SERVER

ModelWatch

Rank #18,502

io.github.bch1212/modelwatch

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

4 versions

by bch1212 (11 servers)View repository ↗

First listed

May 9, 2026

Last publish date

Oct 7, 2026

PURPOSE

What you can do with ModelWatch

ModelWatch is a Model Context Protocol (MCP) server published by bch1212. It ranks #18,502 of 144,396 active servers on MCP Toplist. ModelWatch is listed across 2 registries — Official MCP and PulseMCP, with 4 tracked versions. It was first listed on May 9, 2026 and most recently updated on Oct 7, 2026.

Not verifiedMCP Toplist has not yet written a checked profile for this server, so the paragraph above is assembled from registry data only. The repository README is the authority on what it does.

CAPABILITIES AND LIMITATIONS

What ModelWatch can and cannot do

Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.

REQUIREMENTS

What you need before using ModelWatch

DeclaredAPI keyCredentials declared

The registry listing declares required configuration before first use — typically an API key, token or connection string set via environment variables.

Declared by the Official MCP Registry, last synced Oct 16, 2026. Not independently verified by MCP Toplist.

Declared in the registry install config

MODELWATCH_API_KEY · required
MODELWATCH_API_BASE · optional

Hosted endpoint declared as requiring authentication.

INSTALLATION AND FIRST TASK

Connect ModelWatch and confirm it works

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.

First successful task

After adding the config, ask your client to list this server's tools. A tool list confirms the connection; an empty list or an error means the server did not start or needs credentials.

ALTERNATIVES

When to choose another server

Other servers by bch1212

View all bch1212 servers →

No task-specific alternatives are catalogued for ModelWatchyet; the list above is its publisher's other servers.

MAINTENANCE AND EVIDENCE

What changed, and when this was checked

First listed: May 9, 2026
Latest version published: Oct 7, 2026
Version history: 4 versions tracked (below)
Requirements evidence: Declared by the Official MCP Registry, last synced Oct 16, 2026. Not independently verified by MCP Toplist.
Profile checked: Not yet — purpose, capabilities and requirements above come from registry data only
Ranking data as of: Oct 7, 2026

Registry sightings

Official MCP ↗listed since May 9, 2026 · still listed
PulseMCP ↗listed since Jun 4, 2026 · still listed

Do you maintain ModelWatch? to correct or enrich this profile.

VERSIONS

Available versions (4)

Version	Published
0.1.3	Oct 7, 2026
0.1.2	Oct 1, 2026
0.1.1	May 9, 2026
0.1.0	May 9, 2026

STANDING

#18,502of 144,396 active serversTop 25%

Ranks ahead of 125,894 of 144,396 servers on MCP Toplist.

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 144,396" /></a>

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

FAQ

Frequently asked questions

Who maintains ModelWatch?: ModelWatch is maintained by bch1212, which publishes 11 MCP servers (19 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 4 versions of ModelWatch, most recently published on Oct 7, 2026.
Where can I find the source code for ModelWatch?: The source code for ModelWatch is hosted at github.com/bch1212/modelwatch.

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