Refresh openclaw dataset snapshot 20260419T122035Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
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-      "automation_risk_signal": "low",
-      "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos",
-      "public_orgs": [
-        "RocketMod",
-        "RocketModPlugins",
-        "ImperialPlugins",
-        "openmod",
-        "eksenova"
-      ],
-      "activity": {
-        "visible_authored_pr_count": 1,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 1,
-        "open_pr_count": 0,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 1.0,
-        "still_open_pr_rate": 0.0,
-        "distinct_repos_with_authored_prs": 1,
-        "distinct_repos_with_open_prs": 0
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 65337,
-            "title": "feat(gateway): add session message mutations",
-            "url": "https://github.com/openclaw/openclaw/pull/65337",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-12T12:13:01Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "TrueNorth49",
       "name": null,

new-contributors-report.md

@@ -1,7 +1,7 @@
 # New Contributor Report: openclaw/openclaw
 
-- Snapshot: `20260419T112035Z`
-- Generated: `2026-04-19T11:22:22Z`
+- Snapshot: `20260419T122035Z`
+- Generated: `2026-04-19T12:22:50Z`
 - Activity window: `7d`
 - Contributors: `702`
 
@@ -11,7 +11,7 @@
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
 | `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` | 54 | 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` | 51 | 49 | weak | moderate | medium | young account; high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
+| `100yenadmin` | [profile](https://github.com/100yenadmin) | no | CONTRIBUTOR | 178d | `2026-03-15T18:31:56Z` | 52 | 49 | weak | moderate | medium | young account; high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
 | `nightq` | [profile](https://github.com/nightq) | no | CONTRIBUTOR | 4825d | `2026-04-01T13:17:35Z` | 42 | 1 | weak | low | medium | extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
 | `hclsys` | [profile](https://github.com/hclsys) | no | CONTRIBUTOR | 4339d | `2026-01-29T06:32:51Z` | 41 | 0 | weak | low | high | very high single-repo PR burst; high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
 | `neeravmakwana` | [profile](https://github.com/neeravmakwana) | no | CONTRIBUTOR | 64d | `2026-02-24T02:57:36Z` | 40 | 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 |
@@ -38,6 +38,7 @@
 | `Eruditi` | [profile](https://github.com/Eruditi) | no | NONE | 1072d | `2026-04-16T15:08:41Z` | 14 | 0 | weak | low | low | many recent closed-unmerged PRs; 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 |
+| `SARAMALI15792` | [profile](https://github.com/SARAMALI15792) | no | CONTRIBUTOR | 992d | `2026-04-02T10:01:48Z` | 14 | 0 | weak | moderate | low | high open PR share; 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 |
 | `Bartok9` | [profile](https://github.com/Bartok9) | no | CONTRIBUTOR | 70d | `2026-02-27T18:48:49Z` | 13 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `MoerAI` | [profile](https://github.com/MoerAI) | no | CONTRIBUTOR | 3336d | `2026-02-23T01:38:58Z` | 13 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -49,7 +50,6 @@
 | `sudie-codes` | [profile](https://github.com/sudie-codes) | no | CONTRIBUTOR | 173d | `2026-03-23T03:58:32Z` | 12 | 0 | mixed | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `1aifanatic` | [profile](https://github.com/1aifanatic) | no | NONE | 2426d | `2026-02-01T16:01:30Z` | 11 | 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` | 11 | 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 |
-| `SARAMALI15792` | [profile](https://github.com/SARAMALI15792) | no | CONTRIBUTOR | 992d | `2026-04-11T06:57:22Z` | 11 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `zqchris` | [profile](https://github.com/zqchris) | no | CONTRIBUTOR | 4718d | `2026-03-01T13:09:15Z` | 10 | 5 | weak | low | low | high open PR share; targets high-star repos |
 | `Jimmy-xuzimo` | [profile](https://github.com/Jimmy-xuzimo) | no | CONTRIBUTOR | 1335d | `2026-02-25T14:46:20Z` | 10 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `lawrence3699` | [profile](https://github.com/lawrence3699) | no | CONTRIBUTOR | 135d | `2026-04-06T08:25:15Z` | 10 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
@@ -113,7 +113,7 @@
 | `altaywtf` | [profile](https://github.com/altaywtf) | no | MEMBER | 4168d | `2026-03-01T16:30:13Z` | 5 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `defonota3box` | [profile](https://github.com/defonota3box) | no | NONE | 121d | `2026-04-13T22:54:16Z` | 5 | 0 | weak | low | medium | young account; high open PR share; targets high-star repos |
 | `GaosCode` | [profile](https://github.com/GaosCode) | no | CONTRIBUTOR | 632d | `2026-04-09T08:32:17Z` | 5 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
-| `jckm14` | [profile](https://github.com/jckm14) | yes | NONE | 2932d | `2026-04-19T10:53:55Z` | 5 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `jckm14` | [profile](https://github.com/jckm14) | no | NONE | 2932d | `2026-04-19T10:53:55Z` | 5 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `joshavant` | [profile](https://github.com/joshavant) | no | CONTRIBUTOR | 5430d | `2026-02-19T23:12:53Z` | 5 | 0 | strong | low | low | targets high-star repos |
 | `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 |
@@ -134,6 +134,7 @@
 | `hoyanhan` | [profile](https://github.com/hoyanhan) | no | NONE | 2697d | `2026-04-16T11:24:49Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `KeWang0622` | [profile](https://github.com/KeWang0622) | no | NONE | 3176d | `2026-04-12T22:12:52Z` | 4 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `moorsecopers99` | [profile](https://github.com/moorsecopers99) | no | NONE | 2665d | `2026-04-15T11:43:40Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `nnish16` | [profile](https://github.com/nnish16) | no | NONE | 2135d | `2026-04-13T18:14:26Z` | 4 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `RoLuoGan` | [profile](https://github.com/RoLuoGan) | no | NONE | 575d | `2026-04-14T03:58:53Z` | 4 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `ryanngit` | [profile](https://github.com/ryanngit) | no | CONTRIBUTOR | 1984d | `2026-04-12T15:09:17Z` | 4 | 0 | weak | low | low | high open PR share |
 | `samrusani` | [profile](https://github.com/samrusani) | no | CONTRIBUTOR | 3856d | `2026-04-12T06:30:02Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
@@ -159,7 +160,6 @@
 | `miyago9267` | [profile](https://github.com/miyago9267) | no | NONE | 2409d | `2026-04-17T08:38:57Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `mpz4life` | [profile](https://github.com/mpz4life) | no | CONTRIBUTOR | 3120d | `2026-02-24T03:08:04Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `mylukin` | [profile](https://github.com/mylukin) | no | CONTRIBUTOR | 5340d | `2026-01-26T00:39:54Z` | 3 | 0 | mixed | low | low | — |
-| `nnish16` | [profile](https://github.com/nnish16) | no | NONE | 2135d | `2026-04-13T18:14:26Z` | 3 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `RLTree` | [profile](https://github.com/RLTree) | no | NONE | 1732d | `2026-04-14T20:31:37Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Sanjays2402` | [profile](https://github.com/Sanjays2402) | no | NONE | 2519d | `2026-04-19T08:04:49Z` | 3 | 0 | weak | moderate | low | high open PR share |
 | `SimbaKingjoe` | [profile](https://github.com/SimbaKingjoe) | no | NONE | 1147d | `2026-04-13T10:48:04Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
@@ -184,7 +184,6 @@
 | `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 |
 | `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 |
 | `nfredmond` | [profile](https://github.com/nfredmond) | no | NONE | 3541d | `2026-04-11T23:36:37Z` | 3 | 0 | weak | moderate | low | high open PR share |
-| `welfo-beo` | [profile](https://github.com/welfo-beo) | no | CONTRIBUTOR | 525d | `2026-04-11T04:57:14Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `717986230` | [profile](https://github.com/717986230) | no | NONE | 1852d | `2026-04-13T02:48:11Z` | 2 | 3 | weak | low | low | high open PR share; targets high-star repos |
 | `leaderlemon` | [profile](https://github.com/leaderlemon) | no | NONE | 1559d | `2026-04-13T09:58:26Z` | 2 | 3 | weak | low | low | targets high-star repos |
