) | no | NONE | 4984d | `2026-04-14T06:34:16Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `JQRobert` | [profile](https://github.com/JQRobert) | no | NONE | 46d | `2026-04-13T05:33:05Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `jquadrino` | [profile](https://github.com/jquadrino) | no | NONE | 533d | `2026-02-21T06:24:49Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `kvnkho` | [profile](https://github.com/kvnkho) | no | NONE | 3116d | `2026-04-13T21:57:52Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -262,6 +262,7 @@
 | `ShionEria` | [profile](https://github.com/ShionEria) | no | CONTRIBUTOR | 35d | `2026-03-16T10:11:17Z` | 5 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `fuller-stack-dev` | [profile](https://github.com/fuller-stack-dev) | no | CONTRIBUTOR | 55d | `2026-03-02T21:04:55Z` | 4 | 1 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `web3blind` | [profile](https://github.com/web3blind) | no | NONE | 46d | `2026-03-21T14:20:44Z` | 4 | 1 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
+| `bde1` | [profile](https://github.com/bde1) | no | CONTRIBUTOR | ?d | `2026-04-11T14:50:02Z` | 4 | 0 | n/a | n/a | n/a | summary unavailable |
 | `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 |
 | `extrasmall0` | [profile](https://github.com/extrasmall0) | no | CONTRIBUTOR | 77d | `2026-03-07T15:35:58Z` | 4 | 0 | weak | moderate | medium | very new account; 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 |
@@ -498,7 +499,6 @@
 | `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 |
-| `grandmamischief` | [profile](https://github.com/grandmamischief) | no | NONE | 763d | `2026-04-11T15:11:35Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `grimmjoww` | [profile](https://github.com/grimmjoww) | no | NONE | 3584d | `2026-04-18T10:03:57Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `groovetandon` | [profile](https://github.com/groovetandon) | no | NONE | 3339d | `2026-04-16T01:30:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `gztony` | [profile](https://github.com/gztony) | no | NONE | 3302d | `2026-04-13T04:31:10Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -551,7 +551,6 @@
 | `joeyfrasier` | [profile](https://github.com/joeyfrasier) | no | NONE | 3894d | `2026-02-18T11:51:54Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `john-vainio` | [profile](https://github.com/john-vainio) | no | NONE | 1529d | `2026-04-17T05:05:56Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `johnstarks03` | [profile](https://github.com/johnstarks03) | no | NONE | 44d | `2026-04-13T15:10:00Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `josmithiii` | [profile](https://github.com/josmithiii) | no | NONE | 4984d | `2026-04-14T06:34:16Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `juliopx` | [profile](https://github.com/juliopx) | no | NONE | 4257d | `2026-03-19T15:53:01Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `JuniperSling` | [profile](https://github.com/JuniperSling) | no | NONE | 1866d | `2026-04-18T07:51:44Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `JUSTICEESSIELP` | [profile](https://github.com/JUSTICEESSIELP) | no | NONE | 2109d | `2026-04-13T01:54:28Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -603,6 +602,7 @@
 | `mktcode` | [profile](https://github.com/mktcode) | no | NONE | 4431d | `2026-04-14T17:42:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `mofolo` | [profile](https://github.com/mofolo) | no | NONE | 5117d | `2026-04-16T05:46:07Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `mohuaxiao` | [profile](https://github.com/mohuaxiao) | no | NONE | 79d | `2026-04-12T16:28:41Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
+| `MotherSphere` | [profile](https://github.com/MotherSphere) | yes | NONE | 198d | `2026-04-18T14:28:07Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `mylesdebastion` | [profile](https://github.com/mylesdebastion) | no | NONE | 2781d | `2026-01-28T22:26:25Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `neilofneils404` | [profile](https://github.com/neilofneils404) | no | NONE | 74d | `2026-04-16T22:29:09Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `neiro-yuchat` | [profile](https://github.com/neiro-yuchat) | no | NONE | 72d | `2026-04-11T17:45:15Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
@@ -625,7 +625,7 @@
 | `pandego` | [profile](https://github.com/pandego) | no | CONTRIBUTOR | 4334d | `2026-02-20T21:19:18Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `paramiao` | [profile](https://github.com/paramiao) | no | NONE | 5277d | `2026-04-16T13:42:00Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `patricklee001` | [profile](https://github.com/patricklee001) | no | NONE | 46d | `2026-04-17T14:39:01Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
-| `peking2` | [profile](https://github.com/peking2) | yes | NONE | 4842d | `2026-04-18T14:09:14Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `peking2` | [profile](https://github.com/peking2) | no | NONE | 4842d | `2026-04-18T14:09:14Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `phxwang` | [profile](https://github.com/phxwang) | no | NONE | 5350d | `2026-04-12T14:23:12Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `Phymath` | [profile](https://github.com/Phymath) | no | NONE | 3506d | `2026-04-16T16:48:45Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `plokomarketing-ai` | [profile](https://github.com/plokomarketing-ai) | no | NONE | 99d | `2026-04-16T14:14:10Z` | 1 | 0 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -678,6 +678,7 @@
 | `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 |
+| `stroupaloop` | [profile](https://github.com/stroupaloop) | yes | NONE | 4952d | `2026-04-18T14:50:16Z` | 1 | 0 | weak | low | low | high open PR share; 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 |
@@ -720,7 +721,7 @@
 | `yosit` | [profile](https://github.com/yosit) | no | NONE | 6065d | `2026-04-14T13:06:45Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
 | `YoungMoneyInvestments` | [profile](https://github.com/YoungMoneyInvestments) | no | NONE | 932d | `2026-02-23T16:58:16Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `yxjsxy` | [profile](https://github.com/yxjsxy) | no | CONTRIBUTOR | 3041d | `2026-04-18T00:21:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `ZackaryShen` | [profile](https://github.com/ZackaryShen) | yes | NONE | 2598d | `2026-04-18T13:48:28Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share |
+| `ZackaryShen` | [profile](https://github.com/ZackaryShen) | no | NONE | 2598d | `2026-04-18T13:48:28Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share |
 | `zeroasterisk` | [profile](https://github.com/zeroasterisk) | no | CONTRIBUTOR | 6430d | `2026-04-11T22:07:01Z` | 1 | 0 | mixed | low | low | targets high-star repos |
 | `Zetarcos` | [profile](https://github.com/Zetarcos) | no | NONE | 1265d | `2026-04-17T07:36:00Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `zrt-ai-lab` | [profile](https://github.com/zrt-ai-lab) | no | NONE | 3613d | `2026-04-14T02:47:26Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -756,12 +757,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Avincentkoc)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Avincentkoc)
 - repo first seen: `2026-02-03T19:03:56Z`
-- repo last seen: `2026-04-18T13:34:24Z`
+- repo last seen: `2026-04-18T14:31:26Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **54**
 - snapshot authored PRs/issues: **54 PRs / 0 issues**
-- snapshot discussion activity: **1850 comments / 7 reviews / 7 review comments**
+- snapshot discussion activity: **1851 comments / 7 reviews / 7 review comments**
 - account age: **6420 days**
 - recent public PR activity: **44 PRs** (35 merged / 3 closed-unmerged / 6 open; merged rate **80%**, closed-unmerged rate **7%**, open rate **14%**)
 - public orgs: `comet-ml`, `Orange-Submarine`, `kontology`, `Locomotive-Ventures`, `openclaw`
@@ -770,7 +771,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #68579: fix(models): resolve openrouter compat aliases](https://github.com/openclaw/openclaw/pull/68579) — open
-- [PR #68577: fix(openrouter): parse visible reasoning_details output](https://github.com/openclaw/openclaw/pull/68577) — open
+- [PR #68577: fix(openrouter): parse visible reasoning_details output](https://github.com/openclaw/openclaw/pull/68577) — closed, merged
 - [PR #68574: fix(openrouter): heal stale provider base urls](https://github.com/openclaw/openclaw/pull/68574) — open
 
