Refresh openclaw dataset snapshot 20260427T210014Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
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+- latest snapshot: `20260427T210014Z`
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-      "live_refetch_skipped": true,
-      "account_age_days": 75,
-      "young_account": true,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "medium",
-      "heuristic_note": "very new account; many recent closed-unmerged PRs; 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": 69455,
-            "title": "feat(cron): add bash-kind payload for zero-LLM cron execution",
-            "url": "https://github.com/openclaw/openclaw/pull/69455",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-20T20:41:53Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "san-stark-1975",
       "name": null,

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: openclaw/openclaw
 
-- Snapshot: `20260427T180024Z`
-- Generated: `2026-04-27T18:02:02Z`
+- Snapshot: `20260427T210014Z`
+- Generated: `2026-04-27T21:01:47Z`
 - Activity window: `7d`
-- Contributors: `622`
+- Contributors: `617`
 
 ## Summary
 
@@ -64,7 +64,6 @@
 | `yuaiccc` | [profile](https://github.com/yuaiccc) | no | NONE | 1375d | `2026-04-21T07:44:21Z` | 14 | 0 | n/a | low | low | no visible non-self stars |
 | `zhouhe-xydt` | [profile](https://github.com/zhouhe-xydt) | no | CONTRIBUTOR | 44d | `2026-03-10T08:57:32Z` | 13 | 3 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `draix` | [profile](https://github.com/draix) | no | NONE | 5822d | `2026-04-12T04:34:31Z` | 13 | 0 | weak | moderate | low | high recent PR volume; high open PR share |
-| `sk7n4k3d` | [profile](https://github.com/sk7n4k3d) | no | CONTRIBUTOR | 1825d | `2026-04-20T11:10:08Z` | 13 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Feelw00` | [profile](https://github.com/Feelw00) | no | CONTRIBUTOR | 2690d | `2026-04-08T10:39:32Z` | 12 | 10 | weak | low | low | high open PR share; targets high-star repos |
 | `haishmg` | [profile](https://github.com/haishmg) | no | CONTRIBUTOR | 4712d | `2026-04-20T06:31:34Z` | 12 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `mjamiv` | [profile](https://github.com/mjamiv) | no | CONTRIBUTOR | 986d | `2026-03-26T06:24:13Z` | 11 | 10 | weak | low | low | high open PR share |
@@ -146,7 +145,6 @@
 | `yanghua` | [profile](https://github.com/yanghua) | no | NONE | 4976d | `2026-04-22T07:08:38Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Zozi96` | [profile](https://github.com/Zozi96) | no | NONE | 2052d | `2026-04-25T22:39:49Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `mbelinky` | [profile](https://github.com/mbelinky) | no | CONTRIBUTOR | 1077d | `2026-02-08T09:07:45Z` | 31 | 0 | strong | low | low | targets high-star repos |
-| `SARAMALI15792` | [profile](https://github.com/SARAMALI15792) | no | CONTRIBUTOR | 992d | `2026-04-02T10:01:48Z` | 18 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `scoootscooob` | [profile](https://github.com/scoootscooob) | no | CONTRIBUTOR | 735d | `2026-02-26T07:20:09Z` | 13 | 3 | strong | low | low | targets high-star repos |
 | `lawrence3699` | [profile](https://github.com/lawrence3699) | no | CONTRIBUTOR | 135d | `2026-04-02T06:06:33Z` | 13 | 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 |
 | `Magicray1217` | [profile](https://github.com/Magicray1217) | no | CONTRIBUTOR | 34d | `2026-04-13T10:47:52Z` | 12 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
@@ -169,7 +167,6 @@
 | `dorukardahan` | [profile](https://github.com/dorukardahan) | no | CONTRIBUTOR | 3001d | `2026-02-18T22:33:42Z` | 4 | 2 | mixed | moderate | low | — |
 | `jduartedj` | [profile](https://github.com/jduartedj) | no | NONE | 5743d | `2026-02-07T15:36:29Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `leonchui` | [profile](https://github.com/leonchui) | no | CONTRIBUTOR | 1799d | `2026-03-20T23:26:13Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `sallyom` | [profile](https://github.com/sallyom) | no | CONTRIBUTOR | 4072d | `2026-02-08T13:29:20Z` | 4 | 0 | strong | low | low | — |
