mdify-mcp

Item: mdify-mcp
Rating: 54
Author: M8ven

MCP server that gives LLMs the power to convert PDFs to Markdown on the fly using a local Ollama vision model.

→ JuliusPinsker/mdify-mcp · 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 — check_ollama (line 193: result = subprocess.run()

✅

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.

// required environment variables

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

configMDIFY_MODEL— "": "qwen2.5vl:3b",

configMDIFY_DPI— 200 PDF render resolution

// 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 6 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/juliuspinsker-mdify-mcp-o1hdy6)](https://m8ven.ai/mcp/juliuspinsker-mdify-mcp-o1hdy6)

commit: c989e343a40fc97dfda906fa793c552b7c34f815

code hash: 811ca13f24bc8e35586e465e9205f7169d9c6b1881d46168833df82d278e41e5

verified: 6/22/2026, 12:13:41 PM

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