ModelWatch

Item: ModelWatch
Rating: 43
Author: M8ven

MCP server for continuous behavioral drift monitoring of LLM applications, enabling spec creation, drift checking, and report retrieval.

→ bch1212/modelwatch · listed on pulsemcp

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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: MODELWATCH_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.

configMODELWATCH_API_BASE— No https://api.modelwatch.app

🔐 secretMODELWATCH_API_KEY— "": "mw_PASTE_FROM_EMAIL"

// 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/bch1212-modelwatch-66jhzz)](https://m8ven.ai/mcp/bch1212-modelwatch-66jhzz)

commit: acb545ee13c87b954186985896e6b46fc41be99a

code hash: 8678d6c0b4b96db6cf17422e0dcd68f52b2b35a0cdc1d334c36b14111aa08d68

verified: 6/10/2026, 11:18:57 AM

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