 | `foxtrot026` | [profile](https://github.com/foxtrot026) | no | CONTRIBUTOR | 60d | `2026-03-01T01:31:07Z` | 3 | 3 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `flowolforg` | [profile](https://github.com/flowolforg) | no | NONE | 1624d | `2026-03-16T18:42:00Z` | 3 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `colin-lgtm` | [profile](https://github.com/colin-lgtm) | no | NONE | 233d | `2026-04-12T21:59:13Z` | 3 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -223,9 +220,11 @@
 | `windsonsea` | [profile](https://github.com/windsonsea) | no | NONE | 1883d | `2026-04-27T07:01:00Z` | 2 | 0 | mixed | moderate | low | high recent PR volume |
 | `ZHOUKAILIAN` | [profile](https://github.com/ZHOUKAILIAN) | no | NONE | 1511d | `2026-04-26T01:11:50Z` | 2 | 0 | mixed | moderate | low | — |
 | `kagura-agent` | [profile](https://github.com/kagura-agent) | no | CONTRIBUTOR | 32d | `2026-03-18T00:16:55Z` | 44 | 29 | mixed | high | high | very new account; extremely high recent PR volume; broad repo spread; high open PR share |
+| `SARAMALI15792` | [profile](https://github.com/SARAMALI15792) | no | CONTRIBUTOR | 992d | `2026-04-02T10:01:48Z` | 18 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `yozu` | [profile](https://github.com/yozu) | no | NONE | 5195d | `2026-04-01T11:35:19Z` | 17 | 4 | weak | low | low | high open PR share; targets high-star repos |
 | `amittell` | [profile](https://github.com/amittell) | no | CONTRIBUTOR | 5201d | `2026-02-23T20:22:28Z` | 14 | 1 | strong | low | low | — |
 | `frankekn` | [profile](https://github.com/frankekn) | no | MEMBER | 4714d | `2026-01-29T00:35:02Z` | 13 | 2 | strong | low | low | targets high-star repos |
+| `sk7n4k3d` | [profile](https://github.com/sk7n4k3d) | no | CONTRIBUTOR | 1825d | `2026-04-20T11:10:08Z` | 13 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `lyfuci` | [profile](https://github.com/lyfuci) | no | CONTRIBUTOR | 3970d | `2026-03-04T12:15:50Z` | 12 | 1 | 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` | 12 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `zeroaltitude` | [profile](https://github.com/zeroaltitude) | no | CONTRIBUTOR | 6130d | `2026-02-13T05:45:05Z` | 11 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -259,6 +258,7 @@
 | `garagon` | [profile](https://github.com/garagon) | no | NONE | 5894d | `2026-04-03T22:44:27Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
 | `iteemoo6` | [profile](https://github.com/iteemoo6) | no | NONE | 1091d | `2026-03-12T03:28:52Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Ricardo-M-L` | [profile](https://github.com/Ricardo-M-L) | no | NONE | 2086d | `2026-04-11T13:13:57Z` | 4 | 0 | weak | high | low | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
+| `sallyom` | [profile](https://github.com/sallyom) | no | CONTRIBUTOR | 4072d | `2026-02-08T13:29:20Z` | 4 | 0 | strong | low | low | — |
 | `SeashoreShi` | [profile](https://github.com/SeashoreShi) | no | NONE | 4255d | `2026-03-24T05:36:53Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `xudaiyanzi` | [profile](https://github.com/xudaiyanzi) | no | NONE | 2751d | `2026-04-14T20:23:42Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `SweetSophia` | [profile](https://github.com/SweetSophia) | no | NONE | 2744d | `2026-02-24T02:23:54Z` | 3 | 9 | strong | moderate | low | high recent PR volume |
@@ -457,7 +457,6 @@
 | `chengjiew` | [profile](https://github.com/chengjiew) | no | NONE | 1963d | `2026-04-23T15:18:55Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `chrislangston` | [profile](https://github.com/chrislangston) | no | NONE | 3791d | `2026-04-24T18:33:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Christopher-Schulze` | [profile](https://github.com/Christopher-Schulze) | no | NONE | 357d | `2026-04-27T01:24:21Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
-| `cmaldonado80` | [profile](https://github.com/cmaldonado80) | no | NONE | 3702d | `2026-04-20T20:41:32Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `coastfly007` | [profile](https://github.com/coastfly007) | no | NONE | 19d | `2026-04-21T20:34:50Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Code4livingg` | [profile](https://github.com/Code4livingg) | no | NONE | 372d | `2026-04-22T11:53:16Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `CornChowderWithSausage` | [profile](https://github.com/CornChowderWithSausage) | no | NONE | 57d | `2026-04-24T01:53:17Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
