# io.github.OtherVibes/mcp-as-a-judge

> Use this tool when you need to evaluate and improve the performance of AI coding assistants through explicit large language model (LLM) assessments. It solves problems related to AI coding accuracy and reliability by providing a behavioral framework for strengthening AI assistants. This tool takes LLM evaluations as input and outputs improved AI coding assistant performance, ideal for use in AI development and testing contexts.

Canonical page: https://skillsregistry.net/skills/io-github-othervibes-mcp-as-a-judge  
JSON: https://api.skillsregistry.net/v1/skills/io-github-othervibes-mcp-as-a-judge

## Description

MCP as a Judge: a behavioral MCP that strengthens AI coding assistants via explicit LLM evaluations

## Trust

- **Trust score (0–1):** 0.13
- **Verification tier:** scanned
- **Last scanned:** 2026-09-28

## Facts

- **Version:** 0.3.12
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-09-28

## Source

- **Source listing:** [MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/io.github.OtherVibes%2Fmcp-as-a-judge)
- **Repository:** <https://github.com/OtherVibes/mcp-as-a-judge>

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "io-github-othervibes-mcp-as-a-judge"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/io-github-othervibes-mcp-as-a-judge` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/io-github-othervibes-mcp-as-a-judge/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt