Refresh openclaw dataset snapshot 20260417T212042Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260417T202042Z`
+- latest snapshot: `20260417T212042Z`
 - 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:a9e6ad1f11f0883d16992d7470860e6bf296981473930efc5916278ad4282194
-size 66868609
+oid sha256:bda7d044e649fb5cf1840a42ddd6be25b85e79914c45da3d771502920ec8cb2e
+size 66897811

events.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d23f00bca517c52d07cde56197d0f4b246f56c8f6cd7a0c9a152e76d36439ac2
-size 862718
+oid sha256:6942683b0a56be931971c96d63acef7264c4e722ab49663c8451227c36b67a05
+size 868967

issue_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:777912012b2c0c08e4b3b62e1fb9e655a061f5301b9f8b3cff7b1ccca12266dd
-size 19902307
+oid sha256:72319269324734e4b4b2ee078561e493dc19d7230a1606cfd6e6b6570a6a1461
+size 19909541

issues.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:c217d716cbfe759426a41038d201540ac4cd0a2294a74b81765ec0aa44c129a0
-size 6297127
+oid sha256:d80c4620e3087feaedd41c9cdae41d4619da966c92cbfc283af5e8a302b40f0d
+size 6306686

links.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d613cfebb6c27b3ea1f5ee8d9197eeda1efc8adb43b9915edcc0cbf65eb5f5ec
-size 515713
+oid sha256:074a4523cec714815931a68983d1df974435e7b15c6722451676102507b8842e
+size 516329

manifest.json

@@ -5,35 +5,35 @@
     "new_contributors_parquet": "new_contributors.parquet"
   },
   "counts": {
-    "comments": 135550,
-    "issues": 4151,
-    "links": 43207,
+    "comments": 135579,
+    "issues": 4157,
+    "links": 43255,
     "new_contributors": 712,
-    "pr_diffs": 2891,
-    "pr_files": 56315,
-    "pull_requests": 2891,
-    "review_comments": 14231,
-    "reviews": 10737,
-    "timeline_events": 43981
+    "pr_diffs": 2902,
+    "pr_files": 56370,
+    "pull_requests": 2902,
+    "review_comments": 14294,
+    "reviews": 10792,
+    "timeline_events": 44234
   },
-  "crawl_started_at": "2026-04-17T20:20:42Z",
+  "crawl_started_at": "2026-04-17T21:20:42Z",
   "delta_counts": {
-    "comments": 20,
-    "issue_stubs": 37,
-    "issues": 16,
-    "links": 46,
-    "pr_diffs": 21,
-    "pr_files": 228,
-    "pull_requests": 21,
-    "review_comments": 715,
-    "reviews": 597,
-    "timeline_events": 804
+    "comments": 35,
+    "issue_stubs": 41,
+    "issues": 12,
+    "links": 67,
+    "pr_diffs": 29,
+    "pr_files": 638,
+    "pull_requests": 29,
+    "review_comments": 219,
+    "reviews": 159,
+    "timeline_events": 1184
   },
-  "extracted_at": "2026-04-17T20:20:42Z",
+  "extracted_at": "2026-04-17T21:20:42Z",
   "repo": "openclaw/openclaw",
-  "snapshot_id": "20260417T202042Z",
+  "snapshot_id": "20260417T212042Z",
   "watermark": {
-    "effective_since": "2026-04-17T19:20:43Z",
-    "next_since": "2026-04-17T20:20:42Z"
+    "effective_since": "2026-04-17T20:20:42Z",
+    "next_since": "2026-04-17T21:20:42Z"
   }
 }

new-contributors-report.md

@@ -1,7 +1,7 @@
 # New Contributor Report: openclaw/openclaw
 
-- Snapshot: `20260417T202042Z`
-- Generated: `2026-04-17T20:29:57Z`
+- Snapshot: `20260417T212042Z`
+- Generated: `2026-04-17T21:22:43Z`
 - Activity window: `7d`
 - Contributors: `712`
 