@@ -501,7 +500,6 @@
 | `haniaraman` | [profile](https://github.com/haniaraman) | no | NONE | 402d | `2026-04-24T18:24:42Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `HFConsultant` | [profile](https://github.com/HFConsultant) | no | CONTRIBUTOR | 2233d | `2026-04-22T18:12:18Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `hgezim` | [profile](https://github.com/hgezim) | no | NONE | 6068d | `2026-04-20T21:05:45Z` | 1 | 0 | mixed | low | low | — |
-| `hkalkoti1` | [profile](https://github.com/hkalkoti1) | no | NONE | 601d | `2026-04-20T18:35:24Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `hoppsen` | [profile](https://github.com/hoppsen) | no | NONE | 4607d | `2026-04-24T20:30:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `hszhsz` | [profile](https://github.com/hszhsz) | no | NONE | 4576d | `2026-04-21T01:43:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `iclem` | [profile](https://github.com/iclem) | no | NONE | 3059d | `2026-04-23T06:32:38Z` | 1 | 0 | weak | low | low | — |
@@ -566,7 +564,6 @@
 | `Nizomidin21` | [profile](https://github.com/Nizomidin21) | no | NONE | 351d | `2026-04-22T06:55:50Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `nkuhanas` | [profile](https://github.com/nkuhanas) | no | NONE | 1442d | `2026-04-22T02:36:19Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `pathanaawej0-dot` | [profile](https://github.com/pathanaawej0-dot) | no | NONE | 214d | `2026-04-27T07:23:04Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
-| `patl4588` | [profile](https://github.com/patl4588) | no | NONE | 309d | `2026-04-20T20:25:29Z` | 1 | 0 | weak | very high | high | young account; high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars |
 | `PattaraS` | [profile](https://github.com/PattaraS) | no | NONE | 4657d | `2026-04-23T00:09:33Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `pejmanjohn` | [profile](https://github.com/pejmanjohn) | no | CONTRIBUTOR | 5637d | `2026-02-14T06:13:08Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `PopFlamingo` | [profile](https://github.com/PopFlamingo) | no | NONE | 4285d | `2026-04-24T10:42:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -578,8 +575,6 @@
 | `RevHuang` | [profile](https://github.com/RevHuang) | no | NONE | 827d | `2026-04-25T03:17:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `robertdonnellyiii` | [profile](https://github.com/robertdonnellyiii) | no | NONE | 7d | `2026-04-22T03:21:53Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; targets high-star repos |
 | `rockyzh` | [profile](https://github.com/rockyzh) | no | NONE | 6242d | `2026-04-26T17:42:55Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `rzyns` | [profile](https://github.com/rzyns) | no | NONE | 4777d | `2026-04-20T20:56:51Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `samgibson-bot` | [profile](https://github.com/samgibson-bot) | no | NONE | 75d | `2026-04-20T20:41:53Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; targets high-star repos |
 | `san-stark-1975` | [profile](https://github.com/san-stark-1975) | no | NONE | 0d | `2026-04-22T11:06:26Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `SavantLogics` | [profile](https://github.com/SavantLogics) | no | NONE | 2964d | `2026-04-22T00:19:12Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `SebTardif` | [profile](https://github.com/SebTardif) | no | CONTRIBUTOR | 5192d | `2026-04-25T19:15:50Z` | 1 | 0 | strong | low | low | targets high-star repos |
@@ -1951,29 +1946,6 @@ Example artifacts:
 - [PR #71092: fix(stability): preserve error message, stack, and cause in bundle writer (#71071)](https://github.com/openclaw/openclaw/pull/71092) — closed
 - [PR #70636: fix(ui): show agent display name for channel-prefixed session keys in switcher](https://github.com/openclaw/openclaw/pull/70636) — closed
 
