Refresh openclaw dataset snapshot 20260419T022035Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
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+        "still_open_pr_rate": 0.3333,
+        "distinct_repos_with_authored_prs": 2,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 68759,
+            "title": "Juggsnjava git patch 1",
+            "url": "https://github.com/openclaw/openclaw/pull/68759",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-19T01:27:27Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "juliopx",
       "name": "Julio Manuel L\u00f3pez Tercero",
@@ -45540,63 +45607,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "SimbaKingjoe",
-      "name": null,
-      "profile_url": "https://github.com/SimbaKingjoe",
-      "repo_pull_requests_url": "https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ASimbaKingjoe",
-      "repo_issues_url": "https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ASimbaKingjoe",
-      "repo_first_seen_at": "2026-04-13T10:48:04Z",
-      "repo_last_seen_at": "2026-04-15T06:44:12Z",
-      "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 2,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 1,
-      "snapshot_comment_count": 1,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "NONE",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 1147,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos",
-      "public_orgs": [],
-      "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": 65893,
-            "title": "fix(openai): improve debuggability of codex cli auth file reading",
-            "url": "https://github.com/openclaw/openclaw/pull/65893",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-13T10:48:04Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "simon-marcus",
       "name": "Simon Marcus",

new-contributors-report.md

@@ -1,7 +1,7 @@
 # New Contributor Report: openclaw/openclaw
 
-- Snapshot: `20260419T012035Z`
-- Generated: `2026-04-19T01:22:34Z`
+- Snapshot: `20260419T022035Z`
+- Generated: `2026-04-19T02:22:45Z`
 - Activity window: `7d`
 - Contributors: `717`
 
@@ -59,7 +59,6 @@
 | `VACInc` | [profile](https://github.com/VACInc) | no | CONTRIBUTOR | 4839d | `2026-01-06T03:04:41Z` | 9 | 2 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `martingarramon` | [profile](https://github.com/martingarramon) | no | CONTRIBUTOR | 49d | `2026-03-21T22:50:34Z` | 9 | 1 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `stainlu` | [profile](https://github.com/stainlu) | no | CONTRIBUTOR | 1364d | `2026-04-08T01:24:20Z` | 9 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2026-01-16T21:59:54Z` | 9 | 0 | n/a | n/a | n/a | summary unavailable |
 | `lawrence3699` | [profile](https://github.com/lawrence3699) | no | CONTRIBUTOR | 135d | `2026-04-06T08:25:15Z` | 9 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `WuKongAI-CMU` | [profile](https://github.com/WuKongAI-CMU) | no | CONTRIBUTOR | 343d | `2026-03-09T20:35:04Z` | 9 | 0 | weak | low | low | young account; high recent PR volume; high open PR share; targets high-star repos |
 | `xinmotlanthua` | [profile](https://github.com/xinmotlanthua) | no | CONTRIBUTOR | ?d | `2026-04-14T03:17:52Z` | 9 | 0 | n/a | n/a | n/a | summary unavailable |
@@ -84,6 +83,7 @@
 | `rubencu` | [profile](https://github.com/rubencu) | no | CONTRIBUTOR | 4684d | `2026-04-13T11:49:44Z` | 7 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `coder999999999` | [profile](https://github.com/coder999999999) | no | NONE | 1804d | `2026-04-12T06:08:33Z` | 7 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ImLukeF` | [profile](https://github.com/ImLukeF) | no | MEMBER | 1650d | `2026-03-10T16:03:05Z` | 7 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
+| `Kailigithub` | [profile](https://github.com/Kailigithub) | no | NONE | 4001d | `2026-04-19T01:02:35Z` | 7 | 0 | weak | low | low | high open PR share |
 | `likewen-tech` | [profile](https://github.com/likewen-tech) | no | NONE | 477d | `2026-04-17T13:44:27Z` | 7 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `Mlightsnow` | [profile](https://github.com/Mlightsnow) | no | CONTRIBUTOR | 1899d | `2026-04-09T22:29:10Z` | 7 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `MukundaKatta` | [profile](https://github.com/MukundaKatta) | no | NONE | 1526d | `2026-04-14T18:43:33Z` | 7 | 0 | mixed | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars |
@@ -97,7 +97,6 @@
 | `coletebou` | [profile](https://github.com/coletebou) | no | NONE | 3993d | `2026-02-03T13:22:50Z` | 6 | 0 | mixed | low | low | targets high-star repos |
 | `enis-uys` | [profile](https://github.com/enis-uys) | no | NONE | 1412d | `2026-03-14T22:33:28Z` | 6 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `jjmk6` | [profile](https://github.com/jjmk6) | no | NONE | 254d | `2026-04-17T13:50:46Z` | 6 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; targets high-star repos |
-| `l0cka` | [profile](https://github.com/l0cka) | no | CONTRIBUTOR | 3942d | `2026-04-11T22:54:22Z` | 6 | 0 | strong | low | low | — |
 | `manhhai999` | [profile](https://github.com/manhhai999) | no | NONE | 2076d | `2026-04-13T10:17:17Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `plgonzalezrx8` | [profile](https://github.com/plgonzalezrx8) | no | CONTRIBUTOR | 3595d | `2026-01-31T01:53:17Z` | 6 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `skylee-01` | [profile](https://github.com/skylee-01) | no | NONE | 2648d | `2026-04-14T12:14:20Z` | 6 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -131,7 +130,6 @@
 | `dutifulbob` | [profile](https://github.com/dutifulbob) | no | CONTRIBUTOR | 60d | `2026-02-22T13:07:44Z` | 4 | 0 | strong | moderate | low | very new account; high recent PR volume; no visible non-self stars |
 | `holeshotclaw` | [profile](https://github.com/holeshotclaw) | no | NONE | 12d | `2026-04-14T22:45:43Z` | 4 | 0 | n/a | low | medium | very new account; no visible non-self stars |
 | `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 |
-| `Kailigithub` | [profile](https://github.com/Kailigithub) | yes | NONE | 4001d | `2026-04-19T01:02:35Z` | 4 | 0 | weak | low | low | high open PR share |
 | `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 |
 | `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 |
@@ -162,11 +160,13 @@
 | `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 |
 | `mr-kelly` | [profile](https://github.com/mr-kelly) | no | NONE | 5603d | `2026-04-12T02:56:34Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `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 |
 | `sqsge` | [profile](https://github.com/sqsge) | no | NONE | 1979d | `2026-04-13T14:48:07Z` | 3 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `xudaiyanzi` | [profile](https://github.com/xudaiyanzi) | no | NONE | 2751d | `2026-04-14T20:23:42Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `slepybear` | [profile](https://github.com/slepybear) | no | CONTRIBUTOR | 1386d | `2026-04-09T16:25:21Z` | 19 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2026-01-16T21:59:54Z` | 9 | 0 | n/a | n/a | n/a | summary unavailable |
 | `feiskyer` | [profile](https://github.com/feiskyer) | no | CONTRIBUTOR | 5509d | `2026-04-06T06:23:31Z` | 5 | 2 | strong | low | low | targets high-star repos |
 | `sercada` | [profile](https://github.com/sercada) | no | CONTRIBUTOR | 3420d | `2026-03-10T14:46:37Z` | 5 | 2 | mixed | low | low | high open PR share; targets high-star repos |
 | `mraleko` | [profile](https://github.com/mraleko) | no | CONTRIBUTOR | 938d | `2026-04-08T03:48:45Z` | 5 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -229,7 +229,6 @@
 | `monasprox` | [profile](https://github.com/monasprox) | no | NONE | 152d | `2026-04-18T06:55:05Z` | 2 | 0 | mixed | low | low | young account |
 | `mrlane2k` | [profile](https://github.com/mrlane2k) | no | NONE | 1738d | `2026-04-17T00:38:19Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `mvanhorn` | [profile](https://github.com/mvanhorn) | no | CONTRIBUTOR | 5651d | `2026-03-08T00:20:58Z` | 2 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share |
-| `mylukin` | [profile](https://github.com/mylukin) | no | CONTRIBUTOR | 5340d | `2026-01-26T00:39:54Z` | 2 | 0 | mixed | low | low | — |
 | `nasplycc` | [profile](https://github.com/nasplycc) | no | NONE | 81d | `2026-04-12T03:45:06Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; 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 |
@@ -242,7 +241,7 @@
 | `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 |
-| `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 |
+| `SimbaKingjoe` | [profile](https://github.com/SimbaKingjoe) | no | NONE | 1147d | `2026-04-13T10:48:04Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `soloclz` | [profile](https://github.com/soloclz) | no | NONE | 728d | `2026-04-15T15:18:28Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `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 |
@@ -255,6 +254,7 @@
 | `zhangyue19921010` | [profile](https://github.com/zhangyue19921010) | no | NONE | 2066d | `2026-04-17T03:44:42Z` | 2 | 0 | weak | low | low | high open PR share |
 | `Yanhu007` | [profile](https://github.com/Yanhu007) | no | CONTRIBUTOR | 4741d | `2026-04-10T13:40:56Z` | 22 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share |
 | `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 |
+| `Jerry-Xin` | [profile](https://github.com/Jerry-Xin) | no | NONE | 4826d | `2026-03-13T06:51:39Z` | 6 | 0 | mixed | low | low | high open PR share |
 | `mmaps` | [profile](https://github.com/mmaps) | no | CONTRIBUTOR | 4827d | `2026-04-09T18:38:21Z` | 6 | 0 | strong | low | low | targets high-star repos |
 | `neofdezf-cloud` | [profile](https://github.com/neofdezf-cloud) | no | NONE | 19d | `2026-04-11T10:11:35Z` | 6 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `shad0wca7` | [profile](https://github.com/shad0wca7) | no | CONTRIBUTOR | 4159d | `2026-02-21T17:28:52Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -265,7 +265,6 @@
 | `ShionEria` | [profile](https://github.com/ShionEria) | no | CONTRIBUTOR | 35d | `2026-03-16T10:11:17Z` | 5 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `fuller-stack-dev` | [profile](https://github.com/fuller-stack-dev) | no | CONTRIBUTOR | 55d | `2026-03-02T21:04:55Z` | 4 | 1 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `web3blind` | [profile](https://github.com/web3blind) | no | NONE | 46d | `2026-03-21T14:20:44Z` | 4 | 1 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
-| `drvoss` | [profile](https://github.com/drvoss) | no | CONTRIBUTOR | 4872d | `2026-02-25T02:18:08Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `leonardsellem` | [profile](https://github.com/leonardsellem) | no | CONTRIBUTOR | 4992d | `2026-04-10T10:47:02Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `monsonego` | [profile](https://github.com/monsonego) | no | NONE | 701d | `2026-04-07T12:27:49Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `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 |
@@ -303,6 +302,7 @@
 | `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 |
 | `mitmul` | [profile](https://github.com/mitmul) | no | NONE | 5513d | `2026-04-08T03:40:41Z` | 2 | 0 | strong | low | low | — |
+| `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 |
 | `SYU8384` | [profile](https://github.com/SYU8384) | no | NONE | 2209d | `2026-04-09T18:58:16Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `trudbot` | [profile](https://github.com/trudbot) | no | NONE | 1655d | `2026-04-11T17:13:42Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `uninhibite-scholar` | [profile](https://github.com/uninhibite-scholar) | no | NONE | 182d | `2026-03-11T05:00:45Z` | 2 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -318,6 +318,7 @@
 | `alexuser` | [profile](https://github.com/alexuser) | no | NONE | 5152d | `2026-03-23T06:01:48Z` | 1 | 4 | weak | low | low | high open PR share; targets high-star repos |
 | `rijhsinghani` | [profile](https://github.com/rijhsinghani) | no | NONE | 2351d | `2026-04-12T17:25:23Z` | 1 | 4 | mixed | low | low | high open PR share; targets high-star repos |
 | `rosesandhello` | [profile](https://github.com/rosesandhello) | no | NONE | 4087d | `2026-04-12T15:14:23Z` | 1 | 3 | weak | low | low | high open PR share; targets high-star repos |
+| `ajfonthemove` | [profile](https://github.com/ajfonthemove) | no | NONE | 53d | `2026-03-03T06:01:04Z` | 1 | 2 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `Conan-Scott` | [profile](https://github.com/Conan-Scott) | no | NONE | 19d | `2026-04-05T01:45:33Z` | 1 | 2 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Etoilelune` | [profile](https://github.com/Etoilelune) | no | NONE | 3481d | `2026-03-05T13:46:03Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `fujiwaranosai850` | [profile](https://github.com/fujiwaranosai850) | no | NONE | 56d | `2026-04-12T07:17:06Z` | 1 | 2 | mixed | low | medium | very new account; high recent PR volume; many recent closed-unmerged PRs; no visible non-self stars |
@@ -332,7 +333,6 @@
 | `0riginal-claw` | [profile](https://github.com/0riginal-claw) | no | NONE | 42d | `2026-04-14T10:11:04Z` | 1 | 1 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `467718584` | [profile](https://github.com/467718584) | no | NONE | 2340d | `2026-04-14T15:21:37Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `aboimpinto` | [profile](https://github.com/aboimpinto) | no | NONE | 5251d | `2026-04-16T12:26:00Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `ajfonthemove` | [profile](https://github.com/ajfonthemove) | no | NONE | 53d | `2026-03-03T06:01:04Z` | 1 | 1 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `andydoucet` | [profile](https://github.com/andydoucet) | no | NONE | 2162d | `2026-02-10T21:03:13Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `caox488-a11y` | [profile](https://github.com/caox488-a11y) | no | NONE | 38d | `2026-03-15T18:21:40Z` | 1 | 1 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `carlushuang` | [profile](https://github.com/carlushuang) | no | NONE | 4276d | `2026-04-12T13:59:08Z` | 1 | 1 | strong | low | low | — |
@@ -436,7 +436,7 @@
 | `bmadwaves` | [profile](https://github.com/bmadwaves) | no | NONE | 443d | `2026-04-17T16:54:06Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `bobgee00001-beep` | [profile](https://github.com/bobgee00001-beep) | no | NONE | 63d | `2026-04-13T18:14:21Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `bogdanovich` | [profile](https://github.com/bogdanovich) | no | NONE | 4623d | `2026-04-12T03:44:21Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `bohell` | [profile](https://github.com/bohell) | yes | NONE | 3914d | `2026-04-19T00:35:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `bohell` | [profile](https://github.com/bohell) | no | NONE | 3914d | `2026-04-19T00:35:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `BowieSequoia` | [profile](https://github.com/BowieSequoia) | no | NONE | 13d | `2026-04-16T22:01:14Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `brospan` | [profile](https://github.com/brospan) | no | NONE | 515d | `2026-04-15T14:27:33Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `BruceMacD` | [profile](https://github.com/BruceMacD) | no | CONTRIBUTOR | 4547d | `2026-01-31T06:12:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -451,6 +451,7 @@
 | `cheapestinference` | [profile](https://github.com/cheapestinference) | no | CONTRIBUTOR | 175d | `2026-04-14T11:43:30Z` | 1 | 0 | weak | low | medium | young account; high open PR share; targets high-star repos |
 | `chefallan` | [profile](https://github.com/chefallan) | no | NONE | 3155d | `2026-04-12T22:54:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `chiyouYCH` | [profile](https://github.com/chiyouYCH) | no | NONE | 3303d | `2026-04-15T06:31:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `cholaolu-boop` | [profile](https://github.com/cholaolu-boop) | yes | NONE | 120d | `2026-04-19T01:49:31Z` | 1 | 0 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `christnorman` | [profile](https://github.com/christnorman) | no | NONE | 975d | `2026-04-18T20:08:44Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `clemenshelm` | [profile](https://github.com/clemenshelm) | no | NONE | 6022d | `2026-02-22T05:57:34Z` | 1 | 0 | strong | low | low | — |
 | `clivemoore` | [profile](https://github.com/clivemoore) | no | NONE | 6223d | `2026-04-17T01:11:28Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -534,15 +535,14 @@
 | `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 |
 | `janicduplessis` | [profile](https://github.com/janicduplessis) | no | NONE | 4916d | `2026-04-12T02:54:34Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
+| `jaredmarin` | [profile](https://github.com/jaredmarin) | yes | NONE | 3319d | `2026-04-19T01:22:18Z` | 1 | 0 | weak | low | low | high open PR share; 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 |
 | `javierdici` | [profile](https://github.com/javierdici) | no | NONE | 1088d | `2026-04-13T03:33:17Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; 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 |
 | `jdc4429` | [profile](https://github.com/jdc4429) | no | NONE | 3611d | `2026-04-12T20:57:07Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `jeep91106-cpu` | [profile](https://github.com/jeep91106-cpu) | no | NONE | 103d | `2026-04-12T01:28:15Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
 | `JeevaByte` | [profile](https://github.com/JeevaByte) | no | NONE | 2055d | `2026-04-17T23:10:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `JerranC` | [profile](https://github.com/JerranC) | no | NONE | 1342d | `2026-04-15T02:06:31Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `Jerry-Xin` | [profile](https://github.com/Jerry-Xin) | no | NONE | 4826d | `2026-03-13T06:51:39Z` | 1 | 0 | mixed | low | low | high open PR share |
 | `jerryklocke-data` | [profile](https://github.com/jerryklocke-data) | no | NONE | 132d | `2026-04-15T01:12:01Z` | 1 | 0 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `jesse-merhi` | [profile](https://github.com/jesse-merhi) | no | MEMBER | 1872d | `2026-04-15T00:50:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `jguin` | [profile](https://github.com/jguin) | no | NONE | 4370d | `2026-04-17T00:34:37Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -553,6 +553,7 @@
 | `joeyfrasier` | [profile](https://github.com/joeyfrasier) | no | NONE | 3894d | `2026-02-18T11:51:54Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `john-vainio` | [profile](https://github.com/john-vainio) | no | NONE | 1529d | `2026-04-17T05:05:56Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `johnstarks03` | [profile](https://github.com/johnstarks03) | no | NONE | 44d | `2026-04-13T15:10:00Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `juggsnjava-git` | [profile](https://github.com/juggsnjava-git) | yes | NONE | 0d | `2026-04-19T01:27:27Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars |
 | `juliopx` | [profile](https://github.com/juliopx) | no | NONE | 4257d | `2026-03-19T15:53:01Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `JuniperSling` | [profile](https://github.com/JuniperSling) | no | NONE | 1866d | `2026-04-18T07:51:44Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `JUSTICEESSIELP` | [profile](https://github.com/JUSTICEESSIELP) | no | NONE | 2109d | `2026-04-13T01:54:28Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -668,7 +669,6 @@
 | `shakkernerd` | [profile](https://github.com/shakkernerd) | no | MEMBER | 749d | `2026-01-26T14:21:30Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `ShayMeshGit` | [profile](https://github.com/ShayMeshGit) | no | NONE | 2606d | `2026-04-17T19:10:02Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `shirtlessfounder` | [profile](https://github.com/shirtlessfounder) | no | NONE | 1129d | `2026-04-12T16:41:08Z` | 1 | 0 | mixed | moderate | low | — |
-| `SimbaKingjoe` | [profile](https://github.com/SimbaKingjoe) | no | NONE | 1147d | `2026-04-13T10:48:04Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `simon-marcus` | [profile](https://github.com/simon-marcus) | no | NONE | 3765d | `2026-04-13T01:41:40Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `SimoneB79` | [profile](https://github.com/SimoneB79) | no | NONE | 841d | `2026-04-14T08:35:51Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `skainguyen1412` | [profile](https://github.com/skainguyen1412) | no | CONTRIBUTOR | 3868d | `2026-04-13T04:22:58Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -964,8 +964,8 @@ Example artifacts:
 
 Example artifacts:
 - [PR #68753: fix: allow systemEvent cron jobs to specify custom timeoutSeconds](https://github.com/openclaw/openclaw/pull/68753) — open
-- [PR #68746: fix: always send stream_options.include_usage when streaming (openai-completions)](https://github.com/openclaw/openclaw/pull/68746) — open
-- [PR #68722: fix: chmod openclaw.json to 0o600 after atomic rename on config write](https://github.com/openclaw/openclaw/pull/68722) — open
+- [PR #68746: fix: always send stream_options.include_usage when streaming (openai-completions)](https://github.com/openclaw/openclaw/pull/68746) — closed, merged
+- [PR #68722: fix: chmod openclaw.json to 0o600 after atomic rename on config write](https://github.com/openclaw/openclaw/pull/68722) — closed
 - [Issue #68123: feat: allow cron tasks to opt out of main session notification](https://github.com/openclaw/openclaw/issues/68123) — open
 - [Issue #66576: [Feature]: Configurable workspace file inclusion/exclusion (bootstrapFiles)](https://github.com/openclaw/openclaw/issues/66576) — open
 - [Issue #66399: Process supervisor: graceful signal escalation and drain timeout for exec tool](https://github.com/openclaw/openclaw/issues/66399) — open
@@ -1096,12 +1096,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aobviyus)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aobviyus)
 - repo first seen: `2026-01-04T13:17:28Z`
-- repo last seen: `2026-04-18T10:06:42Z`
+- repo last seen: `2026-04-19T02:20:39Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **19**
 - snapshot authored PRs/issues: **19 PRs / 0 issues**
-- snapshot discussion activity: **527 comments / 47 reviews / 4 review comments**
+- snapshot discussion activity: **531 comments / 48 reviews / 4 review comments**
 - account age: **3510 days**
 - recent public PR activity: **16 PRs** (15 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
 - public orgs: `UplauseApp`
@@ -1741,7 +1741,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #68700: [codex] fix(agents): stop treating session lock waits as timeout](https://github.com/openclaw/openclaw/pull/68700) — open, draft
+- [PR #68700: fix(agents): stop treating session lock waits as timeout](https://github.com/openclaw/openclaw/pull/68700) — open, draft
 - [PR #68395: fix(config): accept truncateAfterCompaction](https://github.com/openclaw/openclaw/pull/68395) — open
 - [PR #68328: fix(config): accept truncateAfterCompaction](https://github.com/openclaw/openclaw/pull/68328) — closed, draft
 
@@ -1915,30 +1915,6 @@ Example artifacts:
 - [PR #67785: fix(agents): scope nested lane per target session to stop cross-agent blocking (#67502)](https://github.com/openclaw/openclaw/pull/67785) — open
 - [Issue #67934: [feature request] Auto-apply auth.applyConfig at plugin-load time for Category B providers (defineSingleProviderPluginEntry)](https://github.com/openclaw/openclaw/issues/67934) — closed
 
-### `dependabot[bot]`
-
-- profile: [github.com/dependabot[bot]](https://github.com/dependabot[bot])
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Adependabot%5Bbot%5D)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Adependabot%5Bbot%5D)
-- repo first seen: `2026-01-16T21:59:54Z`
-- repo last seen: `2026-04-16T08:40:19Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **9**
-- snapshot authored PRs/issues: **9 PRs / 0 issues**
-- snapshot discussion activity: **23 comments / 0 reviews / 0 review comments**
-- account age: **? days**
-- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
-- public orgs: none visible
-- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
-- heuristic read: **summary unavailable**
-- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'dependabot[bot]'."}]`
-
-Example artifacts:
-- [PR #67592: build(deps): bump the android-deps group across 1 directory with 17 updates](https://github.com/openclaw/openclaw/pull/67592) — open
-- [PR #65826: build(deps): bump the android-deps group across 1 directory with 16 updates](https://github.com/openclaw/openclaw/pull/65826) — open
-- [PR #65099: chore(deps): bump actions/create-github-app-token from 2 to 3.0.0](https://github.com/openclaw/openclaw/pull/65099) — open
-
 ### `lawrence3699`
 
 - profile: [github.com/lawrence3699](https://github.com/lawrence3699)
@@ -2394,12 +2370,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amasatohoshino)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amasatohoshino)
 - repo first seen: `2026-02-25T18:12:54Z`
-- repo last seen: `2026-04-19T00:58:22Z`
+- repo last seen: `2026-04-19T01:39:43Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **7 PRs / 1 issues**
-- snapshot discussion activity: **19 comments / 30 reviews / 30 review comments**
+- snapshot discussion activity: **20 comments / 30 reviews / 30 review comments**
 - account age: **138 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
@@ -2506,6 +2482,29 @@ Example artifacts:
 - [PR #66495: Agents: add lean local model mode](https://github.com/openclaw/openclaw/pull/66495) — closed, merged
 - [PR #66236: Agents: clarify local model context preflight](https://github.com/openclaw/openclaw/pull/66236) — closed, merged
 
+### `Kailigithub`
+
+- profile: [github.com/Kailigithub](https://github.com/Kailigithub)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AKailigithub)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AKailigithub)
+- repo first seen: `2026-04-19T01:02:35Z`
+- repo last seen: `2026-04-19T01:47:57Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **7**
+- snapshot authored PRs/issues: **7 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **4001 days**
+- recent public PR activity: **11 PRs** (0 merged / 0 closed-unmerged / 11 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share**
+
+Example artifacts:
+- [PR #68764: fix: ignore stale auto-fallback model overrides on session reload](https://github.com/openclaw/openclaw/pull/68764) — open
+- [PR #68763: fix: strip reasoning_content from conversation history for Gemma 4 models](https://github.com/openclaw/openclaw/pull/68763) — open
+- [PR #68762: fix: detect Gemma 4 models as reasoning models](https://github.com/openclaw/openclaw/pull/68762) — open
+
 ### `likewen-tech`
 
 - profile: [github.com/likewen-tech](https://github.com/likewen-tech)
@@ -2723,12 +2722,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abluesky6868)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abluesky6868)
 - repo first seen: `2026-04-17T22:26:25Z`
-- repo last seen: `2026-04-19T01:12:44Z`
+- repo last seen: `2026-04-19T01:28:16Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 1 reviews / 1 review comments**
+- snapshot discussion activity: **5 comments / 1 reviews / 1 review comments**
 - account age: **3181 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
@@ -2809,29 +2808,6 @@ Example artifacts:
 - [PR #68142: docs: fix broken links across documentation (fixes #50828)](https://github.com/openclaw/openclaw/pull/68142) — closed
 - [PR #68140: docs: fix broken links across documentation (fixes #50828)](https://github.com/openclaw/openclaw/pull/68140) — closed
 
-### `l0cka`
-
-- profile: [github.com/l0cka](https://github.com/l0cka)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Al0cka)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Al0cka)
-- repo first seen: `2026-04-11T22:54:22Z`
-- repo last seen: `2026-04-12T02:09:10Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **6**
-- snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 2 reviews / 2 review comments**
-- account age: **3942 days**
-- recent public PR activity: **16 PRs** (13 merged / 1 closed-unmerged / 2 open; merged rate **81%**, closed-unmerged rate **6%**, open rate **12%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #65096: fix(media): surface OpenAI audio transcription failures](https://github.com/openclaw/openclaw/pull/65096) — closed, merged
-- [PR #65094: test(release): require QA scenario pack in npm tarball](https://github.com/openclaw/openclaw/pull/65094) — open
-- [PR #65085: fix(cron): preserve isolated agent workspace on reload](https://github.com/openclaw/openclaw/pull/65085) — closed, merged
-
 ### `manhhai999`
 
 - profile: [github.com/manhhai999](https://github.com/manhhai999)
@@ -2930,12 +2906,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Awirjo)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Awirjo)
 - repo first seen: `2026-04-06T11:49:31Z`
-- repo last seen: `2026-04-19T00:22:37Z`
+- repo last seen: `2026-04-19T02:00:14Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **23 comments / 1 reviews / 0 review comments**
+- snapshot discussion activity: **26 comments / 1 reviews / 0 review comments**
 - account age: **5970 days**
 - recent public PR activity: **5 PRs** (0 merged / 2 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **40%**, open rate **60%**)
 - public orgs: none visible
@@ -3145,12 +3121,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AGaosCode)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AGaosCode)
 - repo first seen: `2026-04-09T08:32:17Z`
-- repo last seen: `2026-04-18T14:25:27Z`
+- repo last seen: `2026-04-19T01:47:30Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 16 reviews / 16 review comments**
+- snapshot discussion activity: **1 comments / 18 reviews / 18 review comments**
 - account age: **632 days**
 - recent public PR activity: **7 PRs** (0 merged / 1 closed-unmerged / 6 open; merged rate **0%**, closed-unmerged rate **14%**, open rate **86%**)
 - public orgs: none visible
@@ -3610,29 +3586,6 @@ Example artifacts:
 - [PR #67652: fix(reply-payload): preserve media alias attachments](https://github.com/openclaw/openclaw/pull/67652) — open
 - [PR #67647: fix(compact): use resolved context tokens in summary](https://github.com/openclaw/openclaw/pull/67647) — open
 
-### `Kailigithub`
-
-- profile: [github.com/Kailigithub](https://github.com/Kailigithub)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AKailigithub)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AKailigithub)
-- repo first seen: `2026-04-19T01:02:35Z`
-- repo last seen: `2026-04-19T01:10:56Z`
-- first seen in snapshot: **yes**
-- 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: **4001 days**
-- recent public PR activity: **11 PRs** (0 merged / 0 closed-unmerged / 11 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share**
-
-Example artifacts:
-- [PR #68754: fix: remove unconditional heredoc approval in allowlist mode](https://github.com/openclaw/openclaw/pull/68754) — open
-- [PR #68750: fix: handle MiniMax prompt_cache_hit_tokens to prevent token double-counting](https://github.com/openclaw/openclaw/pull/68750) — open
-- [PR #68749: fix: enable stream_options.include_usage for local openai-completions endpoints](https://github.com/openclaw/openclaw/pull/68749) — open
-
 ### `KeWang0622`
 
 - profile: [github.com/KeWang0622](https://github.com/KeWang0622)
@@ -4337,6 +4290,29 @@ Example artifacts:
 - [PR #65128: fix: [Bug]: Browser tool SSRF policy blocks all hostname URLs](https://github.com/openclaw/openclaw/pull/65128) — open
 - [PR #65124: fix: [Bug]: Completion cache update failed due to missing qa/scenarios/index.md in npm package](https://github.com/openclaw/openclaw/pull/65124) — open
 
+### `mylukin`
+
+- profile: [github.com/mylukin](https://github.com/mylukin)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amylukin)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amylukin)
+- repo first seen: `2026-01-26T00:39:54Z`
+- repo last seen: `2026-04-19T01:29:09Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **54 comments / 0 reviews / 0 review comments**
+- account age: **5340 days**
+- recent public PR activity: **10 PRs** (7 merged / 2 closed-unmerged / 1 open; merged rate **70%**, closed-unmerged rate **20%**, open rate **10%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #68758: feat(lesson-engine): v2 — MAX_LESSONS=10, hit command, auto-upgrade](https://github.com/openclaw/openclaw/pull/68758) — closed
+- [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)
@@ -4452,6 +4428,30 @@ Example artifacts:
 - [PR #66881: test(qianfan,kimi-coding): add provider plugin and onboard config tests [AI-assisted]](https://github.com/openclaw/openclaw/pull/66881) — closed
 - [PR #64709: fix(process): handle Windows CJK encoding in child process output [AI-assisted]](https://github.com/openclaw/openclaw/pull/64709) — open
 
+### `dependabot[bot]`
+
+- profile: [github.com/dependabot[bot]](https://github.com/dependabot[bot])
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Adependabot%5Bbot%5D)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Adependabot%5Bbot%5D)
+- repo first seen: `2026-01-16T21:59:54Z`
+- repo last seen: `2026-04-16T08:40:19Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **9**
+- snapshot authored PRs/issues: **9 PRs / 0 issues**
+- snapshot discussion activity: **23 comments / 0 reviews / 0 review comments**
+- account age: **? days**
+- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
+- public orgs: none visible
+- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
+- heuristic read: **summary unavailable**
+- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'dependabot[bot]'."}]`
+
+Example artifacts:
+- [PR #67592: build(deps): bump the android-deps group across 1 directory with 17 updates](https://github.com/openclaw/openclaw/pull/67592) — open
+- [PR #65826: build(deps): bump the android-deps group across 1 directory with 16 updates](https://github.com/openclaw/openclaw/pull/65826) — open
+- [PR #65099: chore(deps): bump actions/create-github-app-token from 2 to 3.0.0](https://github.com/openclaw/openclaw/pull/65099) — open
+
 ### `feiskyer`
 
 - profile: [github.com/feiskyer](https://github.com/feiskyer)
@@ -5417,12 +5417,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AEruditi)
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AEruditi)
 - repo first seen: `2026-04-16T15:08:41Z`
-- repo last seen: `2026-04-18T08:59:41Z`
+- repo last seen: `2026-04-19T02:12:50Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 3 reviews / 2 review comments**
+- snapshot discussion activity: **7 comments / 3 reviews / 2 review comments**
 - account age: **1072 days**
 - recent public PR activity: **7 PRs** (0 merged / 5 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **71%**, open rate **29%**)
 - public orgs: none visible
@@ -5873,28 +5873,6 @@ Example artifacts:
 - [PR #68110: fix(memory-search): thread cfg through getMemoryEmbeddingProvider so doctor stops emitting plugins.allow and memory-core false positives](https://github.com/openclaw/openclaw/pull/68110) — open
 - [PR #68107: fix(feishu): respect reasoningLevel=off so thinking text stops rendering in Feishu cards](https://github.com/openclaw/openclaw/pull/68107) — open
 
-### `mylukin`
-
-- profile: [github.com/mylukin](https://github.com/mylukin)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amylukin)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amylukin)
-- repo first seen: `2026-01-26T00:39:54Z`
-- repo last seen: `2026-04-17T12:37:27Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **53 comments / 0 reviews / 0 review comments**
-- account age: **5340 days**
-- recent public PR activity: **10 PRs** (7 merged / 2 closed-unmerged / 1 open; merged rate **70%**, closed-unmerged rate **20%**, open rate **10%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-
-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
-
 ### `nasplycc`
 
 - profile: [github.com/nasplycc](https://github.com/nasplycc)
@@ -6159,27 +6137,27 @@ Example artifacts:
 - [PR #67330: Fix: [Bug]: Misleading "Context limit exceeded" error points to compaction when root cause is heartbeat model bleed](https://github.com/openclaw/openclaw/pull/67330) — open
 - [PR #67329: Fix: [Bug]: memory-wiki: wiki status and wiki doctor report 0 bridge artifacts despite populated memory](https://github.com/openclaw/openclaw/pull/67329) — open
 
-### `snowshadow`
+### `SimbaKingjoe`
 
-- profile: [github.com/snowshadow](https://github.com/snowshadow)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asnowshadow)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asnowshadow)
-- repo first seen: `2026-02-26T05:43:47Z`
-- repo last seen: `2026-04-13T05:23:27Z`
+- profile: [github.com/SimbaKingjoe](https://github.com/SimbaKingjoe)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ASimbaKingjoe)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ASimbaKingjoe)
+- repo first seen: `2026-04-13T10:48:04Z`
+- repo last seen: `2026-04-19T02:17:20Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **4105 days**
-- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **1147 days**
+- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
+- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #65727: docs: add hook-pack publishing guide](https://github.com/openclaw/openclaw/pull/65727) — open
-- [PR #65084: fix(discord): guard zombie gateway reconnects after close](https://github.com/openclaw/openclaw/pull/65084) — open
+- [PR #68773: fix(active-memory): skip payload-less memory_search toolResults in tr…](https://github.com/openclaw/openclaw/pull/68773) — open
+- [PR #65893: fix(openai): improve debuggability of codex cli auth file reading](https://github.com/openclaw/openclaw/pull/65893) — closed
 
 ### `soloclz`
 
@@ -6447,6 +6425,29 @@ Example artifacts:
 - [PR #63629: feat(doctor): warn on ambiguous session isolation risks](https://github.com/openclaw/openclaw/pull/63629) — open
 - [PR #63596: fix(gateway): canonicalize outbound message send semantics](https://github.com/openclaw/openclaw/pull/63596) — open
 
+### `Jerry-Xin`
+
+- profile: [github.com/Jerry-Xin](https://github.com/Jerry-Xin)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AJerry-Xin)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AJerry-Xin)
+- repo first seen: `2026-03-13T06:51:39Z`
+- repo last seen: `2026-04-16T08:11:03Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **6 PRs / 0 issues**
+- snapshot discussion activity: **118 comments / 14 reviews / 14 review comments**
+- account age: **4826 days**
+- recent public PR activity: **7 PRs** (3 merged / 1 closed-unmerged / 3 open; merged rate **43%**, closed-unmerged rate **14%**, open rate **43%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share**
+
+Example artifacts:
+- [PR #67509: fix: add root guard to prevent CLI execution as root (#67478)](https://github.com/openclaw/openclaw/pull/67509) — open
+- [PR #58808: feat: pass requesterSenderId and senderIsOwner to ChannelAgentToolFactory](https://github.com/openclaw/openclaw/pull/58808) — open
+- [PR #48005: fix(cron): honor model override in isolated agentTurn payloads](https://github.com/openclaw/openclaw/pull/48005) — open
+
 ### `mmaps`
 
 - profile: [github.com/mmaps](https://github.com/mmaps)
@@ -6679,29 +6680,6 @@ Example artifacts:
 - [PR #64731: fix(telegram): show model fallback notices outside verbose mode](https://github.com/openclaw/openclaw/pull/64731) — open
 - [Issue #51645: Voice transcription not working in group/topic chats](https://github.com/openclaw/openclaw/issues/51645) — open
 
-### `drvoss`
-
-- profile: [github.com/drvoss](https://github.com/drvoss)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Adrvoss)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Adrvoss)
-- repo first seen: `2026-02-25T02:18:08Z`
-- repo last seen: `2026-04-12T02:16:09Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **43 comments / 0 reviews / 0 review comments**
-- account age: **4872 days**
-- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #65101: browser: wait longer for local CDP websocket after launch](https://github.com/openclaw/openclaw/pull/65101) — closed
-- [PR #63581: imessage: strip NUL bytes from echo-cache text normalization](https://github.com/openclaw/openclaw/pull/63581) — open
-- [PR #53395: feishu: fix schema 2.0 card config in interactive card UX functions](https://github.com/openclaw/openclaw/pull/53395) — open
-
 ### `leonardsellem`
 
 - profile: [github.com/leonardsellem](https://github.com/leonardsellem)
@@ -7541,6 +7519,28 @@ Example artifacts:
 - [PR #65275: feat: Add PLaMo provider](https://github.com/openclaw/openclaw/pull/65275) — open
 - [PR #62893: feat: Add plamo-3.0-prime-beta provider](https://github.com/openclaw/openclaw/pull/62893) — closed
 
+### `snowshadow`
+
+- profile: [github.com/snowshadow](https://github.com/snowshadow)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asnowshadow)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asnowshadow)
+- repo first seen: `2026-02-26T05:43:47Z`
+- repo last seen: `2026-04-13T05:23:27Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
+- account age: **4105 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 #65727: docs: add hook-pack publishing guide](https://github.com/openclaw/openclaw/pull/65727) — open
+- [PR #65084: fix(discord): guard zombie gateway reconnects after close](https://github.com/openclaw/openclaw/pull/65084) — open
+
 ### `SYU8384`
 
 - profile: [github.com/SYU8384](https://github.com/SYU8384)
@@ -7891,6 +7891,29 @@ Example artifacts:
 - [Issue #65438: Feature: configurable bootstrap file injection order for prompt cache optimization](https://github.com/openclaw/openclaw/issues/65438) — open
 - [Issue #65418: [Bug] Anthropic adapter mutates replayed thinking block text via sanitizeTransportPayloadText, breaking signature validation](https://github.com/openclaw/openclaw/issues/65418) — open
 
+### `ajfonthemove`
+
+- profile: [github.com/ajfonthemove](https://github.com/ajfonthemove)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aajfonthemove)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aajfonthemove)
+- repo first seen: `2026-03-03T06:01:04Z`
+- repo last seen: `2026-04-19T02:03:07Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **1 PRs / 2 issues**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
+- account age: **53 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 **medium**
+- heuristic read: **very new account; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #68286: feat(memory-core): expose vectorScore and textScore in hybrid search results](https://github.com/openclaw/openclaw/pull/68286) — open
+- [Issue #68768: Docs: contextTokens placement in agents.defaults.model doesn't match schema](https://github.com/openclaw/openclaw/issues/68768) — open
+- [Issue #68166: [Feature]: expose vectorScore and textScore in hybrid search results](https://github.com/openclaw/openclaw/issues/68166) — open
+
 ### `Conan-Scott`
 
 - profile: [github.com/Conan-Scott](https://github.com/Conan-Scott)
@@ -8210,28 +8233,6 @@ Example artifacts:
 - [PR #67662: fix(run): preserve model-scoped cooldown writes on incomplete turns](https://github.com/openclaw/openclaw/pull/67662) — open
 - [Issue #67661: Model-scoped cooldowns are not persisted for incomplete-turn exhaustion paths](https://github.com/openclaw/openclaw/issues/67661) — open
 
-### `ajfonthemove`
-
-- profile: [github.com/ajfonthemove](https://github.com/ajfonthemove)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aajfonthemove)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aajfonthemove)
-- repo first seen: `2026-03-03T06:01:04Z`
-- repo last seen: `2026-04-17T21:44:50Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **53 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 **medium**
-- heuristic read: **very new account; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #68286: feat(memory-core): expose vectorScore and textScore in hybrid search results](https://github.com/openclaw/openclaw/pull/68286) — open
-- [Issue #68166: [Feature]: expose vectorScore and textScore in hybrid search results](https://github.com/openclaw/openclaw/issues/68166) — open
-
 ### `andydoucet`
 
 - profile: [github.com/andydoucet](https://github.com/andydoucet)
@@ -10466,7 +10467,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abohell)
 - repo first seen: `2026-04-19T00:35:02Z`
 - repo last seen: `2026-04-19T00:35:02Z`
-- 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**
@@ -10774,6 +10775,27 @@ Example artifacts:
 Example artifacts:
 - [PR #67023: fix(memory-core): prevent dreaming-narrative session leaks (#66358)](https://github.com/openclaw/openclaw/pull/67023) — open
 
