Refresh openclaw dataset snapshot 20260418T212035Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
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       "snapshot_review_comment_count": 1,
       "repo_association": "NONE",
-      "new_to_repo": true,
-      "first_seen_in_snapshot": true,
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
-      "report_reason": "first_seen_in_snapshot",
-      "enrichment_source": "live",
-      "live_refetch_skipped": false,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
       "account_age_days": 4714,
       "young_account": false,
       "follow_through_score": "weak",
@@ -45190,14 +45284,14 @@
       "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asecondfry",
       "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asecondfry",
       "repo_first_seen_at": "2026-04-13T19:30:49Z",
-      "repo_last_seen_at": "2026-04-18T20:16:12Z",
+      "repo_last_seen_at": "2026-04-18T20:48:05Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 22,
+      "repo_artifact_count": 24,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
       "snapshot_comment_count": 5,
-      "snapshot_review_count": 8,
-      "snapshot_review_comment_count": 8,
+      "snapshot_review_count": 9,
+      "snapshot_review_comment_count": 9,
       "repo_association": "NONE",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -45232,7 +45326,7 @@
             "url": "https://github.com/openclaw/openclaw/pull/66137",
             "state": "open",
             "merged": false,
-            "draft": false,
+            "draft": true,
             "created_at": "2026-04-13T19:30:49Z"
           }
         ],
@@ -46797,21 +46891,21 @@
       "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ATmalone1250",
       "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ATmalone1250",
       "repo_first_seen_at": "2026-04-18T20:13:45Z",
-      "repo_last_seen_at": "2026-04-18T20:13:45Z",
+      "repo_last_seen_at": "2026-04-18T20:49:38Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 1,
+      "repo_artifact_count": 2,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 0,
+      "snapshot_comment_count": 1,
       "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": 590,
       "young_account": false,
       "follow_through_score": "weak",

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: openclaw/openclaw
 
-- Snapshot: `20260418T202035Z`
-- Generated: `2026-04-18T20:22:25Z`
+- Snapshot: `20260418T212035Z`
+- Generated: `2026-04-18T21:22:27Z`
 - Activity window: `7d`
-- Contributors: `715`
+- Contributors: `717`
 
