Refresh openclaw dataset snapshot 20260418T132034Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
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-      "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": 2681,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high open PR share; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 2,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 2,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 1.0,
-        "distinct_repos_with_authored_prs": 2,
-        "distinct_repos_with_open_prs": 2
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 64804,
-            "title": "showcase: add AI Organism Architecture",
-            "url": "https://github.com/openclaw/openclaw/pull/64804",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-11T12:43:03Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "TheDillonHall",
       "name": null,
@@ -47146,12 +47310,12 @@
       "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": 495,
       "young_account": false,
       "follow_through_score": "weak",
@@ -47415,6 +47579,65 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "vivekchand",
+      "name": "Vivek Chand",
+      "profile_url": "https://github.com/vivekchand",
+      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Avivekchand",
+      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Avivekchand",
+      "repo_first_seen_at": "2026-03-02T00:27:17Z",
+      "repo_last_seen_at": "2026-04-18T13:11:41Z",
+      "repo_primary_artifact_count": 1,
+      "repo_artifact_count": 8,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 1,
+      "snapshot_comment_count": 7,
+      "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": 5357,
+      "young_account": false,
+      "follow_through_score": "strong",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "extremely high recent PR volume",
+      "public_orgs": [
+        "dwellbird"
+      ],
+      "activity": {
+        "visible_authored_pr_count": 100,
+        "merged_pr_count": 77,
+        "closed_unmerged_pr_count": 7,
+        "open_pr_count": 16,
+        "merged_pr_rate": 0.77,
+        "closed_unmerged_pr_rate": 0.07,
+        "still_open_pr_rate": 0.16,
+        "distinct_repos_with_authored_prs": 2,
+        "distinct_repos_with_open_prs": 2
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 68569,
+            "title": "fix(device-pairing): auto-expand operator scopes to include operator.read",
+            "url": "https://github.com/openclaw/openclaw/pull/68569",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-18T13:11:41Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "vladxyz23",
       "name": null,

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: openclaw/openclaw
 
-- Snapshot: `20260418T122035Z`
-- Generated: `2026-04-18T12:22:53Z`
+- Snapshot: `20260418T132034Z`
+- Generated: `2026-04-18T13:23:41Z`
 - Activity window: `7d`
-- Contributors: `713`
+- Contributors: `716`
 
 ## Summary
 
@@ -12,8 +12,8 @@
 | `EronFan` | [profile](https://github.com/EronFan) | no | CONTRIBUTOR | 2527d | `2026-03-24T11:57:26Z` | 72 | 0 | weak | low | medium | high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
 | `100yenadmin` | [profile](https://github.com/100yenadmin) | no | CONTRIBUTOR | 178d | `2026-03-15T18:31:56Z` | 51 | 49 | weak | moderate | medium | young account; high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
 | `vincentkoc` | [profile](https://github.com/vincentkoc) | no | MEMBER | 6420d | `2026-02-03T19:03:56Z` | 51 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
-| `hclsys` | [profile](https://github.com/hclsys) | no | CONTRIBUTOR | 4339d | `2026-01-29T06:32:51Z` | 40 | 0 | weak | low | high | very high single-repo PR burst; high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
-| `nightq` | [profile](https://github.com/nightq) | no | CONTRIBUTOR | 4825d | `2026-04-01T13:17:35Z` | 38 | 1 | weak | low | medium | extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
+| `hclsys` | [profile](https://github.com/hclsys) | no | CONTRIBUTOR | 4339d | `2026-01-29T06:32:51Z` | 41 | 0 | weak | low | high | very high single-repo PR burst; high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
+| `nightq` | [profile](https://github.com/nightq) | no | CONTRIBUTOR | 4825d | `2026-04-01T13:17:35Z` | 39 | 1 | weak | low | medium | extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
 | `neeravmakwana` | [profile](https://github.com/neeravmakwana) | no | CONTRIBUTOR | 64d | `2026-02-24T02:57:36Z` | 38 | 0 | weak | low | medium | very new account; high recent PR volume; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `w-sss` | [profile](https://github.com/w-sss) | no | CONTRIBUTOR | 391d | `2026-03-16T09:14:04Z` | 34 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Jah-yee` | [profile](https://github.com/Jah-yee) | no | NONE | 735d | `2026-03-03T03:34:57Z` | 31 | 11 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
@@ -47,6 +47,7 @@
 | `sudie-codes` | [profile](https://github.com/sudie-codes) | no | CONTRIBUTOR | 173d | `2026-03-23T03:58:32Z` | 12 | 0 | mixed | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `1aifanatic` | [profile](https://github.com/1aifanatic) | no | NONE | 2426d | `2026-02-01T16:01:30Z` | 10 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Bartok9` | [profile](https://github.com/Bartok9) | no | CONTRIBUTOR | 70d | `2026-02-27T18:48:49Z` | 10 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `imadal1n` | [profile](https://github.com/imadal1n) | no | NONE | 1548d | `2026-04-09T00:47:07Z` | 10 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Jimmy-xuzimo` | [profile](https://github.com/Jimmy-xuzimo) | no | CONTRIBUTOR | 1335d | `2026-02-25T14:46:20Z` | 10 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Linux2010` | [profile](https://github.com/Linux2010) | no | CONTRIBUTOR | 3021d | `2026-02-28T09:30:44Z` | 10 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `lml2468` | [profile](https://github.com/lml2468) | no | CONTRIBUTOR | 2893d | `2026-03-03T11:34:24Z` | 10 | 0 | strong | low | low | high recent PR volume |
@@ -79,7 +80,6 @@
 | `rubencu` | [profile](https://github.com/rubencu) | no | CONTRIBUTOR | 4684d | `2026-04-13T11:49:44Z` | 7 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `visionik` | [profile](https://github.com/visionik) | no | CONTRIBUTOR | 6279d | `2026-01-02T09:08:10Z` | 7 | 1 | weak | moderate | low | many recent closed-unmerged PRs |
 | `coder999999999` | [profile](https://github.com/coder999999999) | no | NONE | 1804d | `2026-04-12T06:08:33Z` | 7 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `imadal1n` | [profile](https://github.com/imadal1n) | no | NONE | 1548d | `2026-04-09T00:47:07Z` | 7 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ImLukeF` | [profile](https://github.com/ImLukeF) | no | MEMBER | 1650d | `2026-03-10T16:03:05Z` | 7 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `Mlightsnow` | [profile](https://github.com/Mlightsnow) | no | CONTRIBUTOR | 1899d | `2026-04-09T22:29:10Z` | 7 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `MukundaKatta` | [profile](https://github.com/MukundaKatta) | no | NONE | 1526d | `2026-04-14T18:43:33Z` | 7 | 0 | mixed | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars |
@@ -91,6 +91,7 @@
 | `mobilinkd` | [profile](https://github.com/mobilinkd) | no | NONE | 4686d | `2026-04-09T19:27:39Z` | 6 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `yfge` | [profile](https://github.com/yfge) | no | CONTRIBUTOR | 5272d | `2026-02-16T06:14:40Z` | 6 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `amittell` | [profile](https://github.com/amittell) | no | CONTRIBUTOR | 5191d | `2026-02-23T20:22:28Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `armorbreak001` | [profile](https://github.com/armorbreak001) | no | NONE | 7d | `2026-04-16T01:31:19Z` | 6 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars |
 | `coletebou` | [profile](https://github.com/coletebou) | no | NONE | 3993d | `2026-02-03T13:22:50Z` | 6 | 0 | mixed | low | low | targets high-star repos |
 | `enis-uys` | [profile](https://github.com/enis-uys) | no | NONE | 1412d | `2026-03-14T22:33:28Z` | 6 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `jjmk6` | [profile](https://github.com/jjmk6) | no | NONE | 254d | `2026-04-17T13:50:46Z` | 6 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; targets high-star repos |
@@ -105,7 +106,6 @@
 | `rmfalco89` | [profile](https://github.com/rmfalco89) | no | NONE | 4592d | `2026-02-08T21:18:55Z` | 5 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `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 |
-| `armorbreak001` | [profile](https://github.com/armorbreak001) | no | NONE | 7d | `2026-04-16T01:31:19Z` | 5 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars |
 | `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 |
 | `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 |
@@ -116,7 +116,7 @@
 | `zhanggpcsu` | [profile](https://github.com/zhanggpcsu) | no | NONE | 2d | `2026-04-14T07:10:06Z` | 5 | 0 | weak | low | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `ztexydt-cqh` | [profile](https://github.com/ztexydt-cqh) | no | NONE | 1d | `2026-04-16T16:11:40Z` | 5 | 0 | weak | moderate | medium | very new account; many recent closed-unmerged PRs; targets high-star repos |
 | `Kyzcreig` | [profile](https://github.com/Kyzcreig) | no | NONE | 4208d | `2026-03-26T04:03:04Z` | 4 | 5 | mixed | low | low | high open PR share; targets high-star repos |
-| `alexander-applyinnovations` | [profile](https://github.com/alexander-applyinnovations) | no | CONTRIBUTOR | 1334d | `2026-04-10T07:50:12Z` | 4 | 2 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `Feelw00` | [profile](https://github.com/Feelw00) | no | NONE | 2690d | `2026-04-08T11:13:23Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
 | `BKF-Gitty` | [profile](https://github.com/BKF-Gitty) | no | CONTRIBUTOR | 53d | `2026-04-11T18:30:35Z` | 4 | 2 | strong | low | low | very new account; targets high-star repos |
 | `dlebee-agent` | [profile](https://github.com/dlebee-agent) | no | NONE | 16d | `2026-04-17T18:21:49Z` | 4 | 2 | mixed | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `sebykrueger` | [profile](https://github.com/sebykrueger) | no | NONE | 4553d | `2026-04-12T13:47:56Z` | 4 | 2 | weak | low | low | high open PR share; targets high-star repos |
@@ -144,11 +144,11 @@
 | `ziomancer` | [profile](https://github.com/ziomancer) | no | CONTRIBUTOR | 57d | `2026-03-05T10:46:38Z` | 4 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `zoneblaze` | [profile](https://github.com/zoneblaze) | no | NONE | 5505d | `2026-04-17T15:38:07Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `CyberRaccoonTeam` | [profile](https://github.com/CyberRaccoonTeam) | no | NONE | 451d | `2026-04-11T12:36:28Z` | 3 | 4 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars |
-| `Feelw00` | [profile](https://github.com/Feelw00) | no | NONE | 2690d | `2026-04-08T11:13:23Z` | 3 | 3 | weak | low | low | high open PR share; targets high-star repos |
 | `Ziy1-Tan` | [profile](https://github.com/Ziy1-Tan) | no | CONTRIBUTOR | 2560d | `2026-03-16T02:45:15Z` | 3 | 3 | mixed | low | low | high open PR share; targets high-star repos |
 | `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 |
+| `Ante042` | [profile](https://github.com/Ante042) | yes | 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 |
 | `GameWorldsDEV` | [profile](https://github.com/GameWorldsDEV) | no | NONE | 609d | `2026-03-22T22:51:07Z` | 3 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
@@ -159,7 +159,6 @@
 | `mr-kelly` | [profile](https://github.com/mr-kelly) | no | NONE | 5603d | `2026-04-12T02:56:34Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `nfredmond` | [profile](https://github.com/nfredmond) | no | NONE | 3541d | `2026-04-11T23:36:37Z` | 3 | 0 | weak | moderate | low | high open PR share |
 | `nnish16` | [profile](https://github.com/nnish16) | no | NONE | 2135d | `2026-04-13T18:14:26Z` | 3 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `Ricardo-M-L` | [profile](https://github.com/Ricardo-M-L) | no | NONE | 2080d | `2026-04-11T13:13:57Z` | 3 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `RLTree` | [profile](https://github.com/RLTree) | no | NONE | 1732d | `2026-04-14T20:31:37Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `xudaiyanzi` | [profile](https://github.com/xudaiyanzi) | no | NONE | 2751d | `2026-04-14T20:23:42Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `slepybear` | [profile](https://github.com/slepybear) | no | CONTRIBUTOR | 1386d | `2026-04-09T16:25:21Z` | 19 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -175,6 +174,7 @@
 | `Alex-Alaniz` | [profile](https://github.com/Alex-Alaniz) | no | CONTRIBUTOR | 1705d | `2026-02-23T15:51:19Z` | 3 | 2 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `sparkeros` | [profile](https://github.com/sparkeros) | no | NONE | 156d | `2026-03-09T12:13:39Z` | 3 | 1 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `alchip` | [profile](https://github.com/alchip) | no | NONE | 3345d | `2026-04-09T09:39:38Z` | 3 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `Ricardo-M-L` | [profile](https://github.com/Ricardo-M-L) | no | NONE | 2080d | `2026-04-11T13:13:57Z` | 3 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `richardclawbot` | [profile](https://github.com/richardclawbot) | no | NONE | 31d | `2026-04-10T17:07:12Z` | 3 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `welfo-beo` | [profile](https://github.com/welfo-beo) | no | CONTRIBUTOR | 525d | `2026-04-11T04:57:14Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `OpenCodeEngineer` | [profile](https://github.com/OpenCodeEngineer) | no | CONTRIBUTOR | 61d | `2026-04-11T01:14:43Z` | 2 | 9 | strong | low | low | very new account; no visible non-self stars; targets high-star repos |
@@ -183,6 +183,7 @@
 | `RedParrotBerkeley` | [profile](https://github.com/RedParrotBerkeley) | no | NONE | 1107d | `2026-04-10T16:29:40Z` | 2 | 3 | mixed | moderate | low | — |
 | `hansolo949` | [profile](https://github.com/hansolo949) | no | NONE | 297d | `2026-04-12T08:08:29Z` | 2 | 2 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `jensenwang560-blip` | [profile](https://github.com/jensenwang560-blip) | no | NONE | 36d | `2026-04-13T07:35:13Z` | 2 | 2 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
+| `johnlanni` | [profile](https://github.com/johnlanni) | yes | NONE | 4436d | `2026-02-04T02:56:19Z` | 2 | 2 | mixed | low | low | — |
 | `shaun0927` | [profile](https://github.com/shaun0927) | no | NONE | 2053d | `2026-04-16T12:23:24Z` | 2 | 2 | mixed | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share |
 | `zongqichen` | [profile](https://github.com/zongqichen) | no | NONE | 1030d | `2026-04-14T13:18:08Z` | 2 | 2 | weak | low | low | targets high-star repos |
 | `188080501` | [profile](https://github.com/188080501) | no | NONE | 4410d | `2026-03-03T12:01:36Z` | 2 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -199,6 +200,7 @@
 | `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 |
+| `AstronautGumbo` | [profile](https://github.com/AstronautGumbo) | yes | NONE | 471d | `2026-04-18T13:07:48Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `benholl94-cmyk` | [profile](https://github.com/benholl94-cmyk) | no | NONE | 6d | `2026-04-15T00:20:23Z` | 2 | 0 | n/a | low | medium | very new account; no visible non-self stars |
 | `bettert0n` | [profile](https://github.com/bettert0n) | no | NONE | 2828d | `2026-04-17T16:36:34Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `bin448482` | [profile](https://github.com/bin448482) | no | NONE | 3832d | `2026-04-12T12:14:05Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -258,6 +260,7 @@
 | `corbin-breton` | [profile](https://github.com/corbin-breton) | no | NONE | 4734d | `2026-04-08T19:15:22Z` | 5 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `scoootscooob` | [profile](https://github.com/scoootscooob) | no | CONTRIBUTOR | 732d | `2026-02-26T07:20:09Z` | 5 | 0 | strong | low | low | targets high-star repos |
 | `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 |
+| `alexander-applyinnovations` | [profile](https://github.com/alexander-applyinnovations) | no | CONTRIBUTOR | 1334d | `2026-04-10T07:50:12Z` | 4 | 2 | weak | low | low | many recent closed-unmerged PRs; 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 |
 | `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 |
@@ -280,7 +283,6 @@
 | `keithce` | [profile](https://github.com/keithce) | no | CONTRIBUTOR | 5004d | `2026-03-24T02:09:06Z` | 2 | 1 | mixed | low | low | — |
 | `Pearcekieser` | [profile](https://github.com/Pearcekieser) | no | NONE | 4652d | `2026-04-11T00:45:04Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `qualiobra` | [profile](https://github.com/qualiobra) | no | NONE | 330d | `2026-03-20T15:55:02Z` | 2 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
