MemTensor / MemOS

When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.

Full resolved dependency set from the GitHub dependency graph: 23 direct and 846 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

Installing pypi:MemoryOS@2.0.24 pulls in 127 packages, direct and transitive: 5 carry known advisories, of which 2 are direct dependencies.

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

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        "Makefile": 832,
        "Dockerfile": 3200,
        "JavaScript": 222614,
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        "Go Template": 762
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      "created_at": "2025-07-06T09:51:27Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-24T05:11:45Z",
      "description": "Self-evolving memory OS for LLM & AI Agents: ultra-persistent memory, hybrid-retrieval, and cross-task skill reuse, with 35.24% token savings",
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        }
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        {
          "oid": "6734a0ea8d01293b4dae3611fae0ab3834366e1b",
          "body": "This reverts commit 21a27ed19dcbbfcf830a3ce1253aed5b2ee66898.\n\nCo-authored-by: jiachengzhen <jiacz@memtensor.cn>",
          "is_bot": false,
          "headline": "Revert \"feat: chunk batch reflection scoring (#1957)\" (#2145)",
          "author_name": "zhaxi",
          "author_login": "syzsunshine219",
          "committed_at": "2026-07-23T09:50:48Z",
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        {
          "oid": "21a27ed19dcbbfcf830a3ce1253aed5b2ee66898",
          "body": "* Fix #1540: fix: (#1824)\n\ndocs(memos-local-plugin): clarify install path and stale dir names (#1540)\n\nThe README's 'Quick start' section told users to use install.sh instead\nof npm install, but the warning was buried and users still tried\n'npm install -g @memtensor/memos-local-plugin' first. The re\n[…]\n-by: Jiang <33757498+hijzy@users.noreply.github.com>\nCo-authored-by: GU TIANCHUN <96930846+TianchunGu@users.noreply.github.com>\nCo-authored-by: Dubberman <48425266+whipser030@users.noreply.github.com>",
          "is_bot": false,
          "headline": "feat: chunk batch reflection scoring (#1957)",
          "author_name": "Erick Wipprecht",
          "author_login": "chiefmojo",
          "committed_at": "2026-07-23T09:32:13Z",
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          "oid": "554bb98ee7c28307dbaeac569a0dea49ff0062fd",
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          "is_bot": false,
          "headline": "chore: update version to v2.0.24",
          "author_name": "harvey_xiang",
          "author_login": null,
          "committed_at": "2026-07-19T03:39:07Z",
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        },
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          "oid": "bedc1875cc9d685868f43488a61211c495d3c238",
          "body": "* feat(api): align OpenMem v1 SDK with cloud API\n\n* feat(api): align OpenMem v1 SDK with cloud API\n\n* fix(memos-local): include json hint in user messages (#1756)\n\nCo-authored-by: shinetata <149466187+shinetata@users.noreply.github.com>\n\n* docs: fix scheduler API examples to match server endpoints (\n[…]\nshinetata <149466187+shinetata@users.noreply.github.com>\nCo-authored-by: sunqi <sunqi@memtensor.com>\nCo-authored-by: Cursor <cursoragent@cursor.com>\nCo-authored-by: Memtensor-AI <project@memtensor.cn>",
          "is_bot": false,
          "headline": "Merge 2.0.24 into main (#2119)",
          "author_name": "Qi Weng",
          "author_login": "bittergreen",
          "committed_at": "2026-07-19T03:20:59Z",
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        },
        {
          "oid": "13fbd43743b3b04b8c105a485f6c97729d26f776",
          "body": "…erformance table\n\nAligns the News section's LoCoMo/LongMemEval scores with the Performance table (88.83 / 89.20) in both README.md and README_ZH.md.\n\nFixes #2090",
          "is_bot": false,
          "headline": "Fix #2090: fix: README benchmark scores in News section don't match P…",
          "author_name": "shinetata",
          "author_login": "shinetata",
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          "oid": "c6af4aadc9622c39fea63bf736c9c2a6cca7b9dc",
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          "headline": "Merge branch 'main' into bugfix/autodev-2090-20260709093247057",
          "author_name": "shinetata",
          "author_login": "shinetata",
          "committed_at": "2026-07-09T10:50:53Z",
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        },
        {
          "oid": "2a12736958097d6d3f1b5d472f3b6c315cb989d3",
          "body": "Bumps apps/memos-local-plugin/package.json and package-lock.json for the\npublished npm release 2.0.10.\n\nPublished package:\nhttps://www.npmjs.com/package/@memtensor/memos-local-plugin/v/2.0.10\nRelease tag: memos-local-plugin-v2.0.10",
          "is_bot": false,
          "headline": "release: @memtensor/memos-local-plugin v2.0.10 (#2093)",
          "author_name": "zhaxi",
          "author_login": "syzsunshine219",
          "committed_at": "2026-07-09T09:51:16Z",
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          "oid": "87d084345eeb5e33f7b29d128e90d39a00f391d1",
          "body": null,
          "is_bot": true,
          "headline": "release: @memtensor/memos-local-plugin v2.0.10",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-09T09:47:15Z",
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        {
          "oid": "64cddbfb7d81d268e55dda05c6fdb804a449798e",
          "body": "…mance table\n\nThe News section for 2026-07-02 quoted LoCoMo=92.34 and LongMemEval=93.40\n(added in #2019), while the Performance table just below reports 88.83 and\n89.20 (added in #2078 with the 10-benchmark 2026-07-02 evaluation report).\nUpdate the News entry in both README.md and README_ZH.md to 88.83 / 89.20 so\nthe two sections agree; the Performance table remains the authoritative\nsource.\n\nCloses #2090",
          "is_bot": false,
          "headline": "fix(readme): align News section LoCoMo/LongMemEval scores with Perfor…",
          "author_name": "autodev-bot",
          "author_login": null,
          "committed_at": "2026-07-09T09:37:51Z",
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        {
          "oid": "a8a7b3cb27e9cc6c83c45a1f278f2d11b34eb239",
          "body": "## Summary\n- avoid pushing release commits directly to protected main from plugin\npublish workflows\n- push version bump commits to release/<tag> branches and create PRs\ninstead\n- skip npm publish when the requested version already exists, so\npartially completed releases can be rerun safely\n- include package-lock.json in memos-local-plugin release metadata\ncommits\n\n## Verification\n- ruby YAML parse for both workflow files\n- bash -n for updated publish/release shell blocks\n- git diff --check",
          "is_bot": false,
          "headline": "fix(ci): avoid protected branch push in plugin releases (#2091)",
          "author_name": "zhaxi",
          "author_login": "syzsunshine219",
          "committed_at": "2026-07-09T09:36:09Z",
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          "body": null,
          "is_bot": false,
          "headline": "fix(ci): avoid protected branch push in plugin releases",
          "author_name": "jiachengzhen",
          "author_login": null,
          "committed_at": "2026-07-09T09:28:34Z",
          "body_truncated": false,
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        },
        {
          "oid": "583b07b998afc4debb6c5078439b0b3896f5b097",
          "body": "## Description\n\nPlease include a summary of the change, the problem it solves, the\nimplementation approach, and relevant context. List any dependencies\nrequired for this change.\n\nRelated Issue (Required):  Fixes #issue_number\n\n## Type of change\n\nPlease delete options that are not relevant.\n\n- [ ] Bu\n[…]\nd the person who will review this PR | 我已提及将审查此 PR\n的人\n\n## Reviewer Checklist\n- [ ] closes #xxxx (Replace xxxx with the GitHub issue number)\n- [ ] Made sure Checks passed\n- [ ] Tests have been provided",
