QQQ AI Visibility Checker MCP Server

Install QQQ AI Visibility Checker MCP server

claude mcp add --transport http qqq-ai-visibility https://qqq.ee/mcp

{
  "mcpServers": {
    "qqq-ai-visibility": {
      "url": "https://qqq.ee/mcp"
    }
  }
}

{
  "mcpServers": {
    "qqq-ai-visibility": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-remote",
        "https://qqq.ee/mcp"
      ]
    }
  }
}

{
  "servers": {
    "qqq-ai-visibility": {
      "type": "http",
      "url": "https://qqq.ee/mcp"
    }
  }
}

{
  "mcpServers": {
    "qqq-ai-visibility": {
      "serverUrl": "https://qqq.ee/mcp"
    }
  }
}

Context tax

Connecting this server adds ~721 tokens of tool definitions to every model turn (lean, 3 tools). Measured 2026-10-19 via its hosted endpoint; o200k tokenizer, worst case for clients that load all tools up front. How we measure

Input prices as of 2026-10-06. Excludes your own prompt and output.

Tools (3)

• check_ai_visibility249 tok

  Free AI visibility and GEO (generative engine optimization) check for a company website by QQQ (qqq.ee). Checks whether AI crawlers (GPTBot, OAI-SearchBot, ClaudeBot, PerplexityBot, Google-Extended ...) may read the site, plus robots.txt, sitemap, Organization structured data, indexability and llms.txt, and returns the latest public report of brand mentions and citations in ChatGPT, Gemini and Perplexity answers when the domain has been checked before. The full AI answer check (brand visibility in live AI answers) runs on qqq.ee: the result always includes a prefilled link. Limited to a few ch

• get_public_report240 tok

  Returns the latest public AI visibility report of a domain from QQQ (qqq.ee), when someone has already run the full check on qqq.ee: report date, market and field, in how many search-grounded ChatGPT, Gemini, Perplexity and Claude answers the company was named, how often its own website was cited, a summary per AI engine, the questions asked, the cited source domains and short answer excerpts, plus the link to the report page. Reads the stored report only: no website is fetched, no AI model is asked and no new report is created. Without a report, says so and links the full check on qqq.ee. Rea

• get_tool_info136 tok

  Describes the free QQQ AI Visibility Checker (qqq.ee): what it measures (brand mentions and website citations in ChatGPT, Gemini and Perplexity answers, AI crawler access, technical readiness for AI search / GEO), its limits, and the English and Estonian links to the web tool and full reports. No cost, no website is fetched.

Freshness

Not enough public signals yet to judge maintenance.

1. Last commit (default branch)

   2026-10-17 · 1d ago · GitHub

2. Latest release

   no data · GitHub

3. Package published

   no data · npm/PyPI

4. Registry entry updated

   2026-10-17 · 1d ago · official registry · v1.1.0

How it compares in Web Search

Against the most-starred web search servers we index. Token cost is per model turn, measured from each server's live tool list.