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.
We read the source, 20 h ago · rules 3dff92dd89df
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 · ModelWatch Drift Report*\n\nThis week's behavioral check across the major hosted LLMs. Each row is a\ncanary spec \u201…
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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.
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.
claude mcp add modelwatch -- npx -y modelwatch-mcp
{
"mcpServers": {
"modelwatch": {
"args": [
"-y",
"modelwatch-mcp"
],
"command": "npx"
}
}
}
[mcp_servers.modelwatch]
command = "npx"
args = ["-y", "modelwatch-mcp"]
{
"mcpServers": {
"modelwatch": {
"args": [
"-y",
"modelwatch-mcp"
],
"command": "npx"
}
}
}
{
"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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Answers built from our own checks of this server.