Refresh openclaw dataset snapshot 20260418T162035Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260418T152034Z`
+- latest snapshot: `20260418T162035Z`
 - raw data only; no labels or moderation decisions
 - PR metadata, file-level patch hunks, and full unified diffs are included
 - full file contents for changed files are not included

comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:ce710630f3498a82e3ed752519910747918e78c605b34514d34a9aef5ce2f2c6
-size 67403680
+oid sha256:0a600362de8dc597b8fe8b14f0b80a3106b5c57df43912a44cab67b62338b249
+size 67437751

events.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3aa91402528bfe1fec4c586b3e51496194ec68fb0eb2c6d7b512b276c58d14a7
-size 1061507
+oid sha256:571d41a05f6105820dd013f97886ec9ad6095837263df4f35d435caecd0c66d2
+size 1066499

issue_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:5c6d9bbf16a2539741017751442b61d705684c94800c10119655eebd005fa09f
-size 20004741
+oid sha256:514de88c16cf9db2779b2204b68365dd2a0ee17719872f57236b6933cca017ee
+size 20013214

issues.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e3a093b7ade6335b8997d6a68bdfd78b22f5c02f07faac8111158407c3bd815d
-size 6749072
+oid sha256:f927a717585bcd473ddf3df97eb7c4802623928bf81d4870fef298eee812eb57
+size 6784183

links.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b0c5a2cb6fe729ca729820828b3bdc5291e8bbf5171f0bc61fdd9c26fcfdf0f7
-size 529720
+oid sha256:bb67013004b47a4e77e30885ea00fc67128939d7d33bb24c439c2eceef27085f
+size 530503

manifest.json

@@ -5,35 +5,35 @@
     "new_contributors_parquet": "new_contributors.parquet"
   },
   "counts": {
-    "comments": 136391,
-    "issues": 4447,
-    "links": 44300,
-    "new_contributors": 716,
-    "pr_diffs": 3264,
-    "pr_files": 66951,
-    "pull_requests": 3264,
-    "review_comments": 16841,
-    "reviews": 12788,
-    "timeline_events": 53069
+    "comments": 136448,
+    "issues": 4469,
+    "links": 44357,
+    "new_contributors": 715,
+    "pr_diffs": 3279,
+    "pr_files": 67075,
+    "pull_requests": 3279,
+    "review_comments": 17105,
+    "reviews": 13011,
+    "timeline_events": 53356
   },
-  "crawl_started_at": "2026-04-18T15:20:34Z",
+  "crawl_started_at": "2026-04-18T16:20:35Z",
   "delta_counts": {
-    "comments": 32,
-    "issue_stubs": 57,
-    "issues": 18,
-    "links": 198,
-    "pr_diffs": 39,
-    "pr_files": 629,
-    "pull_requests": 39,
-    "review_comments": 995,
-    "reviews": 725,
-    "timeline_events": 1697
+    "comments": 59,
+    "issue_stubs": 93,
+    "issues": 41,
+    "links": 284,
+    "pr_diffs": 52,
+    "pr_files": 773,
+    "pull_requests": 52,
+    "review_comments": 1749,
+    "reviews": 1251,
+    "timeline_events": 2257
   },
-  "extracted_at": "2026-04-18T15:20:34Z",
+  "extracted_at": "2026-04-18T16:20:35Z",
   "repo": "openclaw/openclaw",
-  "snapshot_id": "20260418T152034Z",
+  "snapshot_id": "20260418T162035Z",
   "watermark": {
-    "effective_since": "2026-04-18T14:20:36Z",
-    "next_since": "2026-04-18T15:20:34Z"
+    "effective_since": "2026-04-18T15:20:34Z",
+    "next_since": "2026-04-18T16:20:35Z"
   }
 }

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: openclaw/openclaw
 
-- Snapshot: `20260418T152034Z`
-- Generated: `2026-04-18T15:22:50Z`
+- Snapshot: `20260418T162035Z`
+- Generated: `2026-04-18T16:23:36Z`
 - Activity window: `7d`
-- Contributors: `716`
+- Contributors: `715`
 
