QQQ AI Visibility Checker

Free AI visibility check: can AI crawlers read a site, and do ChatGPT, Gemini, Perplexity cite it?

Should I use this

Quality & Safety

A
Description quality
93%
Schema completeness
97%
Naming quality
100%
Poisoning risk
100%
Permission match
100%
Protocol compliance
100%

Based on automated analysis of tool definitions and protocol compliance.

Context Cost

~760Tokens (tool definitions)
~1004 BTypical response size
Moderate attention impact (0.59% of 128k context)

This is the approximate number of tokens consumed each time the server's tools are loaded into a model's context. Higher counts reduce the attention available for other tasks.

Install

One-Click Install

Add this to your `claude_desktop_config.json` file:

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

Remote endpoints

https://qqq.ee/mcpstreamable-http

What it can do

Tool inventory

Tools (3)

🟢 Read-only🟡 Write🔴 Delete⚪ Unknown
🟢check_ai_visibility(domain, language)

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 checks per day; read-only.

Input Schema

{
  "type": "object",
  "properties": {
    "domain": {
      "type": "string",
      "description": "Public website domain or URL, for example example.com or https://www.example.com/. IP addresses and private hosts are refused.",
      "maxLength": 253
    },
    "language": {
      "type": "string",
      "enum": [
        "en",
        "et"
      ],
      "description": "Language of the answer and of the qqq.ee links: en (English, default) or et (Estonian)."
    }
  },
  "required": [
    "domain"
  ],
  "additionalProperties": false
}
🟢get_public_report(domain, language)

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. Read-only, no limit.

Input Schema

{
  "type": "object",
  "properties": {
    "domain": {
      "type": "string",
      "description": "Website domain or URL, for example example.com or https://www.example.com/.",
      "maxLength": 253
    },
    "language": {
      "type": "string",
      "enum": [
        "en",
        "et"
      ],
      "description": "Language of the answer and of the qqq.ee links: en (English, default) or et (Estonian)."
    }
  },
  "required": [
    "domain"
  ],
  "additionalProperties": false
}
🟢get_tool_info(language)

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.

Input Schema

{
  "type": "object",
  "properties": {
    "language": {
      "type": "string",
      "enum": [
        "en",
        "et"
      ],
      "description": "Language of the answer and of the qqq.ee links: en (English, default) or et (Estonian)."
    }
  },
  "additionalProperties": false
}

Community

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Evidence

Recent observations

verifiedversion not recorded3 tools