 | `ajfonthemove` | [profile](https://github.com/ajfonthemove) | no | NONE | 53d | `2026-03-03T06:01:04Z` | 2 | 2 | weak | low | medium | very new account; high open PR share; targets high-star repos |
@@ -211,7 +210,6 @@
 | `AstronautGumbo` | [profile](https://github.com/AstronautGumbo) | no | NONE | 471d | `2026-04-18T13:07:48Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `benholl94-cmyk` | [profile](https://github.com/benholl94-cmyk) | no | NONE | 6d | `2026-04-15T00:20:23Z` | 2 | 0 | n/a | low | medium | very new account; no visible non-self stars |
 | `bettert0n` | [profile](https://github.com/bettert0n) | no | NONE | 2828d | `2026-04-17T16:36:34Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
-| `bin448482` | [profile](https://github.com/bin448482) | no | NONE | 3832d | `2026-04-12T12:14:05Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `chris-yyau` | [profile](https://github.com/chris-yyau) | no | CONTRIBUTOR | 89d | `2026-04-16T13:56:07Z` | 2 | 0 | mixed | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `CuzG-lab` | [profile](https://github.com/CuzG-lab) | no | NONE | 61d | `2026-04-19T03:25:41Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `dallylee` | [profile](https://github.com/dallylee) | no | CONTRIBUTOR | 1081d | `2026-04-14T09:55:39Z` | 2 | 0 | weak | moderate | low | high open PR share |
@@ -219,7 +217,6 @@
 | `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 |
-| `frankentini` | [profile](https://github.com/frankentini) | no | NONE | 2190d | `2026-04-11T12:05:46Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `geekhuashan` | [profile](https://github.com/geekhuashan) | no | CONTRIBUTOR | 2635d | `2026-03-12T01:17:49Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `grimmjoww` | [profile](https://github.com/grimmjoww) | no | NONE | 3584d | `2026-04-18T10:03:57Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `IshanDaga` | [profile](https://github.com/IshanDaga) | no | NONE | 4222d | `2026-04-13T19:01:38Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -231,6 +228,7 @@
 | `josmithiii` | [profile](https://github.com/josmithiii) | no | CONTRIBUTOR | 4984d | `2026-04-14T06:34:16Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `JQRobert` | [profile](https://github.com/JQRobert) | no | NONE | 46d | `2026-04-13T05:33:05Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `jquadrino` | [profile](https://github.com/jquadrino) | no | NONE | 533d | `2026-02-21T06:24:49Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `JustInCache` | [profile](https://github.com/JustInCache) | yes | NONE | 1431d | `2026-04-19T11:44:54Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `kvnkho` | [profile](https://github.com/kvnkho) | no | NONE | 3116d | `2026-04-13T21:57:52Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `leochame` | [profile](https://github.com/leochame) | no | NONE | 495d | `2026-04-13T03:41:33Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Lidang-Jiang` | [profile](https://github.com/Lidang-Jiang) | no | NONE | 1229d | `2026-04-14T02:21:30Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -243,13 +241,13 @@
 | `name5566` | [profile](https://github.com/name5566) | no | NONE | 5820d | `2026-04-19T04:38:23Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Nimraakram22` | [profile](https://github.com/Nimraakram22) | no | NONE | 82d | `2026-04-17T19:03:24Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `notamicrodose` | [profile](https://github.com/notamicrodose) | no | NONE | 1835d | `2026-04-14T06:48:41Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `OFABLE` | [profile](https://github.com/OFABLE) | no | NONE | 2161d | `2026-04-17T14:06:48Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `osolmaz` | [profile](https://github.com/osolmaz) | no | CONTRIBUTOR | 4948d | `2026-02-16T18:46:02Z` | 2 | 0 | strong | low | low | targets high-star repos |
 | `pandego` | [profile](https://github.com/pandego) | no | CONTRIBUTOR | 4334d | `2026-02-20T21:19:18Z` | 2 | 0 | weak | moderate | low | high open PR share |
 | `Patrick-Erichsen` | [profile](https://github.com/Patrick-Erichsen) | no | NONE | 3581d | `2026-04-16T20:38:05Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `questionares` | [profile](https://github.com/questionares) | no | NONE | 390d | `2026-04-14T10:33:49Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `rogery-coder` | [profile](https://github.com/rogery-coder) | no | NONE | 6d | `2026-04-13T09:10:32Z` | 2 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `seoseo-ai` | [profile](https://github.com/seoseo-ai) | no | NONE | 61d | `2026-04-18T12:56:25Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
-| `serkonyc` | [profile](https://github.com/serkonyc) | no | CONTRIBUTOR | 4509d | `2026-04-12T11:37:04Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `shahyashish` | [profile](https://github.com/shahyashish) | no | NONE | 1601d | `2026-04-15T18:06:48Z` | 2 | 0 | weak | high | low | broad repo spread; high open PR share; no visible non-self stars |
 | `soumikbhatta` | [profile](https://github.com/soumikbhatta) | no | CONTRIBUTOR | 3210d | `2026-01-28T15:14:01Z` | 2 | 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` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -271,12 +269,12 @@
 | `Kyzcreig` | [profile](https://github.com/Kyzcreig) | no | NONE | 4208d | `2026-03-26T04:03:04Z` | 4 | 5 | mixed | low | low | high open PR share; targets high-star repos |
 | `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 |
 | `leonardsellem` | [profile](https://github.com/leonardsellem) | no | CONTRIBUTOR | 4992d | `2026-04-10T10:47:02Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `monsonego` | [profile](https://github.com/monsonego) | no | NONE | 701d | `2026-04-07T12:27:49Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `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 |
 | `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 |
 | `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 |
+| `welfo-beo` | [profile](https://github.com/welfo-beo) | no | CONTRIBUTOR | 525d | `2026-04-11T04:57:14Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `OpenCodeEngineer` | [profile](https://github.com/OpenCodeEngineer) | no | CONTRIBUTOR | 61d | `2026-04-11T01:14:43Z` | 2 | 9 | strong | low | low | very new account; no visible non-self stars; targets high-star repos |
 | `RedParrotBerkeley` | [profile](https://github.com/RedParrotBerkeley) | no | NONE | 1107d | `2026-04-10T16:29:40Z` | 2 | 3 | mixed | moderate | low | — |
 | `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 |
@@ -293,9 +291,11 @@
 | `acinader` | [profile](https://github.com/acinader) | no | NONE | 5497d | `2026-04-10T14:12:10Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `afurm` | [profile](https://github.com/afurm) | no | CONTRIBUTOR | 4479d | `2026-02-24T14:40:28Z` | 2 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `apocalypse9949` | [profile](https://github.com/apocalypse9949) | no | NONE | 1150d | `2026-04-11T20:07:39Z` | 2 | 0 | weak | moderate | low | high open PR share |
+| `bin448482` | [profile](https://github.com/bin448482) | no | NONE | 3832d | `2026-04-12T12:14:05Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `bittoby` | [profile](https://github.com/bittoby) | no | CONTRIBUTOR | 290d | `2026-04-09T03:12:01Z` | 2 | 0 | mixed | moderate | low | young account; high recent PR volume |
 | `bladin` | [profile](https://github.com/bladin) | no | CONTRIBUTOR | 5085d | `2026-04-08T06:15:00Z` | 2 | 0 | strong | low | low | 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 |
+| `frankentini` | [profile](https://github.com/frankentini) | no | NONE | 2190d | `2026-04-11T12:05:46Z` | 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 |
 | `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 |
@@ -306,6 +306,7 @@
 | `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 |
 | `Lutz2015` | [profile](https://github.com/Lutz2015) | no | NONE | 3824d | `2026-04-10T05:26:49Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `rhinoroo` | [profile](https://github.com/rhinoroo) | no | NONE | 4034d | `2026-04-12T04:14:07Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `serkonyc` | [profile](https://github.com/serkonyc) | no | CONTRIBUTOR | 4509d | `2026-04-12T11:37:04Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `snowshadow` | [profile](https://github.com/snowshadow) | no | NONE | 4105d | `2026-02-26T05:43:47Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `wangshu94` | [profile](https://github.com/wangshu94) | no | NONE | 2454d | `2026-03-24T16:29:43Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `wittam-01` | [profile](https://github.com/wittam-01) | no | CONTRIBUTOR | 20d | `2026-04-09T14:43:04Z` | 2 | 0 | mixed | low | medium | very new account; no visible non-self stars |
