Graph Pilot MCP Server

Structural memory for coding agents. A refactor-safe, branch-aware, evidence-backed code graph that runs entirely on your machine. It runs locally over stdio via the published package.

People connecting coding agent tools to Claude, Cursor, VS Code, or another MCP client. The project is written in TypeScript.

VERIFIED ACTIVE

LAST COMMIT 2026-08-01 · ★ 15 · #103 OF 194 MAINTAINED CODING AGENT · VERIFIED 2026-08-25

Apache-2.0 · TypeScript servers · how we verify → /methodology

01 · Install Graph Pilot

Claude Code

claude mcp add graphpilot-oss-graphpilot -- npx -y @graphpilot-oss/graphpilot

Claude Desktop / Cursor / VS Code - add to config

{
  "mcpServers": {
    "graphpilot-oss-graphpilot": {
      "command": "npx",
      "args": [
        "-y",
        "@graphpilot-oss/graphpilot"
      ]
    }
  }
}

Same JSON for Cursor. For VS Code, rename the top-level key from `mcpServers` to `servers`.

Using another client? Same JSON, different key

Claude Desktop · mcpServers

Cursor · mcpServers

VS Code · servers

Windsurf · mcpServers

Zed · context_servers

Cline · mcpServers

Roo Code · mcpServers

Continue · mcpServers

LibreChat · mcpServers

Gemini CLI · mcpServers

Codex CLI · mcp_servers

Full setup guides: every client.

02 · Evidence

Security posture

What to check before giving this server access to your agent - from the registry, GitHub, and our own probes. We don't score safety; we show what's verifiable.

runs as local process (stdio) - runs on your machine with your user's permissions

license Apache-2.0 - declared in the repository

npm package @graphpilot-oss/graphpilot - published under the repo owner's npm scope (@graphpilot-oss)

registry namespace io.github.graphpilot-oss is GitHub-verified and matches the repo owner

03 · What Graph Pilot can do

Prose above is summarized from the project's README and registry record - no invented capabilities.

Limitations (from the README)

GraphPilot v0.1 makes deliberate trade-offs to ship small and sharp: - TS/JS only. Python, Rust, Go, Java are out of scope for v1. Python is demand-gated for v0.2 / v0.3. - Name-based resolver (no import-path tracking, no type-based method dispatch). Expected resolution rate: ~25–35 % of edges resolve to in-repo symbols; the rest are stdlib / third-party. That's enough because the questions agents actually ask (_"who

Latest releases

v1.0.1 · 2026-06-05

publish to official MCP Registry on release · add Dockerfile + 400×400 logo for marketplace listings (Glama, Cline)

v1.1.0 · 2026-06-05

New Release first stable version

04 · Who maintains Graph Pilot

GraphPilot is maintained by graphpilot-oss. It's the only MCP server we track from this author; the repo dates to May 2026.

05 · Facts

repository: github.com/graphpilot-oss/graphpilot
website: https://github.com/graphpilot-oss/graphpilot#readme
category: coding agent - ranked #103 of 194 actively-maintained coding agent servers as of 2026-08-25.
release cadence: 2 releases in the last 90 days (latest 2026-06-05)
registry: io.github.graphpilot-oss/graphpilot (active, first published 2026-06-05)
packages: npm:@graphpilot-oss/graphpilot

06 · Graph Pilot FAQ

What is Graph Pilot?

Structural memory for coding agents. A refactor-safe, branch-aware, evidence-backed code graph that runs entirely on your machine. It runs locally over stdio via the published package.

Is Graph Pilot still maintained?

Yes - as of 2026-08-25, its last commit was 2026-08-01 and it shipped 2 releases in the last 90 days. We re-verify nightly.

How do I install Graph Pilot?

Run `npx -y @graphpilot-oss/graphpilot`. You can also paste the ready-made client config above.

Does Graph Pilot run locally?

Yes - it's a stdio server: it runs on your machine (via npx) with your user's permissions. Your data stays local unless the server itself calls external APIs.

07 · Alternatives to Graph Pilot

Alternatives to Graph Pilot

Maintained coding agent servers if Graph Pilot isn't the fit.

Pairs well with

Servers that cover what Graph Pilot doesn't - only shown when the pairing reason fits the companion.

More coding agent MCP servers · Good Memory · Lm · Archy · Code Cartographer · Agentic MCP

More TypeScript MCP servers · Astronomy Oracle · Brewers Almanack · Dnd Oracle · Godot Forge · Lego Oracle · see all