{"adoption": {"forks": 903, "observed_at": "2026-08-28T04:10:52.721518+00:00", "stars": 12452}, "canonical_url": "https://ross.abutalabs.com/products/everos", "card": {"archived": false, "artifact_type": "library", "description": "One portable memory layer for every AI agent: local-first, Markdown-native, user-owned, and self-evolving across apps, tools, and workflows.", "domain": ["artificial-intelligence", "large-language-models", "developer-tools", "databases"], "enriched": true, "function": ["rag", "vector-database", "database", "mcp", "agent-framework", "search-engine", "sdk"], "health_score": 100, "homepage": "https://evermind.ai/everos", "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["EverMind-AI/EverOS"], "name": "EverMind-AI/EverOS", "platform": ["python", "cross-platform", "self-hosted", "cli"], "pushed_at": "2026-08-26T07:17:34+00:00", "repo": "EverMind-AI/EverOS", "stars": 12452, "tags": ["agent-memory", "long-term-memory", "markdown-native", "local-first", "lancedb", "sqlite", "self-evolving-skills", "memory-management", "procedural-memory", "mcp-server", "ai-agents", "retrieval-augmented-generation"], "topics": ["agentic-ai", "ai", "chats", "llm", "long-term-memory", "memory", "memory-management", "python3", "rag", "agent-memory", "clawdbot", "clawdbot-skill", "mcp", "skills", "deepseek-harness", "dsh", "dsh-plugin"], "urls": [], "use_cases": ["give my AI agent long-term memory across sessions", "store chat history and agent trajectories as editable markdown files", "add persistent memory to a Claude Code or MCP-compatible agent", "let agents learn reusable skills from completed tasks", "run a local-first memory layer without MongoDB or Redis", "search agent memories by user, agent, and context", "sync memory across multiple AI apps and devices"], "what_it_is": "EverOS is a Python library and local-first memory runtime that gives AI agents a portable, user-owned memory layer across apps, tools, and workflows. It stores conversations, files, and agent trajectories as readable Markdown files, backed by local SQLite and LanceDB indexes for fast retrieval and self-evolving skill reuse.", "when_to_avoid": ["you need a fully managed cloud memory service with zero local setup", "you require graph-based memory or entity-relation modeling out of the box", "your stack is not Python-based and you cannot use the SDK or MCP interface"], "when_to_choose": ["you want local-first, Git-versioned Markdown as the source of truth for agent memory", "you need cross-agent, cross-platform memory without managed database services", "you want self-evolving procedural memory (cases promoting into skills)", "you need MCP, OpenAI SDK, or Anthropic SDK compatibility"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/everos", "repo": "EverMind-AI/EverOS", "role": "main", "score": 83}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:10:52.721518+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T17:14:03.301334+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "29b4053365792b681d369db1cbf6af5c1a44983f9ddeecf514a8b455f9cea281", "fetched_at": "2026-08-28T04:10:52.721518+00:00", "kind": "readme", "missing": false, "url": "https://github.com/EverMind-AI/EverOS"}, {"content_hash": "1293e0e382cc17b5e042cc1cd180a41b66cd81f661968c828ebc9eea2ef7b185", "fetched_at": "2026-08-29T08:10:49.868710+00:00", "kind": "homepage", "missing": false, "url": "https://evermind.ai/everos"}, {"content_hash": "ce87b9ddd350100ec528cc8743edf5335730873898caf0b638f74623d29a8f4a", "fetched_at": "2026-08-29T08:10:49.878403+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/everos/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:10:52.721518+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T17:14:03.301334+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "29b4053365792b681d369db1cbf6af5c1a44983f9ddeecf514a8b455f9cea281", "fetched_at": "2026-08-28T04:10:52.721518+00:00", "kind": "readme", "missing": false, "url": "https://github.com/EverMind-AI/EverOS"}, {"content_hash": "1293e0e382cc17b5e042cc1cd180a41b66cd81f661968c828ebc9eea2ef7b185", "fetched_at": "2026-08-29T08:10:49.868710+00:00", "kind": "homepage", "missing": false, "url": "https://evermind.ai/everos"}, {"content_hash": "ce87b9ddd350100ec528cc8743edf5335730873898caf0b638f74623d29a8f4a", "fetched_at": "2026-08-29T08:10:49.878403+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/everos/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T17:14:03.301334+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "29b4053365792b681d369db1cbf6af5c1a44983f9ddeecf514a8b455f9cea281", "fetched_at": "2026-08-28T04:10:52.721518+00:00", "kind": "readme", "missing": false, "url": "https://github.com/EverMind-AI/EverOS"}, {"content_hash": "1293e0e382cc17b5e042cc1cd180a41b66cd81f661968c828ebc9eea2ef7b185", "fetched_at": "2026-08-29T08:10:49.868710+00:00", "kind": "homepage", "missing": false, "url": "https://evermind.ai/everos"}, {"content_hash": "ce87b9ddd350100ec528cc8743edf5335730873898caf0b638f74623d29a8f4a", "fetched_at": "2026-08-29T08:10:49.878403+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/everos/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:10:52.721518+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:10:52.721518+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:10:52.721518+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T17:14:03.301334+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "29b4053365792b681d369db1cbf6af5c1a44983f9ddeecf514a8b455f9cea281", "fetched_at": "2026-08-28T04:10:52.721518+00:00", "kind": "readme", "missing": false, "url": "https://github.com/EverMind-AI/EverOS"}, {"content_hash": "1293e0e382cc17b5e042cc1cd180a41b66cd81f661968c828ebc9eea2ef7b185", "fetched_at": "2026-08-29T08:10:49.868710+00:00", "kind": "homepage", "missing": false, "url": "https://evermind.ai/everos"}, {"content_hash": "ce87b9ddd350100ec528cc8743edf5335730873898caf0b638f74623d29a8f4a", "fetched_at": "2026-08-29T08:10:49.878403+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/everos/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:10:52.721518+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:10:52.721518+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T17:14:03.301334+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "29b4053365792b681d369db1cbf6af5c1a44983f9ddeecf514a8b455f9cea281", "fetched_at": "2026-08-28T04:10:52.721518+00:00", "kind": "readme", "missing": false, "url": "https://github.com/EverMind-AI/EverOS"}, {"content_hash": "1293e0e382cc17b5e042cc1cd180a41b66cd81f661968c828ebc9eea2ef7b185", "fetched_at": "2026-08-29T08:10:49.868710+00:00", "kind": "homepage", "missing": false, "url": "https://evermind.ai/everos"}, {"content_hash": "ce87b9ddd350100ec528cc8743edf5335730873898caf0b638f74623d29a8f4a", "fetched_at": "2026-08-29T08:10:49.878403+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/everos/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:10:52.721518+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:10:52.721518+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:10:52.721518+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T17:14:03.301334+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "29b4053365792b681d369db1cbf6af5c1a44983f9ddeecf514a8b455f9cea281", "fetched_at": "2026-08-28T04:10:52.721518+00:00", "kind": "readme", "missing": false, "url": "https://github.com/EverMind-AI/EverOS"}, {"content_hash": "1293e0e382cc17b5e042cc1cd180a41b66cd81f661968c828ebc9eea2ef7b185", "fetched_at": "2026-08-29T08:10:49.868710+00:00", "kind": "homepage", "missing": false, "url": "https://evermind.ai/everos"}, {"content_hash": "ce87b9ddd350100ec528cc8743edf5335730873898caf0b638f74623d29a8f4a", "fetched_at": "2026-08-29T08:10:49.878403+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/everos/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:10:52.721518+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:10:52.721518+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T17:14:03.301334+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "29b4053365792b681d369db1cbf6af5c1a44983f9ddeecf514a8b455f9cea281", "fetched_at": "2026-08-28T04:10:52.721518+00:00", "kind": "readme", "missing": false, "url": "https://github.com/EverMind-AI/EverOS"}, {"content_hash": "1293e0e382cc17b5e042cc1cd180a41b66cd81f661968c828ebc9eea2ef7b185", "fetched_at": "2026-08-29T08:10:49.868710+00:00", "kind": "homepage", "missing": false, "url": "https://evermind.ai/everos"}, {"content_hash": "ce87b9ddd350100ec528cc8743edf5335730873898caf0b638f74623d29a8f4a", "fetched_at": "2026-08-29T08:10:49.878403+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/everos/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T17:14:03.301334+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "29b4053365792b681d369db1cbf6af5c1a44983f9ddeecf514a8b455f9cea281", "fetched_at": "2026-08-28T04:10:52.721518+00:00", "kind": "readme", "missing": false, "url": "https://github.com/EverMind-AI/EverOS"}, {"content_hash": "1293e0e382cc17b5e042cc1cd180a41b66cd81f661968c828ebc9eea2ef7b185", "fetched_at": "2026-08-29T08:10:49.868710+00:00", "kind": "homepage", "missing": false, "url": "https://evermind.ai/everos"}, {"content_hash": "ce87b9ddd350100ec528cc8743edf5335730873898caf0b638f74623d29a8f4a", "fetched_at": "2026-08-29T08:10:49.878403+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/everos/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T17:14:03.301334+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "29b4053365792b681d369db1cbf6af5c1a44983f9ddeecf514a8b455f9cea281", "fetched_at": "2026-08-28T04:10:52.721518+00:00", "kind": "readme", "missing": false, "url": "https://github.com/EverMind-AI/EverOS"}, {"content_hash": "1293e0e382cc17b5e042cc1cd180a41b66cd81f661968c828ebc9eea2ef7b185", "fetched_at": "2026-08-29T08:10:49.868710+00:00", "kind": "homepage", "missing": false, "url": "https://evermind.ai/everos"}, {"content_hash": "ce87b9ddd350100ec528cc8743edf5335730873898caf0b638f74623d29a8f4a", "fetched_at": "2026-08-29T08:10:49.878403+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/everos/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T17:14:03.301334+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "29b4053365792b681d369db1cbf6af5c1a44983f9ddeecf514a8b455f9cea281", "fetched_at": "2026-08-28T04:10:52.721518+00:00", "kind": "readme", "missing": false, "url": "https://github.com/EverMind-AI/EverOS"}, {"content_hash": "1293e0e382cc17b5e042cc1cd180a41b66cd81f661968c828ebc9eea2ef7b185", "fetched_at": "2026-08-29T08:10:49.868710+00:00", "kind": "homepage", "missing": false, "url": "https://evermind.ai/everos"}, {"content_hash": "ce87b9ddd350100ec528cc8743edf5335730873898caf0b638f74623d29a8f4a", "fetched_at": "2026-08-29T08:10:49.878403+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/everos/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 22, "rhythm": 96}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 309, "days_push": 7, "days_rel": 26, "gap_med": 5.5, "n_releases_24m": 11}, "score": 83, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}