-| `TaoXieSZ` | [profile](https://github.com/TaoXieSZ) | no | CONTRIBUTOR | 4376d | `2026-03-09T09:15:27Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `acinader` | [profile](https://github.com/acinader) | no | NONE | 5497d | `2026-04-10T14:12:10Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `afurm` | [profile](https://github.com/afurm) | no | CONTRIBUTOR | 4479d | `2026-02-24T14:40:28Z` | 2 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `bittoby` | [profile](https://github.com/bittoby) | no | CONTRIBUTOR | 290d | `2026-04-09T03:12:01Z` | 2 | 0 | mixed | moderate | low | young account; high recent PR volume |
@@ -308,6 +310,7 @@
 | `perlowja` | [profile](https://github.com/perlowja) | no | NONE | 772d | `2026-04-02T20:34:32Z` | 1 | 5 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `aaronwong1989` | [profile](https://github.com/aaronwong1989) | no | NONE | 3862d | `2026-04-08T10:53:13Z` | 1 | 4 | mixed | moderate | low | — |
 | `alexuser` | [profile](https://github.com/alexuser) | no | NONE | 5152d | `2026-03-23T06:01:48Z` | 1 | 4 | weak | low | low | high open PR share; targets high-star repos |
+| `jinon86` | [profile](https://github.com/jinon86) | no | NONE | 137d | `2026-04-17T15:05:24Z` | 1 | 4 | weak | low | medium | young account; high open PR share; no visible non-self stars |
 | `lukeboyett` | [profile](https://github.com/lukeboyett) | no | CONTRIBUTOR | 2640d | `2026-02-09T19:59:59Z` | 1 | 4 | weak | moderate | low | high open PR share |
 | `rijhsinghani` | [profile](https://github.com/rijhsinghani) | no | NONE | 2351d | `2026-04-12T17:25:23Z` | 1 | 4 | mixed | low | low | high open PR share; targets high-star repos |
 | `rosesandhello` | [profile](https://github.com/rosesandhello) | no | NONE | 4087d | `2026-04-12T15:14:23Z` | 1 | 3 | weak | low | low | high open PR share; targets high-star repos |
@@ -316,7 +319,6 @@
 | `fujiwaranosai850` | [profile](https://github.com/fujiwaranosai850) | no | NONE | 56d | `2026-04-12T07:17:06Z` | 1 | 2 | mixed | low | medium | very new account; high recent PR volume; many recent closed-unmerged PRs; no visible non-self stars |
 | `garnetlyx` | [profile](https://github.com/garnetlyx) | no | CONTRIBUTOR | 3984d | `2026-02-07T09:54:36Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
 | `harinwu-netizen` | [profile](https://github.com/harinwu-netizen) | no | NONE | 44d | `2026-04-15T12:59:20Z` | 1 | 2 | weak | low | medium | very new account; high open PR share; targets high-star repos |
-| `JanPlessow` | [profile](https://github.com/JanPlessow) | no | NONE | 401d | `2026-04-11T13:03:45Z` | 1 | 2 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `kindomLee` | [profile](https://github.com/kindomLee) | no | NONE | 4174d | `2026-04-14T03:14:01Z` | 1 | 2 | strong | low | low | — |
 | `MertBasar0` | [profile](https://github.com/MertBasar0) | no | NONE | 1513d | `2026-04-11T20:22:47Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `njxiaohan` | [profile](https://github.com/njxiaohan) | no | NONE | 3977d | `2026-04-15T01:24:50Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
@@ -407,6 +409,7 @@
 | `ahbi1006-hue` | [profile](https://github.com/ahbi1006-hue) | no | NONE | 12d | `2026-04-18T07:30:52Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `aimqwest` | [profile](https://github.com/aimqwest) | no | NONE | 3904d | `2026-04-11T15:27:38Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `AlainSainteCroix` | [profile](https://github.com/AlainSainteCroix) | no | NONE | 631d | `2026-04-16T20:37:03Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `alekseivarin-gif` | [profile](https://github.com/alekseivarin-gif) | yes | NONE | 0d | `2026-04-18T13:06:54Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `alex-latitude` | [profile](https://github.com/alex-latitude) | no | NONE | 323d | `2026-04-13T22:11:34Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `alexanderkreidich` | [profile](https://github.com/alexanderkreidich) | no | NONE | 1140d | `2026-04-12T23:34:37Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `alexanderxfgl-bit` | [profile](https://github.com/alexanderxfgl-bit) | no | NONE | 66d | `2026-04-17T12:32:56Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars |
@@ -428,6 +431,7 @@
 | `BananaAccurate` | [profile](https://github.com/BananaAccurate) | no | NONE | 250d | `2026-04-14T02:59:08Z` | 1 | 0 | mixed | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `banddude` | [profile](https://github.com/banddude) | no | NONE | 1136d | `2026-04-15T07:38:45Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `batmanhz` | [profile](https://github.com/batmanhz) | no | NONE | 362d | `2026-04-12T14:52:39Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
+| `billriesner` | [profile](https://github.com/billriesner) | yes | NONE | 312d | `2026-04-18T13:05:13Z` | 1 | 0 | strong | low | low | young account |
 | `BillyBunn` | [profile](https://github.com/BillyBunn) | no | NONE | 2860d | `2026-04-13T16:03:08Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `bloodycoder` | [profile](https://github.com/bloodycoder) | no | NONE | 4355d | `2026-04-12T08:42:07Z` | 1 | 0 | weak | low | low | high open PR share |
 | `bmadwaves` | [profile](https://github.com/bmadwaves) | no | NONE | 443d | `2026-04-17T16:54:06Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -508,6 +512,7 @@
 | `hddevteam` | [profile](https://github.com/hddevteam) | no | NONE | 3870d | `2026-03-04T15:23:09Z` | 1 | 0 | mixed | low | low | targets high-star repos |
 | `HelloBias` | [profile](https://github.com/HelloBias) | no | NONE | 1d | `2026-04-15T00:52:12Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `hendricius` | [profile](https://github.com/hendricius) | no | NONE | 5435d | `2026-04-13T13:53:53Z` | 1 | 0 | mixed | low | low | — |
+| `henkterharmsel` | [profile](https://github.com/henkterharmsel) | yes | NONE | 5701d | `2026-04-18T12:54:22Z` | 1 | 0 | weak | low | low | high open PR share |
 | `hondaya01` | [profile](https://github.com/hondaya01) | no | NONE | ?d | `2026-04-12T06:40:40Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
 | `Hou-Yufan` | [profile](https://github.com/Hou-Yufan) | no | NONE | 1866d | `2026-04-12T14:51:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `houston2394` | [profile](https://github.com/houston2394) | no | NONE | 443d | `2026-04-14T11:55:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -544,7 +549,6 @@
 | `jiasi-latent` | [profile](https://github.com/jiasi-latent) | no | NONE | 97d | `2026-04-16T00:46:25Z` | 1 | 0 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `jiecloud` | [profile](https://github.com/jiecloud) | no | NONE | 1939d | `2026-04-16T16:02:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `jinalex` | [profile](https://github.com/jinalex) | no | NONE | 4188d | `2026-04-13T23:33:25Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `jinon86` | [profile](https://github.com/jinon86) | no | NONE | 137d | `2026-04-17T15:05:24Z` | 1 | 0 | weak | low | medium | young account; high open PR share; no visible non-self stars |
 | `jnk0423` | [profile](https://github.com/jnk0423) | no | NONE | 359d | `2026-04-12T04:42:09Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `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 |
@@ -564,7 +568,6 @@
 | `kiet1022` | [profile](https://github.com/kiet1022) | no | NONE | 3774d | `2026-04-12T05:23:40Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `kilo5-eng` | [profile](https://github.com/kilo5-eng) | no | NONE | 74d | `2026-04-16T17:10:30Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `kiranvs46` | [profile](https://github.com/kiranvs46) | no | NONE | 4347d | `2026-04-17T02:41:18Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `klin3867` | [profile](https://github.com/klin3867) | no | NONE | 281d | `2026-04-11T12:28:43Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `klingai-dev` | [profile](https://github.com/klingai-dev) | no | NONE | 4247d | `2026-04-14T12:08:17Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `kryptt` | [profile](https://github.com/kryptt) | no | NONE | 6110d | `2026-04-13T10:56:24Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `kumarshreyak` | [profile](https://github.com/kumarshreyak) | no | NONE | 3863d | `2026-04-12T08:19:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -661,6 +664,7 @@
 | `seank-com` | [profile](https://github.com/seank-com) | no | NONE | 5207d | `2026-04-14T01:38:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `seanniu93` | [profile](https://github.com/seanniu93) | no | NONE | 4213d | `2026-04-18T07:23:52Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `secondfry` | [profile](https://github.com/secondfry) | no | NONE | 5691d | `2026-04-13T19:30:49Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `seoseo-ai` | [profile](https://github.com/seoseo-ai) | yes | NONE | 61d | `2026-04-18T12:56:25Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `shakkernerd` | [profile](https://github.com/shakkernerd) | no | MEMBER | 749d | `2026-01-26T14:21:30Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `ShayMeshGit` | [profile](https://github.com/ShayMeshGit) | no | NONE | 2606d | `2026-04-17T19:10:02Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `shirtlessfounder` | [profile](https://github.com/shirtlessfounder) | no | NONE | 1129d | `2026-04-12T16:41:08Z` | 1 | 0 | mixed | moderate | low | — |
@@ -683,8 +687,6 @@
 | `taosiyuan163` | [profile](https://github.com/taosiyuan163) | no | NONE | 3427d | `2026-04-17T17:44:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `tardigrde` | [profile](https://github.com/tardigrde) | no | NONE | 3106d | `2026-04-15T05:54:30Z` | 1 | 0 | weak | low | low | high open PR share |
 | `tars90percent` | [profile](https://github.com/tars90percent) | no | CONTRIBUTOR | 107d | `2026-04-13T11:28:23Z` | 1 | 0 | weak | low | medium | young account; high open PR share; targets high-star repos |
-| `tdack` | [profile](https://github.com/tdack) | no | NONE | 5099d | `2026-03-22T00:25:50Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `TerryFYL` | [profile](https://github.com/TerryFYL) | no | NONE | 2681d | `2026-02-28T09:43:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `TheDillonHall` | [profile](https://github.com/TheDillonHall) | no | NONE | 1109d | `2026-04-17T21:36:47Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `TheDragon` | [profile](https://github.com/TheDragon) | no | NONE | 1734d | `2026-04-11T16:46:55Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `thewilloftheshadow` | [profile](https://github.com/thewilloftheshadow) | no | MEMBER | 3009d | `2025-12-17T05:45:19Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -697,11 +699,12 @@
 | `trentcharlton` | [profile](https://github.com/trentcharlton) | no | NONE | 827d | `2026-02-24T16:28:28Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `Trojaner` | [profile](https://github.com/Trojaner) | no | NONE | 5066d | `2026-04-12T12:13:01Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `TrueNorth49` | [profile](https://github.com/TrueNorth49) | no | NONE | 573d | `2026-04-13T07:46:32Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
-| `TTTT-T` | [profile](https://github.com/TTTT-T) | yes | NONE | 495d | `2026-04-18T12:12:52Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `TTTT-T` | [profile](https://github.com/TTTT-T) | no | NONE | 495d | `2026-04-18T12:12:52Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Tuarisa` | [profile](https://github.com/Tuarisa) | no | NONE | 4909d | `2026-04-17T18:27:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Unayung` | [profile](https://github.com/Unayung) | no | CONTRIBUTOR | 5054d | `2026-02-12T00:36:52Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `vipitec-neo` | [profile](https://github.com/vipitec-neo) | no | NONE | 64d | `2026-04-14T13:24:54Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `ViseonDev` | [profile](https://github.com/ViseonDev) | no | NONE | 3325d | `2026-04-15T19:16:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `vivekchand` | [profile](https://github.com/vivekchand) | yes | NONE | 5357d | `2026-03-02T00:27:17Z` | 1 | 0 | strong | low | low | extremely high recent PR volume |
 | `vladxyz23` | [profile](https://github.com/vladxyz23) | no | NONE | 3d | `2026-04-12T21:02:14Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `vvitovec` | [profile](https://github.com/vvitovec) | no | NONE | 224d | `2026-04-17T12:08:21Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `werdelin` | [profile](https://github.com/werdelin) | no | NONE | 5860d | `2026-04-16T19:22:23Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -754,12 +757,12 @@ 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: `2026-04-18T12:13:13Z`
+- repo last seen: `2026-04-18T13:14:34Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **100**
 - snapshot authored PRs/issues: **51 PRs / 49 issues**
-- snapshot discussion activity: **224 comments / 892 reviews / 892 review comments**
+- snapshot discussion activity: **226 comments / 915 reviews / 915 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`
@@ -803,11 +806,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ahclsys)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ahclsys)
 - repo first seen: `2026-01-29T06:32:51Z`
-- repo last seen: `2026-04-18T09:20:47Z`
+- repo last seen: `2026-04-18T12:26:13Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **40**
-- snapshot authored PRs/issues: **40 PRs / 0 issues**
+- repo primary artifacts: **41**
+- snapshot authored PRs/issues: **41 PRs / 0 issues**
 - snapshot discussion activity: **158 comments / 3 reviews / 3 review comments**
 - account age: **4339 days**
 - recent public PR activity: **34 PRs** (3 merged / 26 closed-unmerged / 5 open; merged rate **9%**, closed-unmerged rate **76%**, open rate **15%**)
@@ -816,9 +819,9 @@ Example artifacts:
 - heuristic read: **very high single-repo PR burst; high recent PR volume; many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
+- [PR #68542: fix(auto-reply): preserve friendly basename for reply-media staging](https://github.com/openclaw/openclaw/pull/68542) — open
 - [PR #68492: fix(update-cli): capture macOS launchctl stderr to a log file instead of /dev/null](https://github.com/openclaw/openclaw/pull/68492) — open
 - [PR #68399: fix(cli): reject --agent on models set/set-image instead of silently writing global default](https://github.com/openclaw/openclaw/pull/68399) — open
-- [PR #68324: fix(plugins): enable native jiti for doctor-contract loader to cut status cold-start ~13s](https://github.com/openclaw/openclaw/pull/68324) — open
 