          "is_bot": false,
          "headline": "release: merge dev-v2.0.23 into main (#2085)",
          "author_name": "HarveyXiang",
          "author_login": "CarltonXiang",
          "committed_at": "2026-07-09T07:51:42Z",
          "body_truncated": true,
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        },
        {
          "oid": "906b45bb796b506667137fc1a2fefc6649344f4d",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'main' into dev-v2.0.23",
          "author_name": "HarveyXiang",
          "author_login": "CarltonXiang",
          "committed_at": "2026-07-09T07:15:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7a17ce1b558b3c4ec4409366560e3e8a62baeba9",
          "body": null,
          "is_bot": false,
          "headline": "chore: update version to 2.0.23",
          "author_name": "harvey_xiang",
          "author_login": null,
          "committed_at": "2026-07-09T07:10:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "59c14746bd26716045c1a3ce622fd295c8988833",
          "body": "…able vector scan (scan (#2077)\n\n* fix(local-plugin): stop unbounded trace re-insertion + 100% CPU vector scan (#2076)\n\nTwo coupled root causes made the gateway Node process pin one CPU core\nat 100% with 4.2 GB RSS on startup for 40+ minutes on a 518k-row DB.\n\nBug #1 — synchronous full-table vector \n[…]\nerge conflict\n\n---------\n\nCo-authored-by: MemOS AutoDev <autodev@memtensor.local>\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\nCo-authored-by: jiachengzhen <jiacz@memtensor.cn>",
          "is_bot": false,
          "headline": "Fix #2076: local-plugin v2.0.8: gateway CPU 100% — synchronous full-t…",
          "author_name": "Memtensor-AI",
          "author_login": "Memtensor-AI",
          "committed_at": "2026-07-09T06:31:11Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "142fad4f7ce6757e8cd23d8deea9de6027eabae2",
          "body": "fix: publish compiled openclaw plugin entry\n\nCo-authored-by: Ziyang Guo <121015044+RerankerGuo@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix: publish compiled OpenClaw plugin entry (#2084)",
          "author_name": "zhaxi",
          "author_login": "syzsunshine219",
          "committed_at": "2026-07-09T06:29:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "16dcbe638935f1dffaa059c9e6321d9ccff860ee",
          "body": "Reverts #2013 because it was merged into `main`, but the change should\nnot have landed on the main branch.\n\nThis PR was generated with `git revert -m 1\n9adfc7d5d24df372d168d579a9bfd69653ee045e` and only undoes the files\nchanged by #2013.",
          "is_bot": false,
          "headline": "Revert \"fix: publish compiled OpenClaw plugin entry (#2013)\" (#2082)",
          "author_name": "zhaxi",
          "author_login": "syzsunshine219",
          "committed_at": "2026-07-09T06:24:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9deb941e8f888faccad098180cc6197642954f67",
          "body": "* feat(l3): dedicated l3Llm config slot for abstraction pass\n\nL3 abstraction runs on the main `llm`, which on cheap models\n(gemini-2.5-flash-lite) over-extracts and truncates the JSON,\nproducing \"'constraints'/'inference' must be an array\" failures —\nViolet logged 180 such failures and produced only\n[…]\nt\n\n* fix: resolve l3 llm config conflict\n\n* fix: satisfy ruff for hermes bridge reconnect\n\n---------\n\nCo-authored-by: jiachengzhen <jiacz@memtensor.cn>\nCo-authored-by: zhaxi <syzsunshine219@gmail.com>",
          "is_bot": false,
          "headline": "feat(l3): dedicated l3Llm config slot for abstraction pass (#1959)",
          "author_name": "Erick Wipprecht",
          "author_login": "chiefmojo",
          "committed_at": "2026-07-09T06:16:52Z",
          "body_truncated": true,
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        },
        {
          "oid": "b5fd982a63f9820d73845e7eba9ab06c1d074574",
          "body": "This reverts commit 9adfc7d5d24df372d168d579a9bfd69653ee045e, reversing\nchanges made to 96b8bec6ef0317ca5b78976d0f407078c34cbbc0.",
          "is_bot": false,
          "headline": "Revert \"fix: publish compiled OpenClaw plugin entry (#2013)\"",
          "author_name": "jiachengzhen",
          "author_login": null,
          "committed_at": "2026-07-09T06:15:50Z",
          "body_truncated": false,
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        },
        {
          "oid": "9adfc7d5d24df372d168d579a9bfd69653ee045e",
          "body": "Fixes #1675.\n\nSummary\n- Point the npm package and OpenClaw manifests at the compiled\nentrypoint `./dist/index.js` instead of `index.ts`.\n- Include `dist` and `tsconfig.json` in the published package, and run\n`npm run build` during prepublish.\n- Compile from the package root so the root OpenClaw plug\n[…]\not installed in this worktree.\n- Attempted: npm run build; blocked because tsc is not installed in this\nworktree.\n- Attempted: make format; blocked because poetry is not installed in\nthis environment.",
          "is_bot": false,
          "headline": "fix: publish compiled OpenClaw plugin entry (#2013)",
          "author_name": "zhaxi",
          "author_login": "syzsunshine219",
          "committed_at": "2026-07-09T06:13:53Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ff1b1be8c7f014270fe0df96e958b68387068dec",
          "body": "Fixes #1380.\n\nSummary\n- Tighten the skill creation evaluator prompt so low-reuse tasks are\nrejected before skill generation.\n- Add explicit filters for simple tool installation plus basic config,\nexploratory revert/abandon outcomes, and discussion/comparison-only\noutputs.\n- Add the requested experie\n[…]\not installed in this worktree.\n- Attempted: npm run build; blocked because tsc is not installed in this\nworktree.\n- Attempted: make format; blocked because poetry is not installed in\nthis environment.",
          "is_bot": false,
          "headline": "fix: tighten skill generation policy prompts (#2014)",
          "author_name": "zhaxi",
          "author_login": "syzsunshine219",
          "committed_at": "2026-07-09T06:13:04Z",
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        {
          "oid": "fda8c2299169536630dda2b40cf3285e782258c2",
          "body": "* fix: quarantine stale sqlite native binding\n\n* fix(openclaw): report unlink failure (not rename) and dedupe quarantine paths\n\nOCR review on #2049 surfaced two real bugs in quarantineNativeBinding:\n\n1. The inner 'catch {}' block had no binding, so 'reason' reported the\n   outer rename failure inste\n[…]\n-AI <project@memtensor.cn>\nCo-authored-by: Ziyang Guo <121015044+RunMarshal@users.noreply.github.com>\nCo-authored-by: zhaxi <syzsunshine219@gmail.com>\nCo-authored-by: jiachengzhen <jiacz@memtensor.cn>",
          "is_bot": false,
          "headline": "fix: quarantine stale sqlite native binding (#2049)",
          "author_name": "Ziyang Guo",
          "author_login": "RerankerGuo",
          "committed_at": "2026-07-09T06:11:41Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "40f8e832a59bd9e56ac1b2ac338c764008a42b41",
          "body": "…DME_ZH (#2078)\n\n* docs: rewrite README around three usage scenarios with bilingual support\n\n- Rewrite README.md around three entry points: self-host, OpenClaw cloud plugin, local plugin\n- Add Performance block with 10 benchmark scores from 2026-07-02 evaluation report\n- Add \"What MemOS Is For\" sect\n[…]\nCo-authored-by: Cursor <cursoragent@cursor.com>\n\n---------\n\nCo-authored-by: sunqi <sunqi@memtensor.com>\nCo-authored-by: Cursor <cursoragent@cursor.com>\nCo-authored-by: zhaxi <syzsunshine219@gmail.com>",
          "is_bot": false,
          "headline": "docs: rewrite README around three usage scenarios + add bilingual REA…",
          "author_name": "shinetata",
          "author_login": "shinetata",
          "committed_at": "2026-07-09T06:10:45Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "4053c253c00fe8ef654a5f788ee5191929130bd3",
