m_flow — MCP Server by FlowElement-xinliuyuansu

by FlowElement-xinliuyuansu · MCP Server · ★ 4.5k

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About m_flow

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

agent-memoryagentic-aiai-reasoningepisodic-memorygraph-databaseknowledge-graphllmlong-term-memorymcpmemory-engine

Quick Facts

Stars4,469
Forks257
LanguagePython
CategoryMCP Server
LicenseApache-2.0
Quality Score58.7333919995158/100
Open Issues18
Last Updated2026-08-03
Created2026-03-31
Platformsmcp, python
Est. Tokens~13k

Compatible Skills

These tools work well together with m_flow for enhanced workflows:

  • m_flow — semantic(1.00)+rare_topics+same_lang+similar_pop+shared_platform (75%)
  • cognee — semantic(0.53)+complementary+rare_topics+same_lang+similar_pop+shared_platform (73%)
  • automem — semantic(0.42)+complementary+rare_topics+same_lang+similar_pop+shared_platform (69%)
  • honcho — semantic(0.42)+complementary+same_lang+similar_pop+shared_platform (65%)
  • TrustGraph — semantic(0.26)+complementary+rare_topics+same_lang+similar_pop+shared_platform (64%)

m_flow alternative? Top 6 similar tools

Looking for a m_flow alternative? If you're comparing m_flow with other mcp server tools, these 6 projects are the closest alternatives on Agent Skills Hub — ranked by topic overlap, star count, and community traction.

  • m_flow by FlowElement-ai · ⭐ 2.4k

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

  • MemOS by MemTensor · ⭐ 10.7k

    Self-evolving memory OS for LLM & AI Agents: ultra-persistent memory, hybrid-retrieval, and cross-task skill r

  • EverMemOS by EverMind-AI · ⭐ 3.5k

    A memory OS that makes your OpenClaw agents more personal while saving tokens.

  • code-graph-rag by vitali87 · ⭐ 2.6k

    The ultimate RAG for your monorepo. Query, understand, and edit multi-language codebases with the power of AI

  • mcp-memory-service by doobidoo · ⭐ 1.9k

    Open-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowl

  • nocturne_memory by Dataojitori · ⭐ 1.3k

    A lightweight, rollbackable, and visual Long-Term Memory Server for MCP Agents. Say goodbye to Vector RAG and

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Frequently Asked Questions

What is m_flow?

m_flow is A bio-inspired cognitive memory engine — a new paradigm for Graph RAG.. It is categorized as a MCP Server with 4.5k GitHub stars.

What programming language is m_flow written in?

m_flow is primarily written in Python. It covers topics such as agent-memory, agentic-ai, ai-reasoning.

How do I install or use m_flow?

You can find installation instructions and usage details in the m_flow GitHub repository at github.com/FlowElement-xinliuyuansu/m_flow. The project has 4.5k stars and 257 forks, indicating an active community.

What license does m_flow use?

m_flow is released under the Apache-2.0 license, making it free to use and modify according to the license terms.

What are the best alternatives to m_flow?

The top alternatives to m_flow on Agent Skills Hub include m_flow, MemOS, EverMemOS. Each offers a different approach to the same problem space — compare them side-by-side by stars, quality score, and community activity.

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