What is graphpilot?
graphpilot is a MCP server by graphpilot-oss that structural memory for coding agents: indexes TypeScript/JavaScript repos for callers, callees, symbol locations and branch-aware blast-radius impact. It is listed under Developer tools and has 17 GitHub stars.
| Type | Mcp server |
|---|---|
| Author | graphpilot-oss |
| Repository | graphpilot-oss/graphpilot |
| Popularity | 17 GitHub stars |
| Category | Developer tools |
| Security | Low risk (96/100) |
| Rank | #1,400 of 4,418 MCP servers; #334 in Developer tools |
| License | Apache-2.0 |
| Last commit | 2026-09-10 |
| Runs | Locally |
| Language | TypeScript |
| Platforms | macOS, Windows, Linux |
Is graphpilot safe to install?
graphpilot scores 96/100 on the MCPMods security check: Low risk. No checks raised a concern. It passed 5 of 6 checks.
MCP server results come from listing signals: who publishes it, where your data goes and what it can do. The code itself is not scanned yet.
| Check | Result |
|---|---|
| Community-built server | Note |
| Runs on your machine only | Pass |
| No credentials mentioned | Pass |
| Read-only by description | Pass |
| No code execution | Pass |
| Source on GitHub | Pass |
How do I install graphpilot?
- Find the launch command. The README says how the server starts (npx, uvx, docker or a remote URL) and which API keys it needs.
https://github.com/graphpilot-oss/graphpilot
- Add it to Claude Code. Replace the part after -- with the command from the README. Remote servers use --transport http with a URL.
claude mcp add graphpilot -- <command from README> claude mcp add --transport http graphpilot <server-url>
- Check it connected. This lists your MCP servers and their status.
claude mcp list
Or ask Claude to set it up
Paste this into Claude Code and it installs graphpilot for you:
Add the "graphpilot" MCP server from https://github.com/graphpilot-oss/graphpilot to Claude Code. Read its README for the launch command and any API keys I need, run claude mcp add, then check that it connects.