-### `sk7n4k3d`
-
-- profile: [github.com/sk7n4k3d](https://github.com/sk7n4k3d)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ask7n4k3d)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ask7n4k3d)
-- repo first seen: `2026-04-20T11:10:08Z`
-- repo last seen: `2026-04-21T10:17:16Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **13**
-- snapshot authored PRs/issues: **13 PRs / 0 issues**
-- snapshot discussion activity: **15 comments / 0 reviews / 0 review comments**
-- account age: **1825 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; targets high-star repos**
-
-Example artifacts:
-- [PR #69677: fix(agents/failover): classify undici 'terminated' and codex 'Request failed' as timeout (#69368)](https://github.com/openclaw/openclaw/pull/69677) — closed, merged
-- [PR #69438: fix(config/io): preserve symlinked config by writing through realpath](https://github.com/openclaw/openclaw/pull/69438) — closed
-- [PR #69433: fix(infra/net): propagate global stream timeout onto pinned http/1.1 dispatchers](https://github.com/openclaw/openclaw/pull/69433) — closed
-
 ### `Feelw00`
 
 - profile: [github.com/Feelw00](https://github.com/Feelw00)
@@ -3904,29 +3876,6 @@ Example artifacts:
 - [PR #70621: Fix root durable memory split-brain repair](https://github.com/openclaw/openclaw/pull/70621) — closed, merged
 - [PR #68917: pr-flow: clarify missing wrapper stages](https://github.com/openclaw/openclaw/pull/68917) — closed
 
-### `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: `2026-04-25T17:07:39Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **18**
-- snapshot authored PRs/issues: **18 PRs / 0 issues**
-- snapshot discussion activity: **16 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 #69701: fix(gateway): skip IPv6 ::1 loopback binding on Windows to prevent HTTP hang](https://github.com/openclaw/openclaw/pull/69701) — open
-- [PR #69431: fix(gateway): classify loopback shared-secret clients as local for pairing](https://github.com/openclaw/openclaw/pull/69431) — closed, merged
-- [PR #68949: fix: enable MCP tools in Pi runtime for coding/messaging profiles (#68875)](https://github.com/openclaw/openclaw/pull/68949) — closed
-
 ### `scoootscooob`
 
 - profile: [github.com/scoootscooob](https://github.com/scoootscooob)
@@ -4459,29 +4408,6 @@ Example artifacts:
 - [PR #71685: Fix Azure TTS provider issues from code review](https://github.com/openclaw/openclaw/pull/71685) — closed
 - [PR #51776: feat(tts): add Azure Speech TTS provider](https://github.com/openclaw/openclaw/pull/51776) — closed, merged
 
-### `sallyom`
-
-- profile: [github.com/sallyom](https://github.com/sallyom)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asallyom)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asallyom)
-- repo first seen: `2026-02-08T13:29:20Z`
-- repo last seen: `2026-04-26T18:07:02Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **60 comments / 10 reviews / 9 review comments**
-- account age: **4072 days**
-- recent public PR activity: **5 PRs** (4 merged / 0 closed-unmerged / 1 open; merged rate **80%**, closed-unmerged rate **0%**, open rate **20%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #72260: diagnostics: defer OTEL run span finalization](https://github.com/openclaw/openclaw/pull/72260) — closed, merged
-- [PR #69444: fix: handle reasoning-only image responses](https://github.com/openclaw/openclaw/pull/69444) — closed, merged
-- [PR #69039: add option for MCP apps support](https://github.com/openclaw/openclaw/pull/69039) — open, draft
-
 ### `foxtrot026`
 