          "body": "…rable (#1483)\n\n* feat(memos-local): make auto-recall Phase 1 parameters configurable\n\nAuto-recall Phase 1 was using hardcoded maxResults=10 and minScore=0.45\nfor the quick local search pass before LLM dedup. This makes those\nvalues configurable via the existing recall.* config namespace:\n\n  recall.\n[…]\necially for\nusers with large memory stores.\n\n* fix: align auto-recall config with base\n\n---------\n\nCo-authored-by: 庸人i <yong@yongrenideMac-mini.local>\nCo-authored-by: jiachengzhen <jiacz@memtensor.cn>",
          "is_bot": false,
          "headline": "feat(memos-local): make auto-recall Phase 1 search parameters configu…",
          "author_name": "yongren-del",
          "author_login": "yongren-del",
          "committed_at": "2026-07-09T06:09:21Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "8db255e4621eb7b0d5604ac36db75d382158592f",
          "body": null,
          "is_bot": false,
          "headline": "fix: tests for preference extractors (#2080)",
          "author_name": "Qi Weng",
          "author_login": "bittergreen",
          "committed_at": "2026-07-09T03:58:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bcb711ee3ceaa44c3393016186d632ae3f84cd87",
          "body": "## Description\n\nfix: Disable thinking for qwen3 preference extractor\n\n## Type of change\n\n- [x] Bug fix (non-breaking change which fixes an issue)\n\n## How Has This Been Tested?\n\n- Not applicable\n\n## Checklist\n\n- [x] I have performed a self-review of my own code | 我已自行检查了自己的代码\n- [x] I have commented m\n[…]\nd the person who will review this PR | 我已提及将审查此 PR\n的人\n\n## Reviewer Checklist\n- [ ] closes #xxxx (Replace xxxx with the GitHub issue number)\n- [ ] Made sure Checks passed\n- [ ] Tests have been provided",
          "is_bot": false,
          "headline": "fix: Disable thinking for qwen3 preference extractor (#2079)",
          "author_name": "Qi Weng",
          "author_login": "bittergreen",
          "committed_at": "2026-07-09T03:50:55Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c739e9f264bbd8f78a6322cf677d2c409f31e138",
          "body": null,
          "is_bot": false,
          "headline": "fix: ruff",
          "author_name": "bittergreen",
          "author_login": "bittergreen",
          "committed_at": "2026-07-09T03:48:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8436e3f85ddd39e51c33d97c0a8f9d0d15a56279",
          "body": "# Conflicts:\n#\tsrc/memos/api/config.py",
          "is_bot": false,
          "headline": "fix: Disable thinking for qwen3 preference extractor",
          "author_name": "bittergreen",
          "author_login": "bittergreen",
          "committed_at": "2026-07-09T03:36:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "11758c95fc961d4c6d7cf8447176b1149be0d4e6",
          "body": "…ist (#1669)\n\nCo-authored-by: zhaxi <syzsunshine219@gmail.com>",
          "is_bot": false,
          "headline": "fix: add missing contracts.tools declaration for OpenClaw tool allowl…",
          "author_name": "saraphine001",
          "author_login": "saraphine001",
          "committed_at": "2026-07-09T03:28:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0f4d2863c53a719ab5052d2f71c485f27e2c2daf",
          "body": "…ble probe (#1663)\n\n## Problem\n\nWhen configuring `openai_compatible` provider with an endpoint that\nalready includes the full API path (e.g. Zhipu AI / GLM models):\n\n```yaml\nendpoint: https://open.bigmodel.cn/api/paas/v4/chat/completions\n```\n\nThe probe function would append another `/v1/chat/complet\n[…]\nutes/models.ts`\n\n## Backward Compatibility\n\nFully backward compatible — existing endpoint formats (`/v1` or base\nURL) continue to work as before. This only adds support for the\nalready-full-path case.",
          "is_bot": false,
          "headline": "fix(memos-local-plugin): handle full endpoint paths in openai_compati…",
          "author_name": "zhaxi",
          "author_login": "syzsunshine219",
          "committed_at": "2026-07-09T03:10:56Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "347ce82ba938744de863f187b880a03bee5e9400",
          "body": "…uplication",
          "is_bot": false,
          "headline": "Merge branch 'dev-v2.0.23' into fix/openai-compatible-endpoint-path-d…",
          "author_name": "zhaxi",
          "author_login": "syzsunshine219",
          "committed_at": "2026-07-09T03:08:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "365bd8b569ede3aefb524da913644fe12165e361",
          "body": "…475)\n\nfeat(memos-local): add data export endpoint and UI (#1474)\n\n- SqliteStore.exportAll(): dump all memories/tasks/skills as JSON\n- SqliteStore.exportMemoriesAsCsv(): memories-only CSV with ISO timestamps\n- GET /api/export?format=json|csv endpoint in ViewerServer\n- Export buttons in Settings → General tab (i18n: en + zh)\n- exportData() JS helper triggers file download via <a> click\n\nCloses #1474\n\nCo-authored-by: zhaxi <syzsunshine219@gmail.com>",
          "is_bot": false,
          "headline": "feat(memos-local): add data export endpoint and UI (closes #1474) (#1…",
          "author_name": "owensun6",
          "author_login": "owensun6",
          "committed_at": "2026-07-09T03:01:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "43b8f2e1a89494870962e9f356f43e97244dfed1",
          "body": "Summary\n- Fixes #1421.\n- Add optional `inputType`, `queryInputType`, and `documentInputType`\nembedding config fields.\n- Route document embeddings through `documentInputType` and query\nembeddings through `queryInputType`, falling back to `inputType` when a\nspecific value is absent.\n- Forward `input_t\n[…]\ntests/embedding-input-type.test.ts (blocked: vitest:\nnot found)\n- npm run build (blocked: tsc: not found)\n- npm run lint (blocked: eslint: not found)\n- make format (blocked: poetry: Command not found)",
          "is_bot": false,
          "headline": "feat: route embedding input types by usage (#2024)",
          "author_name": "zhaxi",
          "author_login": "syzsunshine219",
          "committed_at": "2026-07-09T02:46:19Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a9338d8ad7c2f78b86af810fcc932ca6b48cf177",
          "body": "* docs(cn): translate remaining English text in dream.md\n\n* chore: update github workflow stale.yaml\n\n* feat: add configurable CJK keyword tokenization\n\n---------\n\nCo-authored-by: harvey_xiang <harvey_xiang22@163.com>\nCo-authored-by: sonimwang <17816198144@163.com>\nCo-authored-by: HarveyXiang <harvey_xiang@163.com>",
          "is_bot": false,
          "headline": "feat: add configurable CJK keyword tokenization (#2040)",
          "author_name": "Ziyang Guo",
          "author_login": "RerankerGuo",
          "committed_at": "2026-07-09T02:45:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "de03ab29b10fcc70425d3d1b8a94f95b9556df17",
          "body": "…y skip evolution pipel (#2074)\n\n* fix(memos-local-plugin): actually skip evolution pipeline when lightweightMemory is enabled (#2063)\n\n`buildPipelineSubscribers` used to attach reward / L2 / L3 / skill /\nfeedback subscribers unconditionally, so `algorithm.lightweightMemory.enabled: true`\nonly affec\n[…]\natching\n   the existing recoveryReason=\"lightweight_startup_close_backfill\"\n   distinction so downstream analytics can tell the two apart.\n\n---------\n\nCo-authored-by: autodev <autodev@memtensor.local>",
          "is_bot": false,
          "headline": "Fix #2063: algorithm.lightweightMemory.enabled: true does not actuall…",
          "author_name": "Memtensor-AI",
          "author_login": "Memtensor-AI",
          "committed_at": "2026-07-09T02:40:38Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "edcd7c84d493bed12d629012e10ab2295396e3cc",
          "body": "…th (#1817)\n\n## Summary\n\nThree targeted fixes from companion infrastructure stabilization:\n\n### 1. Skip orphan trace insert during dirty-reward recovery\n(`fc7252fc`)\nWhen `dirtyFlag` triggers a rescore on episodes with no matching turns,\nthe capture path inserts a trace with `r_reward=0` but no vali\n[…]\n/ `::1`).\n\n## Testing\n\nAll three fixes have been running on three companion instances\n(neuromancer, wintermute, case) for 48+ hours with zero bridge failures,\nno new orphan traces, and clean RPC auth.",
