# ai-visibility-mcp

An MCP server that lets any AI agent (Claude Desktop, Cursor, etc.) check **whether AI assistants recommend a brand** — and audit a site's **AI-agent readiness**. Free, no API key.

## Tools

- **`check_ai_visibility`** `{ brand, category, url?, market? }` — Does ChatGPT / Perplexity / Google AI Overviews recommend this brand when buyers ask in its category? Returns an AI Visibility Score (0–100), mention rate across real buyer questions, and the competitor brands AI names instead.
- **`check_agent_readiness`** `{ url }` — Is a website ready for AI shopping/research agents to discover and use it? Audits AI-crawler access (GPTBot, ClaudeBot, PerplexityBot), `llms.txt`, schema.org, and a `/.well-known` manifest. Returns a 0–100 score with specific gaps.

## Install

**Claude Desktop** (`claude_desktop_config.json`):

```json
{
  "mcpServers": {
    "ai-visibility": {
      "command": "npx",
      "args": ["-y", "@rileycraig/ai-visibility-mcp"]
    }
  }
}
```

**Cursor** (`~/.cursor/mcp.json`): same snippet.

Or use the remote server directly (no install):

```json
{ "mcpServers": { "ai-visibility": { "url": "https://aivisibility.agentexchange.work/mcp" } } }
```

## Example

> "Use ai-visibility to check whether Notion is recommended for project management software."

Returns: score, mention rate, and that AI names Asana / Trello / Basecamp instead.

## About

Powered by [AI Visibility Checker](https://aivisibility.agentexchange.work). Runs on Cloudflare Workers AI. Free check; optional weekly automated monitoring at the site. GEO/AEO — get cited by AI search.

MIT licensed.