graphpilot

Structural memory for coding agents — 60% fewer tokens, refactor-safe, runs entirely on your machine.

→ graphpilot-oss/graphpilot · listed on glama

Is this your MCP?

Claim it to get a verified publisher badge, a free copy of our full audit findings, and direct contact for any high-priority issues we find.

Install from

Glama

M8ven verifies MCPs across every public registry — install directly from whichever one you prefer.

// key findings

✅

No credential exfiltration, no sensitive file access, no obfuscation

Static analysis found nothing flowing your secrets to unexpected places.

✅

Open source with a license and README

Anyone can audit the code, the license is declared, and the publisher documents what it does.

🔐

You'll be asked for 1 credential: ANTHROPIC_API_KEY

These are read from process.env at runtime. Make sure you trust where they’ll be sent.

// required environment variables

This server reads these from process.env. You'll be asked to provide them before it can run.

🔐 secretANTHROPIC_API_KEY

configBENCHMARK_MODEL

configFASTIFY_SHA

configGRAPHPILOT_NO_LOG

configGRAPHPILOT_PRETTY

configGRAPHPILOT_ROOT

configMAX_TOOL_TURNS

// full audit trail

The full breakdown of what we checked, the deductions that landed, the network hosts, the dependency advisories, and concrete fix guidance is available to verified publishers.

// improvement guidance — verified publishers only

We have 1 concrete improvement we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.

// embed badge in your README

[![M8ven Score](https://m8ven.ai/badge/mcp/graphpilot-oss-graphpilot-4o9ryw)](https://m8ven.ai/mcp/graphpilot-oss-graphpilot-4o9ryw)

commit: 0ece0ef8a770b0fc9753ca92a26bd210c00b9a1d

code hash: 5debad00e9b4222a19f6e64e13796d195171319bdd95e2dc160daf45c26eeddf

verified: 6/18/2026, 11:23:02 AM

view raw JSON →