@@ -12,7 +12,7 @@
 | `EronFan` | [profile](https://github.com/EronFan) | no | CONTRIBUTOR | 2527d | `2026-03-24T11:57:26Z` | 72 | 0 | weak | low | medium | high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
 | `vincentkoc` | [profile](https://github.com/vincentkoc) | no | MEMBER | 6420d | `2026-02-03T19:03:56Z` | 50 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `100yenadmin` | [profile](https://github.com/100yenadmin) | no | CONTRIBUTOR | 178d | `2026-03-15T18:31:56Z` | 49 | 48 | weak | moderate | medium | young account; high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
-| `hclsys` | [profile](https://github.com/hclsys) | no | CONTRIBUTOR | 4339d | `2026-01-29T06:32:51Z` | 36 | 0 | weak | low | high | very high single-repo PR burst; high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
+| `hclsys` | [profile](https://github.com/hclsys) | no | CONTRIBUTOR | 4339d | `2026-01-29T06:32:51Z` | 37 | 0 | weak | low | high | very high single-repo PR burst; high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
 | `neeravmakwana` | [profile](https://github.com/neeravmakwana) | no | CONTRIBUTOR | 64d | `2026-02-24T02:57:36Z` | 35 | 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 |
 | `nightq` | [profile](https://github.com/nightq) | no | CONTRIBUTOR | 4825d | `2026-04-01T13:17:35Z` | 34 | 1 | weak | low | medium | extremely high recent PR volume; many recent closed-unmerged PRs; 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 |
@@ -31,19 +31,19 @@
 | `BunsDev` | [profile](https://github.com/BunsDev) | no | MEMBER | 2087d | `2026-02-07T11:32:40Z` | 17 | 0 | strong | moderate | low | high recent PR volume |
 | `coygeek` | [profile](https://github.com/coygeek) | no | CONTRIBUTOR | 2164d | `2026-01-31T03:06:37Z` | 16 | 18 | weak | low | medium | many recent closed-unmerged PRs; 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 |
 | `gumadeiras` | [profile](https://github.com/gumadeiras) | no | MEMBER | 4579d | `2026-01-14T20:41:14Z` | 15 | 1 | strong | low | low | targets high-star repos |
 | `TOMUIV` | [profile](https://github.com/TOMUIV) | no | NONE | 215d | `2026-04-10T17:11:48Z` | 15 | 1 | weak | low | low | young account; many recent closed-unmerged PRs; targets high-star repos |
-| `drobison00` | [profile](https://github.com/drobison00) | no | CONTRIBUTOR | 4625d | `2026-03-24T18:33:52Z` | 15 | 0 | strong | low | low | targets high-star repos |
 | `neo1027144-creator` | [profile](https://github.com/neo1027144-creator) | no | CONTRIBUTOR | 37d | `2026-04-09T20:15:50Z` | 14 | 1 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `ngutman` | [profile](https://github.com/ngutman) | no | MEMBER | 5146d | `2026-01-06T16:12:16Z` | 14 | 0 | strong | moderate | low | targets high-star repos |
 | `pgondhi987` | [profile](https://github.com/pgondhi987) | no | CONTRIBUTOR | 24d | `2026-04-09T04:56:14Z` | 14 | 0 | strong | low | medium | very new account; no visible non-self stars; targets high-star repos |
 | `tentacloos` | [profile](https://github.com/tentacloos) | no | NONE | 22d | `2026-04-14T13:17:10Z` | 14 | 0 | n/a | low | medium | very new account; no visible non-self stars |
 | `mcaxtr` | [profile](https://github.com/mcaxtr) | no | MEMBER | 4358d | `2026-02-04T01:45:00Z` | 13 | 5 | mixed | low | low | high open PR share; targets high-star repos |
 | `Tianworld` | [profile](https://github.com/Tianworld) | no | CONTRIBUTOR | 2846d | `2026-03-24T16:13:35Z` | 13 | 0 | weak | low | low | high recent PR volume; high open PR share; no visible non-self stars; targets high-star repos |
+| `openperf` | [profile](https://github.com/openperf) | no | MEMBER | 1860d | `2026-02-07T10:37:24Z` | 12 | 0 | mixed | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `pashpashpash` | [profile](https://github.com/pashpashpash) | no | CONTRIBUTOR | 3539d | `2026-04-12T00:42:09Z` | 12 | 0 | mixed | low | low | targets high-star repos |
 | `sudie-codes` | [profile](https://github.com/sudie-codes) | no | CONTRIBUTOR | 173d | `2026-03-23T03:58:32Z` | 12 | 0 | mixed | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
-| `openperf` | [profile](https://github.com/openperf) | no | MEMBER | 1860d | `2026-02-07T10:37:24Z` | 11 | 0 | mixed | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `Jimmy-xuzimo` | [profile](https://github.com/Jimmy-xuzimo) | no | CONTRIBUTOR | 1335d | `2026-02-25T14:46:20Z` | 10 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `lml2468` | [profile](https://github.com/lml2468) | no | CONTRIBUTOR | 2893d | `2026-03-03T11:34:24Z` | 10 | 0 | strong | low | low | high recent PR volume |
 | `MoerAI` | [profile](https://github.com/MoerAI) | no | CONTRIBUTOR | 3336d | `2026-02-23T01:38:58Z` | 10 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -84,6 +84,7 @@
 | `oliviareid-svg` | [profile](https://github.com/oliviareid-svg) | no | CONTRIBUTOR | 27d | `2026-03-22T06:41:01Z` | 7 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `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 |
 | `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 |
+| `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 |
 | `chinar-amrutkar` | [profile](https://github.com/chinar-amrutkar) | no | CONTRIBUTOR | 3502d | `2026-03-04T08:38:16Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `coletebou` | [profile](https://github.com/coletebou) | no | NONE | 3993d | `2026-02-03T13:22:50Z` | 6 | 0 | mixed | low | low | targets high-star repos |
 | `enis-uys` | [profile](https://github.com/enis-uys) | no | NONE | 1412d | `2026-03-14T22:33:28Z` | 6 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -98,14 +99,12 @@
 | `rmfalco89` | [profile](https://github.com/rmfalco89) | no | NONE | 4592d | `2026-02-08T21:18:55Z` | 5 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `sliverp` | [profile](https://github.com/sliverp) | no | MEMBER | 2933d | `2026-02-06T14:44:05Z` | 5 | 1 | mixed | low | low | targets high-star repos |
 | `yfge` | [profile](https://github.com/yfge) | no | CONTRIBUTOR | 5272d | `2026-02-16T06:14:40Z` | 5 | 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` | 5 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `defonota3box` | [profile](https://github.com/defonota3box) | no | NONE | 121d | `2026-04-13T22:54:16Z` | 5 | 0 | weak | low | medium | young account; high open PR share; targets high-star repos |
 | `jjmk6` | [profile](https://github.com/jjmk6) | no | NONE | 254d | `2026-04-17T13:50:46Z` | 5 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; targets high-star repos |
 | `joshavant` | [profile](https://github.com/joshavant) | no | CONTRIBUTOR | 5430d | `2026-02-19T23:12:53Z` | 5 | 0 | strong | low | low | targets high-star repos |
 | `plgonzalezrx8` | [profile](https://github.com/plgonzalezrx8) | no | CONTRIBUTOR | 3595d | `2026-01-31T01:53:17Z` | 5 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `sahilsatralkar` | [profile](https://github.com/sahilsatralkar) | no | CONTRIBUTOR | 2210d | `2026-02-20T15:02:41Z` | 5 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `sharkqwy` | [profile](https://github.com/sharkqwy) | no | NONE | 5196d | `2026-03-24T04:06:08Z` | 5 | 0 | weak | low | low | high open PR share; 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 |
 | `skylee-01` | [profile](https://github.com/skylee-01) | no | NONE | 2648d | `2026-04-14T12:14:20Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `suboss87` | [profile](https://github.com/suboss87) | no | CONTRIBUTOR | 4078d | `2026-03-13T04:40:38Z` | 5 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `visionik` | [profile](https://github.com/visionik) | no | CONTRIBUTOR | 6279d | `2026-01-02T09:08:10Z` | 5 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
@@ -137,6 +136,7 @@
 | `zeng269` | [profile](https://github.com/zeng269) | no | NONE | 2383d | `2026-04-15T18:11:38Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `zhengyuliu047-rgb` | [profile](https://github.com/zhengyuliu047-rgb) | no | NONE | 88d | `2026-04-14T04:51:17Z` | 4 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; targets high-star repos |
 | `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 |
 | `Kyzcreig` | [profile](https://github.com/Kyzcreig) | no | NONE | 4208d | `2026-04-10T10:49:31Z` | 3 | 5 | mixed | 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 |
 | `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 |
@@ -145,7 +145,6 @@
 | `sparkeros` | [profile](https://github.com/sparkeros) | no | NONE | 156d | `2026-03-09T12:13:39Z` | 3 | 1 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `yoanndefay` | [profile](https://github.com/yoanndefay) | no | NONE | 2166d | `2026-04-13T15:13:19Z` | 3 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `akinshaywai` | [profile](https://github.com/akinshaywai) | no | NONE | 1855d | `2026-04-15T23:06:37Z` | 3 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
-| `bek91` | [profile](https://github.com/bek91) | no | NONE | 2144d | `2026-04-10T20:34:48Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `briandevans` | [profile](https://github.com/briandevans) | no | CONTRIBUTOR | 103d | `2026-04-14T01:48:32Z` | 3 | 0 | weak | low | medium | young account; high open PR share; targets high-star repos |
 | `damselem` | [profile](https://github.com/damselem) | no | CONTRIBUTOR | 6104d | `2026-04-12T09:37:25Z` | 3 | 0 | n/a | low | low | no visible non-self stars |
 | `GameWorldsDEV` | [profile](https://github.com/GameWorldsDEV) | no | NONE | 609d | `2026-03-22T22:51:07Z` | 3 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
@@ -165,6 +164,7 @@
 | `YangManBOBO` | [profile](https://github.com/YangManBOBO) | no | NONE | 827d | `2026-03-03T01:36:04Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `jlapenna` | [profile](https://github.com/jlapenna) | no | CONTRIBUTOR | 6304d | `2026-04-03T04:12:38Z` | 7 | 0 | weak | low | low | high open PR share |
 | `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 |
+| `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 |
 | `jhsmith409` | [profile](https://github.com/jhsmith409) | no | CONTRIBUTOR | 434d | `2026-04-08T11:54:12Z` | 4 | 3 | weak | moderate | low | high open PR share; targets high-star repos |
 | `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 |
 | `jerome-benoit` | [profile](https://github.com/jerome-benoit) | no | NONE | 4459d | `2026-03-12T22:28:40Z` | 4 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -174,6 +174,7 @@
 | `mraleko` | [profile](https://github.com/mraleko) | no | NONE | 938d | `2026-04-08T03:48:45Z` | 4 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `glfruit` | [profile](https://github.com/glfruit) | no | NONE | 4773d | `2026-04-09T14:53:44Z` | 3 | 4 | weak | low | low | high open PR share; targets high-star repos |