          "is_bot": false,
          "headline": "fix: bridge startup race, dirty-reward orphan traces, RPC loopback au…",
          "author_name": "zhaxi",
          "author_login": "syzsunshine219",
          "committed_at": "2026-07-09T02:39:53Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "598b674516f3e8deef7727a6af1ee7a512ca9e29",
          "body": "* docs(cn): translate remaining English text in dream.md\n\n* chore: update github workflow stale.yaml\n\n* fix: avoid blocking OpenClaw registration rebuild\n\n* fix(openclaw): alias pluginDir to moduleDir after detectPluginDir removal\n\nOCR review on #2044 flagged that after removing detectPluginDir(modu\n[…]\ng <harvey_xiang22@163.com>\nCo-authored-by: sonimwang <17816198144@163.com>\nCo-authored-by: HarveyXiang <harvey_xiang@163.com>\nCo-authored-by: Ziyang Guo <121015044+RunMarshal@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix: avoid blocking OpenClaw plugin registration (#2044)",
          "author_name": "Ziyang Guo",
          "author_login": "RerankerGuo",
          "committed_at": "2026-07-09T02:34:58Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2c48b496861d7bea6ca1ff963ba180d7c7209c87",
          "body": "…ponse (#2064)\n\n* fix(skill-crystallize): retry with context when LLM returns empty response\n\n* chore: add retry_succeeded log so successful rescues are visible\nWhen the correction retry rescues a previously-failed crystallization,\nlog a warning with policyId and the original error so operators can\n\n[…]\nn\nthe LLM returns blank output the correction retry was never triggered.\nChanged to  so empty responses also get a retry.\n\n---------\n\nCo-authored-by: 34262315716 <34262315716@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix(skill-crystallize): retry with context when LLM returns empty res…",
          "author_name": "Critical Natural",
          "author_login": "34262315716",
          "committed_at": "2026-07-09T02:33:55Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "46dff5b94164353a0eeb479f65aa783ce2dfd422",
          "body": "* docs(cn): translate remaining English text in dream.md\n\n* chore: update github workflow stale.yaml\n\n* fix: log llm error response bodies\n\n---------\n\nCo-authored-by: harvey_xiang <harvey_xiang22@163.com>\nCo-authored-by: sonimwang <17816198144@163.com>\nCo-authored-by: HarveyXiang <harvey_xiang@163.com>",
          "is_bot": false,
          "headline": "fix: log LLM error response bodies (#2012)",
          "author_name": "Ziyang Guo",
          "author_login": "RerankerGuo",
          "committed_at": "2026-07-09T02:32:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "98b037253c35f3493ed92b4627ae329d9b7b12b2",
          "body": "* docs(cn): translate remaining English text in dream.md\n\n* chore: update github workflow stale.yaml\n\n* fix: load bridge package version without require\n\n---------\n\nCo-authored-by: harvey_xiang <harvey_xiang22@163.com>\nCo-authored-by: sonimwang <17816198144@163.com>\nCo-authored-by: HarveyXiang <harvey_xiang@163.com>",
          "is_bot": false,
          "headline": "fix: load bridge package version without require (#1992)",
          "author_name": "Ziyang Guo",
          "author_login": "RerankerGuo",
          "committed_at": "2026-07-09T02:32:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e5080657562d535f6c9479c237d3570468ff2706",
          "body": "* docs(cn): translate remaining English text in dream.md\n\n* chore: update github workflow stale.yaml\n\n* fix: delimit memory context with XML boundary\n\n---------\n\nCo-authored-by: harvey_xiang <harvey_xiang22@163.com>\nCo-authored-by: sonimwang <17816198144@163.com>\nCo-authored-by: HarveyXiang <harvey_xiang@163.com>",
          "is_bot": false,
          "headline": "fix: delimit memory context with XML boundary (#2052)",
          "author_name": "Ziyang Guo",
          "author_login": "RerankerGuo",
          "committed_at": "2026-07-09T02:30:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c4ed7a255c726ea3c2e43f9650be45a614aeb86d",
          "body": "* docs(cn): translate remaining English text in dream.md\n\n* chore: update github workflow stale.yaml\n\n* fix: add durable Hermes provider link\n\n* fix(plugin): harden Hermes provider-link installers (9 OCR findings)\n\nOCR review on #2051 surfaced 9 robustness issues across the PowerShell\nand Unix Herme\n[…]\ng <harvey_xiang22@163.com>\nCo-authored-by: sonimwang <17816198144@163.com>\nCo-authored-by: HarveyXiang <harvey_xiang@163.com>\nCo-authored-by: Ziyang Guo <121015044+RunMarshal@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix: add durable Hermes provider link (#2051)",
          "author_name": "Ziyang Guo",
          "author_login": "RerankerGuo",
          "committed_at": "2026-07-09T02:30:20Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d7f15b07b6424aa4268c87708ce12f831fb921d4",
          "body": "* docs(cn): translate remaining English text in dream.md\n\n* chore: update github workflow stale.yaml\n\n* fix: align Gemini viewer embedding test\n\n* fix(openclaw): don't leak Gemini API key to user-supplied endpoints\n\nOCR review on #2050 surfaced a security regression: the viewer Gemini\nembedding prob\n[…]\ng <harvey_xiang22@163.com>\nCo-authored-by: sonimwang <17816198144@163.com>\nCo-authored-by: HarveyXiang <harvey_xiang@163.com>\nCo-authored-by: Ziyang Guo <121015044+RunMarshal@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix: align Gemini viewer embedding test (#2050)",
          "author_name": "Ziyang Guo",
          "author_login": "RerankerGuo",
          "committed_at": "2026-07-09T02:24:24Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "10014cf071176464b5d109a8809ed593b12153da",
          "body": "* docs(cn): translate remaining English text in dream.md\n\n* chore: update github workflow stale.yaml\n\n* docs: translate API reference pages\n\n---------\n\nCo-authored-by: harvey_xiang <harvey_xiang22@163.com>\nCo-authored-by: sonimwang <17816198144@163.com>\nCo-authored-by: HarveyXiang <harvey_xiang@163.com>",
          "is_bot": false,
          "headline": "docs: translate API reference pages (#2053)",
          "author_name": "Ziyang Guo",
          "author_login": "RerankerGuo",
          "committed_at": "2026-07-09T02:13:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d2adf17b88e2e07c9f7d058821020afa236e90f9",
          "body": "…mOSClient signatures (#1919)\n\n* docs(cn): translate remaining English text in dream.md\n\n* docs: align Quick Start examples with MemOSClient signatures and add EN translations\n\nFix the Chat and Message API reference docs where Quick Start code\nexamples used parameters not present in the actual MemOS\n[…]\nCo-authored-by: sonimwang <17816198144@163.com>\nCo-authored-by: jiachengzhen <jiacz@memtensor.cn>\nCo-authored-by: HarveyXiang <harvey_xiang@163.com>\nCo-authored-by: Memtensor-AI <project@memtensor.cn>",
          "is_bot": false,
          "headline": "docs: fix Quick Start examples in Chat & Message API docs to match Me…",
          "author_name": "Anky",
          "author_login": "hiasky",
          "committed_at": "2026-07-08T12:34:09Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d9046d6ddf69b6bcaca849126ca0600bb529cbc1",
          "body": "* docs(cn): translate remaining English text in dream.md\n\n* chore: update github workflow stale.yaml\n\n* fix: quote OpenClaw FTS query terms\n\n---------\n\nCo-authored-by: harvey_xiang <harvey_xiang22@163.com>\nCo-authored-by: sonimwang <17816198144@163.com>\nCo-authored-by: HarveyXiang <harvey_xiang@163.com>",
          "is_bot": false,
          "headline": "fix: quote OpenClaw FTS query terms (#2043)",
          "author_name": "Ziyang Guo",
          "author_login": "RerankerGuo",
          "committed_at": "2026-07-08T11:23:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "713ed0258818336c8cd9e294fdde20813225e3c7",