 ## Summary
 
@@ -17,8 +17,8 @@
 | `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 |
+| `Takhoffman` | [profile](https://github.com/Takhoffman) | no | CONTRIBUTOR | 5455d | `2026-01-27T16:37:08Z` | 31 | 1 | mixed | low | low | high recent PR volume; targets high-star repos |
 | `hxy91819` | [profile](https://github.com/hxy91819) | no | MEMBER | 4229d | `2026-03-13T11:26:05Z` | 30 | 1 | mixed | low | low | high recent PR volume; targets high-star repos |
-| `Takhoffman` | [profile](https://github.com/Takhoffman) | no | CONTRIBUTOR | 5455d | `2026-01-27T16:37:08Z` | 29 | 1 | mixed | low | low | high recent PR volume; targets high-star repos |
 | `kagura-agent` | [profile](https://github.com/kagura-agent) | no | CONTRIBUTOR | 32d | `2026-03-18T00:16:55Z` | 27 | 7 | mixed | high | high | very new account; extremely high recent PR volume; broad repo spread; high open PR share |
 | `eleqtrizit` | [profile](https://github.com/eleqtrizit) | no | CONTRIBUTOR | 3150d | `2026-04-07T18:17:36Z` | 23 | 0 | strong | low | low | targets high-star repos |
 | `Yanhu007` | [profile](https://github.com/Yanhu007) | no | CONTRIBUTOR | 4741d | `2026-04-10T13:40:56Z` | 22 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share |
@@ -26,10 +26,10 @@
 | `jalehman` | [profile](https://github.com/jalehman) | no | CONTRIBUTOR | 5579d | `2026-01-05T21:51:45Z` | 19 | 0 | mixed | low | low | high recent PR volume; targets high-star repos |
 | `obviyus` | [profile](https://github.com/obviyus) | no | CONTRIBUTOR | 3510d | `2026-01-04T13:17:28Z` | 19 | 0 | strong | low | low | targets high-star repos |
 | `omarshahine` | [profile](https://github.com/omarshahine) | no | CONTRIBUTOR | 4126d | `2026-02-20T03:30:56Z` | 18 | 10 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `mcaxtr` | [profile](https://github.com/mcaxtr) | no | MEMBER | 4358d | `2026-02-04T01:45:00Z` | 18 | 5 | mixed | low | low | high open PR share; targets high-star repos |
 | `BunsDev` | [profile](https://github.com/BunsDev) | no | MEMBER | 2087d | `2026-02-07T11:32:40Z` | 18 | 0 | strong | moderate | low | high recent PR volume |
 | `mbelinky` | [profile](https://github.com/mbelinky) | no | CONTRIBUTOR | 1077d | `2026-02-08T09:07:45Z` | 18 | 0 | strong | low | low | targets high-star repos |
 | `coygeek` | [profile](https://github.com/coygeek) | no | CONTRIBUTOR | 2164d | `2026-01-31T03:06:37Z` | 17 | 19 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `mcaxtr` | [profile](https://github.com/mcaxtr) | no | MEMBER | 4358d | `2026-02-04T01:45:00Z` | 17 | 5 | mixed | low | low | high open PR share; targets high-star repos |
 | `yozu` | [profile](https://github.com/yozu) | no | NONE | 5186d | `2026-04-07T11:36:48Z` | 16 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `drobison00` | [profile](https://github.com/drobison00) | no | CONTRIBUTOR | 4625d | `2026-03-24T18:33:52Z` | 16 | 0 | strong | low | low | targets high-star repos |
 | `ly85206559` | [profile](https://github.com/ly85206559) | no | CONTRIBUTOR | 3985d | `2026-03-03T02:24:33Z` | 16 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -89,7 +89,6 @@
 | `wade-microblueworld` | [profile](https://github.com/wade-microblueworld) | no | NONE | 2336d | `2026-04-17T10:35:38Z` | 7 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `chinar-amrutkar` | [profile](https://github.com/chinar-amrutkar) | no | CONTRIBUTOR | 3502d | `2026-03-03T22:36:15Z` | 6 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `masatohoshino` | [profile](https://github.com/masatohoshino) | no | CONTRIBUTOR | 138d | `2026-02-25T18:12:54Z` | 6 | 1 | weak | low | medium | young account; high open PR share; targets high-star repos |
-| `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 |
@@ -144,6 +143,7 @@
 | `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 |
+| `jinon86` | [profile](https://github.com/jinon86) | no | NONE | 137d | `2026-04-17T15:05:24Z` | 3 | 4 | weak | low | medium | young account; high open PR share; no visible non-self stars |
 | `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 |
@@ -164,6 +164,7 @@
 | `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 |
+| `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 |
 | `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 |
 | `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 |
@@ -190,11 +191,13 @@
 | `188080501` | [profile](https://github.com/188080501) | no | NONE | 4410d | `2026-03-03T12:01:36Z` | 2 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `acwilan` | [profile](https://github.com/acwilan) | no | NONE | 5769d | `2026-04-14T01:21:33Z` | 2 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `estack-takeda-yorichika` | [profile](https://github.com/estack-takeda-yorichika) | no | NONE | 2633d | `2026-04-13T06:30:38Z` | 2 | 1 | strong | low | low | high recent PR volume; no visible non-self stars |
+| `frankhli843` | [profile](https://github.com/frankhli843) | no | NONE | 2499d | `2026-04-17T16:19:07Z` | 2 | 1 | mixed | low | low | — |
 | `HongzhuLiu` | [profile](https://github.com/HongzhuLiu) | no | NONE | 4135d | `2026-04-14T09:36:49Z` | 2 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `jeffchen1981-fu` | [profile](https://github.com/jeffchen1981-fu) | no | NONE | 67d | `2026-02-28T09:25:03Z` | 2 | 1 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `LightDriverCS` | [profile](https://github.com/LightDriverCS) | no | NONE | 89d | `2026-04-13T22:53:03Z` | 2 | 1 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `mkoslacz` | [profile](https://github.com/mkoslacz) | no | NONE | 4321d | `2026-01-27T21:31:44Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `rarest` | [profile](https://github.com/rarest) | no | NONE | 5367d | `2026-04-15T14:46:20Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
+| `ScientificProgrammer` | [profile](https://github.com/ScientificProgrammer) | no | NONE | 4728d | `2026-04-10T22:44:57Z` | 2 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `wzhgba` | [profile](https://github.com/wzhgba) | no | NONE | 4060d | `2026-04-14T16:57:48Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `ademczuk` | [profile](https://github.com/ademczuk) | no | CONTRIBUTOR | 4629d | `2026-02-23T17:59:33Z` | 2 | 0 | weak | low | low | targets high-star repos |
 | `akashmahlaz` | [profile](https://github.com/akashmahlaz) | no | NONE | 452d | `2026-04-16T07:39:37Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -258,13 +261,13 @@
 | `mmaps` | [profile](https://github.com/mmaps) | no | CONTRIBUTOR | 4827d | `2026-04-09T18:38:21Z` | 6 | 0 | strong | low | low | 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 |
 | `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 |
+| `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 |
 | `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 |
 | `fuller-stack-dev` | [profile](https://github.com/fuller-stack-dev) | no | CONTRIBUTOR | 55d | `2026-03-02T21:04:55Z` | 4 | 1 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `web3blind` | [profile](https://github.com/web3blind) | no | NONE | 46d | `2026-03-21T14:20:44Z` | 4 | 1 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
 | `bde1` | [profile](https://github.com/bde1) | no | CONTRIBUTOR | ?d | `2026-04-11T14:50:02Z` | 4 | 0 | n/a | n/a | n/a | summary unavailable |
 | `drvoss` | [profile](https://github.com/drvoss) | no | CONTRIBUTOR | 4872d | `2026-02-25T02:18:08Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `extrasmall0` | [profile](https://github.com/extrasmall0) | no | CONTRIBUTOR | 77d | `2026-03-07T15:35:58Z` | 4 | 0 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
 | `monsonego` | [profile](https://github.com/monsonego) | no | NONE | 701d | `2026-04-07T12:27:49Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `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 |
@@ -273,9 +276,9 @@
 | `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 |
-| `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 |
 | `Arry8` | [profile](https://github.com/Arry8) | no | NONE | 53d | `2026-03-13T19:47:00Z` | 2 | 2 | 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 |
 | `GodsBoy` | [profile](https://github.com/GodsBoy) | no | CONTRIBUTOR | 4554d | `2026-01-30T20:39:12Z` | 2 | 1 | strong | moderate | low | — |
 | `HDYA` | [profile](https://github.com/HDYA) | no | CONTRIBUTOR | 3851d | `2026-03-24T10:23:05Z` | 2 | 1 | weak | low | low | high open PR share |
@@ -294,6 +297,7 @@
 | `hoyyeva` | [profile](https://github.com/hoyyeva) | no | CONTRIBUTOR | 2206d | `2026-04-10T19:12:28Z` | 2 | 0 | strong | low | low | targets high-star repos |
 | `jasonxargs-boop` | [profile](https://github.com/jasonxargs-boop) | no | CONTRIBUTOR | 48d | `2026-04-11T07:57:11Z` | 2 | 0 | mixed | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `jiazhizhuo` | [profile](https://github.com/jiazhizhuo) | no | NONE | 3801d | `2026-03-18T02:15:19Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `joeia26` | [profile](https://github.com/joeia26) | no | NONE | 10d | `2026-04-09T09:49:43Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `konanok` | [profile](https://github.com/konanok) | no | NONE | 3184d | `2026-03-17T12:10:32Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Lellansin` | [profile](https://github.com/Lellansin) | no | CONTRIBUTOR | 5006d | `2026-04-08T06:44:34Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `luoyanglang` | [profile](https://github.com/luoyanglang) | no | CONTRIBUTOR | 180d | `2026-04-07T19:32:24Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
