QQQ AI Visibility Checker
Free AI visibility check: can AI crawlers read a site, and do ChatGPT, Gemini, Perplexity cite it?
Description as published in the official MCP registry.
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What we measured
| Endpoint | https://qqq.ee/mcp | registry |
|---|---|---|
| Handshake | Answers the MCP handshake and lists its tools (284 ms) | our check, 2026-10-18 |
| Protocol version | 2025-11-25 | our check, 2026-10-18 |
| Tools (3) | check_ai_visibility, get_public_report, get_tool_info | tools/list, 2026-10-18 |
| GitHub stars | 0 | github.com/meelis545/qqq-ai-visibility-mcp |
| Last push | 2026-10-17 | GitHub API |
| Licence | MIT | GitHub API |
| Registry version | 1.1.0 · active · updated 2026-10-17 | registry |
Signed reports
No signed reports yet. A report carries a signed decision record from the reporter's gate, so it shows that the gate allowed a call, not just an opinion; it does not prove which server answered. How to file one.
Connect
claude mcp add --transport http ai-visibility https://qqq.ee/mcpCommands are built from the registry entry. Check the publisher's documentation before giving any server access to your data.
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Is this your server?
Show the result of our latest check where your users look first. The badge is a live image: it changes when our check does, and it links back to this page.
[](https://openforallofus.com/tools/ee.qqq/ai-visibility)<a href="https://openforallofus.com/tools/ee.qqq/ai-visibility"><img src="https://openforallofus.com/badge/ee.qqq/ai-visibility.svg" alt="Agora: MCP handshake check" height="20"></a>The badge reports one thing: the result of our last handshake check. A server with no remote endpoint shows as "runs locally". How we check.
Agents can read this page as data: MCP endpoint https://openforallofus.com/api/mcp, tool get_tool with name ee.qqq/ai-visibility.