 ### `nightq`
 
@@ -826,11 +829,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Anightq)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Anightq)
 - repo first seen: `2026-04-01T13:17:35Z`
-- repo last seen: `2026-04-18T08:20:34Z`
+- repo last seen: `2026-04-18T13:12:18Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **39**
-- snapshot authored PRs/issues: **38 PRs / 1 issues**
+- repo primary artifacts: **40**
+- snapshot authored PRs/issues: **39 PRs / 1 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 - account age: **4825 days**
 - recent public PR activity: **116 PRs** (1 merged / 69 closed-unmerged / 46 open; merged rate **1%**, closed-unmerged rate **59%**, open rate **40%**)
@@ -839,9 +842,9 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
+- [PR #68570: fix(matrix): strip mention prefix before slash command matching](https://github.com/openclaw/openclaw/pull/68570) — open
 - [PR #68469: fix(browser): allow attachOnly profiles retry window for CDP connection](https://github.com/openclaw/openclaw/pull/68469) — open
 - [PR #68422: fix(ui): constrain web chat width to 920px for better readability](https://github.com/openclaw/openclaw/pull/68422) — open
-- [PR #68348: fix: use native loading for doctor contract API to speed up status command](https://github.com/openclaw/openclaw/pull/68348) — open
 - [Issue #59034: [macOS] screen.record command not available on node](https://github.com/openclaw/openclaw/issues/59034) — open
 