@@ -414,6 +415,7 @@
 | `AnonAmit` | [profile](https://github.com/AnonAmit) | no | CONTRIBUTOR | 1058d | `2026-04-12T14:24:33Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `ANURAG040599` | [profile](https://github.com/ANURAG040599) | no | NONE | 1856d | `2026-04-13T03:07:56Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Aobing-code` | [profile](https://github.com/Aobing-code) | no | NONE | 761d | `2026-03-07T02:55:33Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `armanddp` | [profile](https://github.com/armanddp) | yes | CONTRIBUTOR | 6581d | `2026-01-23T14:50:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `artificialdimension` | [profile](https://github.com/artificialdimension) | no | NONE | 70d | `2026-04-18T19:34:56Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `aryankinha` | [profile](https://github.com/aryankinha) | no | NONE | 552d | `2026-04-14T09:25:17Z` | 1 | 0 | mixed | low | low | high open PR share; no visible non-self stars |
 | `athletesofthereef` | [profile](https://github.com/athletesofthereef) | no | NONE | 34d | `2026-04-14T06:04:02Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; targets high-star repos |
@@ -509,7 +511,7 @@
 | `henkterharmsel` | [profile](https://github.com/henkterharmsel) | no | NONE | 5701d | `2026-04-18T12:54:22Z` | 1 | 0 | weak | low | low | high open PR share |
 | `Hou-Yufan` | [profile](https://github.com/Hou-Yufan) | no | NONE | 1866d | `2026-04-12T14:51:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `houston2394` | [profile](https://github.com/houston2394) | no | NONE | 443d | `2026-04-14T11:55:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `hss-oss` | [profile](https://github.com/hss-oss) | yes | NONE | 638d | `2026-04-19T11:13:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `hss-oss` | [profile](https://github.com/hss-oss) | no | NONE | 638d | `2026-04-19T11:13:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `huangzynn` | [profile](https://github.com/huangzynn) | no | NONE | 1274d | `2026-04-16T02:22:50Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `huiwen01` | [profile](https://github.com/huiwen01) | no | NONE | 1699d | `2026-04-16T19:02:56Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `i-am-coco` | [profile](https://github.com/i-am-coco) | no | NONE | 24d | `2026-04-14T19:14:16Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -528,7 +530,7 @@
 | `jack-ra` | [profile](https://github.com/jack-ra) | no | NONE | 4832d | `2026-04-18T04:40:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `JackChiang233` | [profile](https://github.com/JackChiang233) | no | NONE | 1742d | `2026-04-15T09:01:12Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `jamr-erebor` | [profile](https://github.com/jamr-erebor) | no | NONE | 47d | `2026-04-14T23:58:55Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `januaryeffect` | [profile](https://github.com/januaryeffect) | yes | NONE | 91d | `2026-04-19T11:13:28Z` | 1 | 0 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
+| `januaryeffect` | [profile](https://github.com/januaryeffect) | no | NONE | 91d | `2026-04-19T11:13:28Z` | 1 | 0 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `jason-zimmer` | [profile](https://github.com/jason-zimmer) | no | NONE | 3159d | `2026-04-13T22:47:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `JASSBR` | [profile](https://github.com/JASSBR) | no | NONE | 1585d | `2026-04-13T11:18:07Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Jay-ju` | [profile](https://github.com/Jay-ju) | no | NONE | 3831d | `2026-04-17T09:23:25Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -608,7 +610,6 @@
 | `nnlevy` | [profile](https://github.com/nnlevy) | no | NONE | 5883d | `2026-04-18T08:00:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `noahclanman` | [profile](https://github.com/noahclanman) | no | NONE | 1894d | `2026-04-13T10:01:58Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `nufnaf` | [profile](https://github.com/nufnaf) | no | NONE | 4823d | `2026-04-16T12:30:36Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `OFABLE` | [profile](https://github.com/OFABLE) | no | NONE | 2161d | `2026-04-17T14:06:48Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `oinoom` | [profile](https://github.com/oinoom) | no | NONE | 4222d | `2026-04-13T05:43:01Z` | 1 | 0 | strong | low | low | — |
 | `onebluestone11` | [profile](https://github.com/onebluestone11) | no | NONE | 264d | `2026-04-15T12:48:28Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `openclawdg` | [profile](https://github.com/openclawdg) | no | NONE | 21d | `2026-04-14T20:28:41Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -683,7 +684,6 @@
 | `ToniDonDoni` | [profile](https://github.com/ToniDonDoni) | no | NONE | 129d | `2026-04-07T23:42:54Z` | 1 | 0 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `toverly1` | [profile](https://github.com/toverly1) | no | NONE | 1181d | `2026-04-15T19:20:40Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `trentcharlton` | [profile](https://github.com/trentcharlton) | no | NONE | 827d | `2026-02-24T16:28:28Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
-| `Trojaner` | [profile](https://github.com/Trojaner) | no | NONE | 5066d | `2026-04-12T12:13:01Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `TrueNorth49` | [profile](https://github.com/TrueNorth49) | no | NONE | 573d | `2026-04-13T07:46:32Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `TTTT-T` | [profile](https://github.com/TTTT-T) | no | NONE | 495d | `2026-04-18T12:12:52Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Tuarisa` | [profile](https://github.com/Tuarisa) | no | NONE | 4909d | `2026-04-17T18:27:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -766,12 +766,12 @@ 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: `2026-04-18T16:48:01Z`
+- repo last seen: `2026-04-19T12:18:54Z`
 - 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 / 1191 reviews / 1191 review comments**
+- repo primary artifacts: **101**
+- snapshot authored PRs/issues: **52 PRs / 49 issues**
+- snapshot discussion activity: **253 comments / 1211 reviews / 1211 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`
@@ -779,9 +779,9 @@ Example artifacts:
 - heuristic read: **young account; high recent PR volume; many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
-- [PR #68441: feat(plan-mode): universal /plan slash commands across all channels (PR-11)](https://github.com/openclaw/openclaw/pull/68441) — open
-- [PR #68440: feat(plan-mode): plan archetype + ask_user_question + auto mode (PR-10)](https://github.com/openclaw/openclaw/pull/68440) — open
-- [PR #67840: feat(plan-mode): integration bridge wiring tools + mutation gate + sessions.patch [PR-8]](https://github.com/openclaw/openclaw/pull/67840) — open
+- [PR #68939: feat(plan-mode): full rollout + iter-1/2/3 hardening (consolidates PRs A/B/C/D/E/F/7/8/10/11)](https://github.com/openclaw/openclaw/pull/68939) — open
+- [PR #68441: feat(plan-mode): universal /plan slash commands across all channels (PR-11)](https://github.com/openclaw/openclaw/pull/68441) — closed
+- [PR #68440: feat(plan-mode): plan archetype + ask_user_question + auto mode (PR-10)](https://github.com/openclaw/openclaw/pull/68440) — closed
 - [Issue #68419: GPT-5 bootstrap alias files for AGENTS/SOUL via context-limiter path](https://github.com/openclaw/openclaw/issues/68419) — open
 - [Issue #67777: [Bug]: Subagent completion delivery can be lost on direct-announce timeout, drain, or orphan prune](https://github.com/openclaw/openclaw/issues/67777) — open
 - [Issue #67637: [qa-lab] Add tool-call trace inspection to QaBusMessage for richer scenario assertions](https://github.com/openclaw/openclaw/issues/67637) — open
@@ -1408,6 +1408,29 @@ Example artifacts:
 - [PR #67298: fix(gateway): enforce localRoots containment on webchat audio embedding path [AI-assisted]](https://github.com/openclaw/openclaw/pull/67298) — closed, merged
 - [PR #67294: fix(matrix): block DM pairing-store entries from authorizing room control commands [AI-assisted]](https://github.com/openclaw/openclaw/pull/67294) — closed, merged
 
