m_flow

by FlowElement-ai · Python · ★ 2,254

A bio-inspired cognitive memory engine — a new paradigm for Graph RAG.

#agent-memory#agentic-ai#ai-reasoning#episodic-memory#graph-database#knowledge-graph#llm#long-term-memory#mcp#memory-engine#python#rag#semantic-memory#vector-search

Install

pip install git+https://github.com/FlowElement-ai/m_flow.git

Claude Desktop config

Add this to your claude_desktop_config.json:

{
  "mcpServers": {
    "m-flow": {
      "command": "uvx",
      "args": [
        "git+https://github.com/FlowElement-ai/m_flow.git"
      ]
    }
  }
}

From the README

**RAG matches chunks. GraphRAG structures context. M-flow scores evidence paths.** Retrieval through reasoning and association — M-flow operates like a cognitive memory system. [m-flow.ai](https://m-flow.ai) · [flowelement.ai](https://flowelement.ai) · [Quick Start](#quick-start) · [Architecture](docs/RETRIEVAL_ARCHITECTURE.md) · [Examples](examples/) · [OpenClaw Skill](https://clawhub.ai/flowelement-alexunbridled/mflow-memory) · [Contact](mailto:contact@xinliuyuansu.com) [](#testing) [](https://www.python.org/) [](LICENSE) ----|-----------------|---------------| | **Episode** | A bounded…

Read full README on GitHub →