 ### `100yenadmin`
@@ -779,12 +780,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3A100yenadmin)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3A100yenadmin)
 - repo first seen: `2026-03-15T18:31:56Z`
-- repo last seen: `2026-04-18T14:20:59Z`
+- repo last seen: `2026-04-18T15:14:13Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **100**
 - snapshot authored PRs/issues: **51 PRs / 49 issues**
-- snapshot discussion activity: **237 comments / 926 reviews / 926 review comments**
+- snapshot discussion activity: **240 comments / 987 reviews / 987 review comments**
 - account age: **178 days**
 - recent public PR activity: **81 PRs** (21 merged / 36 closed-unmerged / 24 open; merged rate **26%**, closed-unmerged rate **44%**, open rate **30%**)
 - public orgs: `electricsheephq`
@@ -1212,12 +1213,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amcaxtr)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amcaxtr)
 - repo first seen: `2026-02-04T01:45:00Z`
-- repo last seen: `2026-04-18T06:10:43Z`
+- repo last seen: `2026-04-18T14:49:45Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **22**
 - snapshot authored PRs/issues: **17 PRs / 5 issues**
-- snapshot discussion activity: **511 comments / 48 reviews / 48 review comments**
+- snapshot discussion activity: **511 comments / 49 reviews / 49 review comments**
 - account age: **4358 days**
 - recent public PR activity: **13 PRs** (5 merged / 1 closed-unmerged / 7 open; merged rate **38%**, closed-unmerged rate **8%**, open rate **54%**)
 - public orgs: `openclaw`
@@ -1822,12 +1823,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amartingarramon)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amartingarramon)
 - repo first seen: `2026-03-21T22:50:34Z`
-- repo last seen: `2026-04-18T14:16:53Z`
+- repo last seen: `2026-04-18T14:55:53Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **10**
 - snapshot authored PRs/issues: **9 PRs / 1 issues**
-- snapshot discussion activity: **74 comments / 35 reviews / 4 review comments**
+- snapshot discussion activity: **74 comments / 38 reviews / 4 review comments**
 - account age: **49 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
@@ -3063,6 +3064,52 @@ Example artifacts:
 - [PR #66199: security: wrap iMessage inbound DM body via wrapExternalContent](https://github.com/openclaw/openclaw/pull/66199) — open
 - [PR #66198: security: wrap Signal inbound DM body via wrapExternalContent](https://github.com/openclaw/openclaw/pull/66198) — open
 
