neurochat

Item: neurochat
Rating: 54
Author: M8ven

Enables natural language querying of brain volumes (NIfTI) with a fixed set of tools, returning visualizations and reproducible nilearn code.

→ AyushXRane/neurochat · listed on glama

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// key findings

⚠️

Tool descriptions don’t match what handlers do

1 tool describes read intent but its handler mutates — screenshot (line 805: out_path.write_bytes(downscale_png(raw)))

✅

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.

configNEUROCHAT_MODEL

🔐 secretANTHROPIC_API_KEY— Chat needs . Without it every other control still works: clicking a

configNEUROCHAT_CACHE

configNEUROCHAT_LIBRARY

configNEUROCHAT_BACKEND

configNEUROCHAT_WORKDIR

// 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 7 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/ayushxrane-neurochat-wtf2o6)](https://m8ven.ai/mcp/ayushxrane-neurochat-wtf2o6)

commit: 140dd198283b183c2a2fa73f2bea288c90e63931

code hash: f7cb9aca6e0620a0732043db5d338e9e2be038c894e6e11bec4c39ebe667b01f

verified: 7/30/2026, 9:15:09 AM

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