 ## Summary
 
@@ -55,9 +55,9 @@
 | `SARAMALI15792` | [profile](https://github.com/SARAMALI15792) | no | CONTRIBUTOR | 992d | `2026-04-11T06:57:22Z` | 10 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `pfrederiksen` | [profile](https://github.com/pfrederiksen) | no | NONE | 5392d | `2026-04-14T16:42:04Z` | 9 | 4 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `jetd1` | [profile](https://github.com/jetd1) | no | CONTRIBUTOR | 3810d | `2026-04-09T03:07:08Z` | 9 | 2 | weak | low | low | high open PR share; targets high-star repos |
+| `VACInc` | [profile](https://github.com/VACInc) | no | CONTRIBUTOR | 4839d | `2026-01-06T03:04:41Z` | 9 | 2 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `martingarramon` | [profile](https://github.com/martingarramon) | no | CONTRIBUTOR | 49d | `2026-03-21T22:50:34Z` | 9 | 1 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `stainlu` | [profile](https://github.com/stainlu) | no | CONTRIBUTOR | 1364d | `2026-04-08T01:24:20Z` | 9 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `VACInc` | [profile](https://github.com/VACInc) | no | CONTRIBUTOR | 4839d | `2026-01-06T03:04:41Z` | 9 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2026-01-16T21:59:54Z` | 9 | 0 | n/a | n/a | n/a | summary unavailable |
 | `lawrence3699` | [profile](https://github.com/lawrence3699) | no | CONTRIBUTOR | 135d | `2026-04-06T08:25:15Z` | 9 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `MonkeyLeeT` | [profile](https://github.com/MonkeyLeeT) | no | CONTRIBUTOR | 4437d | `2026-03-02T15:37:21Z` | 9 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -67,6 +67,7 @@
 | `zqchris` | [profile](https://github.com/zqchris) | no | CONTRIBUTOR | 4718d | `2026-03-01T13:09:15Z` | 8 | 5 | weak | low | low | high open PR share; targets high-star repos |
 | `zhouhe-xydt` | [profile](https://github.com/zhouhe-xydt) | no | CONTRIBUTOR | 44d | `2026-03-10T08:57:32Z` | 8 | 2 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `loongfay` | [profile](https://github.com/loongfay) | no | NONE | 3732d | `2026-04-15T14:58:37Z` | 8 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `Lucenx9` | [profile](https://github.com/Lucenx9) | no | CONTRIBUTOR | 547d | `2026-02-25T06:16:41Z` | 8 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `Angfr95` | [profile](https://github.com/Angfr95) | no | NONE | 641d | `2026-04-14T04:39:29Z` | 8 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `draix` | [profile](https://github.com/draix) | no | NONE | 5822d | `2026-04-12T04:34:31Z` | 8 | 0 | weak | moderate | low | high recent PR volume; high open PR share |
 | `duqaXxX` | [profile](https://github.com/duqaXxX) | no | CONTRIBUTOR | 4000d | `2026-04-09T23:20:27Z` | 8 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
@@ -76,7 +77,6 @@
 | `OwenYWT` | [profile](https://github.com/OwenYWT) | no | CONTRIBUTOR | 1471d | `2026-04-10T09:45:23Z` | 8 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `mjamiv` | [profile](https://github.com/mjamiv) | no | CONTRIBUTOR | 977d | `2026-04-08T18:58:33Z` | 7 | 5 | mixed | low | low | high open PR share; targets high-star repos |
 | `asakir44` | [profile](https://github.com/asakir44) | no | NONE | 440d | `2026-04-13T14:53:54Z` | 7 | 1 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `Lucenx9` | [profile](https://github.com/Lucenx9) | no | CONTRIBUTOR | 547d | `2026-02-25T06:16:41Z` | 7 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `nxmxbbd` | [profile](https://github.com/nxmxbbd) | no | CONTRIBUTOR | 6373d | `2026-03-05T20:12:25Z` | 7 | 1 | n/a | low | low | no visible non-self stars |
 | `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 |
@@ -164,19 +164,16 @@
 | `sqsge` | [profile](https://github.com/sqsge) | no | NONE | 1979d | `2026-04-13T14:48:07Z` | 3 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `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 |
-| `neofdezf-cloud` | [profile](https://github.com/neofdezf-cloud) | no | NONE | 19d | `2026-04-11T10:11:35Z` | 6 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `feiskyer` | [profile](https://github.com/feiskyer) | no | CONTRIBUTOR | 5509d | `2026-04-06T06:23:31Z` | 5 | 2 | strong | low | low | targets high-star repos |
 | `sercada` | [profile](https://github.com/sercada) | no | CONTRIBUTOR | 3420d | `2026-03-10T14:46:37Z` | 5 | 2 | mixed | low | low | high open PR share; targets high-star repos |
 | `mraleko` | [profile](https://github.com/mraleko) | no | CONTRIBUTOR | 938d | `2026-04-08T03:48:45Z` | 5 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `jhsmith409` | [profile](https://github.com/jhsmith409) | no | CONTRIBUTOR | 434d | `2026-04-08T11:54:12Z` | 4 | 3 | weak | moderate | low | high open PR share; targets high-star repos |
 | `jerome-benoit` | [profile](https://github.com/jerome-benoit) | no | NONE | 4459d | `2026-03-12T22:28:40Z` | 4 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 | `steipete` | [profile](https://github.com/steipete) | no | CONTRIBUTOR | 6258d | `2025-11-26T16:46:20Z` | 4 | 1 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `leonardsellem` | [profile](https://github.com/leonardsellem) | no | CONTRIBUTOR | 4992d | `2026-04-10T10:47:02Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `glfruit` | [profile](https://github.com/glfruit) | no | NONE | 4773d | `2026-04-09T14:53:44Z` | 3 | 4 | weak | low | low | high open PR share; targets high-star repos |
 | `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 |
-| `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 |
 | `717986230` | [profile](https://github.com/717986230) | no | NONE | 1852d | `2026-04-13T02:48:11Z` | 2 | 3 | weak | low | low | high open PR share; targets high-star repos |
@@ -257,6 +254,7 @@
 | `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 |
 | `HOYALIM` | [profile](https://github.com/HOYALIM) | no | CONTRIBUTOR | 736d | `2026-02-19T18:49:52Z` | 6 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `mmaps` | [profile](https://github.com/mmaps) | no | CONTRIBUTOR | 4827d | `2026-04-09T18:38:21Z` | 6 | 0 | strong | low | low | targets high-star repos |
+| `neofdezf-cloud` | [profile](https://github.com/neofdezf-cloud) | no | NONE | 19d | `2026-04-11T10:11:35Z` | 6 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `shad0wca7` | [profile](https://github.com/shad0wca7) | no | CONTRIBUTOR | 4159d | `2026-02-21T17:28:52Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `smartchainark` | [profile](https://github.com/smartchainark) | no | NONE | 326d | `2026-02-12T19:25:12Z` | 6 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `extrasmall0` | [profile](https://github.com/extrasmall0) | no | CONTRIBUTOR | 77d | `2026-03-07T15:35:58Z` | 5 | 0 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
@@ -265,8 +263,8 @@
 | `ShionEria` | [profile](https://github.com/ShionEria) | no | CONTRIBUTOR | 35d | `2026-03-16T10:11:17Z` | 5 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `fuller-stack-dev` | [profile](https://github.com/fuller-stack-dev) | no | CONTRIBUTOR | 55d | `2026-03-02T21:04:55Z` | 4 | 1 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `web3blind` | [profile](https://github.com/web3blind) | no | NONE | 46d | `2026-03-21T14:20:44Z` | 4 | 1 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
-| `bde1` | [profile](https://github.com/bde1) | no | CONTRIBUTOR | ?d | `2026-04-11T14:50:02Z` | 4 | 0 | n/a | n/a | n/a | summary unavailable |
 | `drvoss` | [profile](https://github.com/drvoss) | no | CONTRIBUTOR | 4872d | `2026-02-25T02:18:08Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `leonardsellem` | [profile](https://github.com/leonardsellem) | no | CONTRIBUTOR | 4992d | `2026-04-10T10:47:02Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `monsonego` | [profile](https://github.com/monsonego) | no | NONE | 701d | `2026-04-07T12:27:49Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `wirjo` | [profile](https://github.com/wirjo) | no | CONTRIBUTOR | 5970d | `2026-04-06T11:49:31Z` | 4 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `kakahu2015` | [profile](https://github.com/kakahu2015) | no | CONTRIBUTOR | 3678d | `2026-02-26T12:42:25Z` | 3 | 1 | weak | low | low | high open PR share; targets high-star repos |
@@ -275,6 +273,7 @@
 | `evandance` | [profile](https://github.com/evandance) | no | CONTRIBUTOR | 1220d | `2026-04-09T11:38:41Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `IVY-AI-gif` | [profile](https://github.com/IVY-AI-gif) | no | CONTRIBUTOR | 2223d | `2026-03-22T16:01:04Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `latenighthackathon` | [profile](https://github.com/latenighthackathon) | no | NONE | 84d | `2026-04-10T15:42:36Z` | 3 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
+| `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 |
 | `ggzeng` | [profile](https://github.com/ggzeng) | no | NONE | 3560d | `2026-04-09T09:35:59Z` | 2 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `dorukardahan` | [profile](https://github.com/dorukardahan) | no | CONTRIBUTOR | 3001d | `2026-02-18T22:33:42Z` | 2 | 1 | mixed | moderate | low | — |
 | `gdibble` | [profile](https://github.com/gdibble) | no | NONE | 5393d | `2026-02-20T17:08:19Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
@@ -306,7 +305,6 @@
 | `uninhibite-scholar` | [profile](https://github.com/uninhibite-scholar) | no | NONE | 182d | `2026-03-11T05:00:45Z` | 2 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `wangshu94` | [profile](https://github.com/wangshu94) | no | NONE | 2454d | `2026-03-24T16:29:43Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `wittam-01` | [profile](https://github.com/wittam-01) | no | CONTRIBUTOR | 20d | `2026-04-09T14:43:04Z` | 2 | 0 | mixed | low | medium | very new account; no visible non-self stars |
-| `xDarkicex` | [profile](https://github.com/xDarkicex) | no | NONE | 4225d | `2026-03-25T06:09:32Z` | 2 | 0 | mixed | low | low | — |
 | `ttomiczek` | [profile](https://github.com/ttomiczek) | no | NONE | 41d | `2026-04-10T05:23:08Z` | 1 | 13 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `JIRBOY` | [profile](https://github.com/JIRBOY) | no | NONE | 2565d | `2026-04-11T06:03:38Z` | 1 | 7 | weak | low | low | high open PR share; targets high-star repos |
 | `ismael-81` | [profile](https://github.com/ismael-81) | no | NONE | 10d | `2026-04-10T18:46:07Z` | 1 | 6 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -420,7 +418,7 @@
 | `AnonAmit` | [profile](https://github.com/AnonAmit) | no | CONTRIBUTOR | 1058d | `2026-04-12T14:24:33Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `ANURAG040599` | [profile](https://github.com/ANURAG040599) | no | NONE | 1856d | `2026-04-13T03:07:56Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Aobing-code` | [profile](https://github.com/Aobing-code) | no | NONE | 761d | `2026-03-07T02:55:33Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `artificialdimension` | [profile](https://github.com/artificialdimension) | yes | NONE | 70d | `2026-04-18T19:34:56Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