@@ -308,11 +312,10 @@
 | `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 |
 | `barronlroth` | [profile](https://github.com/barronlroth) | no | CONTRIBUTOR | 4583d | `2026-02-16T19:50:20Z` | 1 | 5 | mixed | low | low | high open PR share; targets high-star repos |
+| `lukeboyett` | [profile](https://github.com/lukeboyett) | no | CONTRIBUTOR | 2640d | `2026-02-09T19:59:59Z` | 1 | 5 | weak | moderate | low | high open PR share |
 | `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 |
 | `Conan-Scott` | [profile](https://github.com/Conan-Scott) | no | NONE | 19d | `2026-04-05T01:45:33Z` | 1 | 2 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -323,6 +326,7 @@
 | `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 |
+| `nk3750` | [profile](https://github.com/nk3750) | no | CONTRIBUTOR | 2785d | `2026-04-11T19:10:35Z` | 1 | 2 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `parasol-aser` | [profile](https://github.com/parasol-aser) | no | NONE | 4782d | `2026-04-09T22:55:43Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
 | `walkojas-boop` | [profile](https://github.com/walkojas-boop) | no | NONE | 62d | `2026-04-14T09:55:31Z` | 1 | 2 | weak | moderate | medium | very new account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `zeolenon` | [profile](https://github.com/zeolenon) | no | NONE | 2260d | `2026-03-15T10:24:08Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
@@ -372,7 +376,6 @@
 | `mrozentsvayg` | [profile](https://github.com/mrozentsvayg) | no | NONE | 3323d | `2026-03-17T16:24:51Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `mujiannan` | [profile](https://github.com/mujiannan) | no | NONE | 2650d | `2026-02-18T16:17:02Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `nanami-he` | [profile](https://github.com/nanami-he) | no | NONE | 23d | `2026-03-23T18:08:07Z` | 1 | 1 | weak | low | medium | very new account; high open PR share; targets high-star repos |
-| `nk3750` | [profile](https://github.com/nk3750) | no | CONTRIBUTOR | 2785d | `2026-04-11T19:10:35Z` | 1 | 1 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `nsnydr` | [profile](https://github.com/nsnydr) | no | NONE | 2898d | `2026-04-14T20:31:31Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `p3nchan` | [profile](https://github.com/p3nchan) | no | CONTRIBUTOR | 4657d | `2026-02-27T05:49:54Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `parfumed` | [profile](https://github.com/parfumed) | no | NONE | ?d | `2026-04-13T06:14:50Z` | 1 | 1 | n/a | n/a | n/a | summary unavailable |
@@ -380,7 +383,6 @@
 | `raquel4112002` | [profile](https://github.com/raquel4112002) | no | NONE | 2095d | `2026-04-15T19:25:11Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `reghar-bot` | [profile](https://github.com/reghar-bot) | no | NONE | 46d | `2026-04-11T07:27:14Z` | 1 | 1 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `richddr` | [profile](https://github.com/richddr) | no | NONE | 5213d | `2026-04-18T05:59:24Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `ScientificProgrammer` | [profile](https://github.com/ScientificProgrammer) | no | NONE | 4728d | `2026-04-10T22:44:57Z` | 1 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `shawnduggan` | [profile](https://github.com/shawnduggan) | no | NONE | 4815d | `2026-03-01T12:54:24Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `snvtac` | [profile](https://github.com/snvtac) | no | NONE | 3665d | `2026-04-15T10:00:28Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `solomonneas` | [profile](https://github.com/solomonneas) | no | NONE | 2817d | `2026-04-07T00:02:58Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -407,7 +409,6 @@
 | `agent-merkava` | [profile](https://github.com/agent-merkava) | no | NONE | 50d | `2026-04-15T21:25:47Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Agnuxo1` | [profile](https://github.com/Agnuxo1) | no | NONE | 741d | `2026-02-18T13:21:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `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 |
 | `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 |
@@ -492,7 +493,6 @@
 | `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 |
-| `frankhli843` | [profile](https://github.com/frankhli843) | no | NONE | 2499d | `2026-04-17T16:19:07Z` | 1 | 0 | mixed | low | 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 |
@@ -578,9 +578,9 @@
 | `lightning-openclaw` | [profile](https://github.com/lightning-openclaw) | no | NONE | 49d | `2026-04-12T09:57:06Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `lilesjtu` | [profile](https://github.com/lilesjtu) | no | NONE | 35d | `2026-04-14T05:38:14Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `linuxhgw` | [profile](https://github.com/linuxhgw) | no | NONE | 3473d | `2026-04-17T18:30:52Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `Little-viva1` | [profile](https://github.com/Little-viva1) | yes | 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 |
-| `lockhartheavyindustries` | [profile](https://github.com/lockhartheavyindustries) | no | NONE | 5031d | `2026-02-27T13:35:40Z` | 1 | 0 | weak | low | low | 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 |
@@ -602,12 +602,11 @@
 | `mktcode` | [profile](https://github.com/mktcode) | no | NONE | 4431d | `2026-04-14T17:42:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `mofolo` | [profile](https://github.com/mofolo) | no | NONE | 5117d | `2026-04-16T05:46:07Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `mohuaxiao` | [profile](https://github.com/mohuaxiao) | no | NONE | 79d | `2026-04-12T16:28:41Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
-| `MotherSphere` | [profile](https://github.com/MotherSphere) | yes | NONE | 198d | `2026-04-18T14:28:07Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
+| `MotherSphere` | [profile](https://github.com/MotherSphere) | no | NONE | 198d | `2026-04-18T14:28:07Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `mylesdebastion` | [profile](https://github.com/mylesdebastion) | no | NONE | 2781d | `2026-01-28T22:26:25Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `neilofneils404` | [profile](https://github.com/neilofneils404) | no | NONE | 74d | `2026-04-16T22:29:09Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `neiro-yuchat` | [profile](https://github.com/neiro-yuchat) | no | NONE | 72d | `2026-04-11T17:45:15Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `nerua1` | [profile](https://github.com/nerua1) | no | NONE | 20d | `2026-04-12T19:44:51Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
-| `nickkingu` | [profile](https://github.com/nickkingu) | no | NONE | 21d | `2026-04-11T15:24:22Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `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 |
@@ -678,7 +677,7 @@
 | `srinivaspavan9` | [profile](https://github.com/srinivaspavan9) | no | CONTRIBUTOR | 3031d | `2026-04-11T16:02:12Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `SrJackCM` | [profile](https://github.com/SrJackCM) | no | NONE | 1366d | `2026-04-14T01:36:06Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `ssgrim` | [profile](https://github.com/ssgrim) | no | NONE | 3734d | `2026-04-13T00:28:16Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `stroupaloop` | [profile](https://github.com/stroupaloop) | yes | NONE | 4952d | `2026-04-18T14:50:16Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `stroupaloop` | [profile](https://github.com/stroupaloop) | no | NONE | 4952d | `2026-04-18T14:50:16Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `sunkeysun` | [profile](https://github.com/sunkeysun) | no | NONE | 3461d | `2026-04-13T03:55:06Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `supersantux` | [profile](https://github.com/supersantux) | no | NONE | 6015d | `2026-04-12T13:36:10Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `supmo668` | [profile](https://github.com/supmo668) | no | NONE | 3253d | `2026-02-14T11:23:44Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share |
@@ -757,12 +756,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Avincentkoc)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Avincentkoc)
 - repo first seen: `2026-02-03T19:03:56Z`
-- repo last seen: `2026-04-18T14:31:26Z`
+- repo last seen: `2026-04-18T16:02:28Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **54**
 - snapshot authored PRs/issues: **54 PRs / 0 issues**
-- snapshot discussion activity: **1851 comments / 7 reviews / 7 review comments**
+- snapshot discussion activity: **1865 comments / 7 reviews / 7 review comments**
 - account age: **6420 days**
 - recent public PR activity: **44 PRs** (35 merged / 3 closed-unmerged / 6 open; merged rate **80%**, closed-unmerged rate **7%**, open rate **14%**)
 - public orgs: `comet-ml`, `Orange-Submarine`, `kontology`, `Locomotive-Ventures`, `openclaw`
@@ -770,9 +769,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #68579: fix(models): resolve openrouter compat aliases](https://github.com/openclaw/openclaw/pull/68579) — open
+- [PR #68579: fix(models): resolve openrouter compat aliases](https://github.com/openclaw/openclaw/pull/68579) — closed, merged
 - [PR #68577: fix(openrouter): parse visible reasoning_details output](https://github.com/openclaw/openclaw/pull/68577) — closed, merged
-- [PR #68574: fix(openrouter): heal stale provider base urls](https://github.com/openclaw/openclaw/pull/68574) — open
+- [PR #68574: fix(openrouter): heal stale provider base urls](https://github.com/openclaw/openclaw/pull/68574) — closed, merged
 