          "body": "Fixes two occurrences of \"monitering\" → \"monitoring\" in\nAPIADDRequest and APIFeedbackRequest task_id field descriptions\nin src/memos/api/product_models.py.\n\nCo-authored-by: Memtensor-AI <project@memtensor.cn>",
          "is_bot": false,
          "headline": "fix: correct \"monitering\" typo in task_id field descriptions (#1931)",
          "author_name": "nuthalapativarun",
          "author_login": "nuthalapativarun",
          "committed_at": "2026-07-08T11:21:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "afada8c52f57b4f4faefaff57cc9e9d604a457e8",
          "body": "* docs: clarify API product model descriptions\n\n* docs: normalize product model descriptions\n\n---------\n\nCo-authored-by: Lucas-FManager <luong.nguyen188@gmail.com>\nCo-authored-by: Lucas-FManager <265058144+Lucas-FManager@users.noreply.github.com>\nCo-authored-by: Memtensor-AI <project@memtensor.cn>",
          "is_bot": false,
          "headline": "docs: clarify API product model descriptions (#1810)",
          "author_name": "Nguyen Cat Luong",
          "author_login": "Lucas-FManager",
          "committed_at": "2026-07-08T11:21:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3e67ae8a6f1fb7cee38ae7b64751c5dbefc49c3b",
          "body": "…ategyStructMemReader (#1794)\n\nCo-authored-by: Memtensor-AI <project@memtensor.cn>",
          "is_bot": false,
          "headline": "refactor(mem-reader): remove dead remove_prompt_example branch in Str…",
          "author_name": "nuthalapativarun",
          "author_login": "nuthalapativarun",
          "committed_at": "2026-07-08T11:19:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0016bcd0f78e9f5a3f2b446904ea6360d2138793",
          "body": null,
          "is_bot": false,
          "headline": "fix: publish compiled openclaw plugin entry",
          "author_name": "Ziyang Guo",
          "author_login": "RerankerGuo",
          "committed_at": "2026-07-08T06:02:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "23b39ddd453e7a93e9ebbc419268a849327467a3",
          "body": null,
          "is_bot": false,
          "headline": "fix: tighten skill generation policy prompts",
          "author_name": "Ziyang Guo",
          "author_login": "RerankerGuo",
          "committed_at": "2026-07-08T06:02:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "257b2be801ec76304136b67b41998a7d501a530f",
          "body": null,
          "is_bot": false,
          "headline": "feat: route embedding input types by usage",
          "author_name": "Ziyang Guo",
          "author_login": "RerankerGuo",
          "committed_at": "2026-07-08T06:02:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "96b8bec6ef0317ca5b78976d0f407078c34cbbc0",
          "body": "Translated an untranslated JSON `description` field in\n`docs/cn/open_source/modules/dream.md` from English to Chinese.",
          "is_bot": false,
          "headline": "docs(cn): translate remaining English text in dream.md (#1893)",
          "author_name": "HarveyXiang",
          "author_login": "CarltonXiang",
          "committed_at": "2026-07-08T02:21:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "044f9fa75a3e1bd091791ef05640d7cf6a498bb4",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'main' into translate-module-docs",
          "author_name": "HarveyXiang",
          "author_login": "CarltonXiang",
          "committed_at": "2026-07-08T02:20:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "85dd9cd03bab4667a83fa0c018d7c79c854defb1",
          "body": "## Description\n\nPlease include a summary of the change, the problem it solves, the\nimplementation approach, and relevant context. List any dependencies\nrequired for this change.\n\nRelated Issue (Required):  Fixes #issue_number\n\n## Type of change\n\nPlease delete options that are not relevant.\n\n- [ ] Bu\n[…]\nd the person who will review this PR | 我已提及将审查此 PR\n的人\n\n## Reviewer Checklist\n- [ ] closes #xxxx (Replace xxxx with the GitHub issue number)\n- [ ] Made sure Checks passed\n- [ ] Tests have been provided",
          "is_bot": false,
          "headline": "Chore/update workflow stale (#2065)",
          "author_name": "HarveyXiang",
          "author_login": "CarltonXiang",
          "committed_at": "2026-07-07T09:29:44Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "cc0fb714ef7fea53955973f7f04f8ffb659c5b76",
          "body": null,
          "is_bot": false,
          "headline": "chore: update github workflow stale.yaml",
          "author_name": "harvey_xiang",
          "author_login": null,
          "committed_at": "2026-07-07T09:17:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0398e0ed23422d44fb20a740f9637e12735ee256",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'main' into pr/may27-fixes",
          "author_name": "Erick Wipprecht",
          "author_login": "chiefmojo",
          "committed_at": "2026-07-04T14:25:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "98154ec84f16ceaf2e55bf2018535ecd18d5435d",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'main' of github.com:MemTensor/MemOS",
          "author_name": "harvey_xiang",
          "author_login": null,
          "committed_at": "2026-07-03T08:34:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b051e6384d8c667ae7d521baa679f542f4488d19",
          "body": "## Description\n\nPlease include a summary of the change, the problem it solves, the\nimplementation approach, and relevant context. List any dependencies\nrequired for this change.\n\nRelated Issue (Required):  Fixes #issue_number\n\n## Type of change\n\nPlease delete options that are not relevant.\n\n- [ ] Bu\n[…]\nd the person who will review this PR | 我已提及将审查此 PR\n的人\n\n## Reviewer Checklist\n- [ ] closes #xxxx (Replace xxxx with the GitHub issue number)\n- [ ] Made sure Checks passed\n- [ ] Tests have been provided",
          "is_bot": false,
          "headline": "Dev v2.0.22 (#2058)",
          "author_name": "HarveyXiang",
          "author_login": "CarltonXiang",
          "committed_at": "2026-07-03T07:25:05Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "783c545aa19a61553eeacab54ad9d95dacc95971",
          "body": null,
          "is_bot": false,
          "headline": "chore: change version number to v2.0.22",
          "author_name": "jiachengzhen",
          "author_login": null,
          "committed_at": "2026-07-03T07:03:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "53546fff273867b6ab6d1633dd849c7e104869d9",
          "body": "…new sessions (#1869)\n\nfix: prevent agent from acting on cross-session memories unprompted\n\n- Add session tracking to detect when memories are from previous sessions\n- Tag cross-session memories with [from previous session] marker\n- Inject passive instructions for cross-session memories (background \n[…]\ne memory usage within same session\n\nFixes #1532\n\nCo-authored-by: AutoDev Agent <autodev@memtensor.cn>\nCo-authored-by: jiachengzhen <jiacz@memtensor.cn>\nCo-authored-by: zhaxi <syzsunshine219@gmail.com>",
          "is_bot": false,
          "headline": "Fix #1532: Agent incorrectly acts on cross-session memory context in …",
          "author_name": "Memtensor-AI",
          "author_login": "Memtensor-AI",
          "committed_at": "2026-07-02T13:18:51Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a612fe99534d970e7570593680575b06c68a49e8",
          "body": "…g model/provider chang (#1975)\n\nfeat(memos-local-openclaw): detect embedding model change and add re-embed CLI\n\nTags every cached embedding row with (provider, model) so the plugin can\ndetect when stored vectors were produced by a different embedding model\nthan the live config. On plugin init, when\n[…]\nmbedding-shaped tables; all upsert call sites pass producer info.\n\nResolves #1333.\n\nCo-authored-by: autodev <autodev@memtensor.bot>\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix #1333: [Feature Request] Re-embed existing memories when embeddin…",
          "author_name": "Memtensor-AI",
          "author_login": "Memtensor-AI",