+### `GaosCode`
+
+- profile: [github.com/GaosCode](https://github.com/GaosCode)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AGaosCode)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AGaosCode)
+- repo first seen: `2026-04-09T08:32:17Z`
+- repo last seen: `2026-04-18T14:25:27Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **5 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 16 reviews / 16 review comments**
+- account age: **632 days**
+- recent public PR activity: **7 PRs** (0 merged / 1 closed-unmerged / 6 open; merged rate **0%**, closed-unmerged rate **14%**, open rate **86%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #68597: fix(memory): block symlink escapes in memory_get](https://github.com/openclaw/openclaw/pull/68597) — open
+- [PR #68444: fix(feishu): stop auto-forwarding mentions when disabled](https://github.com/openclaw/openclaw/pull/68444) — open
+- [PR #66305: fix(model-catalog): cache empty catalog loads briefly](https://github.com/openclaw/openclaw/pull/66305) — open
+
+### `jasonmakr`
+
+- profile: [github.com/jasonmakr](https://github.com/jasonmakr)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajasonmakr)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajasonmakr)
+- repo first seen: `2026-04-18T02:14:36Z`
+- repo last seen: `2026-04-18T14:28:11Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **5 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **39 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **very new account; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #68600: fix(infra): prevent jitter from undercutting server-supplied Retry-After](https://github.com/openclaw/openclaw/pull/68600) — open
+- [PR #68512: fix: treat cron runs with NO_REPLY tool results as silent success](https://github.com/openclaw/openclaw/pull/68512) — open
+- [PR #68473: fix(memory-core): expand concept stopword list to filter transcript noise](https://github.com/openclaw/openclaw/pull/68473) — open
+
 ### `joshavant`
 
 - profile: [github.com/joshavant](https://github.com/joshavant)
@@ -3279,12 +3326,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AFeelw00)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AFeelw00)
 - repo first seen: `2026-04-08T11:13:23Z`
-- repo last seen: `2026-04-18T14:19:35Z`
+- repo last seen: `2026-04-18T14:55:01Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **4 PRs / 4 issues**
-- snapshot discussion activity: **12 comments / 3 reviews / 3 review comments**
+- snapshot discussion activity: **15 comments / 5 reviews / 5 review comments**
 - account age: **2690 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
@@ -3470,30 +3517,6 @@ Example artifacts:
 - [PR #67223: fix(acp): reuse existing session key for persistent spawns with same label](https://github.com/openclaw/openclaw/pull/67223) — closed, draft
 - [Issue #67965: skills.test.ts: workflows_review command missing in buildWorkspaceSkillCommandSpecs (pre-existing on main)](https://github.com/openclaw/openclaw/issues/67965) — closed
 