 ### `neeravmakwana`
@@ -970,12 +973,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Akagura-agent)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Akagura-agent)
 - repo first seen: `2026-03-18T00:16:55Z`
-- repo last seen: `2026-04-18T11:39:13Z`
+- repo last seen: `2026-04-18T12:51:27Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **34**
 - snapshot authored PRs/issues: **27 PRs / 7 issues**
-- snapshot discussion activity: **38 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **47 comments / 0 reviews / 0 review comments**
 - account age: **32 days**
 - recent public PR activity: **108 PRs** (51 merged / 12 closed-unmerged / 45 open; merged rate **47%**, closed-unmerged rate **11%**, open rate **42%**)
 - public orgs: none visible
@@ -985,7 +988,7 @@ Example artifacts:
 Example artifacts:
 - [PR #68534: fix(memory-core): add cooldown guard to prevent dreaming-narrative from spawning on every heartbeat](https://github.com/openclaw/openclaw/pull/68534) — open
 - [PR #68518: fix(ui): filter system event messages from chat transcript (#68508)](https://github.com/openclaw/openclaw/pull/68518) — open
-- [PR #68490: fix: exclude volatile inbound metadata from extraSystemPromptHash](https://github.com/openclaw/openclaw/pull/68490) — open
+- [PR #68490: fix: exclude volatile inbound metadata from extraSystemPromptHash](https://github.com/openclaw/openclaw/pull/68490) — closed
 - [Issue #68123: feat: allow cron tasks to opt out of main session notification](https://github.com/openclaw/openclaw/issues/68123) — open
 - [Issue #66576: [Feature]: Configurable workspace file inclusion/exclusion (bootstrapFiles)](https://github.com/openclaw/openclaw/issues/66576) — open
 - [Issue #66399: Process supervisor: graceful signal escalation and drain timeout for exec tool](https://github.com/openclaw/openclaw/issues/66399) — open
@@ -1625,6 +1628,29 @@ Example artifacts:
 - [PR #68047: fix(gateway): extend image-support name fallback to direct anthropic provider](https://github.com/openclaw/openclaw/pull/68047) — open
 - [PR #67591: fix(session): clear auto-fallback model overrides on /new and /reset](https://github.com/openclaw/openclaw/pull/67591) — open
 
+### `imadal1n`
+
+- profile: [github.com/imadal1n](https://github.com/imadal1n)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aimadal1n)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aimadal1n)
+- repo first seen: `2026-04-09T00:47:07Z`
+- repo last seen: `2026-04-18T13:10:58Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **10**
+- snapshot authored PRs/issues: **10 PRs / 0 issues**
+- snapshot discussion activity: **10 comments / 3 reviews / 3 review comments**
+- account age: **1548 days**
+- recent public PR activity: **6 PRs** (0 merged / 2 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #68567: fix(gateway): disable stale plugin cache at startup](https://github.com/openclaw/openclaw/pull/68567) — open
+- [PR #68559: fix(memory-host-sdk): index only primary session transcripts](https://github.com/openclaw/openclaw/pull/68559) — open
+- [PR #68556: feat(memory-host-sdk): preserve explicit custom collection names](https://github.com/openclaw/openclaw/pull/68556) — open
+
 ### `Jimmy-xuzimo`
 
 - profile: [github.com/Jimmy-xuzimo](https://github.com/Jimmy-xuzimo)
@@ -2271,12 +2297,12 @@ 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: `2026-04-18T01:02:37Z`
+- repo last seen: `2026-04-18T13:03:43Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **7 PRs / 1 issues**
-- snapshot discussion activity: **67 comments / 30 reviews / 1 review comments**
+- snapshot discussion activity: **72 comments / 30 reviews / 1 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
@@ -2384,29 +2410,6 @@ Example artifacts:
 - [PR #66156: [codex] fix exec completion system-event history leak](https://github.com/openclaw/openclaw/pull/66156) — open, draft
 - [PR #66085: fix(reply): harden preferred tmp media allowlist](https://github.com/openclaw/openclaw/pull/66085) — open
 
-### `imadal1n`
-
-- profile: [github.com/imadal1n](https://github.com/imadal1n)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aimadal1n)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aimadal1n)
-- repo first seen: `2026-04-09T00:47:07Z`
-- repo last seen: `2026-04-18T12:06:06Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **7**
-- snapshot authored PRs/issues: **7 PRs / 0 issues**
-- snapshot discussion activity: **10 comments / 3 reviews / 3 review comments**
-- account age: **1548 days**
-- recent public PR activity: **6 PRs** (0 merged / 2 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #67805: fix(memory-core): fall back when mcporter query returns no results](https://github.com/openclaw/openclaw/pull/67805) — open
-- [PR #67404: fix(memory-core): refresh qmd session exports on transcript updates](https://github.com/openclaw/openclaw/pull/67404) — open
-- [PR #67403: fix(memory-wiki): support token-overlap search for multi-term queries](https://github.com/openclaw/openclaw/pull/67403) — open
-
 ### `ImLukeF`
 
 - profile: [github.com/ImLukeF](https://github.com/ImLukeF)
@@ -2664,6 +2667,29 @@ Example artifacts:
 - [PR #67475: fix(memory-lancedb): reject inbound envelope metadata during capture and recall](https://github.com/openclaw/openclaw/pull/67475) — open
 - [PR #66913: fix(memory-lancedb): show full IDs in memory_forget candidate list](https://github.com/openclaw/openclaw/pull/66913) — open
 
+### `armorbreak001`
+
+- profile: [github.com/armorbreak001](https://github.com/armorbreak001)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aarmorbreak001)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aarmorbreak001)
+- repo first seen: `2026-04-16T01:31:19Z`
+- repo last seen: `2026-04-18T13:04:24Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **6 PRs / 0 issues**
+- snapshot discussion activity: **6 comments / 2 reviews / 2 review comments**
+- account age: **7 days**
+- recent public PR activity: **145 PRs** (8 merged / 23 closed-unmerged / 114 open; merged rate **6%**, closed-unmerged rate **16%**, open rate **79%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
+- heuristic read: **very new account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars**
+
+Example artifacts:
+- [PR #68555: fix(cron): loud error when payload.model silently falls back to wrong provider (#67756)](https://github.com/openclaw/openclaw/pull/68555) — open
+- [PR #68481: fix(auto-reply): don't drop URL messages when link-understanding import fails](https://github.com/openclaw/openclaw/pull/68481) — open
+- [PR #67765: fix(cron): loud error when payload.model silently falls back to wrong provider (#67756)](https://github.com/openclaw/openclaw/pull/67765) — closed
+
 ### `coletebou`
 
 - profile: [github.com/coletebou](https://github.com/coletebou)
@@ -2991,29 +3017,6 @@ Example artifacts:
 - [PR #68238: fix(failover): classify INTERNAL 500 responses as retryable timeouts](https://github.com/openclaw/openclaw/pull/68238) — closed, merged
 - [PR #67024: fix: don't classify 400/422 with no body as format error](https://github.com/openclaw/openclaw/pull/67024) — open
 
-### `armorbreak001`
-
-- profile: [github.com/armorbreak001](https://github.com/armorbreak001)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aarmorbreak001)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aarmorbreak001)
-- repo first seen: `2026-04-16T01:31:19Z`
-- repo last seen: `2026-04-18T08:48:21Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **5**
-- snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
-- account age: **7 days**
-- recent public PR activity: **145 PRs** (8 merged / 23 closed-unmerged / 114 open; merged rate **6%**, closed-unmerged rate **16%**, open rate **79%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
-- heuristic read: **very new account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars**
-
-Example artifacts:
-- [PR #68481: fix(auto-reply): don't drop URL messages when link-understanding import fails](https://github.com/openclaw/openclaw/pull/68481) — open
-- [PR #67765: fix(cron): loud error when payload.model silently falls back to wrong provider (#67756)](https://github.com/openclaw/openclaw/pull/67765) — closed
-- [PR #67531: fix: guard against undefined trim() crashes in onboard QuickStart flow](https://github.com/openclaw/openclaw/pull/67531) — open
-
 ### `defonota3box`
 
 - profile: [github.com/defonota3box](https://github.com/defonota3box)
@@ -3247,30 +3250,31 @@ Example artifacts:
 - [Issue #64327: Include effective contextTokens limit in hook event context](https://github.com/openclaw/openclaw/issues/64327) — open
 - [Issue #64268: Emit llm_output per-LLM-call in agentic loops, not just once per turn](https://github.com/openclaw/openclaw/issues/64268) — open
 
