# qc-validator-mcp

> qc-validator-mcp — mdfifty50-boop-qc-validator-mcp. Use this tool when you need to validate the quality of AI agent output, detect hallucinations, and ensure scope compliance. The qc-validator-mcp tool takes AI agent output as input and provides quality scores and compliance checks as output, helping to identify and mitigate potential issues. It is particularly useful in contexts where high-quality and reliable AI output is critical, such as in decision-making or content generation applications.

Canonical page: https://skillsregistry.net/skills/mdfifty50-boop-qc-validator-mcp  
JSON: https://api.skillsregistry.net/v1/skills/mdfifty50-boop-qc-validator-mcp

## Description

MCP server for AI agent output quality — hallucination detection, scope compliance, quality scoring

## Trust

- **Trust score (0–1):** 0.97
- **Verification tier:** verified
- **Last scanned:** 2026-09-28

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** container
- **Runtime environment:** vm
- **Category:** ai-ml
- **Updated:** 2026-09-28

## Source

- **Source listing:** [GitHub](https://github.com/mdfifty50-boop/qc-validator-mcp)

## 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": "mdfifty50-boop-qc-validator-mcp"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/mdfifty50-boop-qc-validator-mcp` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/mdfifty50-boop-qc-validator-mcp/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
