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15 days ago
glama

judge-audit-mcp

An MCP server that audits LLM-as-judge evaluations, detecting judge drift across runs, measuring bias through controlled probes, and comparing judge agreement with human raters.

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// key findings
No credential exfiltration, no sensitive file access, no obfuscation
Static analysis found nothing flowing your secrets to unexpected places.
Open source with a license and README
Anyone can audit the code, the license is declared, and the publisher documents what it does.
🔐
You'll be asked for 2 credentials: ANTHROPIC_API_KEY, OPENAI_API_KEY
These are read from process.env at runtime. Make sure you trust where they’ll be sent.
// required environment variables
This server reads these from process.env. You'll be asked to provide them before it can run.
configJUDGE_AUDIT_LIVEA live adapter exists behind =1 + an API key for demos. It's a
🔐 secretANTHROPIC_API_KEY
🔐 secretOPENAI_API_KEY
// full audit trail
The full breakdown of what we checked, the deductions that landed, the network hosts, the dependency advisories, and concrete fix guidance is available to verified publishers.
// improvement guidance — verified publishers only
We have 4 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.
// embed badge in your README
[![M8ven Score](https://m8ven.ai/badge/mcp/asif786ka-judge-audit-mcp-13fscl)](https://m8ven.ai/mcp/asif786ka-judge-audit-mcp-13fscl)
commit: 81b7e8a6a74322f7f9e47e5e430155ab971c6de1
code hash: 502de9a5eb023c941f8605f75045e5ee60d9cc76fb23eaf8b9375d9b9a94c1b3
verified: 7/16/2026, 8:40:12 AM
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