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graphmind MCP Server

aouicher/graphmind

Score: 69.5 Rank #4148 MCP Server
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Local-first code intelligence for AI assistants. Turns your codebase into a knowledge graph your AI can query, navigate, and remember. 25 MCP tools.

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Overview

aouicher/graphmind is a Rust tool licensed under MIT. Local-first code intelligence for AI assistants. Turns your codebase into a knowledge graph your AI can query, navigate, and remember. 25 MCP tools. Topics: ai, ai-agent, chatgpt, claude, claude-code, cursor, graph, memory, token, graphmind, ai-assistant, code-intelligence, embeddings, knowledge-graph, llm, mcp, rust, tree-sitter.

Ranked #4148 out of 24846 indexed tools.

Ecosystem

Rust MIT
aiai-agentchatgptclaudeclaude-codecursorgraphmemorytokengraphmindai-assistantcode-intelligenceembeddingsknowledge-graphllmmcprusttree-sitter

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 213

213 stars → growing community

Freshness 25% 1mo ago

Last commit 1mo ago → moderate activity

Issue Health 25% 44%

7/16 issues closed → many open issues

Contributors 10% 2

2 contributors → solo project

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A
PyPI Downloads N/A
Forks 20
Description Good
License MIT

Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →

How to Improve

Description low impact

Expand your description to 150+ characters for better discoverability

Freshness high impact

Last commit was 31 days ago — a recent commit would boost your freshness score

Issue Health high impact

You have 9 open vs 7 closed issues — triaging stale issues improves health

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AgentRank score for aouicher/graphmind
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Matched Queries

topic:mcp

From the README

# graphmind

> Your codebase has a shape. Now your AI can see it. And remember it.

GraphMind turns your codebase into a knowledge graph your AI can query, navigate, and remember. Ask about dead code, dependencies, or blast radius — and get answers grounded in your actual architecture.

Up to **5,700× fewer tokens** than raw search (~10M tokens saved per session). Works with Claude Code, Cursor, Windsurf, Cline, Zed, Continue, and any MCP-compatible AI assistant.

<table><tr>
<td></td>
<td></td>
</tr>
<tr>
<td align="center"><sub>CLI + Claude MCP integration</sub></td>
<td align="center"><sub>Desktop app — Mac &amp; Windows</sub></td>
</tr></table>

## Why GraphMind

Every new AI session starts from zero. Your assistant re-reads the entire codebase, re-discovers architecture, and forgets every decision you explained last time. Across multiple projects, there's zero visibility into shared dependencies.

**graphmind** fixes this with four layers:
1. **Structural graph** — function-level 
Read full README on GitHub →

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