          "committed_at": "2026-07-02T13:15:38Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "b50246b79bcede196540964c03681dce6fb98db1",
          "body": "fix(memos-local-openclaw): parse openclaw.json as JSON5 (#1543)\n\nOpenClaw stores its host config as JSON5 (// comments, single quotes,\ntrailing commas, unquoted identifier keys). The plugin previously read\nthe file via strict JSON.parse in 6 places, including the tools.allow\npatcher that runs on eve\n[…]\n empty; no throw on malformed).\n\nvitest: 21 new tests + 84 regression tests pass; tsc --noEmit clean.\n\nCo-authored-by: autodev <autodev@memtensor.dev>\nCo-authored-by: jiachengzhen <jiacz@memtensor.cn>",
          "is_bot": false,
          "headline": "Fix #1543: fix: MEMOS不支持JSON5格式的openclaw.json (#1990)",
          "author_name": "Memtensor-AI",
          "author_login": "Memtensor-AI",
          "committed_at": "2026-07-02T13:15:14Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "17715689bc0002dcd0a732ab1e36bf23f5882094",
          "body": "fix(memos-local-plugin): recover memory_search + turn.end after hung bridge\n\nPorts the archived #1722 fix onto dev-20260624-v2.0.22, which never\nreceived it. Three cooperating defects in the Hermes MemOS Python\nadapter turn \"Node bridge subprocess dies quietly\" into \"every memory\ntool times out for \n[…]\niters). Ruff check + format\nclean. No wire-protocol change, no new dependencies.\n\nFixes #2028\n\nCo-authored-by: MemOS AutoDev <autodev@memtensor.local>\nCo-authored-by: jiachengzhen <jiacz@memtensor.cn>",
          "is_bot": false,
          "headline": "Fix #2028: fix: memory error (#2036)",
          "author_name": "Memtensor-AI",
          "author_login": "Memtensor-AI",
          "committed_at": "2026-07-02T13:14:42Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c9f270f076e95868b826f797a36161b92ec318d0",
          "body": "…26.3.31 (#2037)\n\n* fix(memos-local-openclaw): migrate to OpenClaw 2026.3.31 memory API\n\nOpenClaw 2026.3.31 replaced the umbrella `registerMemoryCapability`\nwith three focused registrars (`registerMemoryPromptSection`,\n`registerMemoryFlushPlan`, `registerMemoryRuntime`), so the plugin's\ncall at inde\n[…]\ny after a successful postinstall\"\n\n---------\n\nCo-authored-by: MemOS AutoDev <autodev@memtensor.local>\nCo-authored-by: jiachengzhen <jiacz@memtensor.cn>\nCo-authored-by: zhaxi <syzsunshine219@gmail.com>",
          "is_bot": false,
          "headline": "Fix #1559: fix: registerMemoryCapability API not found in OpenClaw 20…",
          "author_name": "Memtensor-AI",
          "author_login": "Memtensor-AI",
          "committed_at": "2026-07-02T13:13:49Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "62af341281954535e92854ee68f02e5418b4c437",
          "body": "test(memos-local-plugin): guard bridge startStdioServer→core.init ordering (#1747)\n\nAdd regression coverage for #1747: the Hermes stdio bridge must call\nstartStdioServer() BEFORE awaiting core.init(). Otherwise orphan-episode\nrecovery (LLM-heavy, 10-60+s) inside init() blocks the stdio read loop,\nan\n[…]\ndio available within ms,\n  not after the init-block delay)\n\nUses a stub MemoryCore with a delayed init to simulate orphan recovery.\nFull bridge suite: 17/17 tests pass. Type-check clean.\n\nCloses #1747",
          "is_bot": false,
          "headline": "Fix #1747: bridge.cts 启动竞态: startStdioServer 应在 core.init 之前启动 (#2046)",
          "author_name": "Memtensor-AI",
          "author_login": "Memtensor-AI",
          "committed_at": "2026-07-02T13:13:02Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "227051097081c872e839bb3e675d672877ce6d15",
          "body": "…o load: ReferenceError (#2047)\n\nfix(memos-local-openclaw): align tsconfig with package.json \"type\": \"module\"\n\nIssue #1733 reported that the legacy @memtensor/memos-lite-openclaw-plugin\nv0.2.3 failed to load on Node 22 / OpenClaw 2026.5.7 with\n\"ReferenceError: exports is not defined in ES module sco\n[…]\nbuild -> dist/*.js emit ESM (import/export), no exports./module.exports\n- Sanity: chunker/config/storage/plugin-openclaw-wiring/plugin-impl-access\n  tests (32 total) still pass unchanged.\n\nRefs: #1733",
          "is_bot": false,
          "headline": "Fix #1733: [Bug] @memtensor/memos-lite-openclaw-plugin v0.2.3 fails t…",
          "author_name": "Memtensor-AI",
          "author_login": "Memtensor-AI",
          "committed_at": "2026-07-02T13:12:30Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ca6ca9c9513d13ba047649cf9b0d462ed5ee8f19",
          "body": "… on MiniMax & Anthropi (#1868)\n\nfix: split system-only messages into system+user for MiniMax/Anthropic compatibility\n\nFixes #1527\n\nChanges:\n- suggestion_handler.py: Split system-only messages in _get_further_suggestion() and handle_get_suggestion_queries()\n- chat_handler.py: Split system-only messa\n[…]\nsuring compatibility with MiniMax and Anthropic APIs while maintaining OpenAI compatibility.\n\nCo-authored-by: AutoDev Bot <autodev-bot@memtensor.com>\nCo-authored-by: HarveyXiang <harvey_xiang@163.com>",
          "is_bot": false,
          "headline": "Fix #1527: [Bug] suggestion_handler sends system-only message — fails…",
          "author_name": "Memtensor-AI",
          "author_login": "Memtensor-AI",
          "committed_at": "2026-07-02T12:20:29Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e3f4e51ed812dc0ead496f282609775f07918433",
          "body": "… direct call differenc (#1982)\n\nfix(scheduler): surface live local-queue counts in /scheduler/allstatus\n\nhandle_scheduler_allstatus only aggregated per-stream entries whose key\nstarts with \"scheduler:\" — these only exist for the Redis-backed message\nqueue. Under DEFAULT_USE_REDIS_QUEUE=false (Docke\n[…]\ns so\nin_progress / waiting / pending reflect the live state of the local\nqueue and dispatcher. Redis-queue aggregation is unchanged.\n\nFixes #1395\n\nCo-authored-by: autodev-bot <autodev@memtensor.local>",
          "is_bot": false,
          "headline": "Fix #1395: Scheduler initialized but not processing tasks (uvicorn vs…",
          "author_name": "Memtensor-AI",
          "author_login": "Memtensor-AI",
          "committed_at": "2026-07-02T11:59:46Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "44bec71d651d83d7f393109bde0f807af3136f77",
          "body": "…o load: ReferenceError (#1996)\n\n* fix(memos-local-openclaw): emit ESM from tsc to match package type:module\n\nThe package declared \"type\": \"module\" but the tsconfig used\n\"module\": \"CommonJS\", so any `npm run build` produced dist/*.js files\ncontaining `Object.defineProperty(exports, ...)` and `export\n[…]\nhey are not.\n\n---------\n\nCo-authored-by: MemTensor AutoDev <autodev@memtensor.local>\nCo-authored-by: Claude Code (AutoDev) <claude-code@autodev.local>\nCo-authored-by: jiachengzhen <jiacz@memtensor.cn>",
          "is_bot": false,
          "headline": "Fix #1733: [Bug] @memtensor/memos-lite-openclaw-plugin v0.2.3 fails t…",
          "author_name": "Memtensor-AI",
          "author_login": "Memtensor-AI",
          "committed_at": "2026-07-02T11:54:18Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "11d9258cae512d9e5d8ec8820ebe7e146f619dda",
          "body": "…… (#2042)\n\n* Fix #1518: (capture) Internal \"Review the conversation above\" prompts stored as user chunks (#1828)\n\nfix(memos-local-openclaw): skip \"Review the conversation above\" injected prompts in capture\n\nHermes Agent (and similar agent frameworks) inject \"Review the conversation\nabove, consider \n[…]\noDev <autodev@memtensor.local>\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\nCo-authored-by: Jiang <33757498+hijzy@users.noreply.github.com>\nCo-authored-by: jiang <fdjzy@qq.com>",
          "is_bot": false,
          "headline": "Fix #1518: (capture) Internal \"Review the conversation above\" prompts…",
          "author_name": "HarveyXiang",
          "author_login": "CarltonXiang",
          "committed_at": "2026-07-02T11:51:39Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "18e90e7d9b00a30e92ede89f1514efeb5d6b52de",