 ### `100yenadmin`
 
@@ -780,12 +779,12 @@ 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: `2026-04-18T15:14:13Z`
+- repo last seen: `2026-04-18T16:09:50Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **100**
 - snapshot authored PRs/issues: **51 PRs / 49 issues**
-- snapshot discussion activity: **240 comments / 987 reviews / 987 review comments**
+- snapshot discussion activity: **240 comments / 1153 reviews / 1153 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`
@@ -919,6 +918,30 @@ Example artifacts:
 - [Issue #65868: [Feature]: Improve QQBot error messages with actionable guidance and docs links](https://github.com/openclaw/openclaw/issues/65868) — open
 - [Issue #65866: [Feature]: Document MiniMax TTS environment variables (MINIMAX_TTS_MODEL, MINIMAX_TTS_VOICE_ID)](https://github.com/openclaw/openclaw/issues/65866) — open
 
+### `Takhoffman`
+
+- profile: [github.com/Takhoffman](https://github.com/Takhoffman)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ATakhoffman)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ATakhoffman)
+- repo first seen: `2026-01-27T16:37:08Z`
+- repo last seen: `2026-04-18T16:18:30Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **32**
+- snapshot authored PRs/issues: **31 PRs / 1 issues**
+- snapshot discussion activity: **1106 comments / 149 reviews / 149 review comments**
+- account age: **5455 days**
+- recent public PR activity: **26 PRs** (15 merged / 7 closed-unmerged / 4 open; merged rate **58%**, closed-unmerged rate **27%**, open rate **15%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #68635: feat: add soft reset command](https://github.com/openclaw/openclaw/pull/68635) — open
+- [PR #68627: Feat: introduce lab, custom model and agent overrides and gpt 5.4 overrides](https://github.com/openclaw/openclaw/pull/68627) — open
+- [PR #68289: feat(workspace): add safe workspace reset command](https://github.com/openclaw/openclaw/pull/68289) — open
+- [Issue #51619: [Bug]: mitmproxy integration broken - LLM ERROR](https://github.com/openclaw/openclaw/issues/51619) — closed
+
 ### `hxy91819`
 
 - profile: [github.com/hxy91819](https://github.com/hxy91819)
@@ -943,30 +966,6 @@ Example artifacts:
 - [PR #68509: changelog: move #67807 entry to Fixes section](https://github.com/openclaw/openclaw/pull/68509) — closed, merged
 - [Issue #64892: [Bug]: Agent self-update bypasses update.run and uses raw npm global upgrade without restarting gateway](https://github.com/openclaw/openclaw/issues/64892) — open
 
-### `Takhoffman`
-
-- profile: [github.com/Takhoffman](https://github.com/Takhoffman)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ATakhoffman)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ATakhoffman)
-- repo first seen: `2026-01-27T16:37:08Z`
-- repo last seen: `2026-04-17T21:59:25Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **30**
-- snapshot authored PRs/issues: **29 PRs / 1 issues**
-- snapshot discussion activity: **1106 comments / 149 reviews / 149 review comments**
-- account age: **5455 days**
-- recent public PR activity: **26 PRs** (15 merged / 7 closed-unmerged / 4 open; merged rate **58%**, closed-unmerged rate **27%**, open rate **15%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **high recent PR volume; targets high-star repos**
-
-Example artifacts:
-- [PR #68289: feat(workspace): add safe workspace reset command](https://github.com/openclaw/openclaw/pull/68289) — open
-- [PR #68000: fix(bootstrap): workspace bootstrap prompt routing](https://github.com/openclaw/openclaw/pull/68000) — closed, merged
-- [PR #67998: fix(bootstrap): workspace bootstrap prompt routing](https://github.com/openclaw/openclaw/pull/67998) — closed
-- [Issue #51619: [Bug]: mitmproxy integration broken - LLM ERROR](https://github.com/openclaw/openclaw/issues/51619) — closed
-
 ### `kagura-agent`
 
 - profile: [github.com/kagura-agent](https://github.com/kagura-agent)
@@ -1135,6 +1134,32 @@ Example artifacts:
 - [Issue #67752: bluebubbles: tighten SSRF guard on API fetches (bypass via undefined SsrFPolicy)](https://github.com/openclaw/openclaw/issues/67752) — open
 - [Issue #66984: feat: manifest-level capability declaration for plugins using child_process](https://github.com/openclaw/openclaw/issues/66984) — closed
 
+### `mcaxtr`
+
+- profile: [github.com/mcaxtr](https://github.com/mcaxtr)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amcaxtr)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amcaxtr)
+- repo first seen: `2026-02-04T01:45:00Z`
+- repo last seen: `2026-04-18T15:52:06Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **23**
+- snapshot authored PRs/issues: **18 PRs / 5 issues**
+- snapshot discussion activity: **512 comments / 50 reviews / 50 review comments**
+- account age: **4358 days**
+- recent public PR activity: **13 PRs** (5 merged / 1 closed-unmerged / 7 open; merged rate **38%**, closed-unmerged rate **8%**, open rate **54%**)
+- public orgs: `openclaw`
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #68612: fix(whatsapp): start typing on accepted inbound](https://github.com/openclaw/openclaw/pull/68612) — open
+- [PR #68362: fix(whatsapp): align config schema and monitor behavior](https://github.com/openclaw/openclaw/pull/68362) — closed
+- [PR #68361: fix(whatsapp): wire shared defaults through accounts.default](https://github.com/openclaw/openclaw/pull/68361) — closed
+- [Issue #31259: [Feature]: Extract shared helpers from session-cost-usage.ts to enable multi-agent and deleted-session fixes](https://github.com/openclaw/openclaw/issues/31259) — closed
+- [Issue #31155: [Refactor]: Extract shared batch embedding lifecycle from OpenAI/Voyage/Gemini providers](https://github.com/openclaw/openclaw/issues/31155) — closed
+- [Issue #30967: [Refactor]: Unify channel account-list helpers with binding-aware default resolution](https://github.com/openclaw/openclaw/issues/30967) — closed
+
 ### `BunsDev`
 
 - profile: [github.com/BunsDev](https://github.com/BunsDev)
@@ -1207,32 +1232,6 @@ Example artifacts:
 - [Issue #65626: [Bug]: Browser control honors inactive gateway credentials despite explicit auth mode](https://github.com/openclaw/openclaw/issues/65626) — open
 - [Issue #65625: [Bug]: openclaw.podman.env ships empty gateway token with lan bind as default, exposing unauthenticated gateway if used directly](https://github.com/openclaw/openclaw/issues/65625) — closed
 
-### `mcaxtr`
-
-- profile: [github.com/mcaxtr](https://github.com/mcaxtr)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amcaxtr)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amcaxtr)
-- repo first seen: `2026-02-04T01:45:00Z`
-- repo last seen: `2026-04-18T14:49:45Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **22**
-- snapshot authored PRs/issues: **17 PRs / 5 issues**
-- snapshot discussion activity: **511 comments / 49 reviews / 49 review comments**
-- account age: **4358 days**
-- recent public PR activity: **13 PRs** (5 merged / 1 closed-unmerged / 7 open; merged rate **38%**, closed-unmerged rate **8%**, open rate **54%**)
-- public orgs: `openclaw`
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #68362: fix(whatsapp): align config schema and monitor behavior](https://github.com/openclaw/openclaw/pull/68362) — closed
-- [PR #68361: fix(whatsapp): wire shared defaults through accounts.default](https://github.com/openclaw/openclaw/pull/68361) — closed
-- [PR #68360: fix(whatsapp): preserve scoped group activation backfill](https://github.com/openclaw/openclaw/pull/68360) — closed
-- [Issue #31259: [Feature]: Extract shared helpers from session-cost-usage.ts to enable multi-agent and deleted-session fixes](https://github.com/openclaw/openclaw/issues/31259) — closed
-- [Issue #31155: [Refactor]: Extract shared batch embedding lifecycle from OpenAI/Voyage/Gemini providers](https://github.com/openclaw/openclaw/issues/31155) — closed
-- [Issue #30967: [Refactor]: Unify channel account-list helpers with binding-aware default resolution](https://github.com/openclaw/openclaw/issues/30967) — closed
-
 ### `yozu`
 