-### `alexander-applyinnovations`
+### `Feelw00`
 
-- profile: [github.com/alexander-applyinnovations](https://github.com/alexander-applyinnovations)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aalexander-applyinnovations)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aalexander-applyinnovations)
-- repo first seen: `2026-04-10T07:50:12Z`
-- repo last seen: `2026-04-15T01:00:10Z`
+- profile: [github.com/Feelw00](https://github.com/Feelw00)
+- 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: `2026-04-18T13:02:57Z`
 - first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **6**
-- snapshot authored PRs/issues: **4 PRs / 2 issues**
-- snapshot discussion activity: **6 comments / 3 reviews / 3 review comments**
-- account age: **1334 days**
-- recent public PR activity: **4 PRs** (1 merged / 2 closed-unmerged / 1 open; merged rate **25%**, closed-unmerged rate **50%**, open rate **25%**)
+- repo association: **NONE**
+- repo primary artifacts: **8**
+- snapshot authored PRs/issues: **4 PRs / 4 issues**
+- snapshot discussion activity: **6 comments / 0 reviews / 0 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
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
+- heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #64832: fix(agents): isolatedSession should rotate transcript files per run](https://github.com/openclaw/openclaw/pull/64832) — open
-- [PR #64808: fix(agents): archive rotated heartbeat transcript on isolatedSession rotation](https://github.com/openclaw/openclaw/pull/64808) — closed
-- [PR #64797: fix(agents): clear sessionFile when rolling a fresh isolated session](https://github.com/openclaw/openclaw/pull/64797) — closed
-- [Issue #64795: heartbeat: isolatedSession: true silently reuses the same transcript file across every run](https://github.com/openclaw/openclaw/issues/64795) — open
-- [Issue #64180: fix(agents): context overflow not detected for llama.cpp server provider](https://github.com/openclaw/openclaw/issues/64180) — closed
+- [PR #68543: fix(infra): keep retryAsync delays above server-supplied Retry-After](https://github.com/openclaw/openclaw/pull/68543) — open
+- [PR #68531: fix(plugins): roll back partial registry array contributions when register() throws](https://github.com/openclaw/openclaw/pull/68531) — open
+- [PR #68511: fix(infra): revert sigusr1 authorization when emitGatewayRestart emission throws](https://github.com/openclaw/openclaw/pull/68511) — closed
+- [Issue #68541: retryAsync's symmetric jitter can undercut server-supplied Retry-After](https://github.com/openclaw/openclaw/issues/68541) — open
+- [Issue #68529: plugin register() throw leaves partial httpRoutes/services/hooks entries in the shared registry](https://github.com/openclaw/openclaw/issues/68529) — open
+- [Issue #68510: emitGatewayRestart's catch path leaves sigusr1 authorization count incremented on emit failure](https://github.com/openclaw/openclaw/issues/68510) — closed
 
 ### `BKF-Gitty`
 
@@ -3907,32 +3911,6 @@ Example artifacts:
 - [Issue #66392: [Feature Proposal] Matrix and Cyberpunk themes for Control UI](https://github.com/openclaw/openclaw/issues/66392) — open
 - [Issue #66356: [Bug]: Discord guided setup says "not enabled" and skips token input in configure wizard](https://github.com/openclaw/openclaw/issues/66356) — open
 
-### `Feelw00`
-
-- profile: [github.com/Feelw00](https://github.com/Feelw00)
-- 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: `2026-04-18T11:40:33Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **6**
-- snapshot authored PRs/issues: **3 PRs / 3 issues**
-- snapshot discussion activity: **4 comments / 0 reviews / 0 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
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #68531: fix(plugins): roll back partial registry array contributions when register() throws](https://github.com/openclaw/openclaw/pull/68531) — open
-- [PR #68511: fix(infra): revert sigusr1 authorization when emitGatewayRestart emission throws](https://github.com/openclaw/openclaw/pull/68511) — open
-- [PR #68489: fix(agents): keep subagent sweeper alive while pendingLifecycleErrorByRunId has entries](https://github.com/openclaw/openclaw/pull/68489) — closed
-- [Issue #68529: plugin register() throw leaves partial httpRoutes/services/hooks entries in the shared registry](https://github.com/openclaw/openclaw/issues/68529) — open
-- [Issue #68510: emitGatewayRestart's catch path leaves sigusr1 authorization count incremented on emit failure](https://github.com/openclaw/openclaw/issues/68510) — open
-- [Issue #68487: subagent sweeper self-stops while pendingLifecycleErrorByRunId still has entries](https://github.com/openclaw/openclaw/issues/68487) — open
-
 ### `Ziy1-Tan`
 
 - profile: [github.com/Ziy1-Tan](https://github.com/Ziy1-Tan)
@@ -4031,6 +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
 
+### `Ante042`
+
+- profile: [github.com/Ante042](https://github.com/Ante042)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AAnte042)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AAnte042)
+- repo first seen: `2026-04-18T13:02:47Z`
+- repo last seen: `2026-04-18T13:11:28Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **2859 days**
+- recent public PR activity: **4 PRs** (0 merged / 0 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #68568: fix(telegram): suppress duplicate finals when preview cleanup is disabled](https://github.com/openclaw/openclaw/pull/68568) — open
+- [PR #68558: fix(auto-reply): stop rendering misleading /compact labels on small sessions](https://github.com/openclaw/openclaw/pull/68558) — open
+- [PR #68557: fix(ui): include cache tokens in ctx% badge and cache-hit-rate](https://github.com/openclaw/openclaw/pull/68557) — open
+
 ### `bluesky6868`
 
 - profile: [github.com/bluesky6868](https://github.com/bluesky6868)
@@ -4261,29 +4262,6 @@ Example artifacts:
 - [PR #67225: fix: honor agent-specific thinking defaults on ingress runs](https://github.com/openclaw/openclaw/pull/67225) — open
 - [PR #66112: Fix ollama memory embedding provider registration](https://github.com/openclaw/openclaw/pull/66112) — closed
 
-### `Ricardo-M-L`
-
-- profile: [github.com/Ricardo-M-L](https://github.com/Ricardo-M-L)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ARicardo-M-L)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ARicardo-M-L)
-- repo first seen: `2026-04-11T13:13:57Z`
-- repo last seen: `2026-04-11T15:29:20Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2080 days**
-- recent public PR activity: **64 PRs** (5 merged / 24 closed-unmerged / 35 open; merged rate **8%**, closed-unmerged rate **38%**, open rate **55%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
-- heuristic read: **high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #64872: fix: convert local media paths to gateway URLs in WhatsApp reply pipeline](https://github.com/openclaw/openclaw/pull/64872) — open
-- [PR #64820: fix(feishu): break circular module init causing ReferenceError on group mention](https://github.com/openclaw/openclaw/pull/64820) — open
-- [PR #64817: fix: surface_error failover now throws FailoverError to prevent UI hang](https://github.com/openclaw/openclaw/pull/64817) — open
-
 ### `RLTree`
 
 - profile: [github.com/RLTree](https://github.com/RLTree)
@@ -4644,6 +4622,29 @@ Example artifacts:
 - [PR #67923: fix(memory-core): show light-only dreaming state in memory status](https://github.com/openclaw/openclaw/pull/67923) — open
 - [PR #63666: test(imessage): cover reflected assistant-content inbound drop](https://github.com/openclaw/openclaw/pull/63666) — open
 
+### `Ricardo-M-L`
+
+- profile: [github.com/Ricardo-M-L](https://github.com/Ricardo-M-L)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ARicardo-M-L)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ARicardo-M-L)
+- repo first seen: `2026-04-11T13:13:57Z`
+- repo last seen: `2026-04-11T15:29:20Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **2080 days**
+- recent public PR activity: **64 PRs** (5 merged / 24 closed-unmerged / 35 open; merged rate **8%**, closed-unmerged rate **38%**, open rate **55%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
+- heuristic read: **high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #64872: fix: convert local media paths to gateway URLs in WhatsApp reply pipeline](https://github.com/openclaw/openclaw/pull/64872) — open
+- [PR #64820: fix(feishu): break circular module init causing ReferenceError on group mention](https://github.com/openclaw/openclaw/pull/64820) — open
+- [PR #64817: fix: surface_error failover now throws FailoverError to prevent UI hang](https://github.com/openclaw/openclaw/pull/64817) — open
+
 ### `richardclawbot`
 
 - profile: [github.com/richardclawbot](https://github.com/richardclawbot)
@@ -4838,6 +4839,30 @@ Example artifacts:
 - [Issue #66947: Dreaming system pollutes daily memory files, causing heartbeat agents to skip memory logging](https://github.com/openclaw/openclaw/issues/66947) — open
 - [Issue #65782: [Bug] Memory indexing stalls permanently when chunker splits an emoji surrogate pair (refs #27753)](https://github.com/openclaw/openclaw/issues/65782) — open
 
