# Visual QA MCP

> Visual QA MCP — roan2008-visual-qa-mcp. 1\ \\(\&n$61\\\ \ \ \ \ \ \(\(\text\(\ \ and\(\\32\(\\ \48 201\ \12\ \\1 \\ \2 \ \ \ \ {\(\\ \\ \124\(\$ \ \ \ a\ \\ \ \ \ \ \ \ \ \ \ \ \ \(\\6\ \\ \ \41\118\8 \(\(\ \7\ \ \ \ \ \ \1\ \\118 \\5 \ \. \(\ \ \\2 \22 \ \(\ \5 \ \9(\ \\ \2 \, 2\ the, \\(\ \2 \\ 0\2\3\ \\(\ \6\ \, \ \201\ \ \ \ \\ 2\ \ \\5\ \6\\ \\

Canonical page: https://skillsregistry.net/skills/roan2008-visual-qa-mcp  
JSON: https://api.skillsregistry.net/v1/skills/roan2008-visual-qa-mcp

## Description

Enables agents to verify educational, scientific, and engineering visuals by extracting structured evidence and running domain-specific checks against specs and theory.

## Trust

- **Trust score (0–1):** 0.68
- **Verification tier:** scanned
- **Last scanned:** 2026-08-30

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** other
- **Updated:** 2026-08-30

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/kg9ep1mvjt)
- **Repository:** <https://github.com/roan2008/visual-qa-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": "roan2008-visual-qa-mcp"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/roan2008-visual-qa-mcp` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/roan2008-visual-qa-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