Who maintains ModelWatch?

ModelWatch is maintained by bch1212, which publishes 11 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.

SERVER

ModelWatch

Rank #23,142

io.github.bch1212/modelwatch

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

2 versions

by bch1212 (11 servers)View repository ↗

Listed & last published

May 9, 2026

OVERVIEW

ModelWatch is a Model Context Protocol (MCP) server published by bch1212. It ranks #23,142 of 115,460 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

#23,142of 115,460 tracked serversTop 25%

Ranks ahead of 92,318 of 115,460 servers on MCP Toplist.

CONNECT

Use ModelWatch

API keyNeeds credentials

Requires user-supplied configuration before first use — typically an API key, token or connection string set via environment variables.

Remote · HTTP

claude mcp add --transport http modelwatch https://modelwatch.app/mcp

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

npm package

claude mcp add modelwatch -e "MODELWATCH_API_KEY=<your MODELWATCH_API_KEY>" -e "MODELWATCH_API_BASE=<your MODELWATCH_API_BASE>" -- npx -y modelwatch-mcp

Replace each placeholder with your own value before saving.

Remote · HTTP

[mcp_servers.modelwatch]
url = "https://modelwatch.app/mcp"

Add to ~/.codex/config.toml. This endpoint requires authentication — see the server’s docs for credentials.

npm package

[mcp_servers.modelwatch]
command = "npx"
args = ["-y", "modelwatch-mcp"]

[mcp_servers.modelwatch.env]
MODELWATCH_API_KEY = "<your MODELWATCH_API_KEY>"
MODELWATCH_API_BASE = "<your MODELWATCH_API_BASE>"

Add to ~/.codex/config.toml. Replace each placeholder with your own value before saving.

Remote · HTTP

https://modelwatch.app/mcp

Settings → Connectors → “Add custom connector”, then paste this URL. 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>"
      }
    }
  }
}

Add to claude_desktop_config.json (Settings → Developer → Edit Config). Replace each placeholder with your own value before saving.

Remote · HTTP

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

Add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (per project). 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>"
      }
    }
  }
}

Add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (per project). Replace each placeholder with your own value before saving.

Remote · HTTP

{
  "servers": {
    "modelwatch": {
      "type": "http",
      "url": "https://modelwatch.app/mcp"
    }
  }
}

Save as .vscode/mcp.json in your workspace. This endpoint requires authentication — see the server’s docs for credentials.

npm package

{
  "servers": {
    "modelwatch": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "modelwatch-mcp"
      ],
      "env": {
        "MODELWATCH_API_KEY": "<your MODELWATCH_API_KEY>",
        "MODELWATCH_API_BASE": "<your MODELWATCH_API_BASE>"
      }
    }
  }
}

Save as .vscode/mcp.json in your workspace. Replace each placeholder with your own value before saving.

Remote · HTTP

{
  "mcpServers": {
    "modelwatch": {
      "serverUrl": "https://modelwatch.app/mcp"
    }
  }
}

Add to ~/.codeium/windsurf/mcp_config.json. 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>"
      }
    }
  }
}

Add to ~/.codeium/windsurf/mcp_config.json. Replace each placeholder with your own value before saving.

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.

BADGE

Show your rank

Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.

Markdown

[![MCP Toplist](https://mcptoplist.com/badge/io.github.bch1212%2Fmodelwatch.svg)](https://mcptoplist.com/server/io.github.bch1212%2Fmodelwatch)

HTML

<a href="https://mcptoplist.com/server/io.github.bch1212%2Fmodelwatch"><img src="https://mcptoplist.com/badge/io.github.bch1212%2Fmodelwatch.svg" alt="MCP Toplist: Top 25% of 115,460" /></a>

Variants: append ?metric=score or ?metric=stars to the image URL.

REGISTRIES

Listed on 1 registry (1 delisted)

Official MCP

PulseMCPDelisted · last seen Jun 4, 2026

ORGANIZATION

bch1212

Organization

bch1212

Servers in org

Versions across org

Other servers by bch1212

View all bch1212 servers →

VERSIONS

Available versions (2)

Version	Published
0.1.1	May 9, 2026
0.1.0	May 9, 2026

FAQ

Frequently asked questions

Who maintains ModelWatch?: ModelWatch is maintained by bch1212, which publishes 11 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

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