 - profile: [github.com/foxtrot026](https://github.com/foxtrot026)
@@ -5690,6 +5616,29 @@ Example artifacts:
 - [Issue #71911: Discord DM messages delivered twice: real-time + queued (follow-up to #71306)](https://github.com/openclaw/openclaw/issues/71911) — closed
 - [Issue #71387: Cron scheduler does not re-arm timers for jobs with empty state after gateway restart](https://github.com/openclaw/openclaw/issues/71387) — closed
 
+### `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: `2026-04-25T17:07:39Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **18**
+- snapshot authored PRs/issues: **18 PRs / 0 issues**
+- snapshot discussion activity: **16 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 #69701: fix(gateway): skip IPv6 ::1 loopback binding on Windows to prevent HTTP hang](https://github.com/openclaw/openclaw/pull/69701) — open
+- [PR #69431: fix(gateway): classify loopback shared-secret clients as local for pairing](https://github.com/openclaw/openclaw/pull/69431) — closed, merged
+- [PR #68949: fix: enable MCP tools in Pi runtime for coding/messaging profiles (#68875)](https://github.com/openclaw/openclaw/pull/68949) — closed
+
 ### `yozu`
 
 - profile: [github.com/yozu](https://github.com/yozu)
@@ -5765,6 +5714,29 @@ Example artifacts:
 - [Issue #63130: claude-cli OAuth token not auto-refreshed; agents silently fall back](https://github.com/openclaw/openclaw/issues/63130) — closed
 - [Issue #63054: Bug: NO_REPLY token leaks as visible text when model generates trailing content after NO_REPLY](https://github.com/openclaw/openclaw/issues/63054) — closed
 
+### `sk7n4k3d`
+
+- profile: [github.com/sk7n4k3d](https://github.com/sk7n4k3d)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ask7n4k3d)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ask7n4k3d)
+- repo first seen: `2026-04-20T11:10:08Z`
+- repo last seen: `2026-04-21T10:17:16Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **13**
+- snapshot authored PRs/issues: **13 PRs / 0 issues**
+- snapshot discussion activity: **15 comments / 0 reviews / 0 review comments**
+- account age: **1825 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; targets high-star repos**
+
+Example artifacts:
+- [PR #69677: fix(agents/failover): classify undici 'terminated' and codex 'Request failed' as timeout (#69368)](https://github.com/openclaw/openclaw/pull/69677) — closed, merged
+- [PR #69438: fix(config/io): preserve symlinked config by writing through realpath](https://github.com/openclaw/openclaw/pull/69438) — closed
+- [PR #69433: fix(infra/net): propagate global stream timeout onto pinned http/1.1 dispatchers](https://github.com/openclaw/openclaw/pull/69433) — closed
+
 ### `lyfuci`
 
 - profile: [github.com/lyfuci](https://github.com/lyfuci)
@@ -6556,6 +6528,29 @@ Example artifacts:
 - [PR #64872: fix: convert local media paths to gateway URLs in WhatsApp reply pipeline](https://github.com/openclaw/openclaw/pull/64872) — closed
 - [PR #64820: fix(feishu): break circular module init causing ReferenceError on group mention](https://github.com/openclaw/openclaw/pull/64820) — open
 
