SERVER

ModelWatch

Rank #18,669

io.github.bch1212/modelwatch

MCP server for continuous behavioral drift monitoring of LLM applications, enabling spec creation, drift checking, and report retrieval.

Listed & last published
May 9, 2026
OVERVIEW

ModelWatch is a Model Context Protocol (MCP) server published by bch1212. It ranks #18,669 of 76,851 servers tracked on MCP Toplist. ModelWatch is listed across 2 registries — Official MCP and PulseMCP, with 2 tracked versions. It was first listed on May 9, 2026 and most recently updated on May 9, 2026.

STANDING
#18,669of 76,851 tracked serversTop 25%

Ranks ahead of 58,182 of 76,851 servers on MCP Toplist.

CONNECT

Use ModelWatch

Add ModelWatch to any MCP client (Claude, Cursor, VS Code, …) with one of the configs below.

Remote · HTTP
{
  "mcpServers": {
    "modelwatch": {
      "url": "https://modelwatch.app/mcp"
    }
  }
}

This endpoint requires authentication — see the server’s docs for credentials.

npm package
{
  "mcpServers": {
    "modelwatch": {
      "command": "npx",
      "args": [
        "-y",
        "modelwatch-mcp"
      ],
      "env": {
        "MODELWATCH_API_KEY": "<your MODELWATCH_API_KEY>",
        "MODELWATCH_API_BASE": "<your MODELWATCH_API_BASE>"
      }
    }
  }
}

Replace each placeholder with your own value before saving.

REGISTRIES

Listed on 1 registry (1 delisted)

PulseMCPDelisted · last seen Jun 4, 2026
ORGANIZATION

bch1212

Organization
Servers in org
12
Versions across org
16
MORE FROM THIS PUBLISHER

Other servers by bch1212

View all bch1212 servers →
VERSIONS

Available versions (2)

0.1.0 · May 9, 20260.1.1 · May 9, 2026May 9, 2026May 9, 2026
VersionPublished
0.1.1May 9, 2026
0.1.0May 9, 2026
FAQ

Frequently asked questions

Who maintains ModelWatch?
ModelWatch is maintained by bch1212, which publishes 12 MCP servers (16 total versions) tracked on MCP Toplist.
Is ModelWatch listed on the Official MCP Registry?
Yes — ModelWatch is listed on the Official MCP Registry, alongside PulseMCP.
How many versions does ModelWatch have?
MCP Toplist tracks 2 versions of ModelWatch, most recently published on May 9, 2026.
Where can I find the source code for ModelWatch?
The source code for ModelWatch is hosted at github.com/bch1212/modelwatch.
EXPLORE
ModelWatch - MCP Server #18,669 | MCP Toplist