gitgraph — a code graph + MCP server for any GitHub repo
Turn any GitHub repository into a queryable code knowledge graph, served to your coding agent over MCP. Free for public repos.
https://gitgraphmcp.com/Connect straight to this server’s public endpoint.
https://gitgraphmcp.com/api/v1/mcpWe add this server to your workspace, walk through sign-in once, then open Studio with tools ready to run.
Last probed Sep 18, 2026 · gitgraphmcp.com
5tools discovered
Explore
Answer almost any structural question about the codebase in one call — 'how does X work', a flow ('how does X reach Y')…
Search
Full-text symbol search across the codebase (FTS5).
Impact
Blast radius of changing a symbol: transitive callers/dependents up to a depth.
Read
Read exact source from this repo at the indexed commit — you do NOT have this repository checked out, so this is the on…
Calls
Trace the call graph around a symbol: direction 'in' = who calls it, 'out' = what it calls.
Get your MCP into directories
A working endpoint is step one. Directory coverage is the coordinated launch across ChatGPT, Claude, Cursor, the MCP Registry, and community indexes.
Directory coverage for brandsTurn any GitHub repository into a queryable code knowledge graph, served to your coding agent over MCP. Free for public repos.
Use the MCP endpoint listed on this page in your MCP client configuration. One-click install pills support Claude, Cursor, VS Code, and other hosts. Copy the remote MCP URL if your client needs a manual entry.
MCPBundles probed 5 tools on the live server. The tool list on this page reflects what was discovered at the last refresh — connect your client to see the full set available to your session.
Operate gitgraph:api/v1? Verify ownership to take over this directory entry.
This server appears in the MCPBundles directory. Verify you operate it to take over the listing — name, description, logo, contact email, and skill content. We email a 6-digit code to a maintainer address your server publishes in /.well-known/security.txt or /.well-known/mcpbundles.json. Free, takes about a minute.
gitgraph:api/v1 may require signing in to the provider before tools can run. Connect through MCPBundles or your MCP client and complete any provider login when prompted.
MCPBundles is an independent platform built on the open Model Context Protocol standard. Not affiliated with Anthropic PBC or Claude.