+### `SARAMALI15792`
+
+- profile: [github.com/SARAMALI15792](https://github.com/SARAMALI15792)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ASARAMALI15792)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ASARAMALI15792)
+- repo first seen: `2026-04-02T10:01:48Z`
+- repo last seen: `2026-04-19T12:14:05Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **14**
+- snapshot authored PRs/issues: **14 PRs / 0 issues**
+- snapshot discussion activity: **9 comments / 3 reviews / 3 review comments**
+- account age: **992 days**
+- recent public PR activity: **12 PRs** (4 merged / 1 closed-unmerged / 7 open; merged rate **33%**, closed-unmerged rate **8%**, open rate **58%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #68949: fix: enable MCP tools in Pi runtime for coding/messaging profiles (#68875)](https://github.com/openclaw/openclaw/pull/68949) — open
+- [PR #68948: fix: enable MCP tools in Pi runtime for coding/messaging profiles (#68875)](https://github.com/openclaw/openclaw/pull/68948) — closed
+- [PR #68834: fix: prevent Discord ACP binding silent hang on fresh gateway boot](https://github.com/openclaw/openclaw/pull/68834) — open
+
 ### `tentacloos`
 
 - profile: [github.com/tentacloos](https://github.com/tentacloos)
@@ -1644,12 +1667,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aarmorbreak001)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aarmorbreak001)
 - repo first seen: `2026-04-16T01:31:19Z`
-- repo last seen: `2026-04-19T10:35:54Z`
+- repo last seen: `2026-04-19T11:57:14Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **11**
 - snapshot authored PRs/issues: **11 PRs / 0 issues**
-- snapshot discussion activity: **7 comments / 3 reviews / 3 review comments**
+- snapshot discussion activity: **8 comments / 3 reviews / 3 review comments**
 - account age: **7 days**
 - recent public PR activity: **145 PRs** (8 merged / 23 closed-unmerged / 114 open; merged rate **6%**, closed-unmerged rate **16%**, open rate **79%**)
 - public orgs: none visible
@@ -1661,29 +1684,6 @@ Example artifacts:
 - [PR #68854: fix(security): allow quoted heredocs in allowlist mode without extra approval](https://github.com/openclaw/openclaw/pull/68854) — open
 - [PR #68822: feat(memory): make embedding retry/concurrency parameters configurable](https://github.com/openclaw/openclaw/pull/68822) — open
 
