MemTensor / MemOS

Коли додано кожну зірку й форк — зібрано з GitHub і згруповано за днями. Кумулятивне зростання розміщено просто над денними додаваннями, з яких воно складається, тож їх видно одне проти одного: рівномірне органічне накопичення виглядає зовсім інакше, ніж різкий короткочасний сплеск. Там, де цю різницю можна виміряти, її подано як автентичність росту.

Повний розв'язаний набір залежностей із графа залежностей GitHub: 23 прямих і 846 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.

Встановлення pypi:MemoryOS@2.0.24 тягне 127 пакетів, прямих і транзитивних: 5 мають відомі сповіщення, з них 2 — прямі залежності.

Сповіщення означає, що версія, записана в графі залежностей, потрапляє в уражений діапазон. Досяжність не аналізується, а граф містить піниї розробки й тестування — знахідка може стосуватися інструментів, а не поставленого коду.

{
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        "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"
      ],
      "is_fork": false,
      "size_kb": 58230,
      "has_wiki": false,
      "homepage": "https://memos.openmem.net",
      "languages": {
        "CSS": 91646,
        "HTML": 617187,
        "Shell": 87427,
        "Python": 5275022,
        "Makefile": 832,
        "Dockerfile": 3200,
        "JavaScript": 222614,
        "PowerShell": 33146,
        "TypeScript": 8790694,
        "Go Template": 762
      },
      "pushed_at": "2026-07-24T03:49:41Z",
      "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",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "Apache-2.0",
      "default_branch": "main",
      "license_spdx_raw": "Apache-2.0",
      "primary_language": "TypeScript",
      "significant_languages": [
        "TypeScript",
        "Python"
      ]
    },
    "owner": {
      "blog": null,
      "name": "OpenMem",
      "type": "Organization",
      "login": "MemTensor",
      "company": null,
      "location": null,
      "followers": 204,
      "avatar_url": "https://avatars.githubusercontent.com/u/210160027?v=4",
      "created_at": "2025-05-03T14:46:45Z",
      "is_verified": null,
      "public_repos": 24,
      "account_age_days": 446
    },
    "license": {
      "state": "standard",
      "spdx_id": "Apache-2.0",
      "raw_spdx": "Apache-2.0",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
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        },
        {
          "tag": "memos-local-plugin-v2.0.10",
          "kind": "other",
          "published_at": "2026-07-15T10:48:24Z"
        },
        {
          "tag": "v2.0.23",
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          "published_at": "2026-07-09T09:22:50Z"
        },
        {
          "tag": "v2.0.22",
          "kind": "patch",
          "published_at": "2026-07-03T08:30:43Z"
        },
        {
          "tag": "v2.0.20",
          "kind": "patch",
          "published_at": "2026-06-18T07:29:24Z"
        },
        {
          "tag": "v2.0.19",
          "kind": "patch",
          "published_at": "2026-06-12T07:55:01Z"
        },
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          "kind": "patch",
          "published_at": "2026-05-26T06:13:42Z"
        },
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          "kind": "patch",
          "published_at": "2026-05-19T02:45:17Z"
        },
        {
          "tag": "v2.0.15",
          "kind": "patch",
          "published_at": "2026-05-11T03:20:17Z"
        },
        {
          "tag": "v2.0.14",
          "kind": "patch",
          "published_at": "2026-04-23T11:54:16Z"
        },
        {
          "tag": "v2.0.13",
          "kind": "patch",
          "published_at": "2026-04-10T07:50:50Z"
        },
        {
          "tag": "v2.0.12",
          "kind": "patch",
          "published_at": "2026-04-07T03:28:30Z"
        },
        {
          "tag": "v2.0.11",
          "kind": "patch",
          "published_at": "2026-03-27T09:31:57Z"
        },
        {
          "tag": "v2.0.10",
          "kind": "patch",
          "published_at": "2026-03-20T09:48:31Z"
        },
        {
          "tag": "v2.0.9",
          "kind": "patch",
          "published_at": "2026-03-16T07:33:42Z"
        },
        {
          "tag": "v2.0.8",
          "kind": "patch",
          "published_at": "2026-03-09T10:01:54Z"
        },
        {
          "tag": "v2.0.7",
          "kind": "patch",
          "published_at": "2026-02-28T09:31:47Z"
        },
        {
          "tag": "v2.0.6",
          "kind": "patch",
          "published_at": "2026-02-12T11:52:32Z"
        },
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          "tag": "v2.0.5",
          "kind": "patch",
          "published_at": "2026-02-10T02:51:17Z"
        },
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          "published_at": "2026-01-30T09:09:21Z"
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        },
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          "kind": "patch",
          "published_at": "2025-07-21T15:05:31Z"
        },
        {
          "tag": "v0.2.0",
          "kind": "minor",
          "published_at": "2025-07-11T12:35:26Z"
        },
        {
          "tag": "v0.1.13",
          "kind": "patch",
          "published_at": "2025-07-09T13:20:23Z"
        },
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          "tag": "v0.1.12",
          "kind": "patch",
          "published_at": "2025-07-08T15:22:51Z"
        }
      ],
      "recent_commits": [
        {
          "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",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "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",
          "body_truncated": true,
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        },
        {
          "oid": "554bb98ee7c28307dbaeac569a0dea49ff0062fd",
          "body": null,
          "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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        },
        {
          "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",
          "body_truncated": true,
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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",
          "committed_at": "2026-07-09T11:05:28Z",
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          "oid": "c6af4aadc9622c39fea63bf736c9c2a6cca7b9dc",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'main' into bugfix/autodev-2090-20260709093247057",
          "author_name": "shinetata",
          "author_login": "shinetata",
          "committed_at": "2026-07-09T10:50:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "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",
          "body_truncated": false,
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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",
          "body_truncated": false,
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        },
        {
          "oid": "13b51e9ff27ea20cdcc95c4378ae68ab63b5a542",
          "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,
          "is_coding_agent": false
        },
        {
          "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,
          "is_coding_agent": false
        },
        {
          "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,
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        },
        {
          "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,
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        {
          "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",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "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",
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          "headline": "Fix #1863: [memos-local-openclaw] embedLocal leaks native ONNX memory…",
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          "headline": "Fix #1523: [Bug] timed_with_status decorator silently swallows except…",
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          "headline": "Fix #1493: fix: /product/add returns 200 success but stores no memory…",
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          "body": "## Description\n\nfix: default-disable dream plugin\ndocs: add readme for dream\ndocs: add readme for plugins\n\n## Type of change\n\n- [x] New feature (non-breaking change which adds functionality)\n- [x] Documentation update\n\n## How Has This Been Tested?\n\n- [x] Unit Test - tests/plugins/\n\n## Checklist\n\n- [\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",
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          "headline": "Fix #1311: bug(openclaw-plugin): auto-recall contaminates cron runs w…",
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          "headline": "fix(memos-local-plugin): system message ordering + local endpoint api…",
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          "headline": "Fix #1929: Bug: /api/v1/embeddings/maintenance causes 100% CPU and ev…",
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          "headline": "Fix #1619: Bug: npm package ships TypeScript source only — no compile…",
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            "notes": [],
            "value": 80,
            "inputs": {
              "merged_prs": 1207,
              "open_issues": 50,
              "closed_issues": 391,
              "issue_closed_ratio": 0.887,
              "closed_unmerged_prs": 371
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "89% of issues closed",
                "points": 41.5,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 89
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "1207/1578 decided PRs merged",
                "points": 29.3,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 1207,
                      "decided": 1578
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "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",
                "CLAUDE.md",
                "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": {
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