 - profile: [github.com/yozu](https://github.com/yozu)
@@ -2620,30 +2619,6 @@ Example artifacts:
 - [PR #65270: feat(line): add LINE sticker send/receive support with Skill-based catalog](https://github.com/openclaw/openclaw/pull/65270) — open
 - [Issue #64784: [Feature]: LINE sticker send/receive support](https://github.com/openclaw/openclaw/issues/64784) — open
 
-### `mobilinkd`
-
-- profile: [github.com/mobilinkd](https://github.com/mobilinkd)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amobilinkd)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amobilinkd)
-- repo first seen: `2026-04-09T19:27:39Z`
-- repo last seen: `2026-04-15T18:30:20Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **7**
-- snapshot authored PRs/issues: **6 PRs / 1 issues**
-- snapshot discussion activity: **14 comments / 13 reviews / 13 review comments**
-- account age: **4686 days**
-- recent public PR activity: **6 PRs** (0 merged / 3 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #65030: fix(amazon-bedrock): track literal contextWindow fallbacks with provenance flag](https://github.com/openclaw/openclaw/pull/65030) — open
-- [PR #64935: fix(amazon-bedrock): stop baking hardcoded contextWindow into discovery results](https://github.com/openclaw/openclaw/pull/64935) — closed
-- [PR #64901: warn: emit warning when context window resolved from hardcoded default](https://github.com/openclaw/openclaw/pull/64901) — open
-- [Issue #64919: Bedrock discovery silently uses hardcoded contextWindow for all models](https://github.com/openclaw/openclaw/issues/64919) — open
-
 ### `yfge`
 
 - profile: [github.com/yfge](https://github.com/yfge)
@@ -3106,7 +3081,7 @@ Example artifacts:
 - heuristic read: **very new account; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #68600: fix(infra): prevent jitter from undercutting server-supplied Retry-After](https://github.com/openclaw/openclaw/pull/68600) — open
+- [PR #68600: fix(infra): prevent jitter from undercutting server-supplied Retry-After](https://github.com/openclaw/openclaw/pull/68600) — closed
 - [PR #68512: fix: treat cron runs with NO_REPLY tool results as silent success](https://github.com/openclaw/openclaw/pull/68512) — open
 - [PR #68473: fix(memory-core): expand concept stopword list to filter transcript noise](https://github.com/openclaw/openclaw/pull/68473) — open
 
@@ -3326,12 +3301,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AFeelw00)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AFeelw00)
 - repo first seen: `2026-04-08T11:13:23Z`
-- repo last seen: `2026-04-18T14:55:01Z`
+- repo last seen: `2026-04-18T16:15:16Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **4 PRs / 4 issues**
-- snapshot discussion activity: **15 comments / 5 reviews / 5 review comments**
+- snapshot discussion activity: **16 comments / 5 reviews / 5 review comments**
 - account age: **2690 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -3911,6 +3886,32 @@ 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
 
+### `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: `2026-04-18T15:52:02Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **7**
+- snapshot authored PRs/issues: **3 PRs / 4 issues**
+- snapshot discussion activity: **5 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 #68624: Gateway: add session-run cancel seam](https://github.com/openclaw/openclaw/pull/68624) — open
+- [PR #68622: Plugins: add sessions_send delegation hook](https://github.com/openclaw/openclaw/pull/68622) — open
+- [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
+
 ### `Ziy1-Tan`
 
 - profile: [github.com/Ziy1-Tan](https://github.com/Ziy1-Tan)
@@ -3958,7 +3959,7 @@ Example artifacts:
 Example artifacts:
 - [PR #68505: fix(memory-core): normalize REM preview heading levels](https://github.com/openclaw/openclaw/pull/68505) — open
 - [PR #68453: fix(cron): preserve silent tool-result `NO_REPLY` on empty final turn](https://github.com/openclaw/openclaw/pull/68453) — open
-- [PR #68411: fix(active-memory): honor timeoutMs values up to 90s](https://github.com/openclaw/openclaw/pull/68411) — open
+- [PR #68411: fix(active-memory): honor timeoutMs values up to 90s](https://github.com/openclaw/openclaw/pull/68411) — closed
 - [Issue #68452: [Bug]: isolated cron turns can misclassify exact `NO_REPLY` tool results as incomplete when the final assistant message is empty](https://github.com/openclaw/openclaw/issues/68452) — open
 - [Issue #68410: [Bug]: Active Memory silently normalizes configured `timeoutMs` above 60000 down to 60000 at runtime](https://github.com/openclaw/openclaw/issues/68410) — open
 
@@ -4314,12 +4315,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asqsge)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asqsge)
 - repo first seen: `2026-04-13T14:48:07Z`
-- repo last seen: `2026-04-18T13:59:09Z`
+- repo last seen: `2026-04-18T16:16:58Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
 - account age: **1979 days**
 - recent public PR activity: **11 PRs** (1 merged / 2 closed-unmerged / 8 open; merged rate **9%**, closed-unmerged rate **18%**, open rate **73%**)
 - public orgs: none visible
@@ -4377,6 +4378,30 @@ 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
 
+### `mobilinkd`
+
+- profile: [github.com/mobilinkd](https://github.com/mobilinkd)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amobilinkd)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amobilinkd)
+- repo first seen: `2026-04-09T19:27:39Z`
+- repo last seen: `2026-04-15T18:30:20Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **7**
+- snapshot authored PRs/issues: **6 PRs / 1 issues**
+- snapshot discussion activity: **14 comments / 13 reviews / 13 review comments**
+- account age: **4686 days**
+- recent public PR activity: **6 PRs** (0 merged / 3 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #65030: fix(amazon-bedrock): track literal contextWindow fallbacks with provenance flag](https://github.com/openclaw/openclaw/pull/65030) — open
+- [PR #64935: fix(amazon-bedrock): stop baking hardcoded contextWindow into discovery results](https://github.com/openclaw/openclaw/pull/64935) — closed
+- [PR #64901: warn: emit warning when context window resolved from hardcoded default](https://github.com/openclaw/openclaw/pull/64901) — open
+- [Issue #64919: Bedrock discovery silently uses hardcoded contextWindow for all models](https://github.com/openclaw/openclaw/issues/64919) — open
+
 ### `shad0wca7`
 
 - profile: [github.com/shad0wca7](https://github.com/shad0wca7)
@@ -4529,12 +4554,12 @@ 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: `2026-04-16T19:47:44Z`
+- repo last seen: `2026-04-18T16:04:45Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **4 PRs / 1 issues**
-- snapshot discussion activity: **7021 comments / 1 reviews / 0 review comments**
+- snapshot discussion activity: **7026 comments / 4 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`
@@ -4868,12 +4893,12 @@ Example artifacts:
 - 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`
+- repo last seen: `2026-04-18T16:11:05Z`
 - first seen in snapshot: **no**
 - 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**
+- snapshot discussion activity: **43 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
@@ -4881,7 +4906,7 @@ Example artifacts:
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #68552: fix(matrix): strip mention prefix before slash command matching](https://github.com/openclaw/openclaw/pull/68552) — open
+- [PR #68552: fix(matrix): strip mention prefix before slash command matching](https://github.com/openclaw/openclaw/pull/68552) — closed
 - [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
@@ -5003,6 +5028,29 @@ Example artifacts:
 - [PR #65881: feat(plugins): pass attachment metadata to before_model_resolve hook](https://github.com/openclaw/openclaw/pull/65881) — open
 - [Issue #65754: feat: before_model_resolve フックに attachments メタデータを追加](https://github.com/openclaw/openclaw/issues/65754) — open
 