 | `alchip` | [profile](https://github.com/alchip) | no | NONE | 3345d | `2026-04-09T09:39:38Z` | 3 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `bek91` | [profile](https://github.com/bek91) | no | NONE | 2144d | `2026-04-10T20:34:48Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `cedillarack` | [profile](https://github.com/cedillarack) | no | NONE | 61d | `2026-02-17T04:29:03Z` | 3 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `GaosCode` | [profile](https://github.com/GaosCode) | no | CONTRIBUTOR | 632d | `2026-04-09T08:32:17Z` | 3 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `richardclawbot` | [profile](https://github.com/richardclawbot) | no | NONE | 31d | `2026-04-10T17:07:12Z` | 3 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
@@ -192,7 +193,7 @@
 | `gzsiang` | [profile](https://github.com/gzsiang) | no | NONE | 1093d | `2026-03-18T04:53:40Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `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 |
-| `mkoslacz` | [profile](https://github.com/mkoslacz) | yes | NONE | 4321d | `2026-01-27T21:31:44Z` | 2 | 1 | weak | low | low | 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 |
 | `Pearcekieser` | [profile](https://github.com/Pearcekieser) | no | NONE | 4652d | `2026-04-11T00:45:04Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `qualiobra` | [profile](https://github.com/qualiobra) | no | NONE | 330d | `2026-03-20T15:55:02Z` | 2 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `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 |
@@ -209,7 +210,6 @@
 | `dallylee` | [profile](https://github.com/dallylee) | no | CONTRIBUTOR | 1081d | `2026-04-14T09:55:39Z` | 2 | 0 | weak | moderate | low | high open PR share |
 | `EdderTalmor` | [profile](https://github.com/EdderTalmor) | no | CONTRIBUTOR | 2678d | `2026-04-12T02:32:19Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `Eruditi` | [profile](https://github.com/Eruditi) | no | NONE | 1072d | `2026-04-16T15:08:41Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `evanpaul14` | [profile](https://github.com/evanpaul14) | no | NONE | 1216d | `2026-04-10T20:33:42Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `everySympathy` | [profile](https://github.com/everySympathy) | no | NONE | 129d | `2026-04-17T13:11:29Z` | 2 | 0 | weak | low | medium | young account; high open PR share; targets high-star repos |
 | `Fl0rencess720` | [profile](https://github.com/Fl0rencess720) | no | NONE | 987d | `2026-04-15T02:52:56Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `flowforgelab` | [profile](https://github.com/flowforgelab) | no | NONE | 374d | `2026-04-17T09:50:18Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -249,7 +249,6 @@
 | `yangxiyucs` | [profile](https://github.com/yangxiyucs) | no | NONE | 3510d | `2026-04-13T14:23:50Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ymaxgit` | [profile](https://github.com/ymaxgit) | no | NONE | 3289d | `2026-04-17T07:53:18Z` | 2 | 0 | mixed | low | low | high open PR share; no visible non-self stars |
 | `zhangyue19921010` | [profile](https://github.com/zhangyue19921010) | no | NONE | 2066d | `2026-04-17T03:44:42Z` | 2 | 0 | weak | low | low | high open PR share |
-| `zoneblaze` | [profile](https://github.com/zoneblaze) | no | NONE | 5505d | `2026-04-17T15:38:07Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `HOYALIM` | [profile](https://github.com/HOYALIM) | no | CONTRIBUTOR | 736d | `2026-02-19T18:49:52Z` | 6 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `mmaps` | [profile](https://github.com/mmaps) | no | CONTRIBUTOR | 4827d | `2026-04-09T18:38:21Z` | 6 | 0 | strong | low | low | targets high-star repos |
 | `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 |
@@ -274,6 +273,7 @@
 | `bladin` | [profile](https://github.com/bladin) | no | CONTRIBUTOR | 5085d | `2026-04-08T06:15:00Z` | 2 | 0 | strong | low | low | targets high-star repos |
 | `BryanTegomoh` | [profile](https://github.com/BryanTegomoh) | no | CONTRIBUTOR | 2122d | `2026-02-01T02:20:00Z` | 2 | 0 | weak | low | low | targets high-star repos |
 | `cyber-ayi` | [profile](https://github.com/cyber-ayi) | no | NONE | 69d | `2026-04-09T04:27:16Z` | 2 | 0 | mixed | low | medium | very new account; high open PR share; no visible non-self stars |
+| `evanpaul14` | [profile](https://github.com/evanpaul14) | no | NONE | 1216d | `2026-04-10T20:33:42Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `FroeMic` | [profile](https://github.com/FroeMic) | no | NONE | 3833d | `2026-04-10T07:57:00Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `hoyyeva` | [profile](https://github.com/hoyyeva) | no | CONTRIBUTOR | 2206d | `2026-04-10T19:12:28Z` | 2 | 0 | strong | low | low | 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 |
@@ -326,6 +326,7 @@
 | `cwmine` | [profile](https://github.com/cwmine) | no | NONE | 4762d | `2026-03-01T15:52:37Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `d1rshan` | [profile](https://github.com/d1rshan) | no | NONE | 732d | `2026-04-17T06:12:09Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `DevInvestor` | [profile](https://github.com/DevInvestor) | no | NONE | 104d | `2026-03-24T13:05:09Z` | 1 | 1 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
+| `Dithilli` | [profile](https://github.com/Dithilli) | no | CONTRIBUTOR | 2832d | `2026-02-19T14:54:20Z` | 1 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `Dodo1021` | [profile](https://github.com/Dodo1021) | no | NONE | 659d | `2026-03-24T00:01:31Z` | 1 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `earon-han` | [profile](https://github.com/earon-han) | no | NONE | 117d | `2026-04-16T09:54:34Z` | 1 | 1 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `epanonymous` | [profile](https://github.com/epanonymous) | no | NONE | 1621d | `2026-01-31T02:07:36Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
@@ -345,7 +346,7 @@
 | `Knightmare6890` | [profile](https://github.com/Knightmare6890) | no | NONE | 1784d | `2026-04-15T17:23:25Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `KnightNiwrem` | [profile](https://github.com/KnightNiwrem) | no | NONE | 4169d | `2026-04-13T07:50:13Z` | 1 | 1 | weak | moderate | low | many recent closed-unmerged PRs |
 | `KRouhana` | [profile](https://github.com/KRouhana) | no | NONE | 2963d | `2026-04-10T04:12:05Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `lemonheaded` | [profile](https://github.com/lemonheaded) | yes | NONE | 294d | `2026-04-17T20:02:09Z` | 1 | 1 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
+| `lemonheaded` | [profile](https://github.com/lemonheaded) | no | NONE | 294d | `2026-04-17T20:02:09Z` | 1 | 1 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `lhy1024` | [profile](https://github.com/lhy1024) | no | NONE | 3614d | `2026-04-13T06:01:39Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `Loach-Smile` | [profile](https://github.com/Loach-Smile) | no | NONE | 36d | `2026-04-14T10:44:18Z` | 1 | 1 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `lumien` | [profile](https://github.com/lumien) | no | NONE | 5206d | `2026-04-12T18:18:23Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -412,7 +413,6 @@
 | `aryankinha` | [profile](https://github.com/aryankinha) | no | NONE | 552d | `2026-04-14T09:25:17Z` | 1 | 0 | mixed | low | low | high open PR share; no visible non-self stars |
 | `athletesofthereef` | [profile](https://github.com/athletesofthereef) | no | NONE | 34d | `2026-04-14T06:04:02Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; targets high-star repos |
 | `ATJGQ` | [profile](https://github.com/ATJGQ) | no | NONE | 1705d | `2026-04-15T11:34:07Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `austindrosenthal` | [profile](https://github.com/austindrosenthal) | no | NONE | 8d | `2026-04-10T21:05:04Z` | 1 | 0 | mixed | low | medium | very new account; no visible non-self stars |
 | `auyua9` | [profile](https://github.com/auyua9) | no | NONE | 13d | `2026-04-16T12:51:30Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `ayteks` | [profile](https://github.com/ayteks) | no | NONE | 3206d | `2026-04-16T06:33:41Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `bahadorkhaleghi1982` | [profile](https://github.com/bahadorkhaleghi1982) | no | NONE | 5d | `2026-04-12T23:15:36Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -550,7 +550,7 @@
 | `kashevk0` | [profile](https://github.com/kashevk0) | no | CONTRIBUTOR | 879d | `2026-04-14T22:33:51Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `kenrolzjc` | [profile](https://github.com/kenrolzjc) | no | NONE | 35d | `2026-04-15T15:41:47Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `kerwin612` | [profile](https://github.com/kerwin612) | no | NONE | 4829d | `2026-04-13T10:41:48Z` | 1 | 0 | weak | low | low | high open PR share |
-| `kevinheneveld` | [profile](https://github.com/kevinheneveld) | yes | NONE | 5269d | `2026-03-19T00:00:30Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `kevinheneveld` | [profile](https://github.com/kevinheneveld) | no | NONE | 5269d | `2026-03-19T00:00:30Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `kiatng` | [profile](https://github.com/kiatng) | no | NONE | 5306d | `2026-04-14T10:51:21Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `Kieldro` | [profile](https://github.com/Kieldro) | no | NONE | 5383d | `2026-04-16T04:18:26Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `kiet1022` | [profile](https://github.com/kiet1022) | no | NONE | 3774d | `2026-04-12T05:23:40Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -802,12 +802,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ahclsys)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ahclsys)
 - repo first seen: `2026-01-29T06:32:51Z`
-- repo last seen: `2026-04-17T19:17:36Z`
+- repo last seen: `2026-04-17T21:17:48Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **36**
-- snapshot authored PRs/issues: **36 PRs / 0 issues**
-- snapshot discussion activity: **153 comments / 3 reviews / 3 review comments**
+- repo primary artifacts: **37**
+- snapshot authored PRs/issues: **37 PRs / 0 issues**
+- snapshot discussion activity: **154 comments / 3 reviews / 3 review comments**
 - account age: **4339 days**
 - recent public PR activity: **34 PRs** (3 merged / 26 closed-unmerged / 5 open; merged rate **9%**, closed-unmerged rate **76%**, open rate **15%**)
 - public orgs: none visible
@@ -815,9 +815,9 @@ Example artifacts:
 - heuristic read: **very high single-repo PR burst; high recent PR volume; many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
+- [PR #68270: fix(ollama): allow baseUrl in plugin configSchema to match what the provider code already reads](https://github.com/openclaw/openclaw/pull/68270) — open
 - [PR #68219: fix(daemon): resolve modern fnm aliases/default path on Linux service PATH](https://github.com/openclaw/openclaw/pull/68219) — open
 - [PR #68144: fix(discord): set ctx.To to user: target for DM inbound so downstream builds direct session keys](https://github.com/openclaw/openclaw/pull/68144) — open
-- [PR #68043: fix(gateway): preserve non-text MCP content blocks in HTTP gateway tool-call results](https://github.com/openclaw/openclaw/pull/68043) — open
 
