What do the 45 judges evaluate?

The judges assess AI-generated code across three dimensions: security vulnerabilities, cost/efficiency, and code quality. They use abstract syntax tree (AST) analysis to perform deep code inspection beyond simple pattern matching.

What languages does this server support?

The registry metadata does not specify supported languages. Check the documentation or run `npx @kevinrabun/judges@3.129.9 --help` to see which languages the AST-based judges can analyze.

How do I install and use this MCP server?

Install via `npx @kevinrabun/judges@3.129.9`. The server uses stdio transport, so connect it to your MCP client and pass code snippets to evaluate against the judge rules.

Can I customize which judges run on my code?

The registry metadata does not specify customization options. Refer to the project documentation to learn whether you can enable/disable specific judges or create custom evaluation rules.

Is this suitable for CI/CD pipelines?

Yes—the stdio transport and automated evaluation of 45 judges make it suitable for integrating code quality gates into CI/CD workflows. Exact integration steps depend on your pipeline tool; consult the project docs for examples.

MCP ServerSTDIOOfficialv3.129.9

Judges Panel MCP Server

Evaluate AI-generated code against 45 security, cost, and quality judges using built-in AST analysis. For developers integrating code generation into workflows who need automated quality gates.

io.github.KevinRabun/judges

Try MCP with AI models View source

Hosted URL

Local install

Transport

STDIO

Auth

No auth required

What the Judges Panel MCP server does

How models use it and what it is built for.

Evaluate AI-generated code against 45 security, cost, and quality judges using built-in AST analysis. For developers integrating code generation into workflows who need automated quality gates.

Connect to Judges Panel

Local install — runs as a subprocess.

npx @kevinrabun/judges@3.129.9

Resources

Where to find authoritative docs and source for Judges Panel.

Example prompts for Judges Panel

Paste any of these into Agent Studio after connecting Judges Panel.

Run all 45 judges on this Python function to check for security vulnerabilities
Which judges flag this code snippet for high cost or inefficiency?
Analyze this JavaScript for quality issues using the AST-based judges
Show me which security judges would reject this generated code