-### `SARAMALI15792`
-
-- profile: [github.com/SARAMALI15792](https://github.com/SARAMALI15792)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ASARAMALI15792)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ASARAMALI15792)
-- repo first seen: `2026-04-11T06:57:22Z`
-- repo last seen: `2026-04-19T10:19:13Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **11**
-- snapshot authored PRs/issues: **11 PRs / 0 issues**
-- snapshot discussion activity: **8 comments / 3 reviews / 3 review comments**
-- account age: **992 days**
-- recent public PR activity: **12 PRs** (4 merged / 1 closed-unmerged / 7 open; merged rate **33%**, closed-unmerged rate **8%**, open rate **58%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #68834: fix: prevent Discord ACP binding silent hang on fresh gateway boot](https://github.com/openclaw/openclaw/pull/68834) — open
-- [PR #68575: fix(telegram): reset sessions after unrecoverable context overflow](https://github.com/openclaw/openclaw/pull/68575) — open
-- [PR #68125: fix: Control UI runtime content filtering (#68094)](https://github.com/openclaw/openclaw/pull/68125) — closed
-
 ### `zqchris`
 
 - profile: [github.com/zqchris](https://github.com/zqchris)
@@ -2097,12 +2097,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aloongfay)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aloongfay)
 - repo first seen: `2026-04-15T14:58:37Z`
-- repo last seen: `2026-04-17T06:29:39Z`
+- repo last seen: `2026-04-19T12:16:13Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **9**
 - snapshot authored PRs/issues: **8 PRs / 1 issues**
-- snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
+- snapshot discussion activity: **1 comments / 2 reviews / 1 review comments**
 - account age: **3732 days**
 - recent public PR activity: **5 PRs** (0 merged / 4 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **80%**, open rate **20%**)
 - public orgs: none visible
@@ -3177,7 +3177,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajckm14)
 - repo first seen: `2026-04-19T10:53:55Z`
 - repo last seen: `2026-04-19T10:54:02Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **5 PRs / 0 issues**
@@ -3662,6 +3662,29 @@ Example artifacts:
 - [PR #67533: fix(ui): render uploaded images in Control UI chat after history reload](https://github.com/openclaw/openclaw/pull/67533) — open
 - [PR #67208: fix(memory-wiki): route wiki bridge import CLI through gateway RPC](https://github.com/openclaw/openclaw/pull/67208) — open
 
+### `nnish16`
+
+- profile: [github.com/nnish16](https://github.com/nnish16)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Annish16)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Annish16)
+- repo first seen: `2026-04-13T18:14:26Z`
+- repo last seen: `2026-04-19T11:47:37Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **4 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 2 reviews / 2 review comments**
+- account age: **2135 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 #68943: fix: skip Homebrew prompt on FreeBSD](https://github.com/openclaw/openclaw/pull/68943) — open
+- [PR #68132: fix: surface Lobster workflow path errors](https://github.com/openclaw/openclaw/pull/68132) — open
+- [PR #67225: fix: honor agent-specific thinking defaults on ingress runs](https://github.com/openclaw/openclaw/pull/67225) — open
+
 ### `RoLuoGan`
 
 - profile: [github.com/RoLuoGan](https://github.com/RoLuoGan)
@@ -4247,29 +4270,6 @@ Example artifacts:
 - [PR #68099: fix(lesson-engine): bump inject to Top 10 + add coverage logging](https://github.com/openclaw/openclaw/pull/68099) — closed
 - [PR #65842: docs(lesson-engine): sync injected-lessons.md to AGENTS.default.md session start](https://github.com/openclaw/openclaw/pull/65842) — closed
 
-### `nnish16`
-
-- profile: [github.com/nnish16](https://github.com/nnish16)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Annish16)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Annish16)
-- repo first seen: `2026-04-13T18:14:26Z`
-- repo last seen: `2026-04-17T18:23:27Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 2 reviews / 2 review comments**
-- account age: **2135 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 #68132: fix: surface Lobster workflow path errors](https://github.com/openclaw/openclaw/pull/68132) — open
-- [PR #67225: fix: honor agent-specific thinking defaults on ingress runs](https://github.com/openclaw/openclaw/pull/67225) — open
-- [PR #66112: Fix ollama memory embedding provider registration](https://github.com/openclaw/openclaw/pull/66112) — closed
-
 ### `RLTree`
 