+| `artificialdimension` | [profile](https://github.com/artificialdimension) | no | NONE | 70d | `2026-04-18T19:34:56Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `aryankinha` | [profile](https://github.com/aryankinha) | no | NONE | 552d | `2026-04-14T09:25:17Z` | 1 | 0 | mixed | low | low | high open PR share; no visible non-self stars |
 | `athletesofthereef` | [profile](https://github.com/athletesofthereef) | no | NONE | 34d | `2026-04-14T06:04:02Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; targets high-star repos |
 | `ATJGQ` | [profile](https://github.com/ATJGQ) | no | NONE | 1705d | `2026-04-15T11:34:07Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -452,7 +450,7 @@
 | `cheapestinference` | [profile](https://github.com/cheapestinference) | no | CONTRIBUTOR | 175d | `2026-04-14T11:43:30Z` | 1 | 0 | weak | low | medium | young account; high open PR share; targets high-star repos |
 | `chefallan` | [profile](https://github.com/chefallan) | no | NONE | 3155d | `2026-04-12T22:54:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `chiyouYCH` | [profile](https://github.com/chiyouYCH) | no | NONE | 3303d | `2026-04-15T06:31:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `christnorman` | [profile](https://github.com/christnorman) | yes | NONE | 975d | `2026-04-18T20:08:44Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `christnorman` | [profile](https://github.com/christnorman) | no | NONE | 975d | `2026-04-18T20:08:44Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `clemenshelm` | [profile](https://github.com/clemenshelm) | no | NONE | 6022d | `2026-02-22T05:57:34Z` | 1 | 0 | strong | low | low | — |
 | `clivemoore` | [profile](https://github.com/clivemoore) | no | NONE | 6223d | `2026-04-17T01:11:28Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `CnxLuc` | [profile](https://github.com/CnxLuc) | no | NONE | 2491d | `2026-02-04T07:50:11Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -483,7 +481,7 @@
 | `ejc3` | [profile](https://github.com/ejc3) | no | NONE | 5098d | `2026-04-13T04:41:55Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `ender-wiggin-ai` | [profile](https://github.com/ender-wiggin-ai) | no | NONE | 40d | `2026-04-16T16:39:39Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `EOLreidc` | [profile](https://github.com/EOLreidc) | no | NONE | 923d | `2026-04-16T23:38:07Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `EpaL` | [profile](https://github.com/EpaL) | yes | NONE | 5731d | `2026-02-21T18:43:07Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `EpaL` | [profile](https://github.com/EpaL) | no | NONE | 5731d | `2026-02-21T18:43:07Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ericyoshida` | [profile](https://github.com/ericyoshida) | no | NONE | 2537d | `2026-04-16T22:26:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `eyjohn` | [profile](https://github.com/eyjohn) | no | CONTRIBUTOR | 4680d | `2026-04-16T17:33:15Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `fabioquinzi` | [profile](https://github.com/fabioquinzi) | no | NONE | 2803d | `2026-04-12T17:39:06Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -494,7 +492,7 @@
 | `finallylly` | [profile](https://github.com/finallylly) | no | NONE | 3555d | `2026-04-13T12:15:44Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Foundry421` | [profile](https://github.com/Foundry421) | no | NONE | 71d | `2026-04-13T08:10:10Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; targets high-star repos |
 | `foxer0952` | [profile](https://github.com/foxer0952) | no | NONE | 0d | `2026-04-18T06:19:19Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
-| `fraction12` | [profile](https://github.com/fraction12) | yes | NONE | 3454d | `2026-04-18T19:30:48Z` | 1 | 0 | strong | moderate | low | — |
+| `fraction12` | [profile](https://github.com/fraction12) | no | NONE | 3454d | `2026-04-18T19:30:48Z` | 1 | 0 | strong | moderate | low | — |
 | `Frrrrrrrrank` | [profile](https://github.com/Frrrrrrrrank) | no | NONE | 1833d | `2026-04-17T10:59:47Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `fsp279469961` | [profile](https://github.com/fsp279469961) | no | NONE | 2878d | `2026-04-13T10:11:08Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `g199209` | [profile](https://github.com/g199209) | no | NONE | 3821d | `2026-04-14T07:33:12Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
@@ -559,6 +557,7 @@
 | `kangjinghang` | [profile](https://github.com/kangjinghang) | no | NONE | 3038d | `2026-04-15T05:39:38Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `kantorcodes` | [profile](https://github.com/kantorcodes) | no | NONE | 4520d | `2026-04-13T00:51:30Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `kashevk0` | [profile](https://github.com/kashevk0) | no | CONTRIBUTOR | 879d | `2026-04-14T22:33:51Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
+| `KateWilkins` | [profile](https://github.com/KateWilkins) | yes | NONE | 4070d | `2026-02-04T19:04:27Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `kenrolzjc` | [profile](https://github.com/kenrolzjc) | no | NONE | 35d | `2026-04-15T15:41:47Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `kerwin612` | [profile](https://github.com/kerwin612) | no | NONE | 4829d | `2026-04-13T10:41:48Z` | 1 | 0 | weak | low | low | high open PR share |
 | `kevinheneveld` | [profile](https://github.com/kevinheneveld) | no | NONE | 5269d | `2026-03-19T00:00:30Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -583,6 +582,8 @@
 | `Little-viva1` | [profile](https://github.com/Little-viva1) | no | NONE | 639d | `2026-04-18T16:06:34Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `liuchuanjie` | [profile](https://github.com/liuchuanjie) | no | NONE | 2741d | `2026-04-14T11:48:46Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `LiuYihey` | [profile](https://github.com/LiuYihey) | no | NONE | 252d | `2026-04-14T08:00:20Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
+| `lives4code` | [profile](https://github.com/lives4code) | yes | NONE | 2539d | `2026-04-18T20:53:04Z` | 1 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `ljbudgie` | [profile](https://github.com/ljbudgie) | yes | NONE | 294d | `2026-04-18T20:51:45Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `lucasheriques` | [profile](https://github.com/lucasheriques) | no | NONE | 3985d | `2026-04-16T15:26:35Z` | 1 | 0 | mixed | low | low | targets high-star repos |
 | `Luckymingxuan` | [profile](https://github.com/Luckymingxuan) | no | CONTRIBUTOR | 796d | `2026-04-16T04:21:17Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Luckywolf82` | [profile](https://github.com/Luckywolf82) | no | NONE | 666d | `2026-04-14T13:39:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -593,6 +594,7 @@
 | `Manuel-Jentic` | [profile](https://github.com/Manuel-Jentic) | no | NONE | 354d | `2026-04-16T15:39:52Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `maor-eini` | [profile](https://github.com/maor-eini) | no | NONE | 5212d | `2026-04-15T11:08:41Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `markjferguson` | [profile](https://github.com/markjferguson) | no | NONE | 136d | `2026-04-13T10:33:53Z` | 1 | 0 | weak | low | medium | young account; high open PR share; targets high-star repos |
+| `markrachapoom` | [profile](https://github.com/markrachapoom) | yes | NONE | 2004d | `2026-04-18T20:31:21Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs |
 | `martinfrancois` | [profile](https://github.com/martinfrancois) | no | CONTRIBUTOR | 3866d | `2026-02-22T13:20:08Z` | 1 | 0 | strong | low | low | — |
 | `mazhe-nerd` | [profile](https://github.com/mazhe-nerd) | no | CONTRIBUTOR | 1423d | `2026-04-13T03:15:07Z` | 1 | 0 | mixed | moderate | low | high open PR share |
 | `Mehulupase01` | [profile](https://github.com/Mehulupase01) | no | NONE | 2289d | `2026-04-11T23:56:45Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -611,7 +613,7 @@
 | `nighting0615` | [profile](https://github.com/nighting0615) | no | NONE | 800d | `2026-04-14T07:39:00Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `nikilster` | [profile](https://github.com/nikilster) | no | NONE | 5275d | `2026-04-11T23:06:15Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `nir-insuretax` | [profile](https://github.com/nir-insuretax) | no | NONE | 38d | `2026-03-17T10:08:50Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
-| `nitinwadhawan` | [profile](https://github.com/nitinwadhawan) | yes | NONE | 4714d | `2026-04-18T19:44:38Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `nitinwadhawan` | [profile](https://github.com/nitinwadhawan) | no | NONE | 4714d | `2026-04-18T19:44:38Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `njiangk` | [profile](https://github.com/njiangk) | no | NONE | 2447d | `2026-04-14T01:54:00Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `nnlevy` | [profile](https://github.com/nnlevy) | no | NONE | 5883d | `2026-04-18T08:00:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `noahclanman` | [profile](https://github.com/noahclanman) | no | NONE | 1894d | `2026-04-13T10:01:58Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -690,7 +692,7 @@
 | `thinhhh-beep` | [profile](https://github.com/thinhhh-beep) | no | NONE | 2d | `2026-04-16T18:25:19Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `thomasquintana` | [profile](https://github.com/thomasquintana) | no | NONE | 5042d | `2026-04-14T00:10:29Z` | 1 | 0 | weak | low | low | high open PR share |
 | `TinyTb` | [profile](https://github.com/TinyTb) | no | CONTRIBUTOR | 4534d | `2026-02-05T18:45:41Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `Tmalone1250` | [profile](https://github.com/Tmalone1250) | yes | NONE | 590d | `2026-04-18T20:13:45Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
+| `Tmalone1250` | [profile](https://github.com/Tmalone1250) | no | NONE | 590d | `2026-04-18T20:13:45Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
 | `tmlxrd` | [profile](https://github.com/tmlxrd) | no | NONE | 2221d | `2026-04-16T22:55:44Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ToniDonDoni` | [profile](https://github.com/ToniDonDoni) | no | NONE | 129d | `2026-04-07T23:42:54Z` | 1 | 0 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `toverly1` | [profile](https://github.com/toverly1) | no | NONE | 1181d | `2026-04-15T19:20:40Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -972,12 +974,12 @@ 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: `2026-04-18T12:51:27Z`
+- repo last seen: `2026-04-18T21:19:32Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **34**
 - snapshot authored PRs/issues: **27 PRs / 7 issues**
-- snapshot discussion activity: **47 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **49 comments / 0 reviews / 0 review comments**
 - account age: **32 days**
 - recent public PR activity: **108 PRs** (51 merged / 12 closed-unmerged / 45 open; merged rate **47%**, closed-unmerged rate **11%**, open rate **42%**)
 - public orgs: none visible
@@ -1816,6 +1818,31 @@ Example artifacts:
 - [Issue #65223: Design: tool abort signal handling and framework-level execution interruption](https://github.com/openclaw/openclaw/issues/65223) — open
 - [Issue #64951: Inbound debouncer keyChains re-serializes steer messages, making per-message grammY keys ineffective](https://github.com/openclaw/openclaw/issues/64951) — closed
 
