#graphrag

Persistent memory MCP for AI agents — Knowledge graph + Hebbian learning + Anti-hallucination. 12 tools, 1 dependency, zero manual setup.

Munin is a high-performance, pragmatic memory layer for AI agents (Cursor, Claude Code, OpenClaw, Gemini CLI,...). Unlike other solutions, Munin focuses on developer productivity with: - **Multi-Project Support:** Isolate memories into separate "brains" (Context Cores). - **GraphRAG:** Automatically builds a knowledge graph from your context. - **Sub-200ms Search:** Blazing fast Hybrid & Semantic search. - **Privacy:** Zero-knowledge client-side encryption (E2EE) support. - **Pricing:** FREE FOREVER for the base tier (Pro and Elite Plan start from $1.6/m).

The graph augmented, smart and local-first Personal Context Manager, or Personal Agent Memory, just works. Nowledge Mem ingests your agent’s summarized memories through its MCP tools or prompts, enabling you to enhance your memory and knowledge using a GraphRAG approach. By leveraging LLMs, embedding models, BM25, graph algorithms, and a built-in knowledge graph, Nowledge Mem makes building, searching, and exploring your personal knowledge easier than ever.