+### `frankhli843`
+
+- profile: [github.com/frankhli843](https://github.com/frankhli843)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Afrankhli843)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Afrankhli843)
+- repo first seen: `2026-04-17T16:19:07Z`
+- repo last seen: `2026-04-18T16:19:09Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **2 PRs / 1 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **2499 days**
+- recent public PR activity: **3 PRs** (2 merged / 0 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #68637: fix(pi-tools): allow empty/whitespace-only content in write tool](https://github.com/openclaw/openclaw/pull/68637) — open
+- [PR #68193: feat(ollama): detect Gemma 4 as reasoning model and check capabilities](https://github.com/openclaw/openclaw/pull/68193) — open
+- [Issue #68636: write tool rejects empty/whitespace-only content as "missing required parameter"](https://github.com/openclaw/openclaw/issues/68636) — open
+
 ### `HongzhuLiu`
 
 - profile: [github.com/HongzhuLiu](https://github.com/HongzhuLiu)
@@ -5118,6 +5166,29 @@ Example artifacts:
 - [PR #67259: fix(chat): render streaming bubble when tool calls are hidden](https://github.com/openclaw/openclaw/pull/67259) — open
 - [Issue #67246: fix(ui/markdown.test.ts): remove console.log debug statements](https://github.com/openclaw/openclaw/issues/67246) — open
 
+### `ScientificProgrammer`
+
+- profile: [github.com/ScientificProgrammer](https://github.com/ScientificProgrammer)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AScientificProgrammer)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AScientificProgrammer)
+- repo first seen: `2026-04-10T22:44:57Z`
+- repo last seen: `2026-04-18T15:27:00Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **2 PRs / 1 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **4728 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; targets high-star repos**
+
+Example artifacts:
+- [PR #68614: fix(googlechat): add timeout and fallback for deferred responses](https://github.com/openclaw/openclaw/pull/68614) — open
+- [PR #67328: fix(config): resolve "Unsupported schema node" for meta.lastTouchedAt](https://github.com/openclaw/openclaw/pull/67328) — open
+- [Issue #64522: CLI initialization crashes in production due to hardcoded QA scenario dependency](https://github.com/openclaw/openclaw/issues/64522) — open
+
 ### `wzhgba`
 
 - profile: [github.com/wzhgba](https://github.com/wzhgba)
@@ -6509,6 +6580,29 @@ Example artifacts:
 - [PR #63995: fix(ci): resolve checks-node-test regressions on main](https://github.com/openclaw/openclaw/pull/63995) — closed
 - [PR #63518: feat(plugins): add inference-guard for single-slot collision prevention](https://github.com/openclaw/openclaw/pull/63518) — open
 
+### `extrasmall0`
+
+- profile: [github.com/extrasmall0](https://github.com/extrasmall0)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aextrasmall0)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aextrasmall0)
+- repo first seen: `2026-03-07T15:35:58Z`
+- repo last seen: `2026-04-12T19:16:33Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **5 PRs / 0 issues**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
+- account age: **77 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 **moderate**, automation risk **medium**
+- heuristic read: **very new account; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #65229: fix(doctor): resolve env-backed SecretRef in gateway auth health check to prevent false-positive warning](https://github.com/openclaw/openclaw/pull/65229) — open
+- [PR #64692: fix(plugins): always forward idempotencyKey in gateway subagent run](https://github.com/openclaw/openclaw/pull/64692) — closed
+- [PR #64469: fix(skills): add missing opening --- to taskflow and taskflow-inbox-triage SKILL.md frontmatter](https://github.com/openclaw/openclaw/pull/64469) — closed, merged
+
 ### `scoootscooob`
 
 - profile: [github.com/scoootscooob](https://github.com/scoootscooob)
@@ -6650,29 +6744,6 @@ 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
 
-### `extrasmall0`
-
-- profile: [github.com/extrasmall0](https://github.com/extrasmall0)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aextrasmall0)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aextrasmall0)
-- repo first seen: `2026-03-07T15:35:58Z`
-- repo last seen: `2026-04-12T19:16:33Z`
-- 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: **77 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 **moderate**, automation risk **medium**
-- heuristic read: **very new account; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #65229: fix(doctor): resolve env-backed SecretRef in gateway auth health check to prevent false-positive warning](https://github.com/openclaw/openclaw/pull/65229) — open
-- [PR #64692: fix(plugins): always forward idempotencyKey in gateway subagent run](https://github.com/openclaw/openclaw/pull/64692) — closed
-- [PR #64469: fix(skills): add missing opening --- to taskflow and taskflow-inbox-triage SKILL.md frontmatter](https://github.com/openclaw/openclaw/pull/64469) — closed, merged
-
 ### `monsonego`
 
 - profile: [github.com/monsonego](https://github.com/monsonego)
@@ -6858,29 +6929,6 @@ 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
 
-### `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
-
 ### `Arry8`
 
 - profile: [github.com/Arry8](https://github.com/Arry8)
@@ -6929,6 +6977,29 @@ Example artifacts:
 - [Issue #66748: Subagent background exec triggers spurious heartbeat wake-ups on main session](https://github.com/openclaw/openclaw/issues/66748) — open
 - [Issue #63665: `openclaw update` fails with "Completion cache update failed (qa scenario pack not found)"](https://github.com/openclaw/openclaw/issues/63665) — open
 
+### `dorukardahan`
+
+- profile: [github.com/dorukardahan](https://github.com/dorukardahan)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Adorukardahan)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Adorukardahan)
+- repo first seen: `2026-02-18T22:33:42Z`
+- repo last seen: `2026-04-18T16:04:26Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **2 PRs / 1 issues**
+- snapshot discussion activity: **84 comments / 0 reviews / 0 review comments**
+- account age: **3001 days**
+- recent public PR activity: **10 PRs** (6 merged / 1 closed-unmerged / 3 open; merged rate **60%**, closed-unmerged rate **10%**, open rate **30%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #68621: feat(hooks): allow model hooks to prefer auth profiles](https://github.com/openclaw/openclaw/pull/68621) — open
+- [PR #36979: docs(install): warn about owner-preserving rsync on migration](https://github.com/openclaw/openclaw/pull/36979) — open
+- [Issue #32689: [Bug]: gateway health drops live runtime state and doctor warns for disabled allowlist channels](https://github.com/openclaw/openclaw/issues/32689) — closed
+
 ### `gdibble`
 
 - profile: [github.com/gdibble](https://github.com/gdibble)
@@ -7333,6 +7404,28 @@ Example artifacts:
 - [PR #68061: feat(webchat): add mermaid diagram support](https://github.com/openclaw/openclaw/pull/68061) — open
 - [PR #62852: feat(webchat): add mermaid diagram support](https://github.com/openclaw/openclaw/pull/62852) — closed
 
+### `joeia26`
+
+- profile: [github.com/joeia26](https://github.com/joeia26)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajoeia26)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajoeia26)
+- repo first seen: `2026-04-09T09:49:43Z`
+- repo last seen: `2026-04-18T15:32:23Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **10 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 #68617: fix(acp): keep /acp commands local in bound sessions](https://github.com/openclaw/openclaw/pull/68617) — open
+- [PR #63672: fix(cron): honor explicit channel/to/accountId for isolated delivery](https://github.com/openclaw/openclaw/pull/63672) — closed
+
 ### `konanok`
 
 - profile: [github.com/konanok](https://github.com/konanok)
@@ -7649,6 +7742,30 @@ Example artifacts:
 - [Issue #67539: [Feature]: Add provider-specific TTS prompt hints](https://github.com/openclaw/openclaw/issues/67539) — open
 - [Issue #67458: [Feature] Gemini 3.1 Flash TTS support in messages.tts, with expressive tag passthrough](https://github.com/openclaw/openclaw/issues/67458) — closed
 