-### `bde1`
-
-- profile: [github.com/bde1](https://github.com/bde1)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abde1)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abde1)
-- repo first seen: `2026-04-11T14:50:02Z`
-- repo last seen: `2026-04-11T20:30:32Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **? days**
-- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
-- public orgs: none visible
-- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
-- heuristic read: **summary unavailable**
-- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'bde1'."}]`
-
-Example artifacts:
-- [PR #65003: fix(cron): normalize malformed persisted job state on load](https://github.com/openclaw/openclaw/pull/65003) — open
-- [PR #64859: fix(cli): stop misclassifying help/tool as plugin-gated](https://github.com/openclaw/openclaw/pull/64859) — closed
-- [PR #64843: fix(tui): recover footer state after stale run final](https://github.com/openclaw/openclaw/pull/64843) — closed
-
 ### `briandevans`
 
 - profile: [github.com/briandevans](https://github.com/briandevans)
@@ -3563,29 +3586,6 @@ Example artifacts:
 - [PR #65922: fix: stop repeated unknown-tool loops](https://github.com/openclaw/openclaw/pull/65922) — closed, merged
 - [PR #65807: fix: extract shared session status runtime](https://github.com/openclaw/openclaw/pull/65807) — closed, merged
 
-### `GaosCode`
-
-- profile: [github.com/GaosCode](https://github.com/GaosCode)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AGaosCode)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AGaosCode)
-- repo first seen: `2026-04-09T08:32:17Z`
-- repo last seen: `2026-04-18T06:56:04Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 16 reviews / 16 review comments**
-- account age: **632 days**
-- recent public PR activity: **7 PRs** (0 merged / 1 closed-unmerged / 6 open; merged rate **0%**, closed-unmerged rate **14%**, open rate **86%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #68444: fix(feishu): stop auto-forwarding mentions when disabled](https://github.com/openclaw/openclaw/pull/68444) — open
-- [PR #66305: fix(model-catalog): cache empty catalog loads briefly](https://github.com/openclaw/openclaw/pull/66305) — open
-- [PR #65979: fix(cron): normalize missing persisted job state](https://github.com/openclaw/openclaw/pull/65979) — open
-
 ### `holeshotclaw`
 
 - profile: [github.com/holeshotclaw](https://github.com/holeshotclaw)
@@ -3632,29 +3632,6 @@ Example artifacts:
 - [PR #67652: fix(reply-payload): preserve media alias attachments](https://github.com/openclaw/openclaw/pull/67652) — open
 - [PR #67647: fix(compact): use resolved context tokens in summary](https://github.com/openclaw/openclaw/pull/67647) — open
 
-### `jasonmakr`
-
-- profile: [github.com/jasonmakr](https://github.com/jasonmakr)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajasonmakr)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajasonmakr)
-- repo first seen: `2026-04-18T02:14:36Z`
-- repo last seen: `2026-04-18T10:33:11Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **39 days**
-- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **very new account; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #68512: fix: treat cron runs with NO_REPLY tool results as silent success](https://github.com/openclaw/openclaw/pull/68512) — open
-- [PR #68473: fix(memory-core): expand concept stopword list to filter transcript noise](https://github.com/openclaw/openclaw/pull/68473) — open
-- [PR #68408: fix(memory-core): strip dreaming managed blocks from daily memory reads](https://github.com/openclaw/openclaw/pull/68408) — open
-
 ### `KeWang0622`
 
 - profile: [github.com/KeWang0622](https://github.com/KeWang0622)
@@ -4032,6 +4009,29 @@ Example artifacts:
 - [PR #67431: fix(ui): add aria-label to icon-only buttons missing accessible names](https://github.com/openclaw/openclaw/pull/67431) — open
 - [PR #67424: fix(ui): suppress screen reader announcements during streaming via aria-busy](https://github.com/openclaw/openclaw/pull/67424) — open
 
