{"adoption": {"forks": 1062, "observed_at": "2026-08-28T04:11:06.829265+00:00", "stars": 14351}, "canonical_url": "https://ross.abutalabs.com/products/memu", "card": {"archived": false, "artifact_type": "library", "description": "Personal memory across agents", "domain": ["large-language-models", "developer-tools"], "enriched": true, "function": ["agent-framework", "rag", "mcp", "cli", "sdk"], "health_score": 100, "homepage": "https://memu.pro", "language": "Python", "license": "NOASSERTION", "license_family": "other", "maturity": "active", "member_repos": ["NevaMind-AI/memU"], "name": "NevaMind-AI/memU", "platform": ["python", "windows", "cli", "self-hosted", "cross-platform"], "pushed_at": "2026-08-26T08:53:06+00:00", "repo": "NevaMind-AI/memU", "stars": 14351, "tags": ["agent-memory", "memory-layer", "skill-extraction", "claude-skills", "markdown-memory", "cross-agent", "sqlite", "pgvector", "openclaw", "ai-agents", "macos", "linux"], "topics": ["mcp", "memory", "sandbox", "agent-memory", "claude-skills", "skills", "openclaw", "openclaw-skills", "harness", "loop-engineering"], "urls": [], "use_cases": ["give my coding agent persistent memory across sessions", "share context between Claude Code, Cursor, and Codex", "extract reusable skills from my agent chat history", "self-host an agent memory store with embeddings", "remember project preferences across devices", "inject relevant past decisions before new agent tasks"], "what_it_is": "memU is a lightweight, agent-driven memory system that gives LLM agents a shared, inspectable personal memory layer across sessions, agents, and devices, stored as readable Markdown wiki files. It automatically distills reusable skills from agent history and supports both a cloud backend and self-hosting with SQLite or Postgres/pgvector.", "when_to_avoid": ["you need a general-purpose vector database for application data", "you need a fully supported memory API for a production product rather than agent-driven workflows", "your agent is not among the supported hosts (e.g. Claude chat mode is unsupported)"], "when_to_choose": ["you use multiple AI coding agents and want one shared memory layer", "you want memory stored as human-readable Markdown you can inspect and edit", "you want automatic skill extraction from agent history", "you want a self-hosted memory backend with SQLite or Postgres"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/memu", "repo": "NevaMind-AI/memU", "role": "main", "score": 77}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:11:06.829265+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T17:12:38.257675+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "fcf8f01695a38ddf7aae8b960e66647d114e755cdb823c8b262d8aa3710d5ec5", "fetched_at": "2026-08-28T04:11:06.829265+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NevaMind-AI/memU"}, {"content_hash": "68f4db6271ebfc93a31161e0b51ae957c6d2967154a5024d0724fcfa5beaa335", "fetched_at": "2026-08-29T08:06:14.757743+00:00", "kind": "homepage", "missing": false, "url": "https://memu.pro"}, {"content_hash": "f28282a4922a5560524dfd1901902c3efd63629c86b40eae747869a4dad45c49", "fetched_at": "2026-08-29T08:06:14.767690+00:00", "kind": "site_page", "missing": false, "url": "https://memu.pro/faq"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:11:06.829265+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T17:12:38.257675+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "fcf8f01695a38ddf7aae8b960e66647d114e755cdb823c8b262d8aa3710d5ec5", "fetched_at": "2026-08-28T04:11:06.829265+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NevaMind-AI/memU"}, {"content_hash": "68f4db6271ebfc93a31161e0b51ae957c6d2967154a5024d0724fcfa5beaa335", "fetched_at": "2026-08-29T08:06:14.757743+00:00", "kind": "homepage", "missing": false, "url": "https://memu.pro"}, {"content_hash": "f28282a4922a5560524dfd1901902c3efd63629c86b40eae747869a4dad45c49", "fetched_at": "2026-08-29T08:06:14.767690+00:00", "kind": "site_page", "missing": false, "url": "https://memu.pro/faq"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T17:12:38.257675+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "fcf8f01695a38ddf7aae8b960e66647d114e755cdb823c8b262d8aa3710d5ec5", "fetched_at": "2026-08-28T04:11:06.829265+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NevaMind-AI/memU"}, {"content_hash": "68f4db6271ebfc93a31161e0b51ae957c6d2967154a5024d0724fcfa5beaa335", "fetched_at": "2026-08-29T08:06:14.757743+00:00", "kind": "homepage", "missing": false, "url": "https://memu.pro"}, {"content_hash": "f28282a4922a5560524dfd1901902c3efd63629c86b40eae747869a4dad45c49", "fetched_at": "2026-08-29T08:06:14.767690+00:00", "kind": "site_page", "missing": false, "url": "https://memu.pro/faq"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:11:06.829265+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:11:06.829265+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:11:06.829265+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T17:12:38.257675+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "fcf8f01695a38ddf7aae8b960e66647d114e755cdb823c8b262d8aa3710d5ec5", "fetched_at": "2026-08-28T04:11:06.829265+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NevaMind-AI/memU"}, {"content_hash": "68f4db6271ebfc93a31161e0b51ae957c6d2967154a5024d0724fcfa5beaa335", "fetched_at": "2026