+### `cholaolu-boop`
+
+- profile: [github.com/cholaolu-boop](https://github.com/cholaolu-boop)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Acholaolu-boop)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Acholaolu-boop)
+- repo first seen: `2026-04-19T01:49:31Z`
+- repo last seen: `2026-04-19T01:49:31Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **120 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **young account; high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #68765: fix(gateway): preserve chat history across compaction checkpoint chains](https://github.com/openclaw/openclaw/pull/68765) — open
+
 ### `christnorman`
 
 - profile: [github.com/christnorman](https://github.com/christnorman)
@@ -12518,6 +12540,27 @@ Example artifacts:
 Example artifacts:
 - [PR #65123: fix(discord): preserve explicit target kind when parsing recipients](https://github.com/openclaw/openclaw/pull/65123) — open
 
+### `jaredmarin`
+
+- profile: [github.com/jaredmarin](https://github.com/jaredmarin)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajaredmarin)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajaredmarin)
+- repo first seen: `2026-04-19T01:22:18Z`
+- repo last seen: `2026-04-19T01:22:18Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **3319 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 #68756: feat: integrate Mission Control v3.0 UI updates](https://github.com/openclaw/openclaw/pull/68756) — open
+
 ### `jason-zimmer`
 
 - profile: [github.com/jason-zimmer](https://github.com/jason-zimmer)
@@ -12623,27 +12666,6 @@ Example artifacts:
 Example artifacts:
 - [PR #65554: Jdc4429 media support v2 - Updated to work with latest version 2026.4.11](https://github.com/openclaw/openclaw/pull/65554) — open
 
-### `jeep91106-cpu`
-
-- profile: [github.com/jeep91106-cpu](https://github.com/jeep91106-cpu)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajeep91106-cpu)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajeep91106-cpu)
-- repo first seen: `2026-04-12T01:28:15Z`
-- repo last seen: `2026-04-12T01:48:56Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **103 days**
-- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **young account; many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #65080: fix: avoid empty provider plugin load fallback](https://github.com/openclaw/openclaw/pull/65080) — closed
-
 ### `JeevaByte`
 
 - profile: [github.com/JeevaByte](https://github.com/JeevaByte)
@@ -12686,27 +12708,6 @@ Example artifacts:
 Example artifacts:
 - [PR #66933: feat(tools): per-sender tool capability tiers via toolsBySender](https://github.com/openclaw/openclaw/pull/66933) — open
 
-### `Jerry-Xin`
-
-- profile: [github.com/Jerry-Xin](https://github.com/Jerry-Xin)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AJerry-Xin)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AJerry-Xin)
-- repo first seen: `2026-03-13T06:51:39Z`
-- repo last seen: `2026-04-16T08:11:03Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **118 comments / 1 reviews / 1 review comments**
-- account age: **4826 days**
-- recent public PR activity: **7 PRs** (3 merged / 1 closed-unmerged / 3 open; merged rate **43%**, closed-unmerged rate **14%**, open rate **43%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share**
-
-Example artifacts:
-- [PR #67509: fix: add root guard to prevent CLI execution as root (#67478)](https://github.com/openclaw/openclaw/pull/67509) — open
-
 ### `jerryklocke-data`
 
 - profile: [github.com/jerryklocke-data](https://github.com/jerryklocke-data)
@@ -12917,6 +12918,27 @@ Example artifacts:
 Example artifacts:
 - [PR #66002: Fallback ACP metadata lookup for thread aliases](https://github.com/openclaw/openclaw/pull/66002) — closed
 
+### `juggsnjava-git`
+
+- profile: [github.com/juggsnjava-git](https://github.com/juggsnjava-git)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajuggsnjava-git)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajuggsnjava-git)
+- repo first seen: `2026-04-19T01:27:27Z`
+- repo last seen: `2026-04-19T01:27:27Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **0 days**
+- recent public PR activity: **3 PRs** (0 merged / 2 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **67%**, open rate **33%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **very new account; many recent closed-unmerged PRs; no visible non-self stars**
+
+Example artifacts:
+- [PR #68759: Juggsnjava git patch 1](https://github.com/openclaw/openclaw/pull/68759) — closed
+
 ### `juliopx`
 
 - profile: [github.com/juliopx](https://github.com/juliopx)
@@ -15333,27 +15355,6 @@ Example artifacts:
 Example artifacts:
 - [PR #65462: fix(acpx): use plugin service stateDir and stop writing into plugin root](https://github.com/openclaw/openclaw/pull/65462) — closed
 
-### `SimbaKingjoe`
-
-- profile: [github.com/SimbaKingjoe](https://github.com/SimbaKingjoe)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ASimbaKingjoe)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ASimbaKingjoe)
-- repo first seen: `2026-04-13T10:48:04Z`
-- repo last seen: `2026-04-15T06:44:12Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **1147 days**
-- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #65893: fix(openai): improve debuggability of codex cli auth file reading](https://github.com/openclaw/openclaw/pull/65893) — closed
-
 ### `simon-marcus`
 
 - profile: [github.com/simon-marcus](https://github.com/simon-marcus)

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-size 7515673
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-size 1477001
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+size 1485793

snapshots/20260419T022035Z/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"
+  },
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+  "crawl_started_at": "2026-04-19T02:20:35Z",
+  "delta_counts": {
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+    "links": 91,
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+  "extracted_at": "2026-04-19T02:20:35Z",
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snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260419T012035Z/manifest.json",
-  "latest_snapshot_id": "20260419T012035Z",
+  "archived_manifest_path": "snapshots/20260419T022035Z/manifest.json",
+  "latest_snapshot_id": "20260419T022035Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-04-19T01:20:35Z",
+  "next_since": "2026-04-19T02:20:35Z",
   "repo": "openclaw/openclaw",
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 }

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-  "next_since": "2026-04-19T01:20:35Z",
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+  "next_since": "2026-04-19T02:20:35Z",
   "repo": "openclaw/openclaw",
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+  "updated_at": "2026-04-19T02:20:35Z"
 }