+### `alekseivarin-gif`
+
+- profile: [github.com/alekseivarin-gif](https://github.com/alekseivarin-gif)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aalekseivarin-gif)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aalekseivarin-gif)
+- repo first seen: `2026-04-18T13:06:54Z`
+- repo last seen: `2026-04-18T14:31:15Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **0 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #68601: docs: extend assistant-first framing to feature and help hubs](https://github.com/openclaw/openclaw/pull/68601) — open
+- [PR #68591: docs: extend assistant-first framing to feature and help hubs](https://github.com/openclaw/openclaw/pull/68591) — closed
+- [PR #68564: docs: shift user-facing copy toward assistant-first positioning](https://github.com/openclaw/openclaw/pull/68564) — open
+
 ### `Ante042`
 
 - profile: [github.com/Ante042](https://github.com/Ante042)
@@ -5185,28 +5185,6 @@ Example artifacts:
 - [PR #67579: feat: multi-provider API key system with curated model catalogs (v2)](https://github.com/openclaw/openclaw/pull/67579) — open
 - [PR #67570: feat: multi-provider API key system with curated model catalogs](https://github.com/openclaw/openclaw/pull/67570) — closed
 
-### `alekseivarin-gif`
-
-- profile: [github.com/alekseivarin-gif](https://github.com/alekseivarin-gif)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aalekseivarin-gif)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aalekseivarin-gif)
-- repo first seen: `2026-04-18T13:06:54Z`
-- repo last seen: `2026-04-18T14:08:30Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **0 days**
-- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #68591: docs: extend assistant-first framing to feature and help hubs](https://github.com/openclaw/openclaw/pull/68591) — open
-- [PR #68564: docs: shift user-facing copy toward assistant-first positioning](https://github.com/openclaw/openclaw/pull/68564) — open
-
 ### `alexlomt`
 
 - profile: [github.com/alexlomt](https://github.com/alexlomt)
@@ -5669,6 +5647,28 @@ Example artifacts:
 - [PR #67346: Scripts: use path.basename for pnpm to fix shell execution on Windows](https://github.com/openclaw/openclaw/pull/67346) — open
 - [PR #67290: fix(ui): remove duplicate usage page header](https://github.com/openclaw/openclaw/pull/67290) — open
 
+### `josmithiii`
+
+- profile: [github.com/josmithiii](https://github.com/josmithiii)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajosmithiii)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajosmithiii)
+- repo first seen: `2026-04-14T06:34:16Z`
+- repo last seen: `2026-04-18T14:44:00Z`
+- 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: **4984 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 **low**
+- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
+
+Example artifacts:
+- [PR #68607: fix(google): strip thinkingBudget=0 for gemini-2.5-pro thinking-required model](https://github.com/openclaw/openclaw/pull/68607) — open
+- [PR #66384: fix(google): strip thinkingBudget=0 for gemini-2.5-pro thinking-required model](https://github.com/openclaw/openclaw/pull/66384) — closed
+
 ### `JQRobert`
 
 - profile: [github.com/JQRobert](https://github.com/JQRobert)
@@ -6603,6 +6603,30 @@ Example artifacts:
 - [PR #64731: fix(telegram): show model fallback notices outside verbose mode](https://github.com/openclaw/openclaw/pull/64731) — open
 - [Issue #51645: Voice transcription not working in group/topic chats](https://github.com/openclaw/openclaw/issues/51645) — open
 
+### `bde1`
+
+- profile: [github.com/bde1](https://github.com/bde1)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abde1)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abde1)
+- repo first seen: `2026-04-11T14:50:02Z`
+- repo last seen: `2026-04-11T20:30:32Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **4 PRs / 0 issues**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
+- account age: **? days**
+- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
+- public orgs: none visible
+- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
+- heuristic read: **summary unavailable**
+- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'bde1'."}]`
+
+Example artifacts:
+- [PR #65003: fix(cron): normalize malformed persisted job state on load](https://github.com/openclaw/openclaw/pull/65003) — open
+- [PR #64859: fix(cli): stop misclassifying help/tool as plugin-gated](https://github.com/openclaw/openclaw/pull/64859) — closed
+- [PR #64843: fix(tui): recover footer state after stale run final](https://github.com/openclaw/openclaw/pull/64843) — closed
+
 ### `drvoss`
 