+### `lukeboyett`
+
+- profile: [github.com/lukeboyett](https://github.com/lukeboyett)
+- 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: `2026-04-18T16:06:09Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **1 PRs / 5 issues**
+- snapshot discussion activity: **14 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
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share**
+
+Example artifacts:
+- [PR #67508: fix(agents): prefer target agent's bound Matrix account for subagent spawns](https://github.com/openclaw/openclaw/pull/67508) — open
+- [Issue #68629: build:docker missing write-npm-update-compat-sidecars step causes intermittent Install Smoke failures](https://github.com/openclaw/openclaw/issues/68629) — open
+- [Issue #67749: resolveFirstBoundAccountId should honor guild/team/role constraints on AgentRouteBinding](https://github.com/openclaw/openclaw/issues/67749) — open
+- [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`
 
 - profile: [github.com/perlowja](https://github.com/perlowja)
@@ -7721,54 +7838,6 @@ 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: `2026-04-18T15:11:36Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **5**
-- snapshot authored PRs/issues: **1 PRs / 4 issues**
-- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **137 days**
-- recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
-- public orgs: none visible
-- 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)
-- 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: `2026-04-16T16:54:32Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **5**
-- snapshot authored PRs/issues: **1 PRs / 4 issues**
-- snapshot discussion activity: **13 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
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share**
-
-Example artifacts:
-- [PR #67508: fix(agents): prefer target agent's bound Matrix account for subagent spawns](https://github.com/openclaw/openclaw/pull/67508) — open
-- [Issue #67749: resolveFirstBoundAccountId should honor guild/team/role constraints on AgentRouteBinding](https://github.com/openclaw/openclaw/issues/67749) — open
-- [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
-- [Issue #66217: [Bug] `npm install` fails on v2026.4.12: ERESOLVE peer dependency conflict between madge@8.0.0 and typescript@5.9.3](https://github.com/openclaw/openclaw/issues/66217) — closed
-
 ### `rijhsinghani`
 
 - profile: [github.com/rijhsinghani](https://github.com/rijhsinghani)
@@ -8001,6 +8070,29 @@ Example artifacts:
 - [Issue #67961: Bug: User messages not displayed immediately in Control UI (optimistic update lost after history reload)](https://github.com/openclaw/openclaw/issues/67961) — open
 - [Issue #66908: npm link gets broken after openclaw update via Control UI](https://github.com/openclaw/openclaw/issues/66908) — open
 
+### `nk3750`
+
+- profile: [github.com/nk3750](https://github.com/nk3750)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ank3750)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ank3750)
+- repo first seen: `2026-04-11T19:10:35Z`
+- repo last seen: `2026-04-18T15:52:45Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **1 PRs / 2 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **2785 days**
+- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #64979: fix(telegram): bypass sequentializer for approval callback_queries](https://github.com/openclaw/openclaw/pull/64979) — closed, merged
+- [Issue #68626: RFC: let plugins resolve their own `requireApproval` requests (extend contract with `onRegistered`)](https://github.com/openclaw/openclaw/issues/68626) — open
+- [Issue #64977: Telegram: plugin approval callback_query deadlocked by Grammy sequentializer](https://github.com/openclaw/openclaw/issues/64977) — closed
+
 ### `parasol-aser`
 
 - profile: [github.com/parasol-aser](https://github.com/parasol-aser)
@@ -9083,28 +9175,6 @@ Example artifacts:
 - [PR #65886: feat(tui): add configurable status line command rendering](https://github.com/openclaw/openclaw/pull/65886) — open
 - [Issue #53375: WebChat/TUI should resume prior session after reconnect instead of silently starting a new one](https://github.com/openclaw/openclaw/issues/53375) — open
 
-### `nk3750`
-
-- profile: [github.com/nk3750](https://github.com/nk3750)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ank3750)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ank3750)
-- repo first seen: `2026-04-11T19:10:35Z`
-- repo last seen: `2026-04-11T19:24:36Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2785 days**
-- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #64979: fix(telegram): bypass sequentializer for approval callback_queries](https://github.com/openclaw/openclaw/pull/64979) — closed, merged
-- [Issue #64977: Telegram: plugin approval callback_query deadlocked by Grammy sequentializer](https://github.com/openclaw/openclaw/issues/64977) — closed
-
 ### `nsnydr`
 
 - profile: [github.com/nsnydr](https://github.com/nsnydr)
@@ -9260,28 +9330,6 @@ Example artifacts:
 - [PR #68433: Prewarm mirrored outbound sessions before first callback](https://github.com/openclaw/openclaw/pull/68433) — open
 - [Issue #68429: [Bug]: Telegram inline-button first callback can run before session bootstrap context is loaded](https://github.com/openclaw/openclaw/issues/68429) — open
 
-### `ScientificProgrammer`
-
-- profile: [github.com/ScientificProgrammer](https://github.com/ScientificProgrammer)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AScientificProgrammer)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AScientificProgrammer)
-- repo first seen: `2026-04-10T22:44:57Z`
-- repo last seen: `2026-04-15T17:59:22Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **4728 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; targets high-star repos**
-
-Example artifacts:
-- [PR #67328: fix(config): resolve "Unsupported schema node" for meta.lastTouchedAt](https://github.com/openclaw/openclaw/pull/67328) — open
-- [Issue #64522: CLI initialization crashes in production due to hardcoded QA scenario dependency](https://github.com/openclaw/openclaw/issues/64522) — open
-
 ### `shawnduggan`
 
 - profile: [github.com/shawnduggan](https://github.com/shawnduggan)
@@ -9725,12 +9773,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aabliteration-ai)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aabliteration-ai)
 - repo first seen: `2026-04-17T03:32:43Z`
-- repo last seen: `2026-04-18T01:37:19Z`
+- repo last seen: `2026-04-18T15:32:06Z`
 - 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**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
 - account age: **144 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
@@ -9845,27 +9893,6 @@ Example artifacts:
 Example artifacts:
 - [PR #68455: feat(feishu): allow custom accountId during Feishu channel onboarding](https://github.com/openclaw/openclaw/pull/68455) — open
 
-### `aimqwest`
-
-- profile: [github.com/aimqwest](https://github.com/aimqwest)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aaimqwest)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aaimqwest)
-- repo first seen: `2026-04-11T15:27:38Z`
-- repo last seen: `2026-04-11T20:42:27Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **3904 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 #64871: Fix main-session workspace reload after on-disk bootstrap/context updates](https://github.com/openclaw/openclaw/pull/64871) — open
-
 ### `AlainSainteCroix`
 
 - profile: [github.com/AlainSainteCroix](https://github.com/AlainSainteCroix)
@@ -11630,27 +11657,6 @@ Example artifacts:
 Example artifacts:
 - [PR #68435: feat(gateway): accept audio/file content blocks in /v1/chat/completions](https://github.com/openclaw/openclaw/pull/68435) — open
 
-### `frankhli843`
-
-- profile: [github.com/frankhli843](https://github.com/frankhli843)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Afrankhli843)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Afrankhli843)
-- repo first seen: `2026-04-17T16:19:07Z`
-- repo last seen: `2026-04-17T16:19:07Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2499 days**
-- recent public PR activity: **3 PRs** (2 merged / 0 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #68193: feat(ollama): detect Gemma 4 as reasoning model and check capabilities](https://github.com/openclaw/openclaw/pull/68193) — open
-
 ### `Frrrrrrrrank`
 
 - profile: [github.com/Frrrrrrrrank](https://github.com/Frrrrrrrrank)
@@ -12561,12 +12567,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajdc4429)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajdc4429)
 - repo first seen: `2026-04-12T20:57:07Z`
-- repo last seen: `2026-04-18T14:51:06Z`
+- repo last seen: `2026-04-18T15:55:25Z`
 - 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 / 81 reviews / 81 review comments**
+- snapshot discussion activity: **0 comments / 82 reviews / 82 review comments**
 - account age: **3611 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -13338,12 +13344,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aleonidas1712)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aleonidas1712)
 - repo first seen: `2026-04-18T07:30:02Z`
-- repo last seen: `2026-04-18T07:30:02Z`
+- repo last seen: `2026-04-18T15:38:30Z`
 - 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 / 1 reviews / 1 review comments**
 - account age: **3582 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
@@ -13351,7 +13357,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #68454: fix(openrouter): replace legacy base URL during model-config merge](https://github.com/openclaw/openclaw/pull/68454) — open
+- [PR #68454: fix(openrouter): replace legacy base URL during model-config merge](https://github.com/openclaw/openclaw/pull/68454) — closed
 