 ### `neeravmakwana`
 
@@ -982,7 +982,7 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #68175: fix(gateway): require read scope for assistant media](https://github.com/openclaw/openclaw/pull/68175) — open
+- [PR #68175: fix(gateway): require read scope for assistant media](https://github.com/openclaw/openclaw/pull/68175) — closed, merged
 - [PR #66707: Harden Feishu webhook replay guards](https://github.com/openclaw/openclaw/pull/66707) — closed, merged
 - [PR #66665: Harden MCP loopback request validation](https://github.com/openclaw/openclaw/pull/66665) — closed, merged
 
@@ -1250,6 +1250,29 @@ Example artifacts:
 - [PR #66181: fix(chat): reduce confirmation-heavy flattening in conversational replies](https://github.com/openclaw/openclaw/pull/66181) — closed
 - [Issue #65888: [Bug]: gateway-watch-regression check-additional fails across unrelated PRs with dirty_watched_tree invalidation](https://github.com/openclaw/openclaw/issues/65888) — open
 
+### `drobison00`
+
+- profile: [github.com/drobison00](https://github.com/drobison00)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Adrobison00)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Adrobison00)
+- repo first seen: `2026-03-24T18:33:52Z`
+- repo last seen: `2026-04-17T21:11:01Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **16**
+- snapshot authored PRs/issues: **16 PRs / 0 issues**
+- snapshot discussion activity: **12 comments / 0 reviews / 0 review comments**
+- account age: **4625 days**
+- recent public PR activity: **7 PRs** (5 merged / 0 closed-unmerged / 2 open; merged rate **71%**, closed-unmerged rate **0%**, open rate **29%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #68274: Fix macos ssh host checking](https://github.com/openclaw/openclaw/pull/68274) — closed
+- [PR #68210: fix(cron): preserve untrusted awareness event labels](https://github.com/openclaw/openclaw/pull/68210) — closed, merged
+- [PR #68201: fix(feishu): resolve card-action chat type before dispatch](https://github.com/openclaw/openclaw/pull/68201) — closed, merged
+
 ### `ly85206559`
 
