mcp-server

code-graph-rag: AI code insights

Name: code-graph-rag: AI code insights
Author: vitali87

Get AI-powered code analysis for your monorepo with code-graph-rag, used by developers

5,014 stars659 forksPythonGuide quality 8/10Updated 9/6/2026100% free · open source

What it does

Code-graph-rag analyzes your monorepo's codebase using AI and knowledge graphs, allowing you to query, understand, and edit multi-language codebases

When to use it

•You have a large, complex monorepo with multiple languages and need help understanding the relationships between components
•You want to automate code reviews and ensure consistency across your codebase
•You need to refactor or optimize your codebase, but struggle to identify the best places to start

Ready-to-paste prompt

python -m code_graph_rag.client --query 'SELECT * FROM functions WHERE language = "python"'

Heads up: Make sure you have Python 3.8 or later installed, as code-graph-rag relies on features introduced in this version

Saves to your device

Use with Claude

New

Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.

✅ Light setup

Installs with a command or two; your AI agent can do it for you.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/code-graph-rag && curl -fsSL https://workflowstacks.com/api/skills/code-graph-rag/claude-skill -o ~/.claude/skills/code-graph-rag/SKILL.md

Open in another AI app

Opens the app with this repo with the prompt ready to go — no copy-paste needed.

Connect the whole catalog (MCP)

claude mcp add --transport http workflowstacks https://workflowstacks.com/api/mcp

Adds a WorkflowStacks connector to Claude Code: search and load any skill here by chatting.

What's inside — free to inspect

No purchase needed

Read the entire source before you build — unlike paid marketplaces that hide it behind a buy button.

top-level files

folders

75.8M

source size

MIT

license

Key files

.pre-commit-config.yaml

main.py

PYPI_README.md

README.md

File tree

.github/

.vscode/

assets/

benchmarks/

cgr/

codebase_rag/

codec/

docs/

evals/

examples/

fixtures/

optimize/

scripts/

.coderabbit.yaml

.dockerignore

.env.example

.gitignore

.gitmodules

.pre-commit-config.yaml

.python-version

build_binary.py

code-graph-rag-darwin-arm64.spec

CONTRIBUTING.md

Dockerfile

Use with Claude

New

Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.

✅ Light setup

Installs with a command or two; your AI agent can do it for you.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/code-graph-rag && curl -fsSL https://workflowstacks.com/api/skills/code-graph-rag/claude-skill -o ~/.claude/skills/code-graph-rag/SKILL.md

Open in another AI app

Opens the app with this repo with the prompt ready to go — no copy-paste needed.

Connect the whole catalog (MCP)

claude mcp add --transport http workflowstacks https://workflowstacks.com/api/mcp

Adds a WorkflowStacks connector to Claude Code: search and load any skill here by chatting.

Quick Actions

Details

Creator

vitali87

Language

Python