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Modelwatch MCP Server

local only

Modelwatch runs on your own machine — the client starts it, so there is no endpoint to ping. 23 installs a week from npm. Last commit 14 Sep 2026.

Continuous behavioral drift monitoring for LLM apps — catches silent provider model updates.

Installs per day peak 23 · avg 6 · +69% w/w
a month agotoday
23
Installs / week
npm · modelwatch-mcp
0
Stars
0 open issues
14 Sep 2026
Last commit
0 releases in 90 days
License
Python

What the code does

We read the source, 20 h ago · rules 3dff92dd89df

Capabilities

What this server is able to do. For an MCP server this is often the job itself — a terminal server runs commands because that is what it is for. Listed so you know what you are plugging in, not as an accusation.

<script>document.getElementById('post').innerHTML = marked.parse("# Stable week \u2014 no significant drift across the major providers\n\n*May 11, 2026 &middot; ModelWatch Drift Report*\n\nThis week's behavioral check across the major hosted LLMs. Each row is a\ncanary spec \u201…

Is this your server and something here is wrong? Tell us — corrections are free and do not require a plan.

This code can reach further than it looks

We found places where it runs commands, builds paths or queries from values it is given. None of that is a flaw by itself — it becomes one when the code changes, and code changes quietly between releases. We re-read it on every one.

Three servers free · no card

Connect this server

This server runs on your own machine — install it with the package manager and the client starts it for you. Package name taken from the official registry entry.

run in your terminal
claude mcp add modelwatch -- npx -y modelwatch-mcp
~/Library/Application Support/Claude/claude_desktop_config.json
{
  "mcpServers": {
    "modelwatch": {
      "args": [
        "-y",
        "modelwatch-mcp"
      ],
      "command": "npx"
    }
  }
}
~/.codex/config.toml
[mcp_servers.modelwatch]
command = "npx"
args = ["-y", "modelwatch-mcp"]
.cursor/mcp.json
{
  "mcpServers": {
    "modelwatch": {
      "args": [
        "-y",
        "modelwatch-mcp"
      ],
      "command": "npx"
    }
  }
}
.vscode/mcp.json
{
  "mcpServers": {
    "modelwatch": {
      "args": [
        "-y",
        "modelwatch-mcp"
      ],
      "command": "npx"
    }
  }
}

This one needs environment variables set before it will start: MODELWATCH_API_KEY (API key from https://modelwatch.app (free tier: 5 specs, 500 runs/mo).), MODELWATCH_API_BASE (Override the API base URL for self-hosted deployments.). The author declared them in the registry entry; get the values from the project itself.

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Modelwatch — questions

Answers built from our own checks of this server.

Why is there no uptime for Modelwatch?
Modelwatch runs on your own machine over stdio — there is no network address to reach, so uptime cannot be measured for it by anyone. What can be measured is adoption: the npm package modelwatch-mcp was installed 23 times last week.
How do I connect Modelwatch?
Copy the ready config from this page — we generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each with the file path that client actually reads. It runs locally, so the command pulls modelwatch-mcp straight from npm; nothing to host, nothing to sign up for.
How many people use Modelwatch?
The npm package modelwatch-mcp was installed 23 times in the last week. Week over week that is +69%. We show installs rather than GitHub stars on purpose: a star is a bookmark, an install is someone actually running it.
Is Modelwatch open source?
We cannot say either way: written in Python and 0 stars on GitHub, but we could not determine the licence, and without one the code is not open source by default.