 - profile: [github.com/RLTree](https://github.com/RLTree)
@@ -4414,12 +4414,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aslepybear)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aslepybear)
 - repo first seen: `2026-04-09T16:25:21Z`
-- repo last seen: `2026-04-18T02:16:53Z`
+- repo last seen: `2026-04-19T11:25:29Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **19**
 - snapshot authored PRs/issues: **19 PRs / 0 issues**
-- snapshot discussion activity: **28 comments / 3 reviews / 3 review comments**
+- snapshot discussion activity: **29 comments / 3 reviews / 3 review comments**
 - account age: **1386 days**
 - recent public PR activity: **22 PRs** (1 merged / 11 closed-unmerged / 10 open; merged rate **5%**, closed-unmerged rate **50%**, open rate **45%**)
 - public orgs: none visible
@@ -4653,12 +4653,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aayeshakhalid192007-dev)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aayeshakhalid192007-dev)
 - repo first seen: `2026-04-02T13:08:35Z`
-- repo last seen: `2026-04-19T05:41:21Z`
+- repo last seen: `2026-04-19T11:28:29Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 2 reviews / 2 review comments**
+- snapshot discussion activity: **6 comments / 2 reviews / 2 review comments**
 - account age: **172 days**
 - recent public PR activity: **4 PRs** (0 merged / 1 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **25%**, open rate **75%**)
 - public orgs: none visible
@@ -4840,29 +4840,6 @@ Example artifacts:
 - [PR #67753: Codex/clawmodeler file pickers](https://github.com/openclaw/openclaw/pull/67753) — closed
 - [PR #65044: [codex] Add ClawModeler sidecar and CLI workflow](https://github.com/openclaw/openclaw/pull/65044) — open
 
-### `welfo-beo`
-
-- profile: [github.com/welfo-beo](https://github.com/welfo-beo)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Awelfo-beo)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Awelfo-beo)
-- repo first seen: `2026-04-11T04:57:14Z`
-- repo last seen: `2026-04-13T15:15:04Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 2 reviews / 2 review comments**
-- account age: **525 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 **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #65825: fix(plugins): reuse realpath cache during discovery](https://github.com/openclaw/openclaw/pull/65825) — open
-- [PR #65342: fix(memory-wiki): preserve Unicode slugs and contradiction keys](https://github.com/openclaw/openclaw/pull/65342) — closed
-- [PR #64647: Allow per-agent memory backend overrides](https://github.com/openclaw/openclaw/pull/64647) — open
-
 ### `717986230`
 
 - profile: [github.com/717986230](https://github.com/717986230)
@@ -5465,28 +5442,6 @@ Example artifacts:
 - [PR #68203: feat(web-fetch): added Stealth Mode – new privacy and VPN-resilient functionality](https://github.com/openclaw/openclaw/pull/68203) — open
 - [PR #68200: windows-acl: replace console.warn with structured logWarn](https://github.com/openclaw/openclaw/pull/68200) — closed
 
-### `bin448482`
-
-- profile: [github.com/bin448482](https://github.com/bin448482)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abin448482)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abin448482)
-- repo first seen: `2026-04-12T12:14:05Z`
-- repo last seen: `2026-04-12T14:33:16Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **3832 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 #65398: fix(feishu): preserve top-level groupPolicy and avoid duplicate registration](https://github.com/openclaw/openclaw/pull/65398) — open
-- [PR #65338: Merge: 同步大量更新和重构](https://github.com/openclaw/openclaw/pull/65338) — closed
-
 ### `chris-yyau`
 
 - profile: [github.com/chris-yyau](https://github.com/chris-yyau)
@@ -5641,28 +5596,6 @@ Example artifacts:
 - [PR #68095: fix: pin ACPX Claude adapter update for Opus 4.7](https://github.com/openclaw/openclaw/pull/68095) — open, draft
 - [PR #68063: fix: apply canonical-to-binding normalization on provider-resolved ACP command contexts](https://github.com/openclaw/openclaw/pull/68063) — open, draft
 
-### `frankentini`
-
-- profile: [github.com/frankentini](https://github.com/frankentini)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Afrankentini)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Afrankentini)
-- repo first seen: `2026-04-11T12:05:46Z`
-- repo last seen: `2026-04-12T16:08:33Z`
-- 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 / 4 reviews / 4 review comments**
-- account age: **2190 days**
-- recent public PR activity: **4 PRs** (0 merged / 2 closed-unmerged / 2 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 #65446: security: use timing-safe token comparison in MCP loopback validator](https://github.com/openclaw/openclaw/pull/65446) — closed
-- [PR #65336: test: add missing extractTextCached assertions to final-tag regression tests](https://github.com/openclaw/openclaw/pull/65336) — closed
-
 ### `geekhuashan`
 
 - profile: [github.com/geekhuashan](https://github.com/geekhuashan)
@@ -5905,6 +5838,28 @@ Example artifacts:
 - [PR #67771: feat(browser): Add enhanced snapshot with script-based element detection](https://github.com/openclaw/openclaw/pull/67771) — open
 - [PR #67725: feat(browser): Add enhanced snapshot with script-based element detection](https://github.com/openclaw/openclaw/pull/67725) — closed
 
+### `JustInCache`
+
+- profile: [github.com/JustInCache](https://github.com/JustInCache)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AJustInCache)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AJustInCache)
+- repo first seen: `2026-04-19T11:44:54Z`
+- repo last seen: `2026-04-19T11:45:11Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **1431 days**
+- recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 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 #68942: fix: map 'From Daily Log' badge to dailyCount, not groundedCount](https://github.com/openclaw/openclaw/pull/68942) — open
+- [PR #68941: fix: skip Homebrew prompt on FreeBSD and other non-Linux/macOS platforms](https://github.com/openclaw/openclaw/pull/68941) — open
+
 ### `kvnkho`
 
 - profile: [github.com/kvnkho](https://github.com/kvnkho)
@@ -6144,7 +6099,7 @@ Example artifacts:
 - heuristic read: **very new account; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #68302: Fix/systemd restart exit null](https://github.com/openclaw/openclaw/pull/68302) — open
+- [PR #68302: Fix/systemd restart exit null](https://github.com/openclaw/openclaw/pull/68302) — closed
 - [PR #68247: feat(gateway): Add Xcode Copilot Extension Support](https://github.com/openclaw/openclaw/pull/68247) — closed
 
 ### `notamicrodose`
@@ -6169,6 +6124,28 @@ Example artifacts:
 - [PR #67668: feat(openrouter): add image generation provider](https://github.com/openclaw/openclaw/pull/67668) — open
 - [PR #67245: fix(docs): correct imageGenerationModel → imageModel in config examples](https://github.com/openclaw/openclaw/pull/67245) — closed
 
+### `OFABLE`
+
+- profile: [github.com/OFABLE](https://github.com/OFABLE)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AOFABLE)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AOFABLE)
+- repo first seen: `2026-04-17T14:06:48Z`
+- repo last seen: `2026-04-19T11:28:01Z`
+- 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: **2161 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 #68936: Autofix: add PR review autofix pipeline + Windows daemon](https://github.com/openclaw/openclaw/pull/68936) — open
+- [PR #68135: Agents: add claude-sdk runtime with native-tool bridge and sub-agent converter](https://github.com/openclaw/openclaw/pull/68135) — closed
+
 ### `osolmaz`
 