 - profile: [github.com/ly85206559](https://github.com/ly85206559)
@@ -1321,29 +1344,6 @@ Example artifacts:
 - [PR #66320: fix(cron): enforce creatorScopes as privilege ceiling + lower cron.add scope](https://github.com/openclaw/openclaw/pull/66320) — closed
 - [Issue #64421: Misleading error: pairing required when cron.add fails due to insufficient scopes](https://github.com/openclaw/openclaw/issues/64421) — open
 
-### `drobison00`
-
-- profile: [github.com/drobison00](https://github.com/drobison00)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Adrobison00)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Adrobison00)
-- repo first seen: `2026-03-24T18:33:52Z`
-- repo last seen: `2026-04-17T18:22:13Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **15**
-- snapshot authored PRs/issues: **15 PRs / 0 issues**
-- snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
-- account age: **4625 days**
-- recent public PR activity: **7 PRs** (5 merged / 0 closed-unmerged / 2 open; merged rate **71%**, closed-unmerged rate **0%**, open rate **29%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #68210: fix(cron): preserve untrusted awareness event labels](https://github.com/openclaw/openclaw/pull/68210) — closed, merged
-- [PR #68201: fix(feishu): resolve card-action chat type before dispatch](https://github.com/openclaw/openclaw/pull/68201) — closed, merged
-- [PR #68199: fix(macos): require trusted SSH host keys](https://github.com/openclaw/openclaw/pull/68199) — closed, merged
-
 ### `neo1027144-creator`
 
 - profile: [github.com/neo1027144-creator](https://github.com/neo1027144-creator)
@@ -1486,6 +1486,29 @@ Example artifacts:
 - [PR #67212: fix(config-ui): keep Raw view readable when raw text withheld](https://github.com/openclaw/openclaw/pull/67212) — closed
 - [PR #67211: fix(text): strip leaked reasoning before orphan </think>](https://github.com/openclaw/openclaw/pull/67211) — closed
 
+### `openperf`
+
+- profile: [github.com/openperf](https://github.com/openperf)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aopenperf)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aopenperf)
+- repo first seen: `2026-02-07T10:37:24Z`
+- repo last seen: `2026-04-17T03:15:03Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **12**
+- snapshot authored PRs/issues: **12 PRs / 0 issues**
+- snapshot discussion activity: **146 comments / 11 reviews / 11 review comments**
+- account age: **1860 days**
+- recent public PR activity: **10 PRs** (4 merged / 4 closed-unmerged / 2 open; merged rate **40%**, closed-unmerged rate **40%**, open rate **20%**)
+- public orgs: `openclaw`
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #67947: fix(codex): prevent gateway crash when app-server subprocess terminates abruptly](https://github.com/openclaw/openclaw/pull/67947) — closed, merged
+- [PR #67557: fix(gateway): capture config hash after plugin auto-enable to prevent restart loop](https://github.com/openclaw/openclaw/pull/67557) — closed, merged
+- [PR #67059: fix(heartbeat): preserve persona and exec context in isolated sessions](https://github.com/openclaw/openclaw/pull/67059) — open
+
 ### `pashpashpash`
 
 - profile: [github.com/pashpashpash](https://github.com/pashpashpash)
@@ -1532,29 +1555,6 @@ Example artifacts:
 - [PR #66209: feat(m365): add Outlook triage approvals](https://github.com/openclaw/openclaw/pull/66209) — open
 - [PR #66208: feat(m365): add calendar copilot approvals](https://github.com/openclaw/openclaw/pull/66208) — open
 
-### `openperf`
-
-- profile: [github.com/openperf](https://github.com/openperf)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aopenperf)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aopenperf)
-- repo first seen: `2026-02-07T10:37:24Z`
-- repo last seen: `2026-04-17T03:15:03Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **11**
-- snapshot authored PRs/issues: **11 PRs / 0 issues**
-- snapshot discussion activity: **146 comments / 7 reviews / 7 review comments**
-- account age: **1860 days**
-- recent public PR activity: **10 PRs** (4 merged / 4 closed-unmerged / 2 open; merged rate **40%**, closed-unmerged rate **40%**, open rate **20%**)
-- public orgs: `openclaw`
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #67947: fix(codex): prevent gateway crash when app-server subprocess terminates abruptly](https://github.com/openclaw/openclaw/pull/67947) — closed, merged
-- [PR #67557: fix(gateway): capture config hash after plugin auto-enable to prevent restart loop](https://github.com/openclaw/openclaw/pull/67557) — closed, merged
-- [PR #67059: fix(heartbeat): preserve persona and exec context in isolated sessions](https://github.com/openclaw/openclaw/pull/67059) — open
-
 ### `Jimmy-xuzimo`
 
 - profile: [github.com/Jimmy-xuzimo](https://github.com/Jimmy-xuzimo)
@@ -2497,6 +2497,29 @@ Example artifacts:
 - [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
 
+### `amittell`
+
+- profile: [github.com/amittell](https://github.com/amittell)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aamittell)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aamittell)
+- repo first seen: `2026-02-23T20:22:28Z`
+- repo last seen: `2026-04-17T21:11:15Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **6 PRs / 0 issues**
+- snapshot discussion activity: **54 comments / 0 reviews / 0 review comments**
+- account age: **5191 days**
+- recent public PR activity: **5 PRs** (0 merged / 1 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **20%**, open rate **80%**)
+- 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 #68280: fix(gateway): fail fast on missing local probe auth](https://github.com/openclaw/openclaw/pull/68280) — open
+- [PR #67475: fix(memory-lancedb): reject inbound envelope metadata during capture and recall](https://github.com/openclaw/openclaw/pull/67475) — open
+- [PR #66913: fix(memory-lancedb): show full IDs in memory_forget candidate list](https://github.com/openclaw/openclaw/pull/66913) — open
+
 ### `chinar-amrutkar`
 
 - profile: [github.com/chinar-amrutkar](https://github.com/chinar-amrutkar)
@@ -2595,12 +2618,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amanhhai999)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amanhhai999)
 - repo first seen: `2026-04-13T10:17:17Z`
-- repo last seen: `2026-04-17T15:54:59Z`
+- repo last seen: `2026-04-17T20:34:46Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 13 reviews / 13 review comments**
+- snapshot discussion activity: **2 comments / 14 reviews / 14 review comments**
 - account age: **2076 days**
 - recent public PR activity: **6 PRs** (0 merged / 1 closed-unmerged / 5 open; merged rate **0%**, closed-unmerged rate **17%**, open rate **83%**)
 - public orgs: none visible
@@ -2825,29 +2848,6 @@ Example artifacts:
 - [PR #66246: fix: cache external plugin catalog lookups in auto-enable](https://github.com/openclaw/openclaw/pull/66246) — closed, merged
 - [Issue #67511: Persist per-session working context across compact/new flows](https://github.com/openclaw/openclaw/issues/67511) — open
 