          "body": "fix: ci ruff",
          "is_bot": false,
          "headline": "fix: ci ruff check (#2045)",
          "author_name": "Qi Weng",
          "author_login": "bittergreen",
          "committed_at": "2026-07-02T11:50:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2e28b2a1912e7e29d3c545e20079d249ab46e638",
          "body": "…o4j (#1977)\n\nfix(mem_reader): use \"memory list\" key in LLM-unparseable fallback (#1355)\n\nWhen the LLM response could not be parsed as JSON,\nSimpleStructMemReader._get_llm_response returned a salvage dict whose\nsole memory item was keyed by \"memory_list\" (with an underscore).\nDownstream consumers in\n[…]\nion tests covering the\nunit-level fallback shape and the reader-stage end-to-end path.\n\nCloses #1355\n\nCo-authored-by: autodev <autodev@memtensor.bot>\nCo-authored-by: HarveyXiang <harvey_xiang@163.com>",
          "is_bot": false,
          "headline": "Fix #1355: [Bug] /product/add returns 200 but memory not stored in Ne…",
          "author_name": "Memtensor-AI",
          "author_login": "Memtensor-AI",
          "committed_at": "2026-07-02T11:33:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "290fbf1b1bb60133bbe6d3a67d1bd3e5a62f4500",
          "body": "test(memos-local-plugin): pin bridge.cts startup ordering invariant (#1747)\n\nIssue #1747 reported that the Hermes Python adapter's first `session.open`\nRPC times out (30s default) when MemOS bridge starts with dirty orphan\nepisodes from a previous chat — `core.init()` was running orphan-episode\nreco\n[…]\n2/82). The 2 pre-existing storage-layer failures on the base\nbranch are unrelated (confirmed via `git stash`). `tsc --noEmit` clean.\n\nRefs: #1747\n\nCo-authored-by: autodev-bot <autodev@memtensor.local>",
          "is_bot": false,
          "headline": "Fix #1747: bridge.cts 启动竞态: startStdioServer 应在 core.init 之前启动 (#1999)",
          "author_name": "Memtensor-AI",
          "author_login": "Memtensor-AI",
          "committed_at": "2026-07-02T11:28:39Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c507b044ce696e20c3a18ff60e20959750a9d775",
          "body": "…r after transient star (#2001)\n\nfix(hermes): expire _bridge_ok cache so MemTensorProvider self-heals\n\nThe module-level _bridge_ok cache in daemon_manager.py had no expiry, so a\nsingle transient _node_available() failure during Hermes gateway startup\n(subprocess race, .env loaded after the first pro\n[…]\nng cache hit, TTL expiry recovery, running-\nbridge fallback, shutdown reset, and full-call revalidation. 48/48 python\ntests pass.\n\nCloses #1797\n\nCo-authored-by: MemOS AutoDev <autodev@memtensor.local>",
          "is_bot": false,
          "headline": "Fix #1797: bug(hermes): _bridge_ok cache permanently disables provide…",
          "author_name": "Memtensor-AI",
          "author_login": "Memtensor-AI",
          "committed_at": "2026-07-02T11:28:14Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4e16c6858da756309f7201782193f8bdf1579c11",
          "body": "…tarves Gateway event l (#2002)\n\nfix(memos-local-plugin): defer dreaming pipeline off Gateway event loop + backoff failed dirty rescores (#1808)\n\n`core.init()` in memos-local-plugin used to synchronously await the\nentire reflect → reward → L2-induction chain for every orphan and\ndirty closed episode\n[…]\n7 (the 2 unrelated `storage/traces-count` +\n`storage/migrator` failures reproduce on the base branch).\n\nCo-authored-by: Claude <noreply@anthropic.com>\nCo-authored-by: jiachengzhen <jiacz@memtensor.cn>",
          "is_bot": false,
          "headline": "Fix #1808: fix: [memos-local-plugin] Dreaming background processing s…",
          "author_name": "Memtensor-AI",
          "author_login": "Memtensor-AI",
          "committed_at": "2026-07-02T11:27:20Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "f1f31e556194c53bdf30391b6943723871c28f7a",
          "body": "…ent loop starvation on (#2038)\n\n* fix(memos-local-plugin): SQL-only embedding maintenance stats (#1929)\n\n`GET /api/v1/embeddings/maintenance` used to paginate every trace / policy /\nworld_model / skill row through `repos.*.list()`, which reads full BLOB\nvector columns and decodes them into Float32A\n[…]\nexport tidy-up.\n\n---------\n\nCo-authored-by: autodev-bot <autodev@memtensor.local>\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\nCo-authored-by: jiachengzhen <jiacz@memtensor.cn>",
          "is_bot": false,
          "headline": "Fix #1929: Bug: /api/v1/embeddings/maintenance causes 100% CPU and ev…",
          "author_name": "Memtensor-AI",
          "author_login": "Memtensor-AI",
          "committed_at": "2026-07-02T11:11:11Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "f75fc6d0b073cb6af86b6ae3f37435d0a52935af",
          "body": "Fix: bridge.cts hardcoded profileId: \"default\", causing all profile-specific\ndata to be invisible in the memOS web viewer for non-default profiles.\n\nThe Python adapter already derives profileId correctly from HERMES_HOME.\nThis change mirrors that logic in the Node.js bridge.\n\n- Add deriveProfileId()\n[…]\n\"default\" if MEMOS_HOME is not set or path does not match\n- Impact: zero for single-profile/default setups (still resolves to \"default\")\n\nFixes profile resolution issue reported by nova profile users.",
          "is_bot": false,
          "headline": "fix(bridge): derive profileId dynamically from MEMOS_HOME (#1949)",
          "author_name": "redashes1984",
          "author_login": "redashes1984",
          "committed_at": "2026-07-02T09:51:08Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "53df4581f5258fbe9ba47381578aa7c6da19f96f",
          "body": "* fix(memos-local): L2 candidate policy stuck in candidate — add Step 5 recheck\n\nA candidate policy whose support/gain already satisfy the promotion\nthresholds (support >= minSupport && gain >= minGain) but is no longer\ncosine-matched by any trace in subsequent episodes will never enter\n'touched' an\n[…]\nlling shutdown).\n\nBoth are required: weakref enables GC collection, __del__ ensures\ncleanup happens when collection occurs.\n\n---------\n\nCo-authored-by: a844810597 <a844810597@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix(memos-local): L2 candidate stuck + bridge subprocess leak (#1933)",
          "author_name": "a844810597",
          "author_login": "a844810597",
          "committed_at": "2026-07-02T09:50:44Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f314f47029b71d4ffae115d89b297d820fa4496b",
          "body": "* fix(memos-local): L2 candidate policy stuck in candidate — add Step 5 recheck\n\nA candidate policy whose support/gain already satisfy the promotion\nthresholds (support >= minSupport && gain >= minGain) but is no longer\ncosine-matched by any trace in subsequent episodes will never enter\n'touched' an\n[…]\nfecycle integration\n\n---------\n\nCo-authored-by: a844810597 <a844810597@users.noreply.github.com>\nCo-authored-by: Ubuntu <ubuntu@localhost.localdomain>\nCo-authored-by: jiachengzhen <jiacz@memtensor.cn>",
          "is_bot": false,
          "headline": "feat(memos-local): auto-promote candidate skills without trial (#1943)",
          "author_name": "a844810597",
          "author_login": "a844810597",
          "committed_at": "2026-07-02T09:50:26Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7dd42dd584410c7d43812211940fe1f25e5a780d",
          "body": "… per call; old-space f (#1864)\n\n* fix: prevent ONNX memory leak in embedLocal by disposing tensors\n\n- Add explicit tensor disposal after each embedding call to free native ONNX memory\n- Implement periodic pipeline reset (default: every 50 calls) as safety net\n- Add MEMOS_EMBED_RESET_AFTER_CALLS env var for tuning (set to 0 to disable)\n- Add comprehensive tests for memory leak fix\n- Reduces leak rate from ~24 MB/s to ~0.25 MB/s\n\nFixes #1863\n\n* test: mock local embedding model in leak regression",
          "is_bot": false,
          "headline": "Fix #1863: [memos-local-openclaw] embedLocal leaks native ONNX memory…",
          "author_name": "Memtensor-AI",