 - profile: [github.com/osolmaz](https://github.com/osolmaz)
@@ -6301,28 +6278,6 @@ Example artifacts:
 - [PR #68584: feat(plugins): add plugin-facing heartbeat and timeout timer seam for delegated tasks](https://github.com/openclaw/openclaw/pull/68584) — open
 - [PR #68572: feat(plugin-sdk): add delegated wait-run handle seam](https://github.com/openclaw/openclaw/pull/68572) — open
 
-### `serkonyc`
-
-- profile: [github.com/serkonyc](https://github.com/serkonyc)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aserkonyc)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aserkonyc)
-- repo first seen: `2026-04-12T11:37:04Z`
-- repo last seen: `2026-04-13T13:34:42Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **4509 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 #65845: fix: auto-approve local metadata pairing upgrades](https://github.com/openclaw/openclaw/pull/65845) — open
-- [PR #65320: fix: harden dreaming narrative session cleanup](https://github.com/openclaw/openclaw/pull/65320) — closed, merged
-
 ### `shahyashish`
 
 - profile: [github.com/shahyashish](https://github.com/shahyashish)
@@ -6802,29 +6757,6 @@ Example artifacts:
 - [PR #65012: fix(memory-wiki): pass app config into CLI metadata registrar](https://github.com/openclaw/openclaw/pull/65012) — closed, merged
 - [PR #64466: fix(memory-core): preserve public artifact visibility through loader cache restore](https://github.com/openclaw/openclaw/pull/64466) — closed
 
-### `monsonego`
-
-- profile: [github.com/monsonego](https://github.com/monsonego)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amonsonego)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amonsonego)
-- repo first seen: `2026-04-07T12:27:49Z`
-- repo last seen: `2026-04-16T07:29:09Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **701 days**
-- recent public PR activity: **4 PRs** (0 merged / 0 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #65340: test(ui): cover nested qualified chat model refs](https://github.com/openclaw/openclaw/pull/65340) — open
-- [PR #62483: fix: preserve explicit provider prefixes for slash-delimited chat models [AI-assisted]](https://github.com/openclaw/openclaw/pull/62483) — closed, draft
-- [PR #62482: fix: refresh subsystem file loggers across daily log rollovers [AI-assisted]](https://github.com/openclaw/openclaw/pull/62482) — open
-
 ### `kakahu2015`
 
 - profile: [github.com/kakahu2015](https://github.com/kakahu2015)
@@ -6941,6 +6873,29 @@ Example artifacts:
 - [PR #64398: fix(cli): strip null bytes from system prompt before spawn](https://github.com/openclaw/openclaw/pull/64398) — closed
 - [PR #64390: fix(model): guard normalizeResolvedModel against undefined model param](https://github.com/openclaw/openclaw/pull/64390) — open
 
+### `welfo-beo`
+
+- profile: [github.com/welfo-beo](https://github.com/welfo-beo)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Awelfo-beo)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Awelfo-beo)
+- repo first seen: `2026-04-11T04:57:14Z`
+- repo last seen: `2026-04-13T15:15:04Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 2 reviews / 2 review comments**
+- account age: **525 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 **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #65825: fix(plugins): reuse realpath cache during discovery](https://github.com/openclaw/openclaw/pull/65825) — open
+- [PR #65342: fix(memory-wiki): preserve Unicode slugs and contradiction keys](https://github.com/openclaw/openclaw/pull/65342) — closed
+- [PR #64647: Allow per-agent memory backend overrides](https://github.com/openclaw/openclaw/pull/64647) — open
+
 ### `OpenCodeEngineer`
 
 - profile: [github.com/OpenCodeEngineer](https://github.com/OpenCodeEngineer)
@@ -7311,6 +7266,28 @@ Example artifacts:
 - [PR #65452:  [security fix] Fix SQL injection in memory schema management](https://github.com/openclaw/openclaw/pull/65452) — open
 - [PR #64995: Fix SQL injection via identifiers in memory schema](https://github.com/openclaw/openclaw/pull/64995) — closed
 
+### `bin448482`
+
+- profile: [github.com/bin448482](https://github.com/bin448482)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abin448482)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abin448482)
+- repo first seen: `2026-04-12T12:14:05Z`
+- repo last seen: `2026-04-12T14:33:16Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **3832 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 #65398: fix(feishu): preserve top-level groupPolicy and avoid duplicate registration](https://github.com/openclaw/openclaw/pull/65398) — open
+- [PR #65338: Merge: 同步大量更新和重构](https://github.com/openclaw/openclaw/pull/65338) — closed
+
 ### `bittoby`
 
 - profile: [github.com/bittoby](https://github.com/bittoby)
@@ -7377,6 +7354,28 @@ 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
 
+### `frankentini`
+
+- profile: [github.com/frankentini](https://github.com/frankentini)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Afrankentini)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Afrankentini)
+- repo first seen: `2026-04-11T12:05:46Z`
+- repo last seen: `2026-04-12T16:08:33Z`
+- 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 / 4 reviews / 4 review comments**
+- account age: **2190 days**
+- recent public PR activity: **4 PRs** (0 merged / 2 closed-unmerged / 2 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 #65446: security: use timing-safe token comparison in MCP loopback validator](https://github.com/openclaw/openclaw/pull/65446) — closed
+- [PR #65336: test: add missing extractTextCached assertions to final-tag regression tests](https://github.com/openclaw/openclaw/pull/65336) — closed
+
 ### `FroeMic`
 
 - profile: [github.com/FroeMic](https://github.com/FroeMic)
@@ -7597,6 +7596,28 @@ Example artifacts:
 - [PR #65651: Claude/automate fork sync ir128](https://github.com/openclaw/openclaw/pull/65651) — closed
 - [PR #65166: session: add maxAgeHours, maxContextTokens, createdAt controls](https://github.com/openclaw/openclaw/pull/65166) — closed
 
+### `serkonyc`
+
+- profile: [github.com/serkonyc](https://github.com/serkonyc)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aserkonyc)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aserkonyc)
+- repo first seen: `2026-04-12T11:37:04Z`
+- repo last seen: `2026-04-13T13:34:42Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **4509 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 #65845: fix: auto-approve local metadata pairing upgrades](https://github.com/openclaw/openclaw/pull/65845) — open
+- [PR #65320: fix: harden dreaming narrative session cleanup](https://github.com/openclaw/openclaw/pull/65320) — closed, merged
+
 ### `snowshadow`
 