+### `johnlanni`
+
+- profile: [github.com/johnlanni](https://github.com/johnlanni)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajohnlanni)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajohnlanni)
+- repo first seen: `2026-02-04T02:56:19Z`
+- repo last seen: `2026-04-18T12:51:00Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **2 PRs / 2 issues**
+- snapshot discussion activity: **42 comments / 0 reviews / 0 review comments**
+- account age: **4436 days**
+- recent public PR activity: **19 PRs** (13 merged / 2 closed-unmerged / 4 open; merged rate **68%**, closed-unmerged rate **11%**, open rate **21%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #68552: fix(matrix): strip mention prefix before slash command matching](https://github.com/openclaw/openclaw/pull/68552) — open
+- [PR #68546: fix(matrix): hot-reload dm.allowFrom and groupAllowFrom on each inbound message](https://github.com/openclaw/openclaw/pull/68546) — open
+- [Issue #68547: fix(matrix): strip mention prefix before slash command matching](https://github.com/openclaw/openclaw/issues/68547) — open
+- [Issue #68544: fix(matrix): hot-reload dm.allowFrom and groupAllowFrom on each inbound message](https://github.com/openclaw/openclaw/issues/68544) — open
+
 ### `shaun0927`
 
 - profile: [github.com/shaun0927](https://github.com/shaun0927)
@@ -5203,6 +5228,28 @@ Example artifacts:
 - [PR #65452:  [security fix] Fix SQL injection in memory schema management](https://github.com/openclaw/openclaw/pull/65452) — open
 - [PR #64995: Fix SQL injection via identifiers in memory schema](https://github.com/openclaw/openclaw/pull/64995) — closed
 
+### `AstronautGumbo`
+
+- profile: [github.com/AstronautGumbo](https://github.com/AstronautGumbo)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AAstronautGumbo)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AAstronautGumbo)
+- repo first seen: `2026-04-18T13:07:48Z`
+- repo last seen: `2026-04-18T13:08:13Z`
+- first seen in snapshot: **yes**
+- 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: **471 days**
+- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #68566: fix(agents/auth-profile-cooldowns): skip cooldown for format errors a…](https://github.com/openclaw/openclaw/pull/68566) — open
+- [PR #68565: fix(agents/anthropic-replay): preserve signed/redacted thinking block…](https://github.com/openclaw/openclaw/pull/68565) — open
+
 ### `benholl94-cmyk`
 
 - profile: [github.com/benholl94-cmyk](https://github.com/benholl94-cmyk)
@@ -6509,6 +6556,31 @@ Example artifacts:
 - [PR #64539: fix(reply): allow OpenClaw tmp media in normalizer](https://github.com/openclaw/openclaw/pull/64539) — open
 - [PR #64492: fix(cli): route gateway media sends through sendMedia](https://github.com/openclaw/openclaw/pull/64492) — closed, merged
 
+### `alexander-applyinnovations`
+
+- profile: [github.com/alexander-applyinnovations](https://github.com/alexander-applyinnovations)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aalexander-applyinnovations)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aalexander-applyinnovations)
+- repo first seen: `2026-04-10T07:50:12Z`
+- repo last seen: `2026-04-15T01:00:10Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **4 PRs / 2 issues**
+- snapshot discussion activity: **6 comments / 3 reviews / 3 review comments**
+- account age: **1334 days**
+- recent public PR activity: **4 PRs** (1 merged / 2 closed-unmerged / 1 open; merged rate **25%**, closed-unmerged rate **50%**, open rate **25%**)
+- 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 #64832: fix(agents): isolatedSession should rotate transcript files per run](https://github.com/openclaw/openclaw/pull/64832) — open
+- [PR #64808: fix(agents): archive rotated heartbeat transcript on isolatedSession rotation](https://github.com/openclaw/openclaw/pull/64808) — closed
+- [PR #64797: fix(agents): clear sessionFile when rolling a fresh isolated session](https://github.com/openclaw/openclaw/pull/64797) — closed
+- [Issue #64795: heartbeat: isolatedSession: true silently reuses the same transcript file across every run](https://github.com/openclaw/openclaw/issues/64795) — open
+- [Issue #64180: fix(agents): context overflow not detected for llama.cpp server provider](https://github.com/openclaw/openclaw/issues/64180) — closed
+
 ### `fuller-stack-dev`
 
 - profile: [github.com/fuller-stack-dev](https://github.com/fuller-stack-dev)
@@ -6934,12 +7006,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Akamusis)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Akamusis)
 - repo first seen: `2026-01-30T03:47:15Z`
-- repo last seen: `2026-04-15T13:16:33Z`
+- repo last seen: `2026-04-18T12:22:19Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **2 PRs / 1 issues**
-- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
 - account age: **5054 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
@@ -7020,29 +7092,6 @@ Example artifacts:
 - [PR #64559: fix(plugins): emit message_received hook for queued inbound messages (#64525)](https://github.com/openclaw/openclaw/pull/64559) — open
 - [Issue #64525: [Bug]: message_received plugin hook does not fire for queued/in-flight inbound messages](https://github.com/openclaw/openclaw/issues/64525) — open
 
-### `TaoXieSZ`
-
-- profile: [github.com/TaoXieSZ](https://github.com/TaoXieSZ)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ATaoXieSZ)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ATaoXieSZ)
-- repo first seen: `2026-03-09T09:15:27Z`
-- repo last seen: `2026-04-11T14:08:26Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **2 PRs / 1 issues**
-- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **4376 days**
-- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #64805: feat(feishu): add token and context usage to streaming card footer](https://github.com/openclaw/openclaw/pull/64805) — open
-- [PR #64027: feat(feishu): support in-place card content update on option click](https://github.com/openclaw/openclaw/pull/64027) — open
-- [Issue #64828: feat(feishu): support in-place card content update on button click](https://github.com/openclaw/openclaw/issues/64828) — open
-
 ### `acinader`
 
 - profile: [github.com/acinader](https://github.com/acinader)
@@ -7651,6 +7700,30 @@ Example artifacts:
 - [Issue #65711: Research: pypowerwall design patterns and API surface](https://github.com/openclaw/openclaw/issues/65711) — open
 - [Issue #65710: Research: Tesla Fleet API charging and powerwall endpoints](https://github.com/openclaw/openclaw/issues/65710) — open
 
+### `jinon86`
+
+- profile: [github.com/jinon86](https://github.com/jinon86)
+- 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`
+- 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**
+- 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
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **young account; high open PR share; no visible non-self stars**
+
+Example artifacts:
+- [PR #68167: feat(a2a): move broker ownership behind plugin seams](https://github.com/openclaw/openclaw/pull/68167) — closed
+- [Issue #68551: [gongyung] Add a plugin-facing heartbeat and timeout timer seam for delegated tasks](https://github.com/openclaw/openclaw/issues/68551) — open
+- [Issue #68550: [sogyo] Add a cancel fan-out seam between delegated tasks and session runs](https://github.com/openclaw/openclaw/issues/68550) — open
+- [Issue #68549: [dungae] Add a plugin-facing wait-run handle seam for delegated tasks](https://github.com/openclaw/openclaw/issues/68549) — open
+
 ### `lukeboyett`
 
 - profile: [github.com/lukeboyett](https://github.com/lukeboyett)
@@ -7838,29 +7911,6 @@ Example artifacts:
 - [Issue #68102: Bug: webchat attach file image attachment lost after upload (Control UI) — #64918 fix not covering this path](https://github.com/openclaw/openclaw/issues/68102) — open
 - [Issue #67856: [Bug] Memory-core creates Dreaming cron without tz field](https://github.com/openclaw/openclaw/issues/67856) — open
 
-### `JanPlessow`
-
-- profile: [github.com/JanPlessow](https://github.com/JanPlessow)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AJanPlessow)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AJanPlessow)
-- repo first seen: `2026-04-11T13:03:45Z`
-- repo last seen: `2026-04-15T00:43:42Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **1 PRs / 2 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **401 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 #64813: feat: pass `user` field through to API request body](https://github.com/openclaw/openclaw/pull/64813) — open
-- [Issue #66888: Reasoning/thinking content leaked into assistant reply as visible output (heartbeat loop)](https://github.com/openclaw/openclaw/issues/66888) — open
-- [Issue #64812: Feature: Pass  field through to provider API request body](https://github.com/openclaw/openclaw/issues/64812) — open
-
 ### `kindomLee`
 
