Graphicle MCP server

Code graph and memory for your coding agents, in one Rust program.

Graphicle maps your repository into a code graph, remembers your project's docs, decisions and past agent sessions, and gives your coding agent cited excerpts from both: the exact files and lines. It runs on your machine: no API key needed, no account, no telemetry. Works with Claude Code · Cursor · Codex · VS Code · Claude Desktop · any MCP client

Quick start · How it works · Benchmarks · Docs · Coming from Graphify? · Discussions

Quick start

brew install graphicle-ai/tap/graphicle
cd your-repo
graphicle setup

No Homebrew? curl -fsSL https://github.com/graphicle-ai/graphicle/releases/latest/download/install.sh | sh · Release archives · Other ways to install Windows: a preview build for x86-64, not yet code-signed (Windows (preview)).

graphicle setup indexes the repository, builds its code graph and connects the coding agents it finds. It also turns on session capture, adds a two-line section to AGENTS.md (unless Claude Code is the only agent) and installs Git hooks that keep the project current. It lists every file it changes and backs each one up first; graphicle disconnect undoes it all.

Then ask your agent to "use graphicle to find where failed requests are retried", or ask from the terminal:

$ graphicle ask "where is tax added to prices?"
Evidence for "where is tax added to prices?"
4 excerpts · 598 of 3,000 tokens

[1] shop/pricing.py:1-7  price_with_tax()
    """Prices and tax."""
    TAX_RATE = 0.2

    def price_with_tax(price):
        """A price with the sales tax added."""
        return round(price * (1 + TAX_RATE), 2)

Real output, cut after the first excerpt. With no model configured, ask shows the evidence; graphicle config set model anthropic (or openai, ollama) adds written answers.

Let your coding agent install it

Paste this into Claude Code, Codex or Cursor:

Shortened. The full README is on GitHub.