modelwatch

About modelwatch

Use modelwatch with your agent

claude mcp add modelwatch -- npx -y modelwatch-mcp

{
  "mcpServers": {
    "modelwatch": {
      "command": "npx",
      "args": [
        "-y",
        "modelwatch-mcp"
      ]
    }
  }
}

Frequently asked questions

What is modelwatch?

modelwatch is an MCP (Model Context Protocol) server by bch1212 in the Monitoring category. Continuous behavioral drift monitoring for LLM apps — catches silent provider model updates.

How do I connect modelwatch to Claude, Cursor, or another MCP client?

Install modelwatch from its npm package (modelwatch-mcp) and register it under "mcpServers" in your client's MCP configuration — for example claude_desktop_config.json or Cursor's mcp.json — then restart the client.

Is modelwatch open source?

Yes — the source code is public at github.com/bch1212/modelwatch.

Can AI agents pay to use modelwatch?

Not yet through Loomal — modelwatch is listed as a free directory entry. If its maintainer verifies ownership, they can set per-call USDC pricing that agents pay over x402, with settlement on Base.