          "author_login": "Memtensor-AI",
          "committed_at": "2026-07-02T09:49:17Z",
          "body_truncated": false,
          "is_coding_agent": false
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          "headline": "fix(memos-local-plugin): system message ordering + local endpoint api…",
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                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 14/21 approved changesets -- score normalized to 6",
                "points": 9,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 59,
            "inputs": {
              "followers": 204,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "MemTensor",
              "public_repos": 24,
              "account_age_days": 446
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "204 followers of MemTensor",
                "points": 16.6,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 204,
                      "login": "MemTensor"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "24 public repos, account ~1 yr old",
                "points": 12.6,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 24
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 1
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "MemoryOS"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 4
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 4 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 4
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "34 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 34
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 88,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 86,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "5 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 5
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": ".eslintrc.json",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".eslintrc.json"
                    }
                  }
                ],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "12 out of 20 merged PRs checked by a CI test -- score normalized to 6",
                "points": 12,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "agent",
                "llm",
                "memory",
                "long-term-memory",
                "memory-management",
                "rag",
                "skills",
                "openclaw",
                "agentic-ai",
                "ai",
                "ai-agents",
                "chatgpt",
                "claude",
                "hermes",
                "multi-agent",
                "python",
                "self-evolving",
                "self-hosted",
                "token-savings",
                "mcp"
              ],
              "has_wiki": false,
              "homepage": "https://memos.openmem.net",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://memos.openmem.net",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "20 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 20
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "at_risk",
        "name": "Security",
        "value": 44,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 46,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 4.6
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "12 out of 20 merged PRs checked by a CI test -- score normalized to 6",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 14/21 approved changesets -- score normalized to 6",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 12 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 26 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "172 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "at_risk",
            "name": "Dependency advisories",
            "note": "Matched the pypi:MemoryOS@2.0.24 runtime dependency closure — what installing the published package pulls in — 127 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:MemoryOS@2.0.24",
                  "assessed": 127
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 36,
            "inputs": {
              "source": "osv",
              "advisories": 31,
              "affected_packages": 5,
              "assessed_packages": 127,
              "unassessed_packages": 0,
              "affected_by_severity": "critical 2, high 2, moderate 1",
              "direct_affected_packages": 2
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "2 affected: fastmcp 2.14.7 (critical 10.0), transformers 4.57.6 (critical 9.6)",
                "points": 5.6,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 2,
                      "packages": "fastmcp 2.14.7 (critical 10.0), transformers 4.57.6 (critical 9.6)"
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "3 affected: mcp 1.27.2 (high), starlette 0.46.2 (high 7.5), diskcache 5.6.3 (moderate)",
                "points": 8,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 3,
                      "packages": "mcp 1.27.2 (high), starlette 0.46.2 (high 7.5), diskcache 5.6.3 (moderate)"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "4 advisory-carrying package(s) unaddressed past 90 days; oldest published 367 days ago",
                "points": 22.8,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_stale",
                    "params": {
                      "days": 90,
                      "count": 4,
                      "oldest": 367
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 127,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 3
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "good",
        "name": "AI Readiness",
        "value": 82,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.939,
              "agent_instruction_files": [
                "AGENTS.md",
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                "apps/openwork-memos-integration/CLAUDE.md"
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              "agent_instruction_max_bytes": 10155
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md, CLAUDE.md, apps/openwork-memos-integration/CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md, CLAUDE.md, apps/openwork-memos-integration/CLAUDE.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "93 of 99 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 93,
                      "sampled": 99
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "package-lock.json",
                "pnpm-lock.yaml",
                "poetry.lock",
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": true,
              "bootstrap_files": [
                "Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "apps/memos-local-openclaw/tsconfig.json",
                "apps/memos-local-plugin/tsconfig.json",
                "apps/openwork-memos-integration/apps/desktop/skills/ask-user-question/tsconfig.json",
                "apps/openwork-memos-integration/apps/desktop/skills/dev-browser/tsconfig.json",
                "apps/openwork-memos-integration/apps/desktop/skills/file-permission/tsconfig.json",
                "apps/openwork-memos-integration/apps/desktop/tsconfig.json",
                "apps/openwork-memos-integration/packages/shared/tsconfig.json"
              ],
              "agent_commit_share": 0.08,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": ".eslintrc.json",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".eslintrc.json"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "apps/memos-local-openclaw/tsconfig.json, apps/memos-local-plugin/tsconfig.json, apps/openwork-memos-integration/apps/desktop/skills/ask-user-question/tsconfig.json, apps/openwork-memos-integration/apps/desktop/skills/dev-browser/tsconfig.json, apps/openwork-memos-integration/apps/desktop/skills/file-permission/tsconfig.json, apps/openwork-memos-integration/apps/desktop/tsconfig.json, apps/openwork-memos-integration/packages/shared/tsconfig.json",
                "points": 11,
                "status": "met",
                "details": [
                  {
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