PyContextify

Item: PyContextify
Rating: 69
Author: M8ven

Semantic search server with relationship-aware discovery across codebases and documents.

→ tbrandenburg/pycontextify · listed on glama

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// 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: PYCONTEXTIFY_OPENAI_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.

configPYCONTEXTIFY_SHOW_SWIG_WARNINGS

🔐 secretPYCONTEXTIFY_OPENAI_API_KEY

configPYCONTEXTIFY_PDF_ENGINE

configFAISS_OPT_LEVEL

// 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/tbrandenburg-pycontextify-1p9h3m)](https://m8ven.ai/mcp/tbrandenburg-pycontextify-1p9h3m)

commit: b7b147b6ea9417db2b13f7575da52e06a3c6b12d

code hash: 0e2d132962281ac242e9612f6e6a913b9dae48a2439a200c3765b8dfbf894dcf

verified: 7/21/2026, 9:34:04 AM

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