-### `amittell`
-
-- profile: [github.com/amittell](https://github.com/amittell)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aamittell)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aamittell)
-- repo first seen: `2026-02-23T20:22:28Z`
-- repo last seen: `2026-04-16T01:57:47Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **5**
-- snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **54 comments / 0 reviews / 0 review comments**
-- account age: **5191 days**
-- recent public PR activity: **5 PRs** (0 merged / 1 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **20%**, open rate **80%**)
-- 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 #67475: fix(memory-lancedb): reject inbound envelope metadata during capture and recall](https://github.com/openclaw/openclaw/pull/67475) — open
-- [PR #66913: fix(memory-lancedb): show full IDs in memory_forget candidate list](https://github.com/openclaw/openclaw/pull/66913) — open
-- [PR #66912: fix(telegram): restore self-authored reply-media guard](https://github.com/openclaw/openclaw/pull/66912) — open
-
 ### `defonota3box`
 
 - profile: [github.com/defonota3box](https://github.com/defonota3box)
@@ -2986,29 +2986,6 @@ Example artifacts:
 - [PR #67476: test(ui): remove console.log fixture snippets from markdown tests](https://github.com/openclaw/openclaw/pull/67476) — open
 - [PR #66776: fix(pre-commit): fall back to corepack-managed pnpm](https://github.com/openclaw/openclaw/pull/66776) — open
 
-### `ShionEria`
-
-- profile: [github.com/ShionEria](https://github.com/ShionEria)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AShionEria)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AShionEria)
-- repo first seen: `2026-03-16T10:11:17Z`
-- repo last seen: `2026-04-12T04:27:30Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **5**
-- snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **16 comments / 0 reviews / 0 review comments**
-- account age: **35 days**
-- recent public PR activity: **7 PRs** (1 merged / 3 closed-unmerged / 3 open; merged rate **14%**, closed-unmerged rate **43%**, open rate **43%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #65172: fix(ui): stop misparsing cron-like at schedule strings](https://github.com/openclaw/openclaw/pull/65172) — closed
-- [PR #64539: fix(reply): allow OpenClaw tmp media in normalizer](https://github.com/openclaw/openclaw/pull/64539) — open
-- [PR #64492: fix(cli): route gateway media sends through sendMedia](https://github.com/openclaw/openclaw/pull/64492) — closed, merged
-
 ### `skylee-01`
 
 - profile: [github.com/skylee-01](https://github.com/skylee-01)
@@ -3301,12 +3278,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aaltaywtf)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aaltaywtf)
 - repo first seen: `2026-03-01T16:30:13Z`
-- repo last seen: `2026-04-17T19:07:02Z`
+- repo last seen: `2026-04-17T20:24:58Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **224 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **225 comments / 0 reviews / 0 review comments**
 - account age: **4168 days**
 - recent public PR activity: **5 PRs** (2 merged / 2 closed-unmerged / 1 open; merged rate **40%**, closed-unmerged rate **40%**, open rate **20%**)
 - public orgs: `putdotio`, `openclaw`, `uinaf`
@@ -3314,7 +3291,7 @@ Example artifacts:
 - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
-- [PR #68238: fix(failover): classify INTERNAL 500 responses as retryable timeouts](https://github.com/openclaw/openclaw/pull/68238) — open
+- [PR #68238: fix(failover): classify INTERNAL 500 responses as retryable timeouts](https://github.com/openclaw/openclaw/pull/68238) — closed, merged
 - [PR #67024: fix: don't classify 400/422 with no body as format error](https://github.com/openclaw/openclaw/pull/67024) — open
 - [PR #64969: fix: repair provider transport and channel registry CI regressions](https://github.com/openclaw/openclaw/pull/64969) — closed
 
@@ -3733,6 +3710,29 @@ Example artifacts:
 - [PR #66750: fix(agents): honor explicit strict-agentic execution contract for all providers](https://github.com/openclaw/openclaw/pull/66750) — open
 - [PR #66722: fix(agents): honor explicit strict-agentic execution contract for all providers](https://github.com/openclaw/openclaw/pull/66722) — closed
 
+### `zoneblaze`
+
+- profile: [github.com/zoneblaze](https://github.com/zoneblaze)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Azoneblaze)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Azoneblaze)
+- repo first seen: `2026-04-17T15:38:07Z`
+- repo last seen: `2026-04-17T21:00:22Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **4 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **5505 days**
+- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #68278: fix(discord): honor explicit accountId token resolution in cron deliveries](https://github.com/openclaw/openclaw/pull/68278) — open
+- [PR #68276: feat(android/chat): filter cron-delivery noise and strip <final> wrapper](https://github.com/openclaw/openclaw/pull/68276) — open
+- [PR #68202: fix(session): only persist user-selected auth profile overrides across /new and /reset](https://github.com/openclaw/openclaw/pull/68202) — open
+
 ### `Kyzcreig`
 
 - profile: [github.com/Kyzcreig](https://github.com/Kyzcreig)
@@ -3932,29 +3932,6 @@ Example artifacts:
 - [PR #67431: fix(ui): add aria-label to icon-only buttons missing accessible names](https://github.com/openclaw/openclaw/pull/67431) — open
 - [PR #67424: fix(ui): suppress screen reader announcements during streaming via aria-busy](https://github.com/openclaw/openclaw/pull/67424) — open
 
-### `bek91`
-
-- profile: [github.com/bek91](https://github.com/bek91)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abek91)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abek91)
-- repo first seen: `2026-04-10T20:34:48Z`
-- repo last seen: `2026-04-13T05:38:42Z`
-- 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 / 1 reviews / 1 review comments**
-- account age: **2144 days**
-- recent public PR activity: **6 PRs** (2 merged / 0 closed-unmerged / 4 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #65731: Slack: Annotate inbound Slack mentions in raw bodies](https://github.com/openclaw/openclaw/pull/65731) — open
-- [PR #65226: Fix qmd session export/update races](https://github.com/openclaw/openclaw/pull/65226) — open
-- [PR #64494: fix: Wrap pathological session export lines](https://github.com/openclaw/openclaw/pull/64494) — open
-
 ### `briandevans`
 
 - profile: [github.com/briandevans](https://github.com/briandevans)
@@ -4394,6 +4371,29 @@ Example artifacts:
 - [Issue #63159: Docs: recommend a hybrid QMD + memory-wiki bridge architecture](https://github.com/openclaw/openclaw/issues/63159) — closed
 - [Issue #63157: Bug: cached plugin restore drops memory capability and breaks memory-wiki bridge imports](https://github.com/openclaw/openclaw/issues/63157) — closed
 
