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QQQ MCP server

Which MCP servers are QQQ's own, from the official registry and from asking its own domain, whether they answer, and what they offer. A program checked each of these, nobody copied them from a product page.

read 2026-10-19

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Whose server it is
  • Registry nameee.qqq/ai-visibilityverified in the MCP registry

The registry name sits under qqq.ee. The registry only lets a publisher use that namespace after proving control of the domain through DNS or HTTP.

When we asked itchecked 2026-10-19
  • Stateanswerschecked 2026-10-19
  • Tools3
  • Server calls itselfee.qqq/ai-visibility
  • Server version1.1.0
  • Protocol version2025-06-18

On 2026-10-19 the server answered initialize and tools/list without a sign-in. First answer in 79 ms.

Should an agent connect itSkip it
  • Its tools do none of the product's use cases we checked: Run technical SEO audits on a website; Earn backlinks through editorial article placements.

Said by rules from the measurements above. The likely first call is a model's pick from the tool list; read its description before relying on it.

Measured dailydaily checks: 15, the first on 2026-10-19
  • INITE MCP score65 of 100answers 100 · does the job 0 · definitions 100 · context 100 · use 0 · connects 100
  • What an agent can do with it0 of 2 use cases
  • Answered100% of days15 of 15 daily checks
  • Median first answer174 ms
  • Space in an agent's context≈ 689 tokensthe definitions of all its tools (3), which an agent carries on every turn
  • Tool definitionsA · 100 of 100
  • Typed results0 of 3 toolsdeclared outputSchema: results come typed, read once
  • Every tool passes all six checks.

What an agent can do with it

  • cannot · Run technical SEO audits on a website
  • not sure · Check visibility in ChatGPT and Google AI answers
  • cannot · Earn backlinks through editorial article placements

Each of the product's use cases, put to Jev against this server's tool list: can an agent do it with these tools?

Worth a look

None of the five warning signs in these definitions.

A program checks the server once a day: initialize and tools/list, no model. Tokens are the definitions' length at about four characters a token. The grade averages six checks of every tool's name, description, schema and annotations; it says how well the tools are described, not whether they work. The score weighs what was measured and nothing else: answering (25%), doing the product's job (25%), definitions (20%), context (10%), use (10%) and how readily a client connects (10%). A part that was not measured is left out, and a hidden instruction caps the score at 40. The state of vendors' MCP servers: method and numbers →

Tools it offers3 tools · read 2026-10-19
  • check_ai_visibility

    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…

  • get_public_report

    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…

  • get_tool_info

    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…

How to connect

Add the server to your MCP client config. Claude Desktop, Cursor and most other clients read this shape:

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

Add it

Claude Code, in a terminal

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

Add to CursorAdd to VS Code

claude.ai, ChatGPT and other clients: add https://qqq.ee/mcp as a custom connector in the settings.

Each line is something a program found when it went looking: the registry entry, the server's own answer, a spec that parses. A missing line means we did not find it, not that it does not exist.