 - profile: [github.com/drvoss](https://github.com/drvoss)
@@ -7703,12 +7727,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajinon86)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajinon86)
 - repo first seen: `2026-04-17T15:05:24Z`
-- repo last seen: `2026-04-18T12:46:51Z`
+- repo last seen: `2026-04-18T15:11:36Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **1 PRs / 4 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
 - account age: **137 days**
 - recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
 - public orgs: none visible
@@ -11753,27 +11777,6 @@ Example artifacts:
 Example artifacts:
 - [PR #67126: first cmit v-deepclaw](https://github.com/openclaw/openclaw/pull/67126) — closed
 
-### `grandmamischief`
-
-- profile: [github.com/grandmamischief](https://github.com/grandmamischief)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Agrandmamischief)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Agrandmamischief)
-- repo first seen: `2026-04-11T15:11:35Z`
-- repo last seen: `2026-04-11T15:11:35Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **763 days**
-- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #64857: daemon: recover launch agent restart + prefer restart wake path](https://github.com/openclaw/openclaw/pull/64857) — open
-
 ### `grimmjoww`
 
 - profile: [github.com/grimmjoww](https://github.com/grimmjoww)
@@ -12558,12 +12561,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajdc4429)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajdc4429)
 - repo first seen: `2026-04-12T20:57:07Z`
-- repo last seen: `2026-04-17T04:21:08Z`
+- repo last seen: `2026-04-18T14:51:06Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 80 reviews / 80 review comments**
+- snapshot discussion activity: **0 comments / 81 reviews / 81 review comments**
 - account age: **3611 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
@@ -12867,27 +12870,6 @@ Example artifacts:
 Example artifacts:
 - [PR #66002: Fallback ACP metadata lookup for thread aliases](https://github.com/openclaw/openclaw/pull/66002) — closed
 
-### `josmithiii`
-
-- profile: [github.com/josmithiii](https://github.com/josmithiii)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajosmithiii)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajosmithiii)
-- repo first seen: `2026-04-14T06:34:16Z`
-- repo last seen: `2026-04-18T13:10:52Z`
-- 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: **4984 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 **low**
-- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #66384: fix(google): strip thinkingBudget=0 for gemini-2.5-pro thinking-required model](https://github.com/openclaw/openclaw/pull/66384) — closed
-
 ### `juliopx`
 
 - profile: [github.com/juliopx](https://github.com/juliopx)
@@ -13959,6 +13941,27 @@ Example artifacts:
 Example artifacts:
 - [PR #65457: fix(gateway): stop dropping repeated markdown tokens in chat stream merge](https://github.com/openclaw/openclaw/pull/65457) — open
 
+### `MotherSphere`
+
+- profile: [github.com/MotherSphere](https://github.com/MotherSphere)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AMotherSphere)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AMotherSphere)
+- repo first seen: `2026-04-18T14:28:07Z`
+- repo last seen: `2026-04-18T14:28:07Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **198 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: `Project-Colony`
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **young account; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #68599: agents/compaction: hint at toolResultMaxChars when overflow persists after compaction](https://github.com/openclaw/openclaw/pull/68599) — open
+
 ### `mylesdebastion`
 
 - profile: [github.com/mylesdebastion](https://github.com/mylesdebastion)
@@ -14428,7 +14431,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Apeking2)
 - repo first seen: `2026-04-18T14:09:14Z`
 - repo last seen: `2026-04-18T14:09:14Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -14511,12 +14514,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Apoiskgit)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Apoiskgit)
 - repo first seen: `2026-04-17T10:13:36Z`
-- repo last seen: `2026-04-17T10:52:22Z`
+- repo last seen: `2026-04-18T15:20:31Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
 - account age: **1112 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
@@ -15535,6 +15538,27 @@ Example artifacts:
 Example artifacts:
 - [PR #65610: feat(runtime): validate Nexus task packets locally](https://github.com/openclaw/openclaw/pull/65610) — closed, 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: `2026-04-18T14:50:16Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **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)
@@ -16424,7 +16448,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AZackaryShen)
 - repo first seen: `2026-04-18T13:48:28Z`
 - repo last seen: `2026-04-18T13:48:28Z`
-- 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**