+### `sallyom`
+
+- profile: [github.com/sallyom](https://github.com/sallyom)
+- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asallyom)
+- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asallyom)
+- repo first seen: `2026-02-08T13:29:20Z`
+- repo last seen: `2026-04-26T18:07:02Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **4 PRs / 0 issues**
+- snapshot discussion activity: **60 comments / 10 reviews / 9 review comments**
+- account age: **4072 days**
+- recent public PR activity: **5 PRs** (4 merged / 0 closed-unmerged / 1 open; merged rate **80%**, closed-unmerged rate **0%**, open rate **20%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #72260: diagnostics: defer OTEL run span finalization](https://github.com/openclaw/openclaw/pull/72260) — closed, merged
+- [PR #69444: fix: handle reasoning-only image responses](https://github.com/openclaw/openclaw/pull/69444) — closed, merged
+- [PR #69039: add option for MCP apps support](https://github.com/openclaw/openclaw/pull/69039) — open, draft
+
 ### `SeashoreShi`
 
 - profile: [github.com/SeashoreShi](https://github.com/SeashoreShi)
@@ -11033,27 +11028,6 @@ Example artifacts:
 Example artifacts:
 - [PR #72476: Pass through configured thinking budgets](https://github.com/openclaw/openclaw/pull/72476) — open
 
-### `cmaldonado80`
-
-- profile: [github.com/cmaldonado80](https://github.com/cmaldonado80)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Acmaldonado80)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Acmaldonado80)
-- repo first seen: `2026-04-20T20:41:32Z`
-- repo last seen: `2026-04-20T20:41:32Z`
-- 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: **3702 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 #69454: Control UI: reduce unnecessary gateway churn and prevent stale index caching](https://github.com/openclaw/openclaw/pull/69454) — open
-
 ### `coastfly007`
 
 - profile: [github.com/coastfly007](https://github.com/coastfly007)
@@ -11957,27 +11931,6 @@ Example artifacts:
 Example artifacts:
 - [PR #69463: feat(observability): add configurable session tracing headers for LLM requests](https://github.com/openclaw/openclaw/pull/69463) — open
 
-### `hkalkoti1`
-
-- profile: [github.com/hkalkoti1](https://github.com/hkalkoti1)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ahkalkoti1)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ahkalkoti1)
-- repo first seen: `2026-04-20T18:35:24Z`
-- repo last seen: `2026-04-20T20:11:24Z`
-- 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 / 2 reviews / 2 review comments**
-- account age: **601 days**
-- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #69428: fix(msteams): paginate thread replies and keep recent context](https://github.com/openclaw/openclaw/pull/69428) — open
-
 ### `hoppsen`
 
 - profile: [github.com/hoppsen](https://github.com/hoppsen)
@@ -13322,27 +13275,6 @@ Example artifacts:
 Example artifacts:
 - [PR #72683: feat(extensions): add google-vertex-express provider](https://github.com/openclaw/openclaw/pull/72683) — open
 
-### `patl4588`
-
-- profile: [github.com/patl4588](https://github.com/patl4588)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Apatl4588)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Apatl4588)
-- repo first seen: `2026-04-20T20:25:29Z`
-- repo last seen: `2026-04-20T20:25:29Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **309 days**
-- recent public PR activity: **85 PRs** (2 merged / 15 closed-unmerged / 68 open; merged rate **2%**, closed-unmerged rate **18%**, open rate **80%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
-- heuristic read: **young account; high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars**
-
-Example artifacts:
-- [PR #69452: docs(providers): document Anthropic-compatible proxy config (aiusage example)](https://github.com/openclaw/openclaw/pull/69452) — closed
-
 ### `PattaraS`
 
 - profile: [github.com/PattaraS](https://github.com/PattaraS)
@@ -13574,48 +13506,6 @@ Example artifacts:
 Example artifacts:
 - [PR #72298: fix(msteams): use federated token exchange for managed identity auth](https://github.com/openclaw/openclaw/pull/72298) — closed
 