+### `VACInc`
+
+- profile: [github.com/VACInc](https://github.com/VACInc)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AVACInc)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AVACInc)
+- repo first seen: `2026-01-06T03:04:41Z`
+- repo last seen: `2026-04-18T20:40:37Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **11**
+- snapshot authored PRs/issues: **9 PRs / 2 issues**
+- snapshot discussion activity: **36 comments / 7 reviews / 7 review comments**
+- account age: **4839 days**
+- recent public PR activity: **5 PRs** (1 merged / 2 closed-unmerged / 2 open; merged rate **20%**, closed-unmerged rate **40%**, open rate **40%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #66247: [codex] Telegram: let immediate queue modes bypass busy topic lanes](https://github.com/openclaw/openclaw/pull/66247) — open
+- [PR #66226: [codex] Telegram: unblock status commands behind busy turns](https://github.com/openclaw/openclaw/pull/66226) — closed, merged
+- [PR #65537: [codex] Fix native /status runtime resolution](https://github.com/openclaw/openclaw/pull/65537) — closed, draft
+- [Issue #68690: SecretRef coverage gaps for several auth/config paths](https://github.com/openclaw/openclaw/issues/68690) — open
+- [Issue #61936: [Feature]: Allow dreaming with external memory slot plugins](https://github.com/openclaw/openclaw/issues/61936) — closed
+
 ### `martingarramon`
 
 - profile: [github.com/martingarramon](https://github.com/martingarramon)
@@ -1864,30 +1891,6 @@ Example artifacts:
 - [PR #67785: fix(agents): scope nested lane per target session to stop cross-agent blocking (#67502)](https://github.com/openclaw/openclaw/pull/67785) — open
 - [Issue #67934: [feature request] Auto-apply auth.applyConfig at plugin-load time for Category B providers (defineSingleProviderPluginEntry)](https://github.com/openclaw/openclaw/issues/67934) — closed
 
