MCP.Market

Modelwatch MCP server

by bch1212·io.github.bch1212/modelwatch·v0.1.3
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Continuous behavioral drift monitoring for LLM apps — catches silent provider model updates.

B83/100grade B
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Safety scan
B83/100

not scanned yet

Adoption
Growing

0 stars31 downloads/wk

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If you have run it, two minutes of your experience saves the next person an afternoon.

Modelwatch tools

No tool declarations could be read from the package source. They show once the server is installed.

Not scanned yet. New listings are scanned within a day or two of arriving.

How Modelwatch compares

Against every graded AI and agents MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score
83/100
higher than 68% of 4,461 AI and agents servers
Downloads a week
31
more than 18% of 1,554 AI and agents servers with a package

Release history: 3 versions in the registry since 2026-05-09, latest 2026-10-07, typically one every 145 days.

Install Modelwatch in Claude Code, Cursor or VS Code

Runs npx -y modelwatch-mcp on your machine. Read the scan report first; the gateway never runs local packages.

claude mcp add modelwatch -- npx -y modelwatch-mcp
Add to Cursor

Modelwatch: common questions

Is Modelwatch MCP server safe?
Mostly: it is graded B (83/100). Read the Modelwatch safety report
How do I install Modelwatch?
It runs on your machine. Copy the Claude Code, Cursor, VS Code or Claude Desktop config from the install section.
Does Modelwatch need an API key?
Yes. The registry entry asks for MODELWATCH_API_KEY.
Is Modelwatch maintained?
The last commit was 45 days ago (2026-09-21). The latest release is v0.1.3.
What can I use instead of Modelwatch?
Servers from other publishers that do the same job: agent-device MCP server, agent-device MCP server and freellmpool MCP server.
How does Modelwatch compare with other AI and agents MCP servers?
safety score 83/100 (higher than 68% of 4,461 AI and agents servers); downloads a week 31 (more than 18% of 1,554 AI and agents servers with a package). Full comparison.

Alternatives to Modelwatch

Same job from other publishers: the closest match first, then the best rated.

  • agent-device
    Let AI agents inspect, control, and debug real iOS, Android, desktop, and TV apps
    A
  • agent-device
    Open source device layer for AI agents: control mobile, web, TV, and desktop apps over MCP
    A
  • freellmpool
    OpenAI-compatible MCP gateway cataloging 22 LLM providers, with routing, failover, and tools.
    A
  • Grandet
    Cheapest API for any model across official, inference and relay providers; find free credits
    A
  • three.ws Brain
    List LLM providers and run chat completions through the three.ws multi-provider router.
    B

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