+### `ShionEria`
+
+- profile: [github.com/ShionEria](https://github.com/ShionEria)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AShionEria)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AShionEria)
+- repo first seen: `2026-03-16T10:11:17Z`
+- repo last seen: `2026-04-12T04:27:30Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **5 PRs / 0 issues**
+- snapshot discussion activity: **16 comments / 0 reviews / 0 review comments**
+- account age: **35 days**
+- recent public PR activity: **7 PRs** (1 merged / 3 closed-unmerged / 3 open; merged rate **14%**, closed-unmerged rate **43%**, open rate **43%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #65172: fix(ui): stop misparsing cron-like at schedule strings](https://github.com/openclaw/openclaw/pull/65172) — closed
+- [PR #64539: fix(reply): allow OpenClaw tmp media in normalizer](https://github.com/openclaw/openclaw/pull/64539) — open
+- [PR #64492: fix(cli): route gateway media sends through sendMedia](https://github.com/openclaw/openclaw/pull/64492) — closed, merged
+
 ### `jhsmith409`
 
 - profile: [github.com/jhsmith409](https://github.com/jhsmith409)
@@ -4479,7 +4479,7 @@ Example artifacts:
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **4 PRs / 1 issues**
-- snapshot discussion activity: **7021 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **7021 comments / 1 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`
@@ -4610,6 +4610,29 @@ Example artifacts:
 - [PR #67923: fix(memory-core): show light-only dreaming state in memory status](https://github.com/openclaw/openclaw/pull/67923) — open
 - [PR #63666: test(imessage): cover reflected assistant-content inbound drop](https://github.com/openclaw/openclaw/pull/63666) — open
 
+### `bek91`
+
+- profile: [github.com/bek91](https://github.com/bek91)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abek91)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abek91)
+- repo first seen: `2026-04-10T20:34:48Z`
+- repo last seen: `2026-04-13T05:38:42Z`
+- 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 / 1 reviews / 1 review comments**
+- account age: **2144 days**
+- recent public PR activity: **6 PRs** (2 merged / 0 closed-unmerged / 4 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #65731: Slack: Annotate inbound Slack mentions in raw bodies](https://github.com/openclaw/openclaw/pull/65731) — open
+- [PR #65226: Fix qmd session export/update races](https://github.com/openclaw/openclaw/pull/65226) — open
+- [PR #64494: fix: Wrap pathological session export lines](https://github.com/openclaw/openclaw/pull/64494) — open
+
 ### `cedillarack`
 
 - profile: [github.com/cedillarack](https://github.com/cedillarack)
@@ -5043,7 +5066,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amkoslacz)
 - repo first seen: `2026-01-27T21:31:44Z`
 - repo last seen: `2026-04-17T20:05:07Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **2 PRs / 1 issues**
@@ -5415,28 +5438,6 @@ Example artifacts:
 - [PR #67720: Improve language translations for multiple languages](https://github.com/openclaw/openclaw/pull/67720) — open
 - [PR #67715: Add top 5 strategies for OpenClaw contribution leaderboard](https://github.com/openclaw/openclaw/pull/67715) — closed
 
-### `evanpaul14`
-
-- profile: [github.com/evanpaul14](https://github.com/evanpaul14)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aevanpaul14)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aevanpaul14)
-- repo first seen: `2026-04-10T20:33:42Z`
-- repo last seen: `2026-04-12T23:24:44Z`
-- 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 / 1 reviews / 1 review comments**
-- account age: **1216 days**
-- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 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 #65592: feat(searxng): show JSON format setup note during onboarding](https://github.com/openclaw/openclaw/pull/65592) — open
-- [PR #64493: feat(searxng): show JSON format setup note during onboarding](https://github.com/openclaw/openclaw/pull/64493) — closed, draft
-
 ### `everySympathy`
 
 - profile: [github.com/everySympathy](https://github.com/everySympathy)
@@ -6295,28 +6296,6 @@ Example artifacts:
 - [PR #68116: feat(memory-lancedb): support reindex and drop-index command](https://github.com/openclaw/openclaw/pull/68116) — open
 - [PR #67952: fix(memory-lancedb): get memory records through ltm list command](https://github.com/openclaw/openclaw/pull/67952) — open
 
-### `zoneblaze`
-
-- profile: [github.com/zoneblaze](https://github.com/zoneblaze)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Azoneblaze)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Azoneblaze)
-- repo first seen: `2026-04-17T15:38:07Z`
-- repo last seen: `2026-04-17T16:39:58Z`
-- 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: **5505 days**
-- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #68202: fix(session): only persist user-selected auth profile overrides across /new and /reset](https://github.com/openclaw/openclaw/pull/68202) — open
-- [PR #68179: fix(discord): use normalized target in parseDiscordExplicitTarget](https://github.com/openclaw/openclaw/pull/68179) — open
-
 ### `HOYALIM`
 
 - profile: [github.com/HOYALIM](https://github.com/HOYALIM)
@@ -6870,6 +6849,28 @@ Example artifacts:
 - [PR #64677: fix(email-triage): schema refactor, P1 check_db_initialized bug, smoke tests (supersedes #63546)](https://github.com/openclaw/openclaw/pull/64677) — open
 - [PR #63546: feat: email-triage skill](https://github.com/openclaw/openclaw/pull/63546) — closed, draft
 
+### `evanpaul14`
+
+- profile: [github.com/evanpaul14](https://github.com/evanpaul14)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aevanpaul14)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aevanpaul14)
+- repo first seen: `2026-04-10T20:33:42Z`
+- repo last seen: `2026-04-12T23:24:44Z`
+- 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 / 1 reviews / 1 review comments**
+- account age: **1216 days**
+- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 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 #65592: feat(searxng): show JSON format setup note during onboarding](https://github.com/openclaw/openclaw/pull/65592) — open
+- [PR #64493: feat(searxng): show JSON format setup note during onboarding](https://github.com/openclaw/openclaw/pull/64493) — closed, draft
+
 ### `FroeMic`
 
 - profile: [github.com/FroeMic](https://github.com/FroeMic)
@@ -8049,6 +8050,28 @@ Example artifacts:
 - [PR #67448: Fix onboarding trim guards and expose apply_patch error details](https://github.com/openclaw/openclaw/pull/67448) — open
 - [Issue #53698: [Bug]: WhatsApp watchdog MESSAGE_TIMEOUT_MS (30min) not configurable — causes reconnect loops on low-traffic setups](https://github.com/openclaw/openclaw/issues/53698) — open
 
+### `Dithilli`
+
+- profile: [github.com/Dithilli](https://github.com/Dithilli)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ADithilli)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ADithilli)
+- repo first seen: `2026-02-19T14:54:20Z`
+- repo last seen: `2026-04-17T20:56:21Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **1 PRs / 1 issues**
+- snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
+- account age: **2832 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 #68277: docs(troubleshooting): document isolated-cron payload.model silent-fallback workaround](https://github.com/openclaw/openclaw/pull/68277) — open
+- [Issue #65026: Replies leak to Discord when originating from webchat](https://github.com/openclaw/openclaw/issues/65026) — closed
+
 ### `Dodo1021`
 
