Summary
Brings ModelWatch's continuous drift monitoring into Claude Desktop so you can define behavioral specs, check drift scores, and pull alert history without leaving your editor. You can create new specs with input prompts and expectation rules (refusal checks, format constraints, semantic similarity thresholds), query recent drift reports across your endpoints, and see which scheduled checks fired alerts. Useful when you're debugging a silent model update from OpenAI or Anthropic and want to cross reference what changed in your production behavior baselines. The server talks to ModelWatch's API using your mw_ key, so you need an active account. If you're already running hourly checks on your LLM outputs and want Claude to help triage when drift spikes, this connects the dots.
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one prompt install →Featured
Plug Mailtrap into your AI workflow and let it handle the email.
Connect Mailtrap MCP →Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →Make coding agent sessions - Searchable, Shareable, Vendor-neutral & Scored.
Try For Free →Your agent targets a perfect 10 Code Health score. Deterministic. Every commit.
Try For Free →Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →Configuration
MODELWATCH_API_KEY*secretAPI key from https://modelwatch.app (free tier: 5 specs, 500 runs/mo).
MODELWATCH_API_BASEdefault: https://api.modelwatch.appOverride the API base URL for self-hosted deployments.
Categories
Registryactive
Packagemodelwatch-mcp
TransportSTDIO
AuthRequired
UpdatedMay 9, 2026
