QQQ AI Visibility Checker

npx add-mcp 'https://qqq.ee/mcp'

1

What the server does

The AI Visibility Checker shows whether AI assistants name a company and cite its website, and whether the website is technically readable for AI crawlers. The MCP server brings the free part of that check into any MCP client: you can ask Claude or Cursor to check a domain without leaving the conversation.

The MCP server is a way in, not a second engine. It runs the same technical check as step 1 of the web tool and reads the public report of the domain if someone has already checked it on qqq.ee. Asking AI models about a brand is the paid step, and it only runs on the website.

2

Tools

Tool	Input	What it returns
check_ai_visibility	domain (required), language: en (default) or et	Technical readiness for AI search: homepage, HTTPS, robots.txt, access for AI crawlers such as GPTBot, OAI-SearchBot, ClaudeBot, PerplexityBot and Google-Extended, sitemap, title, description, H1, canonical, noindex, Organization or Person structured data, JavaScript dependence, key pages and llms.txt. The three most important fixes. If the domain has a public report: mentions out of all answers and citations of the company's own website. A prefilled link to the full check.
get_public_report	domain (required), language	The latest public report of a domain, if someone has run the full check on qqq.ee: date, market and field, mentions in search-grounded AI answers, citations of the company's own website, results per AI engine, the questions asked, the most cited sources, other companies named and short answer excerpts, plus the link to the report page. Fetches no website and asks no AI model. Without a report it says so and links the full check.
get_tool_info	language	What the checker measures, its limits, and the English and Estonian links. Fetches nothing.

All three tools are read-only. Each answer ends with a link to qqq.ee: the tool page or the domain's report page.

3

Connect it

The server address is the same in every client:

https://qqq.ee/mcp

One-click install: Add to Cursor · Install in VS Code.

Claude (claude.ai and Claude Desktop)

Settings → Connectors → Add custom connector. Enter the URL above and leave authentication empty.

Claude Code

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

ChatGPT

In developer mode open Settings → Connectors, add a server with the URL above and choose "No authentication".

Cursor

Use the Add to Cursor link, or add to ~/.cursor/mcp.json, or to.cursor/mcp.json in a project:

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

VS Code

Use the Install in VS Code link, or add to.vscode/mcp.json:

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

Windsurf

Add to the Windsurf MCP config (Cascade → MCP servers → View raw config):

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

Gemini CLI

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

Or in ~/.gemini/settings.json:

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

OpenAI Codex CLI

codex mcp add qqq-ai-visibility --url https://qqq.ee/mcp

Or in ~/.codex/config.toml:

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

Clients that only support stdio

The mcp-remote bridge runs the remote server as a local process:

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

After connecting, ask for example: "Check the AI visibility of example.com."

4

Limits and cost

What	Limit
check_ai_visibility per IP address	5 a day (UTC)
check_ai_visibility in total	300 a day
An invalid domain	does not use up a check
get_public_report, get_tool_info and the protocol calls (initialize, tools/list, ping)	no limit
Request size	16 KB, at most 10 messages in a batch

The check is free. It loads only the website's own pages, about five to eight requests, and a result is shared from a one-hour cache. When the daily limit is reached, the server fetches nothing and answers with a link to run the check on qqq.ee.

Only public websites are accepted: IP addresses, localhost and internal hostnames are refused, and every redirect is checked again.

6

Technical details

Setting	Value
URL	https://qqq.ee/mcp (without www: www.qqq.ee answers with a 301 redirect, which MCP clients do not follow for POST)
Transport	Streamable HTTP: POST with JSON-RPC 2.0, answered as application/json
Sessions	Stateless: no Mcp-Session-Id and no SSE stream. A GET from a browser is redirected to the tool page, other GET requests get 405
Protocol versions	2025-11-25, 2025-06-18, 2025-03-26
Authentication	None. CORS is open because no cookies or credentials are used
Registry name	ee.qqq/ai-visibility

The server is listed in the Official MCP Registry as ee.qqq/ai-visibility. Client configuration examples are in the public GitHub repository.

Questions and bug reports: q@qqq.ee.