python-mcp-server

A Model Context Protocol server that enables AI agents to query a Graphiti knowledge graph and pgvector document store for evidence-backed responses via hybrid search and RAG.

→ engineering-with-ai/python-mcp-server · 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.

// required environment variables

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

configGRAPH_URL

configVECTOR_URL

configCFG_CUSTOMER_PATH

configENV— The server selects the top-level key based on the env var (default local).

// 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 5 concrete improvements 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/engineering-with-ai-python-mcp-server-sk0zg5)](https://m8ven.ai/mcp/engineering-with-ai-python-mcp-server-sk0zg5)

commit: c60c72b96b3b8d37eba051c22381eddc75bcc4a8

code hash: 2135441c48bb13c79f4da1d989ef158e78984857851230bb138180102757d8dc

verified: 6/24/2026, 10:11:55 AM

view raw JSON →