{"schema_version":"v0.1","generated_at":"2026-08-12 05:32 UTC","methodology_version":"v4.3","license":"CC BY 4.0 — https://creativecommons.org/licenses/by/4.0/","name":"Memsearch","repo":"zilliztech/memsearch","display_repo":"","url":"https://github.com/zilliztech/memsearch","listing_class":"skill","rank":16,"previous_rank":16,"rank_delta":0,"stars":2456,"stars_fmt":"2.5k","forks":224,"forks_fmt":"224","last_push":"2026-07-31","days_ago":12,"weekly_commits":24,"commits_low_confidence":false,"score":72.1,"description":"A persistent, unified memory layer for all your AI agents (e.g. Claude Code, Codex), backed by Markdown and Milvus.","language":"Python","open_issues":29,"category":"Agent Skills","category_rank":16,"npm_package":"","crate_package":"","pypi_package":"memsearch","weekly_downloads":null,"dl_source":"","hn_mentions_30d":null,"has_provenance":true,"npm_provenance":null,"pypi_provenance":true,"signed_commits_ratio":0.85,"scorecard_score":null,"scorecard_checks":{},"scorecard_scanned_at":null,"slug":"memsearch","source_note":"","public_actions":null,"mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic","Google Gemini","Mistral AI","OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs also mention OpenAI","Found Anthropic dependency 'anthropic' in pyproject.toml","README/docs also mention Anthropic","Found Google Gemini dependency 'google-genai' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":[],"confidence":"high","evidence":["Found declared path: .claude-plugin/marketplace.json","README/docs also mention a marketplace plugin/integration surface"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'memsearch' has a non-GitHub or unparseable source URL"]},"evidence_grade":"D","coverage_grade":"C","signal_coverage":0.4,"signal_types":2,"listing_status":"listed","display_listing_status":"listed","display_status_label":"Listed","has_warning":false,"warning_reasons":[],"license_spdx":"MIT","license_type":"open","license_override":"","trust_score":39.3,"trust_score_v2":39.3,"rank_v2":16,"rank_v2_delta":525,"trust_v2_adjustment":-2.8,"trust_confidence":0.67,"trust_breakdown":{"safety":11.8,"identity":18.0,"transparency":8.5,"maintenance":16.8,"adoption":8.1},"trust_v2_breakdown":{"mcp":0.0,"external_dependencies":-2.5,"tool_plugin_surface":-0.3,"package_provenance_drift":0.0},"pending_signals":false,"trust_credential":{"spec":"https://hvtracker.net/spec/trust-credential/v0.2","version":"0.2","issuer":"hvtracker.net","subject":{"repo":"zilliztech/memsearch","slug":"memsearch","agent_url":"https://hvtracker.net/agents/memsearch"},"methodology_version":"v4.3","issued_at":"2026-08-12 05:32 UTC","expires_at":"2026-08-19T05:32:20Z","trust_score":39.3,"confidence":0.67,"evidence_grade":"D","dimensions":{"safety":11.8,"identity":18.0,"transparency":8.5,"maintenance":16.8,"adoption":8.1},"listing_status":"listed","evidence_hash":"f9f8a81a095efb96683fd6301365e0d15e7eed58bf7b6eb72efc0477f1aa2625","signature":"T08kxc1t+xqwH/XwcgmppWYdTNL1vh61Y3Rdv9G1ntJ00FFpYRXGiQrZoEW9BzX2NQnBNyrQFFWqAgFIkENpBw=="},"history":[{"date":"2026-08-11","rank":16,"score":72.9,"trust_score":39.5,"evidence_grade":"D","stars":2454},{"date":"2026-08-12","rank":16,"score":72.1,"trust_score":39.3,"evidence_grade":"D","stars":2456}],"events":[{"date":"2026-08-11","type":"listed","reason_code":"listed","label":"Newly Listed","short_label":"New","tone":"positive","detail":"First tracked at rank #16"}],"recent_changes":[{"date":"2026-08-11","type":"listed","reason_code":"listed","label":"Newly Listed","short_label":"New","tone":"positive","detail":"First tracked at rank #16"}]}