 - profile: [github.com/kindomLee](https://github.com/kindomLee)
@@ -9839,6 +9889,27 @@ Example artifacts:
 Example artifacts:
 - [PR #67811: fix(webchat): skip history reload on session.message during active run](https://github.com/openclaw/openclaw/pull/67811) — 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: `2026-04-18T13:06:54Z`
+- 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: **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 #68564: docs: shift user-facing copy toward assistant-first positioning](https://github.com/openclaw/openclaw/pull/68564) — open
+
 ### `alex-latitude`
 
 - profile: [github.com/alex-latitude](https://github.com/alex-latitude)
@@ -10280,6 +10351,27 @@ Example artifacts:
 Example artifacts:
 - [PR #65410: fix: prevent WhatsApp credentials corruption on media upload](https://github.com/openclaw/openclaw/pull/65410) — open
 
+### `billriesner`
+
+- profile: [github.com/billriesner](https://github.com/billriesner)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abillriesner)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abillriesner)
+- repo first seen: `2026-04-18T13:05:13Z`
+- repo last seen: `2026-04-18T13:05:13Z`
+- 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: **312 days**
+- recent public PR activity: **4 PRs** (3 merged / 0 closed-unmerged / 1 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **young account**
+
+Example artifacts:
+- [PR #68560: fix: strip base64 image data from tool results before persistence](https://github.com/openclaw/openclaw/pull/68560) — open
+
 ### `BillyBunn`
 
 - profile: [github.com/BillyBunn](https://github.com/BillyBunn)
@@ -10580,12 +10672,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Acesararevalo)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Acesararevalo)
 - repo first seen: `2026-04-18T11:01:34Z`
-- repo last seen: `2026-04-18T11:01:34Z`
+- repo last seen: `2026-04-18T12:41:55Z`
 - 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**
+- snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
 - account age: **5858 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
@@ -11960,6 +12052,27 @@ Example artifacts:
 Example artifacts:
 - [PR #65968: fix(agents): surface terminal assistant errors via FailoverError](https://github.com/openclaw/openclaw/pull/65968) — open
 
+### `henkterharmsel`
+
+- profile: [github.com/henkterharmsel](https://github.com/henkterharmsel)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ahenkterharmsel)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ahenkterharmsel)
+- repo first seen: `2026-04-18T12:54:22Z`
+- repo last seen: `2026-04-18T12:54:22Z`
+- 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: **5701 days**
+- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share**
+
+Example artifacts:
+- [PR #68554: fix(sessions): remove redundant skipCache disk re-read inside session store lock](https://github.com/openclaw/openclaw/pull/68554) — open
+
 ### `hondaya01`
 
 - profile: [github.com/hondaya01](https://github.com/hondaya01)
@@ -12717,27 +12830,6 @@ Example artifacts:
 Example artifacts:
 - [PR #66216: test(voice-call): add replay quality harness baseline](https://github.com/openclaw/openclaw/pull/66216) — closed
 
-### `jinon86`
-
-- profile: [github.com/jinon86](https://github.com/jinon86)
-- 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: `2026-04-17T15:16:12Z`
-- 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: **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
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **young account; high open PR share; no visible non-self stars**
-
-Example artifacts:
-- [PR #68167: feat(a2a): move broker ownership behind plugin seams](https://github.com/openclaw/openclaw/pull/68167) — closed
-
 ### `jnk0423`
 
 - profile: [github.com/jnk0423](https://github.com/jnk0423)
@@ -12828,12 +12920,12 @@ Example artifacts:
 - 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: `2026-04-14T06:34:16Z`
+- 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: **0 comments / 0 reviews / 0 review comments**
+- 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
@@ -12870,12 +12962,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AJuniperSling)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AJuniperSling)
 - repo first seen: `2026-04-18T07:51:44Z`
-- repo last seen: `2026-04-18T12:10:18Z`
+- repo last seen: `2026-04-18T12:41:10Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 2 reviews / 2 review comments**
+- snapshot discussion activity: **0 comments / 3 reviews / 3 review comments**
 - account age: **1866 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
@@ -13137,27 +13229,6 @@ Example artifacts:
 Example artifacts:
 - [PR #67932: docker: allow host-header origin fallback in Compose for local Docker setups](https://github.com/openclaw/openclaw/pull/67932) — closed
 
-### `klin3867`
-
-- profile: [github.com/klin3867](https://github.com/klin3867)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aklin3867)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aklin3867)
-- repo first seen: `2026-04-11T12:28:43Z`
-- repo last seen: `2026-04-11T14:36:25Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **281 days**
-- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **young account; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #64800: fix(plugins): iterate all providers in wrapProviderStreamFn](https://github.com/openclaw/openclaw/pull/64800) — open
-
 ### `klingai-dev`
 
 - profile: [github.com/klingai-dev](https://github.com/klingai-dev)
@@ -15175,6 +15246,27 @@ Example artifacts:
 Example artifacts:
 - [PR #66137: fix(ajv): validate MCP tool schemas against draft/2020-12 [AI-assisted]](https://github.com/openclaw/openclaw/pull/66137) — open
 
+### `seoseo-ai`
+
+- profile: [github.com/seoseo-ai](https://github.com/seoseo-ai)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aseoseo-ai)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aseoseo-ai)
+- repo first seen: `2026-04-18T12:56:25Z`
+- repo last seen: `2026-04-18T13:15:37Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
+- account age: **61 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 #68572: feat(plugin-sdk): add delegated wait-run handle seam](https://github.com/openclaw/openclaw/pull/68572) — open
+
 ### `shakkernerd`
 
 - profile: [github.com/shakkernerd](https://github.com/shakkernerd)
@@ -15637,48 +15729,6 @@ Example artifacts:
 Example artifacts:
 - [PR #65911: fix(gateway): save web UI images to disk for non-vision models](https://github.com/openclaw/openclaw/pull/65911) — open
 
-### `tdack`
-
-- profile: [github.com/tdack](https://github.com/tdack)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Atdack)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Atdack)
-- repo first seen: `2026-03-22T00:25:50Z`
-- repo last seen: `2026-04-16T03:39:05Z`
-- 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 / 11 reviews / 11 review comments**
-- account age: **5099 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 #64811: feat(bluesky): add Bluesky DM channel plugin](https://github.com/openclaw/openclaw/pull/64811) — open, draft
-
-### `TerryFYL`
-
-- profile: [github.com/TerryFYL](https://github.com/TerryFYL)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ATerryFYL)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ATerryFYL)
-- repo first seen: `2026-02-28T09:43:12Z`
-- repo last seen: `2026-04-11T12:43:03Z`
-- 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: **2681 days**
-- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #64804: showcase: add AI Organism Architecture](https://github.com/openclaw/openclaw/pull/64804) — open
-
 ### `TheDillonHall`
 
 - profile: [github.com/TheDillonHall](https://github.com/TheDillonHall)
@@ -15938,7 +15988,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ATTTT-T)
 - repo first seen: `2026-04-18T12:12:52Z`
 - repo last seen: `2026-04-18T12:12:52Z`
-- 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**
@@ -16036,6 +16086,27 @@ Example artifacts:
 Example artifacts:
 - [PR #67349: fix(elevenlabs): match Accept header to requested output format](https://github.com/openclaw/openclaw/pull/67349) — open
 
+### `vivekchand`
+
+- profile: [github.com/vivekchand](https://github.com/vivekchand)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Avivekchand)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Avivekchand)
+- repo first seen: `2026-03-02T00:27:17Z`
+- repo last seen: `2026-04-18T13:11:41Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
+- account age: **5357 days**
+- recent public PR activity: **100 PRs** (77 merged / 7 closed-unmerged / 16 open; merged rate **77%**, closed-unmerged rate **7%**, open rate **16%**)
+- public orgs: `dwellbird`
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **extremely high recent PR volume**
+
+Example artifacts:
+- [PR #68569: fix(device-pairing): auto-expand operator scopes to include operator.read](https://github.com/openclaw/openclaw/pull/68569) — open
+
 ### `vladxyz23`
 
 - profile: [github.com/vladxyz23](https://github.com/vladxyz23)

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