 - profile: [github.com/Dodo1021](https://github.com/Dodo1021)
@@ -8474,7 +8497,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Alemonheaded)
 - repo first seen: `2026-04-17T20:02:09Z`
 - repo last seen: `2026-04-17T20:07:04Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
@@ -9914,27 +9937,6 @@ Example artifacts:
 Example artifacts:
 - [PR #67153: Update creating-skills.md](https://github.com/openclaw/openclaw/pull/67153) — open
 
-### `austindrosenthal`
-
-- profile: [github.com/austindrosenthal](https://github.com/austindrosenthal)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aaustindrosenthal)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aaustindrosenthal)
-- repo first seen: `2026-04-10T21:05:04Z`
-- repo last seen: `2026-04-10T21:05:04Z`
-- 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: **8 days**
-- recent public PR activity: **3 PRs** (2 merged / 1 closed-unmerged / 0 open; merged rate **67%**, closed-unmerged rate **33%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **medium**
-- heuristic read: **very new account; no visible non-self stars**
-
-Example artifacts:
-- [PR #64498: feat(exec): scope skills.bins and autoAllowSkills trust per agent](https://github.com/openclaw/openclaw/pull/64498) — closed
-
 ### `auyua9`
 
 - profile: [github.com/auyua9](https://github.com/auyua9)
@@ -12820,7 +12822,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Akevinheneveld)
 - repo first seen: `2026-03-19T00:00:30Z`
 - repo last seen: `2026-04-17T19:50:26Z`
-- 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**
@@ -13995,12 +13997,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ANimraakram22)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ANimraakram22)
 - repo first seen: `2026-04-17T19:03:24Z`
-- repo last seen: `2026-04-17T19:15:32Z`
+- repo last seen: `2026-04-17T21:00:36Z`
 - 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 / 1 reviews / 1 review comments**
+- snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
 - account age: **82 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
@@ -15781,12 +15783,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AToniDonDoni)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AToniDonDoni)
 - repo first seen: `2026-04-07T23:42:54Z`
-- repo last seen: `2026-04-17T19:54:38Z`
+- repo last seen: `2026-04-17T21:01:48Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **10 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **11 comments / 0 reviews / 0 review comments**
 - account age: **129 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
@@ -15794,7 +15796,7 @@ Example artifacts:
 - heuristic read: **young account; high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #67913: fix(heartbeat): deliver exec events with disabled heartbeat interval](https://github.com/openclaw/openclaw/pull/67913) — open
+- [PR #67913: fix(heartbeat): deliver exec events with disabled heartbeat interval](https://github.com/openclaw/openclaw/pull/67913) — closed
 
 ### `toverly1`
 

new_contributors.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:33a95e44003109ee1f9276f61f1930ef13bf1d2390d16340509e0ac176e5f475
-size 97412
+oid sha256:2f4adc9ca30e6efc3a8f573fb7c2be83ccbe05ca55e7e1d9728ad9c537b16c55
+size 97056

pr_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:5f0dff74c87498011c7858f06b93922debd5fde80f73d71b60c4d79d4122e280
-size 46275318
+oid sha256:683172546a7320d7fe941685a23e93f03d89a6339aee6bdfc8a08fd2887d5c10
+size 46297483

pr_diffs.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:7ff835a535aca59608d1e633b006752ee3fd834d7f2032772cd7138ce4d0d6b7
-size 114804166
+oid sha256:e7d972aa9f9e3130098caf41a5031ac21ed7acd65bf86433d72a4ddaa939173b
+size 114895502

pr_files.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f44a3895db334d55315476d421450cd696ed72fd839e33d5d76b44d698034954
-size 72021569
+oid sha256:b254b7259989b54320d159d70a629777f595fdcff03244a9bdcc0a879be6ad4e
+size 72084451

pull_requests.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:329c32b397cc826e57265ba8e932163f7fcb5e90a2bed5772de67cd044a71e85
-size 4180805
+oid sha256:78c0b35cefef97fa662fdb60c6b4784b55a0af77426b6809f6dc8615eb3a367b
+size 4199138

review_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f8846f004fffa8bdd3bc135bb0a7f2d9b19d4a4dc0fc915b86e223a07653c7bc
-size 6106175
+oid sha256:417c6128bed662a4201b55572dbb5a802dbf238ea231cfa3c4dec57aac0529a1
+size 6138337

reviews.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:609ed9f196ee19d8aa236ef257b6db8015a4f4a035b16d262e6e45905688e785
-size 1196949
+oid sha256:0bb5390c6f951b12c04e76a4925e154d1195612f78309709adc424f96a370a83
+size 1204215

snapshots/20260417T212042Z/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": 135579,
+    "issues": 4157,
+    "links": 43255,
+    "new_contributors": 712,
+    "pr_diffs": 2902,
+    "pr_files": 56370,
+    "pull_requests": 2902,
+    "review_comments": 14294,
+    "reviews": 10792,
+    "timeline_events": 44234
+  },
+  "crawl_started_at": "2026-04-17T21:20:42Z",
+  "delta_counts": {
+    "comments": 35,
+    "issue_stubs": 41,
+    "issues": 12,
+    "links": 67,
+    "pr_diffs": 29,
+    "pr_files": 638,
+    "pull_requests": 29,
+    "review_comments": 219,
+    "reviews": 159,
+    "timeline_events": 1184
+  },
+  "extracted_at": "2026-04-17T21:20:42Z",
+  "repo": "openclaw/openclaw",
+  "snapshot_id": "20260417T212042Z",
+  "watermark": {
+    "effective_since": "2026-04-17T20:20:42Z",
+    "next_since": "2026-04-17T21:20:42Z"
+  }
+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260417T202042Z/manifest.json",
-  "latest_snapshot_id": "20260417T202042Z",
+  "archived_manifest_path": "snapshots/20260417T212042Z/manifest.json",
+  "latest_snapshot_id": "20260417T212042Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-04-17T20:20:42Z",
+  "next_since": "2026-04-17T21:20:42Z",
   "repo": "openclaw/openclaw",
-  "snapshot_dir": "snapshots/20260417T202042Z"
+  "snapshot_dir": "snapshots/20260417T212042Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-04-17T19:20:43Z",
-  "last_successful_snapshot_id": "20260417T202042Z",
-  "next_since": "2026-04-17T20:20:42Z",
+  "effective_since": "2026-04-17T20:20:42Z",
+  "last_successful_snapshot_id": "20260417T212042Z",
+  "next_since": "2026-04-17T21:20:42Z",
   "repo": "openclaw/openclaw",
-  "updated_at": "2026-04-17T20:20:42Z"
+  "updated_at": "2026-04-17T21:20:42Z"
 }