 - profile: [github.com/snowshadow](https://github.com/snowshadow)
@@ -9984,6 +10005,27 @@ Example artifacts:
 Example artifacts:
 - [PR #68103: Add nvidia api support](https://github.com/openclaw/openclaw/pull/68103) — open
 
+### `armanddp`
+
+- profile: [github.com/armanddp](https://github.com/armanddp)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aarmanddp)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aarmanddp)
+- repo first seen: `2026-01-23T14:50:14Z`
+- repo last seen: `2026-04-19T12:13:50Z`
+- first seen in snapshot: **yes**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **9 comments / 0 reviews / 0 review comments**
+- account age: **6581 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: `bankio`
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #68947: fix(reply): restore export-session inline scripts](https://github.com/openclaw/openclaw/pull/68947) — open
+
 ### `artificialdimension`
 
 - profile: [github.com/artificialdimension](https://github.com/artificialdimension)
@@ -11986,7 +12028,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ahss-oss)
 - repo first seen: `2026-04-19T11:13:37Z`
 - repo last seen: `2026-04-19T11:13:37Z`
-- 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**
@@ -12385,7 +12427,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajanuaryeffect)
 - repo first seen: `2026-04-19T11:13:28Z`
 - repo last seen: `2026-04-19T11:13:28Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -14058,27 +14100,6 @@ Example artifacts:
 Example artifacts:
 - [PR #67665: fix(discord): normalize prefixed conversation ids in resolveChannelIdForBinding](https://github.com/openclaw/openclaw/pull/67665) — open
 
-### `OFABLE`
-
-- profile: [github.com/OFABLE](https://github.com/OFABLE)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AOFABLE)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AOFABLE)
-- repo first seen: `2026-04-17T14:06:48Z`
-- repo last seen: `2026-04-17T14:06:48Z`
-- 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: **2161 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 #68135: Agents: add claude-sdk runtime with native-tool bridge and sub-agent converter](https://github.com/openclaw/openclaw/pull/68135) — closed
-
 ### `oinoom`
 
 - profile: [github.com/oinoom](https://github.com/oinoom)
@@ -15002,7 +15023,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #66137: fix(ajv): validate MCP tool schemas against draft/2020-12 [AI-assisted]](https://github.com/openclaw/openclaw/pull/66137) — open, draft
+- [PR #66137: fix(ajv): validate MCP tool schemas against draft/2020-12 [AI-assisted]](https://github.com/openclaw/openclaw/pull/66137) — open
 
 ### `ShayMeshGit`
 
@@ -15634,27 +15655,6 @@ Example artifacts:
 Example artifacts:
 - [PR #66164: Gateway: add mesh backend auth seam](https://github.com/openclaw/openclaw/pull/66164) — closed, draft
 
-### `Trojaner`
-
-- profile: [github.com/Trojaner](https://github.com/Trojaner)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ATrojaner)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ATrojaner)
-- repo first seen: `2026-04-12T12:13:01Z`
-- repo last seen: `2026-04-12T12:13:01Z`
-- 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: **5066 days**
-- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
-- public orgs: `RocketMod`, `RocketModPlugins`, `ImperialPlugins`, `openmod`, `eksenova`
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #65337: feat(gateway): add session message mutations](https://github.com/openclaw/openclaw/pull/65337) — closed
-
 ### `TrueNorth49`
 
 - profile: [github.com/TrueNorth49](https://github.com/TrueNorth49)

new_contributors.parquet

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-size 95858
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+size 95779

pr_comments.parquet

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-size 47084560
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+size 47100825

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-oid sha256:aafe2a3a2c369fe8957d4fa572bd284d3209186de4fc8937ad9ff53a411e153d
-size 123503249
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+size 123575597

pr_files.parquet

@@ -1,3 +1,3 @@
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-size 101124293
+oid sha256:56c6a1dc39062b9072edc3e7bb10f0f211624ae04b8f1cddb93c0bc318cbe03e
+size 101599453

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-size 5240846
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+size 5256496

review_comments.parquet

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-size 7986939
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+size 8019932

reviews.parquet

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-oid sha256:5f451a8149a1cf3638c3e27895b3a11ca45838e007eba325cb453b487bad53af
-size 1554961
+oid sha256:6d05b1b1f4c7a03f30bd7a3de1fa163b75f61846d9dda6242d66f046a1d2e563
+size 1566303

snapshots/20260419T122035Z/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": {
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+    "issues": 4753,
+    "links": 45299,
+    "new_contributors": 702,
+    "pr_diffs": 3614,
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+    "pull_requests": 3614,
+    "review_comments": 18565,
+    "reviews": 14085,
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+  "crawl_started_at": "2026-04-19T12:20:35Z",
+  "delta_counts": {
+    "comments": 38,
+    "issue_stubs": 51,
+    "issues": 19,
+    "links": 273,
+    "pr_diffs": 32,
+    "pr_files": 837,
+    "pull_requests": 32,
+    "review_comments": 1452,
+    "reviews": 1039,
+    "timeline_events": 2010
+  },
+  "extracted_at": "2026-04-19T12:20:35Z",
+  "repo": "openclaw/openclaw",
+  "snapshot_id": "20260419T122035Z",
+  "watermark": {
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+    "next_since": "2026-04-19T12:20:35Z"
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+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260419T112035Z/manifest.json",
-  "latest_snapshot_id": "20260419T112035Z",
+  "archived_manifest_path": "snapshots/20260419T122035Z/manifest.json",
+  "latest_snapshot_id": "20260419T122035Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-04-19T11:20:35Z",
+  "next_since": "2026-04-19T12:20:35Z",
   "repo": "openclaw/openclaw",
-  "snapshot_dir": "snapshots/20260419T112035Z"
+  "snapshot_dir": "snapshots/20260419T122035Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
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-  "last_successful_snapshot_id": "20260419T112035Z",
-  "next_since": "2026-04-19T11:20:35Z",
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+  "next_since": "2026-04-19T12:20:35Z",
   "repo": "openclaw/openclaw",
-  "updated_at": "2026-04-19T11:20:35Z"
+  "updated_at": "2026-04-19T12:20:35Z"
 }