-08-29T08:06:14.757743+00:00", "kind": "homepage", "missing": false, "url": "https://memu.pro"}, {"content_hash": "f28282a4922a5560524dfd1901902c3efd63629c86b40eae747869a4dad45c49", "fetched_at": "2026-08-29T08:06:14.767690+00:00", "kind": "site_page", "missing": false, "url": "https://memu.pro/faq"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:11:06.829265+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:11:06.829265+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T17:12:38.257675+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "fcf8f01695a38ddf7aae8b960e66647d114e755cdb823c8b262d8aa3710d5ec5", "fetched_at": "2026-08-28T04:11:06.829265+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NevaMind-AI/memU"}, {"content_hash": "68f4db6271ebfc93a31161e0b51ae957c6d2967154a5024d0724fcfa5beaa335", "fetched_at": "2026-08-29T08:06:14.757743+00:00", "kind": "homepage", "missing": false, "url": "https://memu.pro"}, {"content_hash": "f28282a4922a5560524dfd1901902c3efd63629c86b40eae747869a4dad45c49", "fetched_at": "2026-08-29T08:06:14.767690+00:00", "kind": "site_page", "missing": false, "url": "https://memu.pro/faq"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:11:06.829265+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:11:06.829265+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:11:06.829265+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T17:12:38.257675+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "fcf8f01695a38ddf7aae8b960e66647d114e755cdb823c8b262d8aa3710d5ec5", "fetched_at": "2026-08-28T04:11:06.829265+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NevaMind-AI/memU"}, {"content_hash": "68f4db6271ebfc93a31161e0b51ae957c6d2967154a5024d0724fcfa5beaa335", "fetched_at": "2026-08-29T08:06:14.757743+00:00", "kind": "homepage", "missing": false, "url": "https://memu.pro"}, {"content_hash": "f28282a4922a5560524dfd1901902c3efd63629c86b40eae747869a4dad45c49", "fetched_at": "2026-08-29T08:06:14.767690+00:00", "kind": "site_page", "missing": false, "url": "https://memu.pro/faq"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:11:06.829265+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:11:06.829265+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T17:12:38.257675+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "fcf8f01695a38ddf7aae8b960e66647d114e755cdb823c8b262d8aa3710d5ec5", "fetched_at": "2026-08-28T04:11:06.829265+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NevaMind-AI/memU"}, {"content_hash": "68f4db6271ebfc93a31161e0b51ae957c6d2967154a5024d0724fcfa5beaa335", "fetched_at": "2026-08-29T08:06:14.757743+00:00", "kind": "homepage", "missing": false, "url": "https://memu.pro"}, {"content_hash": "f28282a4922a5560524dfd1901902c3efd63629c86b40eae747869a4dad45c49", "fetched_at": "2026-08-29T08:06:14.767690+00:00", "kind": "site_page", "missing": false, "url": "https://memu.pro/faq"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T17:12:38.257675+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "fcf8f01695a38ddf7aae8b960e66647d114e755cdb823c8b262d8aa3710d5ec5", "fetched_at": "2026-08-28T04:11:06.829265+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NevaMind-AI/memU"}, {"content_hash": "68f4db6271ebfc93a31161e0b51ae957c6d2967154a5024d0724fcfa5beaa335", "fetched_at": "2026-08-29T08:06:14.757743+00:00", "kind": "homepage", "missing": false, "url": "https://memu.pro"}, {"content_hash": "f28282a4922a5560524dfd1901902c3efd63629c86b40eae747869a4dad45c49", "fetched_at": "2026-08-29T08:06:14.767690+00:00", "kind": "site_page", "missing": false, "url": "https://memu.pro/faq"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T17:12:38.257675+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "fcf8f01695a38ddf7aae8b960e66647d114e755cdb823c8b262d8aa3710d5ec5", "fetched_at": "2026-08-28T04:11:06.829265+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NevaMind-AI/memU"}, {"content_hash": "68f4db6271ebfc93a31161e0b51ae957c6d2967154a5024d0724fcfa5beaa335", "fetched_at": "2026-08-29T08:06:14.757743+00:00", "kind": "homepage", "missing": false, "url": "https://memu.pro"}, {"content_hash": "f28282a4922a5560524dfd1901902c3efd63629c86b40eae747869a4dad45c49", "fetched_at": "2026-08-29T08:06:14.767690+00:00", "kind": "site_page", "missing": false, "url": "https://memu.pro/faq"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T17:12:38.257675+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "fcf8f01695a38ddf7aae8b960e66647d114e755cdb823c8b262d8aa3710d5ec5", "fetched_at": "2026-08-28T04:11:06.829265+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NevaMind-AI/memU"}, {"content_hash": "68f4db6271ebfc93a31161e0b51ae957c6d2967154a5024d0724fcfa5beaa335", "fetched_at": "2026-08-29T08:06:14.757743+00:00", "kind": "homepage", "missing": false, "url": "https://memu.pro"}, {"content_hash": "f28282a4922a5560524dfd1901902c3efd63629c86b40eae747869a4dad45c49", "fetched_at": "2026-08-29T08:06:14.767690+00:00", "kind": "site_page", "missing": false, "url": "https://memu.pro/faq"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 28, "rhythm": 76}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_license"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 401, "days_push": 7, "days_rel": 163, "gap_med": 6, "n_releases_24m": 24}, "score": 77, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}