-### `rzyns`
-
-- profile: [github.com/rzyns](https://github.com/rzyns)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Arzyns)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Arzyns)
-- repo first seen: `2026-04-20T20:56:51Z`
-- repo last seen: `2026-04-20T20:56:51Z`
-- 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: **4777 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 #69458: fix(memory): keep active memory capability visible across plugin scopes](https://github.com/openclaw/openclaw/pull/69458) — open
-
-### `samgibson-bot`
-
-- profile: [github.com/samgibson-bot](https://github.com/samgibson-bot)
-- repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Asamgibson-bot)
-- repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Asamgibson-bot)
-- repo first seen: `2026-04-20T20:41:53Z`
-- repo last seen: `2026-04-20T20:41:53Z`
-- 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: **75 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: **very new account; many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #69455: feat(cron): add bash-kind payload for zero-LLM cron execution](https://github.com/openclaw/openclaw/pull/69455) — closed
-
 ### `san-stark-1975`
 
 - profile: [github.com/san-stark-1975](https://github.com/san-stark-1975)

new_contributors.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:446fd7af46b8583ef65283615dff8d9ffe9082f9f6433c81cd97de66c63ed3bb
-size 87865
+oid sha256:6e07dc7fb64cac0988e563ea278dc4b39074ff5f2ff20c09201556bb0b547e44
+size 87344

pr-scope-clusters.json

@@ -1,7 +1,7 @@
 {
   "repo": "openclaw/openclaw",
-  "snapshot_id": "20260427T180024Z",
-  "generated_at": "2026-04-27T18:01:56Z",
+  "snapshot_id": "20260427T210014Z",
+  "generated_at": "2026-04-27T21:01:41Z",
   "cluster_count": 392,
   "pr_scope_clusters": [
     {

snapshots/20260427T210014Z/manifest.json

@@ -0,0 +1,41 @@
+{
+  "artifacts": {
+    "archived_pr_scope_clusters_json": "snapshots/20260427T210014Z/pr-scope-clusters.json",
+    "new_contributors_json": "new-contributors-report.json",
+    "new_contributors_markdown": "new-contributors-report.md",
+    "new_contributors_parquet": "new_contributors.parquet",
+    "pr_scope_clusters_json": "pr-scope-clusters.json"
+  },
+  "counts": {
+    "comments": 165484,
+    "issues": 14528,
+    "links": 80818,
+    "new_contributors": 617,
+    "pr_diffs": 9810,
+    "pr_files": 178826,
+    "pull_requests": 9810,
+    "review_comments": 46510,
+    "reviews": 34866,
+    "timeline_events": 221816
+  },
+  "crawl_started_at": "2026-04-27T21:00:14Z",
+  "delta_counts": {
+    "comments": 0,
+    "issue_stubs": 0,
+    "issues": 0,
+    "links": 54367,
+    "pr_diffs": 0,
+    "pr_files": 0,
+    "pull_requests": 0,
+    "review_comments": 0,
+    "reviews": 0,
+    "timeline_events": 0
+  },
+  "extracted_at": "2026-04-27T21:00:14Z",
+  "repo": "openclaw/openclaw",
+  "snapshot_id": "20260427T210014Z",
+  "watermark": {
+    "effective_since": "2026-04-27T18:00:24Z",
+    "next_since": "2026-04-27T21:00:14Z"
+  }
+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260427T180024Z/manifest.json",
-  "latest_snapshot_id": "20260427T180024Z",
+  "archived_manifest_path": "snapshots/20260427T210014Z/manifest.json",
+  "latest_snapshot_id": "20260427T210014Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-04-27T18:00:24Z",
+  "next_since": "2026-04-27T21:00:14Z",
   "repo": "openclaw/openclaw",
-  "snapshot_dir": "snapshots/20260427T180024Z"
+  "snapshot_dir": "snapshots/20260427T210014Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-04-27T15:00:17Z",
-  "last_successful_snapshot_id": "20260427T180024Z",
-  "next_since": "2026-04-27T18:00:24Z",
+  "effective_since": "2026-04-27T18:00:24Z",
+  "last_successful_snapshot_id": "20260427T210014Z",
+  "next_since": "2026-04-27T21:00:14Z",
   "repo": "openclaw/openclaw",
-  "updated_at": "2026-04-27T18:00:24Z"
+  "updated_at": "2026-04-27T21:00:14Z"
 }