-### `VACInc`
-
-- profile: [github.com/VACInc](https://github.com/VACInc)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AVACInc)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AVACInc)
-- repo first seen: `2026-01-06T03:04:41Z`
-- repo last seen: `2026-04-14T01:17:18Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **10**
-- snapshot authored PRs/issues: **9 PRs / 1 issues**
-- snapshot discussion activity: **36 comments / 7 reviews / 7 review comments**
-- account age: **4839 days**
-- recent public PR activity: **5 PRs** (1 merged / 2 closed-unmerged / 2 open; merged rate **20%**, closed-unmerged rate **40%**, open rate **40%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #66247: [codex] Telegram: let immediate queue modes bypass busy topic lanes](https://github.com/openclaw/openclaw/pull/66247) — open
-- [PR #66226: [codex] Telegram: unblock status commands behind busy turns](https://github.com/openclaw/openclaw/pull/66226) — closed, merged
-- [PR #65537: [codex] Fix native /status runtime resolution](https://github.com/openclaw/openclaw/pull/65537) — closed, draft
-- [Issue #61936: [Feature]: Allow dreaming with external memory slot plugins](https://github.com/openclaw/openclaw/issues/61936) — closed
-
 ### `dependabot[bot]`
 
 - profile: [github.com/dependabot[bot]](https://github.com/dependabot[bot])
@@ -2103,6 +2106,30 @@ Example artifacts:
 - [PR #67633: Yuanbao](https://github.com/openclaw/openclaw/pull/67633) — closed
 - [Issue #67640: [Feature]: Add bundled YuanBao (元宝) channel plugin for Tencent YuanBao Bot integration](https://github.com/openclaw/openclaw/issues/67640) — open
 
+### `Lucenx9`
+
+- profile: [github.com/Lucenx9](https://github.com/Lucenx9)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ALucenx9)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ALucenx9)
+- repo first seen: `2026-02-25T06:16:41Z`
+- repo last seen: `2026-04-18T21:15:35Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **9**
+- snapshot authored PRs/issues: **8 PRs / 1 issues**
+- snapshot discussion activity: **12 comments / 1 reviews / 1 review comments**
+- account age: **547 days**
+- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #68698: fix(auto-reply): commit inbound dedupe on handled exits](https://github.com/openclaw/openclaw/pull/68698) — open
+- [PR #68588: fix(telegram): avoid wedging callback updates on permanent edit errors](https://github.com/openclaw/openclaw/pull/68588) — closed, merged
+- [PR #68573: fix(webhooks): re-resolve rotated webhook secrets](https://github.com/openclaw/openclaw/pull/68573) — open
+- [Issue #45645: [Bug]: doctor/update can leave CLI and gateway on different installs on Linux](https://github.com/openclaw/openclaw/issues/45645) — open
+
 ### `Angfr95`
 
 - profile: [github.com/Angfr95](https://github.com/Angfr95)
@@ -2314,30 +2341,6 @@ Example artifacts:
 - [PR #66049: feat(agents): add per-agent TTS voice configuration](https://github.com/openclaw/openclaw/pull/66049) — open
 - [Issue #66056: [Feature]: Locale-aware error messages for user-facing failure text](https://github.com/openclaw/openclaw/issues/66056) — open
 
-### `Lucenx9`
-
-- profile: [github.com/Lucenx9](https://github.com/Lucenx9)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ALucenx9)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ALucenx9)
-- repo first seen: `2026-02-25T06:16:41Z`
-- repo last seen: `2026-04-18T14:06:27Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **8**
-- snapshot authored PRs/issues: **7 PRs / 1 issues**
-- snapshot discussion activity: **12 comments / 1 reviews / 1 review comments**
-- account age: **547 days**
-- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #68588: fix(telegram): avoid wedging callback updates on permanent edit errors](https://github.com/openclaw/openclaw/pull/68588) — closed, merged
-- [PR #68573: fix(webhooks): re-resolve rotated webhook secrets](https://github.com/openclaw/openclaw/pull/68573) — open
-- [PR #68269: [codex] CLI/Doctor: skip gateway token warning in trusted-proxy mode](https://github.com/openclaw/openclaw/pull/68269) — open
-- [Issue #45645: [Bug]: doctor/update can leave CLI and gateway on different installs on Linux](https://github.com/openclaw/openclaw/issues/45645) — open
-
 ### `nxmxbbd`
 
 - profile: [github.com/nxmxbbd](https://github.com/nxmxbbd)
@@ -4378,29 +4381,6 @@ Example artifacts:
 - [PR #66881: test(qianfan,kimi-coding): add provider plugin and onboard config tests [AI-assisted]](https://github.com/openclaw/openclaw/pull/66881) — closed
 - [PR #64709: fix(process): handle Windows CJK encoding in child process output [AI-assisted]](https://github.com/openclaw/openclaw/pull/64709) — open
 
-### `neofdezf-cloud`
-
-- profile: [github.com/neofdezf-cloud](https://github.com/neofdezf-cloud)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aneofdezf-cloud)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aneofdezf-cloud)
-- repo first seen: `2026-04-11T10:11:35Z`
-- repo last seen: `2026-04-12T15:53:40Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **6**
-- snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **15 comments / 0 reviews / 0 review comments**
-- account age: **19 days**
-- recent public PR activity: **6 PRs** (0 merged / 0 closed-unmerged / 6 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 #65213: feat(sessions): add effective session explain command](https://github.com/openclaw/openclaw/pull/65213) — open
-- [PR #65005: feat(models): add provider/model resolution explain command](https://github.com/openclaw/openclaw/pull/65005) — open
-- [PR #64988: feat(gateway): infer provider from configured model families](https://github.com/openclaw/openclaw/pull/64988) — open
-
 ### `feiskyer`
 
 - profile: [github.com/feiskyer](https://github.com/feiskyer)
@@ -4530,12 +4510,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asteipete)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asteipete)
 - repo first seen: `2025-11-26T16:46:20Z`
-- repo last seen: `2026-04-18T19:45:16Z`
+- repo last seen: `2026-04-18T20:27:52Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **4 PRs / 1 issues**
-- snapshot discussion activity: **7040 comments / 5 reviews / 0 review comments**
+- snapshot discussion activity: **7041 comments / 5 reviews / 0 review comments**
 - account age: **6258 days**
 - recent public PR activity: **4 PRs** (2 merged / 2 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
 - public orgs: `Cocoaheads-Austria`, `mentalfaculty`, `ResearchKit`, `xcpretty`
@@ -4548,29 +4528,6 @@ Example artifacts:
 - [PR #64298: Refactor agent harness into Codex extension](https://github.com/openclaw/openclaw/pull/64298) — closed, merged
 - [Issue #75: Linux/Windows Clawdbot Apps](https://github.com/openclaw/openclaw/issues/75) — open
 
