{"data":{"slug":"alibaizhanov-mengram","name":"mengram","tagline":"Human-like memory for AI agents — semantic, episodic & procedural. Experience-driven procedures that learn from failures. Free API, Python & JS SDKs, LangChain, CrewAI & OpenClaw integrations.","github_url":"https://github.com/alibaizhanov/mengram","owner":"alibaizhanov","repo":"mengram","owner_avatar_url":"https://avatars.githubusercontent.com/u/32927647?v=4","primary_language":"Python","stars":183,"forks":26,"topics":["agent-memory","ai-agents","ai-memory","claude-desktop","cognitive-architecture","cohere","cursor-ai","episodic-memory","knowledge-graph","letta-alternative","llm-memory","mcp-server","mem0-alternative","model-context-protocol","multilingual-embeddings","pgvector","procedural-memory","python","rag","semantic-search"],"archived":false,"github_pushed_at":"2026-06-17T20:04:20+00:00","maintenance_label":"Active","url":"https://www.graphcanon.com/tools/alibaizhanov-mengram","markdown_url":"https://www.graphcanon.com/tools/alibaizhanov-mengram.md","api_url":"https://www.graphcanon.com/api/graphcanon/tools/alibaizhanov-mengram","graph_url":"https://www.graphcanon.com/api/graphcanon/graph?tool=alibaizhanov-mengram","description":"Human-like memory for AI agents — semantic, episodic & procedural. Experience-driven procedures that learn from failures. Free API, Python & JS SDKs, LangChain, CrewAI & OpenClaw integrations.","homepage_url":"https://mengram.io","license":"Apache-2.0","open_issues":20,"watchers":4,"ai_summary":null,"readme_excerpt":"## Install in one prompt (any AI tool)\n\nPaste this into Claude Desktop, Cursor, Codex, Claude Code, or Windsurf — the agent reads our [setup guide](https://mengram.io/agent-install.txt), installs the SDK, configures the MCP server, and verifies the round-trip end-to-end. **No terminal context-switching.**\n\n```\nInstall Mengram for me. Fetch the canonical install guide at\nhttps://mengram.io/agent-install.txt and follow it precisely.\nMy email is YOUR_EMAIL_HERE.\n```\n\nWorks in any agent with shell + file-edit + web-fetch tools. Prefer doing it manually? See the [plain-text guide](https://mengram.io/agent-install.txt) — it's structured for human eyes too.\n\n---\n\n---\n\n#    and Railway. Recently debugged pgvector deployment. Prefers direct\n\n---\n\n## License\n\nApache 2.0 — free for commercial use.\n\n---\n\n<div align=\"center\">\n\n**[Get your free API key](https://mengram.io/#signup)** · Built by **[Ali Baizhanov](https://github.com/alibaizhanov)** · **[mengram.io](https://mengram.io)**\n\n</div>","github_created_at":"2026-02-10T19:20:33+00:00","created_at":"2026-07-11T23:17:05.273774+00:00","updated_at":"2026-07-11T23:17:14.858087+00:00","categories":[{"slug":"llm-frameworks","name":"LLM Frameworks","url":"https://www.graphcanon.com/categories/llm-frameworks","markdown_url":"https://www.graphcanon.com/categories/llm-frameworks.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/llm-frameworks"},{"slug":"vector-databases","name":"Vector Databases","url":"https://www.graphcanon.com/categories/vector-databases","markdown_url":"https://www.graphcanon.com/categories/vector-databases.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/vector-databases"},{"slug":"ai-agents","name":"AI Agents","url":"https://www.graphcanon.com/categories/ai-agents","markdown_url":"https://www.graphcanon.com/categories/ai-agents.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/ai-agents"}],"tags":[{"slug":"cognitive-architecture","name":"cognitive-architecture"},{"slug":"cursor-ai","name":"cursor-ai"},{"slug":"claude-desktop","name":"claude-desktop"},{"slug":"ai-memory","name":"ai-memory"},{"slug":"cohere","name":"cohere"},{"slug":"ai-agents","name":"ai-agents"},{"slug":"episodic-memory","name":"episodic-memory"},{"slug":"agent-memory","name":"agent-memory"}],"trust":{"provenance":{"is_fork":false,"github_id":1154785536,"owner_type":"User","methodology":"github_public_v1","parent_repo":null,"near_duplicate_slugs":[]},"computed_at":"2026-07-11T23:17:11.391Z","maintenance":{"label":"Active","score":82,"methodology":"github_public_v1","releases_90d":1,"days_since_push":24,"last_release_at":"2026-05-14T12:23:24Z"},"security_summary":{"status":"findings","scanner":"osv@v1","low_count":23,"high_count":0,"last_scan_at":"2026-07-11T23:17:11.881Z","medium_count":0,"scan_profile":"deps","critical_count":0}},"capability_facts":{"scan":{"source":"repo_scan","observed_at":"2026-07-11T23:17:11.134Z"},"deploy":{"source":"dockerfile:docker-compose.yml","self_host":true,"observed_at":"2026-07-11T23:17:11.134Z","managed_saas":false},"has_cli":{"value":true,"source":"pyproject.toml:[project.scripts]","observed_at":"2026-07-11T23:17:11.134Z"},"languages":{"value":["python"],"source":"github.language+pyproject.toml","observed_at":"2026-07-11T23:17:11.134Z"},"has_docker":{"value":true,"source":"dockerfile:docker-compose.yml","observed_at":"2026-07-11T23:17:11.134Z"},"license_spdx":{"value":"Apache-2.0","source":"github.license","observed_at":"2026-07-11T23:17:11.134Z"}}}}