new_contributors.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:abf4349984d133616c934efedcd56462f79e4bab7bdea16e651903420afecfbd
-size 97764
+oid sha256:dc58f509c72e23442b9a9b6d0f2f2840610f78447cc3169026a535de211da381
+size 97953

pr_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f5d21cd1adceee468971adada157e376d2a320ab89a1194a8f347a8d13e39570
-size 46696689
+oid sha256:619b0d2eb27b6be791e50f2657c0df1cca0becc13f6a946034a0348727ee8545
+size 46710832

pr_diffs.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:54b5ff732bff214ec6286e9444dd0e52c930d41f60e508abc70cc57401ea6898
-size 121365327
+oid sha256:8edb89a4f7b80507ea5aadec9ee96e3d536069575167f63b110e7b28f3c3dad0
+size 121490195

pr_files.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d99d86fab3cf49636c446480c1b1dd6014df1109c2229cbf5d3c82fcfb9fbf81
-size 89119933
+oid sha256:bb63091d8343dea12b2ae3ec281413bb7c41cab067b5316a1265eaecac6b31c8
+size 89172248

pull_requests.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b10fdfabf1de6ac433fb0da30981b57e5a9ec1b56720b441105089fe65d42cf9
-size 4721268
+oid sha256:3ec3d237ad6dc4e62f9433832a73b70daa70e99feff1efbf6994c524c50b5971
+size 4737918

review_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:4c63f664d81809f476008c2e1211d40a8e9660fcbcaf66aa80878455440900db
-size 7207247
+oid sha256:145875452b0dcc806f40eecec93f355c0395d521b7ae88871fa3094e2cdb1bd1
+size 7257800

reviews.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:732a4eb1d41c97e13cda81ad0c2b64063bf66d44f29e30ee8f29f46ceb728a1f
-size 1410226
+oid sha256:f6829095883d4c4b99511e26e4d4b5ff255a7be32ee492c92de8db29a434691c
+size 1426962

snapshots/20260418T152034Z/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": 136391,
+    "issues": 4447,
+    "links": 44300,
+    "new_contributors": 716,
+    "pr_diffs": 3264,
+    "pr_files": 66951,
+    "pull_requests": 3264,
+    "review_comments": 16841,
+    "reviews": 12788,
+    "timeline_events": 53069
+  },
+  "crawl_started_at": "2026-04-18T15:20:34Z",
+  "delta_counts": {
+    "comments": 32,
+    "issue_stubs": 57,
+    "issues": 18,
+    "links": 198,
+    "pr_diffs": 39,
+    "pr_files": 629,
+    "pull_requests": 39,
+    "review_comments": 995,
+    "reviews": 725,
+    "timeline_events": 1697
+  },
+  "extracted_at": "2026-04-18T15:20:34Z",
+  "repo": "openclaw/openclaw",
+  "snapshot_id": "20260418T152034Z",
+  "watermark": {
+    "effective_since": "2026-04-18T14:20:36Z",
+    "next_since": "2026-04-18T15:20:34Z"
+  }
+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260418T142036Z/manifest.json",
-  "latest_snapshot_id": "20260418T142036Z",
+  "archived_manifest_path": "snapshots/20260418T152034Z/manifest.json",
+  "latest_snapshot_id": "20260418T152034Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-04-18T14:20:36Z",
+  "next_since": "2026-04-18T15:20:34Z",
   "repo": "openclaw/openclaw",
-  "snapshot_dir": "snapshots/20260418T142036Z"
+  "snapshot_dir": "snapshots/20260418T152034Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-04-18T13:20:34Z",
-  "last_successful_snapshot_id": "20260418T142036Z",
-  "next_since": "2026-04-18T14:20:36Z",
+  "effective_since": "2026-04-18T14:20:36Z",
+  "last_successful_snapshot_id": "20260418T152034Z",
+  "next_since": "2026-04-18T15:20:34Z",
   "repo": "openclaw/openclaw",
-  "updated_at": "2026-04-18T14:20:36Z"
+  "updated_at": "2026-04-18T15:20:34Z"
 }