-### `leonardsellem`
-
-- profile: [github.com/leonardsellem](https://github.com/leonardsellem)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aleonardsellem)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aleonardsellem)
-- repo first seen: `2026-04-10T10:47:02Z`
-- repo last seen: `2026-04-13T10:36:48Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 4 reviews / 4 review comments**
-- account age: **4992 days**
-- recent public PR activity: **6 PRs** (1 merged / 2 closed-unmerged / 3 open; merged rate **17%**, closed-unmerged rate **33%**, open rate **50%**)
-- 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 #65800: fix(cli): load runtime plugins for wiki commands](https://github.com/openclaw/openclaw/pull/65800) — open
-- [PR #65012: fix(memory-wiki): pass app config into CLI metadata registrar](https://github.com/openclaw/openclaw/pull/65012) — closed, merged
-- [PR #64466: fix(memory-core): preserve public artifact visibility through loader cache restore](https://github.com/openclaw/openclaw/pull/64466) — closed
-
 ### `glfruit`
 
 - profile: [github.com/glfruit](https://github.com/glfruit)
@@ -4669,29 +4626,6 @@ 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
 
-### `richardclawbot`
-
-- profile: [github.com/richardclawbot](https://github.com/richardclawbot)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Arichardclawbot)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Arichardclawbot)
-- repo first seen: `2026-04-10T17:07:12Z`
-- repo last seen: `2026-04-12T07:52:20Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **31 days**
-- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **very new account; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #65242: fix: CompletionDeliveryGate to prevent duplicate ACP completion delivery](https://github.com/openclaw/openclaw/pull/65242) — open
-- [PR #65013: fix(tasks): silence acp child-session completion banners](https://github.com/openclaw/openclaw/pull/65013) — open
-- [PR #64416: fix(acp): normalize completion delivery guidance](https://github.com/openclaw/openclaw/pull/64416) — open
-
 ### `welfo-beo`
 
 - profile: [github.com/welfo-beo](https://github.com/welfo-beo)
@@ -6490,6 +6424,29 @@ Example artifacts:
 - [PR #64377: fix: include image param in sandbox media normalization [AI-assisted]](https://github.com/openclaw/openclaw/pull/64377) — closed, merged
 - [PR #64376: fix(infra): extend exec completion detection to cover local background exec formats [AI-assisted]](https://github.com/openclaw/openclaw/pull/64376) — closed, merged
 
+### `neofdezf-cloud`
+
+- profile: [github.com/neofdezf-cloud](https://github.com/neofdezf-cloud)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aneofdezf-cloud)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aneofdezf-cloud)
+- repo first seen: `2026-04-11T10:11:35Z`
+- repo last seen: `2026-04-12T15:53:40Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **6 PRs / 0 issues**
+- snapshot discussion activity: **15 comments / 0 reviews / 0 review comments**
+- account age: **19 days**
+- recent public PR activity: **6 PRs** (0 merged / 0 closed-unmerged / 6 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 #65213: feat(sessions): add effective session explain command](https://github.com/openclaw/openclaw/pull/65213) — open
+- [PR #65005: feat(models): add provider/model resolution explain command](https://github.com/openclaw/openclaw/pull/65005) — open
+- [PR #64988: feat(gateway): infer provider from configured model families](https://github.com/openclaw/openclaw/pull/64988) — open
+
 ### `shad0wca7`
 
 - profile: [github.com/shad0wca7](https://github.com/shad0wca7)
@@ -6634,12 +6591,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Afuller-stack-dev)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Afuller-stack-dev)
 - repo first seen: `2026-03-02T21:04:55Z`
-- repo last seen: `2026-04-17T06:33:14Z`
+- repo last seen: `2026-04-18T20:50:34Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **4 PRs / 1 issues**
-- snapshot discussion activity: **23 comments / 19 reviews / 19 review comments**
+- snapshot discussion activity: **23 comments / 20 reviews / 20 review comments**
 - account age: **55 days**
 - recent public PR activity: **4 PRs** (1 merged / 0 closed-unmerged / 3 open; merged rate **25%**, closed-unmerged rate **0%**, open rate **75%**)
 - public orgs: none visible
@@ -6676,30 +6633,6 @@ Example artifacts:
 - [PR #64731: fix(telegram): show model fallback notices outside verbose mode](https://github.com/openclaw/openclaw/pull/64731) — open
 - [Issue #51645: Voice transcription not working in group/topic chats](https://github.com/openclaw/openclaw/issues/51645) — open
 
-### `bde1`
-
-- profile: [github.com/bde1](https://github.com/bde1)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abde1)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abde1)
-- repo first seen: `2026-04-11T14:50:02Z`
-- repo last seen: `2026-04-11T20:30:32Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **? days**
-- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
-- public orgs: none visible
-- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
-- heuristic read: **summary unavailable**
-- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'bde1'."}]`
-
-Example artifacts:
-- [PR #65003: fix(cron): normalize malformed persisted job state on load](https://github.com/openclaw/openclaw/pull/65003) — open
-- [PR #64859: fix(cli): stop misclassifying help/tool as plugin-gated](https://github.com/openclaw/openclaw/pull/64859) — closed
-- [PR #64843: fix(tui): recover footer state after stale run final](https://github.com/openclaw/openclaw/pull/64843) — closed
-
 ### `drvoss`
 
 - profile: [github.com/drvoss](https://github.com/drvoss)
@@ -6723,6 +6656,29 @@ Example artifacts:
 - [PR #63581: imessage: strip NUL bytes from echo-cache text normalization](https://github.com/openclaw/openclaw/pull/63581) — open
 - [PR #53395: feishu: fix schema 2.0 card config in interactive card UX functions](https://github.com/openclaw/openclaw/pull/53395) — open
 
+### `leonardsellem`
+
+- profile: [github.com/leonardsellem](https://github.com/leonardsellem)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aleonardsellem)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aleonardsellem)
+- repo first seen: `2026-04-10T10:47:02Z`
+- repo last seen: `2026-04-13T10:36:48Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **4 PRs / 0 issues**
+- snapshot discussion activity: **2 comments / 4 reviews / 4 review comments**
+- account age: **4992 days**
+- recent public PR activity: **6 PRs** (1 merged / 2 closed-unmerged / 3 open; merged rate **17%**, closed-unmerged rate **33%**, open rate **50%**)
+- 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 #65800: fix(cli): load runtime plugins for wiki commands](https://github.com/openclaw/openclaw/pull/65800) — open
+- [PR #65012: fix(memory-wiki): pass app config into CLI metadata registrar](https://github.com/openclaw/openclaw/pull/65012) — closed, merged
+- [PR #64466: fix(memory-core): preserve public artifact visibility through loader cache restore](https://github.com/openclaw/openclaw/pull/64466) — closed
+
 ### `monsonego`
 
