Skip to content
TakoAPI
← Agent Marketplace
Open-source project

m_flow

by FlowElement-xinliuyuansu

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

—Not yet rated
Your rating
4,511 starsSelf-host

From the README

M-flow 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 · flowelement.ai · Quick Start · Architecture · Examples · OpenClaw Skill · Contact What is M-flow? The real shift is not whether a system builds a graph, but what the graph is allowed to do at retrieval time. Graph topology encodes relevance. In most RAG systems, retrieval is still dominated by similarity: the query is embedded, textual units are ranked by vector distance, and structure—if present—mainly…

Excerpt from the project's README on GitHub.

Skills

An open-source project — explore the code and self-host it from GitHub.