modelwatch

modelwatch is an MCP server for Claude Code, Codex, Cursor, Gemini CLI, OpenCode from bch1212/modelwatch. Its token cost is not measured, scanned A, original, no licence file.

A monitoring server for detecting changes in the behaviour of language-model applications. It watches for silent updates made by model providers and needs two environment variables to run.

In plain words
What is it for?
Monitoring an LLM application for behavioural drift after provider model updates. The description does not specify how results are reported.
Why use it?
It helps reveal when an application starts behaving differently because its provider changed the underlying model without an obvious version change.

MCP server for Claude CodeCodexCursorGemini CLIOpenCode

Written for no agent in particular: it speaks MCP, so any client can run it.

Good fit Monitoring an LLM application for behavioural drift after provider model updates. The description does not specify how results are reported.

Compare 6 mcp servers from other repositories ↓
Install with agentmods
npx agentmods add mcp/bch1212/modelwatch/modelwatch
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Clone the repo
git clone --depth 1 https://github.com/bch1212/modelwatch

Made for: Claude Code, Codex, Cursor, Gemini CLI, OpenCode.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for modelwatch

README.md
[![agentmods](https://agentmods.dev/badge/mcp/bch1212/modelwatch/modelwatch/github.svg)](https://agentmods.dev/mcp/bch1212/modelwatch/modelwatch)
Your own site
<a href="https://agentmods.dev/mcp/bch1212/modelwatch/modelwatch"><img src="https://agentmods.dev/badge/mcp/bch1212/modelwatch/modelwatch/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for modelwatch

Your own site · 80×15
<a href="https://agentmods.dev/mcp/bch1212/modelwatch/modelwatch"><img src="https://agentmods.dev/badge/mcp/bch1212/modelwatch/modelwatch.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session not measured What this adds to a session before it is invoked.
When invoked not measured Not applicable: nothing here is loaded into a session.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown No closer match found in the catalogue.
Security

Grade A, and why

modelwatch scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

mcp-server/server.json · 13 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 1mo ago First seen · 13 lines scan A 15af207b0f99

Subscribe to this mod's changes

modelwatch is an MCP server published in the GitHub repository bch1212/modelwatch (0 stars, last pushed 4d ago), with no licence file. Its token cost is not measured: an MCP server costs its tool schemas, not its config file. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.