 - profile: [github.com/monsonego](https://github.com/monsonego)
@@ -6908,6 +6864,29 @@ Example artifacts:
 - [PR #64398: fix(cli): strip null bytes from system prompt before spawn](https://github.com/openclaw/openclaw/pull/64398) — closed
 - [PR #64390: fix(model): guard normalizeResolvedModel against undefined model param](https://github.com/openclaw/openclaw/pull/64390) — open
 
+### `richardclawbot`
+
+- profile: [github.com/richardclawbot](https://github.com/richardclawbot)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Arichardclawbot)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Arichardclawbot)
+- repo first seen: `2026-04-10T17:07:12Z`
+- repo last seen: `2026-04-12T07:52:20Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **31 days**
+- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **very new account; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #65242: fix: CompletionDeliveryGate to prevent duplicate ACP completion delivery](https://github.com/openclaw/openclaw/pull/65242) — open
+- [PR #65013: fix(tasks): silence acp child-session completion banners](https://github.com/openclaw/openclaw/pull/65013) — open
+- [PR #64416: fix(acp): normalize completion delivery guidance](https://github.com/openclaw/openclaw/pull/64416) — open
+
 ### `ggzeng`
 
 - profile: [github.com/ggzeng](https://github.com/ggzeng)
@@ -7601,28 +7580,6 @@ Example artifacts:
 - [PR #66427: Feishu: add comment-specific policy controls and harden comment delivery](https://github.com/openclaw/openclaw/pull/66427) — open
 - [PR #63785: feat(feishu): improve document comment session, rich parsing, and typing feedback](https://github.com/openclaw/openclaw/pull/63785) — closed, merged
 
-### `xDarkicex`
-
-- profile: [github.com/xDarkicex](https://github.com/xDarkicex)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AxDarkicex)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AxDarkicex)
-- repo first seen: `2026-03-25T06:09:32Z`
-- repo last seen: `2026-04-11T20:34:56Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 3 reviews / 3 review comments**
-- account age: **4225 days**
-- recent public PR activity: **5 PRs** (3 merged / 1 closed-unmerged / 1 open; merged rate **60%**, closed-unmerged rate **20%**, open rate **20%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #65006: feat(agents): add contextInjection 'never' to disable bootstrap file injection](https://github.com/openclaw/openclaw/pull/65006) — open
-- [PR #64094: feat(agents): add contextInjection 'never' to disable bootstrap file injection](https://github.com/openclaw/openclaw/pull/64094) — closed
-
 ### `ttomiczek`
 
 - profile: [github.com/ttomiczek](https://github.com/ttomiczek)
@@ -7725,12 +7682,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Alukeboyett)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Alukeboyett)
 - repo first seen: `2026-02-09T19:59:59Z`
-- repo last seen: `2026-04-18T17:01:57Z`
+- repo last seen: `2026-04-18T20:48:49Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **1 PRs / 5 issues**
-- snapshot discussion activity: **15 comments / 14 reviews / 14 review comments**
+- snapshot discussion activity: **16 comments / 14 reviews / 14 review comments**
 - account age: **2640 days**
 - recent public PR activity: **11 PRs** (0 merged / 1 closed-unmerged / 10 open; merged rate **0%**, closed-unmerged rate **9%**, open rate **91%**)
 - public orgs: none visible
@@ -7740,7 +7697,7 @@ Example artifacts:
 Example artifacts:
 - [PR #67508: fix(agents): prefer target agent's bound Matrix account for subagent spawns](https://github.com/openclaw/openclaw/pull/67508) — closed, merged
 - [Issue #68629: build:docker missing write-npm-update-compat-sidecars step causes intermittent Install Smoke failures](https://github.com/openclaw/openclaw/issues/68629) — closed
-- [Issue #67749: resolveFirstBoundAccountId should honor guild/team/role constraints on AgentRouteBinding](https://github.com/openclaw/openclaw/issues/67749) — open
+- [Issue #67749: resolveFirstBoundAccountId should honor guild/team/role constraints on AgentRouteBinding](https://github.com/openclaw/openclaw/issues/67749) — closed
 - [Issue #66218: [Bug] `build:plugin-sdk:dts` fails on v2026.4.12: Cannot find module zca-js when building zalouser extension types](https://github.com/openclaw/openclaw/issues/66218) — closed
 
 ### `perlowja`
@@ -10128,7 +10085,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aartificialdimension)
 - repo first seen: `2026-04-18T19:34:56Z`
 - repo last seen: `2026-04-18T19:34:56Z`
-- 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**
@@ -10800,7 +10757,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Achristnorman)
 - repo first seen: `2026-04-18T20:08:44Z`
 - repo last seen: `2026-04-18T20:17:07Z`
-- 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**
@@ -11451,7 +11408,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AEpaL)
 - repo first seen: `2026-02-21T18:43:07Z`
 - repo last seen: `2026-04-18T20:15:13Z`
-- 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**
@@ -11682,7 +11639,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Afraction12)
 - repo first seen: `2026-04-18T19:30:48Z`
 - repo last seen: `2026-04-18T19:48:19Z`
-- 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**
@@ -13041,6 +12998,27 @@ Example artifacts:
 Example artifacts:
 - [PR #66843: fix(config): restore Telegram native commands under auto defaults](https://github.com/openclaw/openclaw/pull/66843) — closed, merged
 
+### `KateWilkins`
+
+- profile: [github.com/KateWilkins](https://github.com/KateWilkins)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AKateWilkins)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AKateWilkins)
+- repo first seen: `2026-02-04T19:04:27Z`
+- repo last seen: `2026-04-18T20:59:29Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **4070 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 #68694: FEAT: Add tts and image generation support to xai extension](https://github.com/openclaw/openclaw/pull/68694) — open
+
 ### `kenrolzjc`
 
 - profile: [github.com/kenrolzjc](https://github.com/kenrolzjc)
@@ -13545,6 +13523,48 @@ Example artifacts:
 Example artifacts:
 - [PR #66415: fix(custom-provider): add empty required arrays for non-strict OpenAI tool schemas](https://github.com/openclaw/openclaw/pull/66415) — open
 
+### `lives4code`
+
+- profile: [github.com/lives4code](https://github.com/lives4code)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Alives4code)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Alives4code)
+- repo first seen: `2026-04-18T20:53:04Z`
+- repo last seen: `2026-04-18T20:53:04Z`
+- 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: **2539 days**
+- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #68693: Add memory to tools documentation ai assisted](https://github.com/openclaw/openclaw/pull/68693) — open
+
+### `ljbudgie`
+
+- profile: [github.com/ljbudgie](https://github.com/ljbudgie)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aljbudgie)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aljbudgie)
+- repo first seen: `2026-04-18T20:51:45Z`
+- repo last seen: `2026-04-18T20:58:44Z`
+- 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 / 3 reviews / 3 review comments**
+- account age: **294 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: **young account; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #68692: Formalize Burgess Principle governance in OpenClaw](https://github.com/openclaw/openclaw/pull/68692) — open
+
 ### `lucasheriques`
 