 ### `liemrich`
 
@@ -13437,6 +13443,27 @@ Example artifacts:
 Example artifacts:
 - [PR #68244: Add new file 'r' with initial content](https://github.com/openclaw/openclaw/pull/68244) — open
 
+### `Little-viva1`
+
+- profile: [github.com/Little-viva1](https://github.com/Little-viva1)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ALittle-viva1)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ALittle-viva1)
+- repo first seen: `2026-04-18T16:06:34Z`
+- repo last seen: `2026-04-18T16:12:19Z`
+- 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: **639 days**
+- recent public PR activity: **2 PRs** (1 merged / 1 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; targets high-star repos**
+
+Example artifacts:
+- [PR #68630: fix(feishu): harden Mira clarification card action writebacks](https://github.com/openclaw/openclaw/pull/68630) — closed
+
 ### `liuchuanjie`
 
 - profile: [github.com/liuchuanjie](https://github.com/liuchuanjie)
@@ -13479,27 +13506,6 @@ 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
 
-### `lockhartheavyindustries`
-
-- profile: [github.com/lockhartheavyindustries](https://github.com/lockhartheavyindustries)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Alockhartheavyindustries)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Alockhartheavyindustries)
-- repo first seen: `2026-02-27T13:35:40Z`
-- repo last seen: `2026-04-11T15:32:14Z`
-- 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 / 0 reviews / 0 review comments**
-- account age: **5031 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 #64874: Improve bootstrap file truncation visibility and edit failure diagnostics](https://github.com/openclaw/openclaw/pull/64874) — open, draft
-
 ### `lucasheriques`
 
 - profile: [github.com/lucasheriques](https://github.com/lucasheriques)
@@ -13948,7 +13954,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AMotherSphere)
 - repo first seen: `2026-04-18T14:28:07Z`
 - repo last seen: `2026-04-18T14:28:07Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -14046,27 +14052,6 @@ Example artifacts:
 Example artifacts:
 - [PR #65531: docs: add community skills page with security and memory tools](https://github.com/openclaw/openclaw/pull/65531) — open
 
-### `nickkingu`
-
-- profile: [github.com/nickkingu](https://github.com/nickkingu)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Anickkingu)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Anickkingu)
-- repo first seen: `2026-04-11T15:24:22Z`
-- repo last seen: `2026-04-11T19:10:46Z`
-- 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: **21 days**
-- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **very new account; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #64868: feat(guardrails): add provider-based pre-tool-call authorization](https://github.com/openclaw/openclaw/pull/64868) — open
-
 ### `nighting0615`
 
 - profile: [github.com/nighting0615](https://github.com/nighting0615)
@@ -14199,12 +14184,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Anufnaf)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Anufnaf)
 - repo first seen: `2026-04-16T12:30:36Z`
-- repo last seen: `2026-04-16T13:02:20Z`
+- repo last seen: `2026-04-18T15:43:29Z`
 - 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 / 3 reviews / 3 review comments**
+- snapshot discussion activity: **1 comments / 3 reviews / 3 review comments**
 - account age: **4823 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
@@ -15545,7 +15530,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Astroupaloop)
 - repo first seen: `2026-04-18T14:50:16Z`
 - repo last seen: `2026-04-18T14:50:16Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**

new_contributors.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:dc58f509c72e23442b9a9b6d0f2f2840610f78447cc3169026a535de211da381
-size 97953
+oid sha256:b2c084ed313353d0f9229fe355b5a668296403e327616b4ba60d5802a958e360
+size 97710

pr_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:619b0d2eb27b6be791e50f2657c0df1cca0becc13f6a946034a0348727ee8545
-size 46710832
+oid sha256:65de14d902d735013cb0a74d9c6617c1ae1565cef44556f81a980ffd62737c87
+size 46735956

pr_diffs.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:8edb89a4f7b80507ea5aadec9ee96e3d536069575167f63b110e7b28f3c3dad0
-size 121490195
+oid sha256:701e97defc5800e0f27528b18443cda68153e8bd15b448814322ff065ea1a5f0
+size 121144900

pr_files.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:bb63091d8343dea12b2ae3ec281413bb7c41cab067b5316a1265eaecac6b31c8
-size 89172248
+oid sha256:59602b24a8d4c62bac55326ce21e83075e21f5ec0a11f2883951831055925ff9
+size 89327254

pull_requests.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3ec3d237ad6dc4e62f9433832a73b70daa70e99feff1efbf6994c524c50b5971
-size 4737918
+oid sha256:0186d7e5a9379becb72cc86341b7c6879430e6797cd73f05811fc31db481dcf1
+size 4760355

review_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:145875452b0dcc806f40eecec93f355c0395d521b7ae88871fa3094e2cdb1bd1
-size 7257800
+oid sha256:22d0dfebb92ba47438193ff2f6c03eeb58577c6f2c9d339a7c290eeae6958846
+size 7339293

reviews.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f6829095883d4c4b99511e26e4d4b5ff255a7be32ee492c92de8db29a434691c
-size 1426962
+oid sha256:4052e3e91900d7f228230aa550e52d3af19a014f5af7bcc24149568556df1f4d
+size 1442750

snapshots/20260418T162035Z/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": 136448,
+    "issues": 4469,
+    "links": 44357,
+    "new_contributors": 715,
+    "pr_diffs": 3279,
+    "pr_files": 67075,
+    "pull_requests": 3279,
+    "review_comments": 17105,
+    "reviews": 13011,
+    "timeline_events": 53356
+  },
+  "crawl_started_at": "2026-04-18T16:20:35Z",
+  "delta_counts": {
+    "comments": 59,
+    "issue_stubs": 93,
+    "issues": 41,
+    "links": 284,
+    "pr_diffs": 52,
+    "pr_files": 773,
+    "pull_requests": 52,
+    "review_comments": 1749,
+    "reviews": 1251,
+    "timeline_events": 2257
+  },
+  "extracted_at": "2026-04-18T16:20:35Z",
+  "repo": "openclaw/openclaw",
+  "snapshot_id": "20260418T162035Z",
+  "watermark": {
+    "effective_since": "2026-04-18T15:20:34Z",
+    "next_since": "2026-04-18T16:20:35Z"
+  }
+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260418T152034Z/manifest.json",
-  "latest_snapshot_id": "20260418T152034Z",
+  "archived_manifest_path": "snapshots/20260418T162035Z/manifest.json",
+  "latest_snapshot_id": "20260418T162035Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-04-18T15:20:34Z",
+  "next_since": "2026-04-18T16:20:35Z",
   "repo": "openclaw/openclaw",
-  "snapshot_dir": "snapshots/20260418T152034Z"
+  "snapshot_dir": "snapshots/20260418T162035Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-04-18T14:20:36Z",
-  "last_successful_snapshot_id": "20260418T152034Z",
-  "next_since": "2026-04-18T15:20:34Z",
+  "effective_since": "2026-04-18T15:20:34Z",
+  "last_successful_snapshot_id": "20260418T162035Z",
+  "next_since": "2026-04-18T16:20:35Z",
   "repo": "openclaw/openclaw",
-  "updated_at": "2026-04-18T15:20:34Z"
+  "updated_at": "2026-04-18T16:20:35Z"
 }