---
title: "m_flow"
pageType: "tool-profile"
schemaVersion: "1.0"
snapshotId: "tv-20260915-f4c107995a2e"
generatedAt: "2026-09-15T07:02:20.000Z"
canonicalUrl: "https://toolvitals.com/tools/m-flow/"
jsonUrl: "https://toolvitals.com/api/agent/tools/m-flow"
indexable: true
---

# m_flow

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

## Decision context

- Status: critical
- ToolVitals score: 31/100
- Health score: 43/100
- Shipping score: 14/100
- Score mode: verdict
- Data confidence: 90/100
- Source coverage: 85/100
- Last evidence check: 2026-09-15

## Classification

- Use case: AI Agent Tools (ai-agent-tools)
- Category: Developer Tools (developer-tools)
- Tool mode: Source-visible project
- Openness: OSI-approved OSS
- License: Apache-2.0
- Tags: memory, rag, data, open-source, agent-memory, agentic-ai, ai-reasoning, episodic-memory, graph-database, knowledge-graph, llm, long-term-memory, mcp, memory-engine, python, semantic-memory

## Public repository signals

- Repository: [FlowElement-xinliuyuansu/m_flow](https://github.com/FlowElement-xinliuyuansu/m_flow)
- Stars: 4498 (adoption context only)
- Forks: 256
- Open issues: 13
- Last commit date: 2026-09-02
- Releases in 90 days: 0

## Source receipts

- [Official website](https://flowelement.ai/) — checked 2026-09-15
- [Source repository](https://github.com/FlowElement-xinliuyuansu/m_flow) — checked 2026-09-15

## Discovery status

- Search indexable: yes
- Reason: sufficient tool evidence

## Interpretation limits

- ToolVitals scores summarize bounded public maintenance, shipping, openness, and evidence signals. They are not user-review ratings.
- GitHub stars and related popularity metrics are adoption context, not quality evidence.
- Missing values mean not collected or not confidently established; they do not mean zero.
- Public signals do not prove security, uptime, support quality, customer satisfaction, or production suitability.
- Verify material decisions against the linked first-party sources and your own requirements.