 - profile: [github.com/lucasheriques](https://github.com/lucasheriques)
@@ -13755,6 +13775,27 @@ Example artifacts:
 Example artifacts:
 - [PR #65884: Honor configured exec node for remote skill probes](https://github.com/openclaw/openclaw/pull/65884) — open
 
+### `markrachapoom`
+
+- profile: [github.com/markrachapoom](https://github.com/markrachapoom)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amarkrachapoom)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amarkrachapoom)
+- repo first seen: `2026-04-18T20:31:21Z`
+- repo last seen: `2026-04-18T20:31:45Z`
+- first seen in snapshot: **yes**
+- 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: **2004 days**
+- recent public PR activity: **4 PRs** (2 merged / 2 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs**
+
+Example artifacts:
+- [PR #68688: fix(cli): pass safe cwd to spawned openclaw children](https://github.com/openclaw/openclaw/pull/68688) — closed
+
 ### `martinfrancois`
 
 - profile: [github.com/martinfrancois](https://github.com/martinfrancois)
@@ -14140,7 +14181,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Anitinwadhawan)
 - repo first seen: `2026-04-18T19:44:38Z`
 - repo last seen: `2026-04-18T20:04:46Z`
-- 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**
@@ -15211,12 +15252,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asecondfry)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asecondfry)
 - repo first seen: `2026-04-13T19:30:49Z`
-- repo last seen: `2026-04-18T20:16:12Z`
+- repo last seen: `2026-04-18T20:48:05Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 8 reviews / 8 review comments**
+- snapshot discussion activity: **5 comments / 9 reviews / 9 review comments**
 - account age: **5691 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
@@ -15224,7 +15265,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #66137: fix(ajv): validate MCP tool schemas against draft/2020-12 [AI-assisted]](https://github.com/openclaw/openclaw/pull/66137) — open
+- [PR #66137: fix(ajv): validate MCP tool schemas against draft/2020-12 [AI-assisted]](https://github.com/openclaw/openclaw/pull/66137) — open, draft
 
 ### `shakkernerd`
 
@@ -15799,12 +15840,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ATmalone1250)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ATmalone1250)
 - repo first seen: `2026-04-18T20:13:45Z`
-- repo last seen: `2026-04-18T20:13:45Z`
-- first seen in snapshot: **yes**
+- repo last seen: `2026-04-18T20:49:38Z`
+- 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: **590 days**
 - recent public PR activity: **8 PRs** (0 merged / 5 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **62%**, open rate **38%**)
 - public orgs: none visible

new_contributors.parquet

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-size 97793
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+size 97798

pr_comments.parquet

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-size 46805182
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+size 46822057

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-size 121206892
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+size 121324899

pr_files.parquet

@@ -1,3 +1,3 @@
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-size 89519044
+oid sha256:1c0c7864e3b1ba5d0f6313403434c2d98c99d5d47605dec83053507c60346935
+size 95980359

pull_requests.parquet

@@ -1,3 +1,3 @@
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-oid sha256:1d70e31e1dbc4f2b063bfbadfcc32a7b442b5df279bb5c0576519ed30073620b
-size 4821824
+oid sha256:fdcd3403058d2d4e9366b81111d74f8da0a442cd820119606d438e6733470521
+size 4832280

review_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:7bed9ea42b3962ac9132e22eb38dcb8a955b7e20fa6d6d5ca80a3135f705666f
-size 7411171
+oid sha256:89347738a1eb577c639b92cf90c2003bbc412c772b855eb306778b5373e68e45
+size 7449415

reviews.parquet

@@ -1,3 +1,3 @@
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-oid sha256:82b50677fb0eb8f8ce44a22660e1811666666d70217feddb895ec7f0d6dabef4
-size 1456532
+oid sha256:6e501f6b0d7c2f5c84f3820e56d54bdb78902cd84c16c9a89e4d1421c9a0edd3
+size 1462899

snapshots/20260418T212035Z/manifest.json

@@ -0,0 +1,39 @@
+{
+  "artifacts": {
+    "new_contributors_json": "new-contributors-report.json",
+    "new_contributors_markdown": "new-contributors-report.md",
+    "new_contributors_parquet": "new_contributors.parquet"
+  },
+  "counts": {
+    "comments": 136579,
+    "issues": 4505,
+    "links": 44470,
+    "new_contributors": 717,
+    "pr_diffs": 3316,
+    "pr_files": 70306,
+    "pull_requests": 3316,
+    "review_comments": 17366,
+    "reviews": 13201,
+    "timeline_events": 54282
+  },
+  "crawl_started_at": "2026-04-18T21:20:35Z",
+  "delta_counts": {
+    "comments": 22,
+    "issue_stubs": 31,
+    "issues": 11,
+    "links": 39,
+    "pr_diffs": 20,
+    "pr_files": 3177,
+    "pull_requests": 20,
+    "review_comments": 520,
+    "reviews": 478,
+    "timeline_events": 1098
+  },
+  "extracted_at": "2026-04-18T21:20:35Z",
+  "repo": "openclaw/openclaw",
+  "snapshot_id": "20260418T212035Z",
+  "watermark": {
+    "effective_since": "2026-04-18T20:20:35Z",
+    "next_since": "2026-04-18T21:20:35Z"
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+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260418T202035Z/manifest.json",
-  "latest_snapshot_id": "20260418T202035Z",
+  "archived_manifest_path": "snapshots/20260418T212035Z/manifest.json",
+  "latest_snapshot_id": "20260418T212035Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-04-18T20:20:35Z",
+  "next_since": "2026-04-18T21:20:35Z",
   "repo": "openclaw/openclaw",
-  "snapshot_dir": "snapshots/20260418T202035Z"
+  "snapshot_dir": "snapshots/20260418T212035Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
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-  "last_successful_snapshot_id": "20260418T202035Z",
-  "next_since": "2026-04-18T20:20:35Z",
+  "effective_since": "2026-04-18T20:20:35Z",
+  "last_successful_snapshot_id": "20260418T212035Z",
+  "next_since": "2026-04-18T21:20:35Z",
   "repo": "openclaw/openclaw",
-  "updated_at": "2026-04-18T20:20:35Z"
+  "updated_at": "2026-04-18T21:20:35Z"
 }