Developer tools · MCP server
Repo graph: MCP server, setup and security
Repo graph is an open-source MCP server published on GitHub that lets an AI agent navigate codebases using structural graphs of entities, relationships and features. Its repository has 87 stars and its last commit is from October 2, 2026 and it is licensed under MIT.
| Adoption (stars) | 19/40 | |
|---|---|---|
| Maintenance | 30/30 | |
| Framework (licence, registry, official) | 20/30 |
What Repo graph does
According to its repository: “Structural codebase graph: scans entities, relationships and feature flows across languages so LLMs navigate by structure instead of grepping.”
The Model Context Protocol (MCP) is a standard plug between an AI agent and an outside service: once the server is connected, its tools show up in the agent, which decides when to call them. Repo graph is listed under Developer tools, a category of 475 servers in the directory, where it ranks #190 by stars.
Installing and connecting Repo graph
Distribution modes declared in the official MCP registry:
- PyPI package (Python, started with
uvxorpip)
It works with any MCP-compatible client (Claude Desktop, Claude Code, Cursor, VS Code, Codex and most recent agents). You add one entry to the client's MCP configuration: server name, start command or URL, environment variables. Project language: Python.
Security: what to check
Connecting an MCP server means installing software that talks straight to your agent: it runs with your rights and the model trusts its tool descriptions. The risk therefore depends on what it can touch and how far its code can be trusted.
None of the risk signals we track (system access, secrets, missing licence, abandonment) applies to Repo graph. That does not replace reading the code.
Good practice: grant only the rights needed (least privilege), require human approval for irreversible actions, and run the AI agent security check.
Project activity and maintenance
Created on April 12, 2026, the James-Chahwan/repo-graph repository has 87 stars and 1 forks, with 1 open issues. It has more stars than 64% of the servers in the directory. It received changes this month. Version published in the registry: 0.5.2 (October 2, 2026).
Stars measure attention, not quality: a recent, heavily promoted project can collect them fast, while a useful but niche server will have few.
Verdict
Repo graph is a reasonable choice; check the points below before connecting it.
Strengths
- Active project: recent commit
- Listed in the official MCP registry
- Permissive licence (MIT)
Alternatives
- Radar Kubernetes MCP Server3.9K ★
- Repowise7.9K ★
- Jscpd6.4K ★
- Apify MCP server12.9K ★
- Codebase Memory47.4K ★
- PostHog MCP Server40.4K ★
Learn more
Frequently asked questions
How do I install Repo graph?
Repo graph is distributed as PyPI package (Python, started with uvx or pip). Add it to your client's MCP configuration (Claude Desktop, Cursor, VS Code…) following the README of James-Chahwan/repo-graph.
Is Repo graph free?
The code is published under the MIT licence and can be used free of charge.
Is Repo graph safe?
No risk signal found (system access, secrets, licence, abandonment). As with any MCP server, keep rights minimal and read the code before sensitive use.
Is it an official server?
Nothing says so: it is a project published by James-Chahwan on GitHub. Check who maintains it before giving it access.
What are the alternatives to Repo graph?
In the same category: Radar Kubernetes MCP Server, Repowise, Jscpd, and Apify MCP server. Radar Kubernetes MCP Server and Repowise score higher on our grid.
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Neutrality. No affiliate links. No vendor pays to be reviewed, rated or ranked. Reviews are directed by François Chollet, neutral and factual, and every data point is dated and sourced. How we score