QQQ AI Visibility Checker MCP Server

by qqq Your server? Claim it

answering

QQQ AI Visibility Checker is answering right now. Last checked 4 min ago. It exposes 3 tools. Last commit 19 Oct 2026.

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

Uptime history 9 days of history

9 days agonow

100.0%

Uptime 24h

91 of 91 checks

Tools

read from the server

176 ms

Response time

average over 24h

Stars

last commit 19 Oct 2026

Nothing serious here today

Today is the operative word: we check QQQ AI Visibility Checker every 15 minutes and re-read its code on every release. Watch it and you find out the day that stops being true.

Connect this server

Endpoint below is the one we actually reach during checks — not the one copied from a README. Last verified 4 min ago.

Claude Code Claude Desktop Codex Cursor VS Code

run in your terminal

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

Settings → Connectors → Add custom connector, then paste this address

https://qqq.ee/mcp

~/.codex/config.toml

[mcp_servers.ai-visibility]
url = "https://qqq.ee/mcp"

.cursor/mcp.json

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

.vscode/mcp.json

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

Available tools 3

Read directly from the server with tools/list, grouped by what they act on. If a tool disappears, we record the date.

public

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 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.

tool

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 English and Estonian links to the web tool and full reports. No cost, no website is fetched.

visibility

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, 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.

Endpoints

URL	Transport	State	Latency	Checked
https://qqq.ee/mcp	streamable-http	answering	92 ms	4 min ago

Alternatives to QQQ AI Visibility Checker

same job, measured the same way

INITE Visibility

by inite

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Check whether ChatGPT, Perplexity and Gemini recommend a business. By Cited (cited.voreli.ai)

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Rankwise

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LightSpot

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Website Auditor

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AI visibility + site audits: see if ChatGPT, Perplexity, Claude & Gemini recommend a website.

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Specularis AI Visibility Audit

by adevaarons

Free AI visibility (GEO/AEO) audit: can ChatGPT, Claude and Perplexity find and cite your website?

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AI Visibility Checker

by agentexchange-aivisibility

Free, no signup. Check if ChatGPT, Perplexity & Google AI recommend a brand in 15 markets (GEO/AEO).

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Promvia

by promvia

AI search visibility: where ChatGPT, Perplexity, Gemini and Google AI cite you. OAuth sign-in.

answering

QQQ AI Visibility Checker — questions

Answers built from our own checks of this server.

What can QQQ AI Visibility Checker do?

It exposes 3 tools, read directly from the server on our last check. Among them: check_ai_visibility, get_public_report, get_tool_info. The full list with descriptions is on this page — we take it from the server itself via tools/list, not from a README. How MCP servers expose tools in the first place →

Is QQQ AI Visibility Checker working right now?

We send a real MCP handshake every 15 minutes. Over the last 24 hours 91 of 91 checks got a reply (100.0%), average response time 176 ms. The bar chart above shows every period we have measured.

How do I connect QQQ AI Visibility Checker?

Copy the ready config from this page. We generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each in the form that client actually reads. It is a remote server, so there is nothing to install — the client connects to the address.

Does QQQ AI Visibility Checker need an API key?

No. QQQ AI Visibility Checker completed a full MCP handshake with us as an anonymous client and listed its tools without asking for anything. All 3 of them are readable on this page. This is what we observed, not what the docs claim.

How fast is QQQ AI Visibility Checker?

It answers our handshake in 176 ms on average, which is faster than 84% of all working MCP servers we measure. That puts it in the quick quarter of the ecosystem. The comparison comes from our own checks across the whole registry, every 15 minutes.

Is QQQ AI Visibility Checker open source?

The code is open source: it is published under the MIT licence, 0 stars on GitHub and 1 open issue. The licence covers the code in the repository, not the hosted service at qqq.ee, which runs on its operator's own terms.