MCP.Market

QQQ AI Visibility Checker MCP server

online · 100% uptime
by qqq.ee·ee.qqq/ai-visibility·v1.1.0
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Free AI visibility check: can AI crawlers read a site, and do ChatGPT, Gemini, Perplexity cite it?

A91/100grade A
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Safety scan
A91/100

full report

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QQQ AI Visibility Checker tools (3)

write = sends, deletes, buys or posts
  • check_ai_visibilityFree

    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.

  • get_public_reportFree

    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.

  • get_tool_infoFree

    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.

Public scan report

scanner v0.1.10 · 2026-10-28 · same rubric, same numbers if you re-run it

no findings
  • –Code scanremote-only server, no package to scann/a
  • Live reliabilityremote reachable in 294ms20/20
  • Tool poisoning3 tool descriptions checked15/15
  • Auth qualityopen endpoint, read-only tools10/15
  • Maintenancelast push 9 days ago15/15
  • Maintainer identityendpoint served from the registry-verified namespace domain8/10
Overall 91/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON

How QQQ AI Visibility Checker compares

Against every graded Web search MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score
91/100
higher than 88% of 3,472 Web search servers
Tools
3
the typical Web search server has 5
Tools that change things
0%
typical: 0%. Fewer write tools means less an agent can break
Uptime
100%
of our recent checks; the typical remote Web search server answers 100%
Response time
225 ms
faster than 61% of 2,237 Web search servers

What its tools let an agent do: 3 read

Install QQQ AI Visibility Checker in Claude Code, Cursor or VS Code

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

What the publisher says

From the QQQ AI Visibility Checker repository's README, as published. We do not edit it. Read it on GitHub

QQQ AI Visibility Checker: MCP server

Free AI visibility and GEO check for any website, inside Claude, ChatGPT, Cursor, VS Code and other MCP clients. It tells you whether AI crawlers (GPTBot, OAI-SearchBot, ClaudeBot, PerplexityBot, Google-Extended and others) may read a site, whether the site is technically ready for AI search, and what the latest public report says about brand mentions and citations in ChatGPT, Gemini and Perplexity answers.

  • Server URL: https://qqq.ee/mcp
  • Transport: Streamable HTTP (stateless JSON responses)
  • Authentication: none, no API key
  • Registry name: ee.qqq/ai-visibility
  • Documentation: https://qqq.ee/en/mcp-server/ (Estonian: https://qqq.ee/mcp-server/)
  • Web tool: https://qqq.ee/en/ai-visibility-checker/

This repository holds the documentation and client configuration only. The server is hosted by QQQ OÜ on qqq.ee; there is nothing to install or run.

Tools

All three tools are read-only. The full check of live AI answers (ChatGPT, Gemini, Perplexity) runs on qqq.ee, and every answer from the server links there.

Connect

Claude (claude.ai, Claude Desktop)

Settings → Connectors → Add custom connector → URL https://qqq.ee/mcp, no authentication.

Claude Code

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

ChatGPT

Developer mode → Settings → Connectors → add a server with URL https://qqq.ee/mcp, authentication "No authentication".

Cursor

~/.cursor/mcp.json or .cursor/mcp.json in a project (examples/cursor.mcp.json):

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

VS Code

.vscode/mcp.json (examples/vscode.mcp.json):

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

Windsurf

Windsurf MCP config (Cascade → MCP servers → View raw config):

Shortened. The full README is on GitHub.

Nothing above is checked by us. What we check is on the safety report.

QQQ AI Visibility Checker: common questions

Is QQQ AI Visibility Checker MCP server safe?
Yes, by our scan: it is graded A (91/100). Read the QQQ AI Visibility Checker safety report
How do I install QQQ AI Visibility Checker?
It runs remotely at qqq.ee. Add it to Claude Code, Cursor, VS Code or Claude Desktop with the snippets above, or call it through the mcp.market gateway without installing anything.
Does QQQ AI Visibility Checker need an API key?
Not as far as the registry entry and our scan can tell: no credentials are declared or required.
Is QQQ AI Visibility Checker maintained?
The last commit was 14 days ago (2026-10-19). The latest release is v1.1.0.
Is QQQ AI Visibility Checker up?
100% of our last 25 checks got an answer. We check remote servers about four times a day.
What can I use instead of QQQ AI Visibility Checker?
Servers from other publishers that do the same job: Perplexity API Platform (moved to ai.perplexity/mcp-server), Perplexity API Platform MCP server and MCP Zotero MCP server.
How does QQQ AI Visibility Checker compare with other Web search MCP servers?
safety score 91/100 (higher than 88% of 3,472 Web search servers); tools 3 (the typical Web search server has 5); tools that change things 0% (typical: 0%. Fewer write tools means less an agent can break). Full comparison.

Alternatives to QQQ AI Visibility Checker

Same job from other publishers: the closest match first, then the best rated.

  • Perplexity API Platform (moved to ai.perplexity/mcp-server)
    Real-time web search, reasoning, and research through Perplexity's API
    A
  • Perplexity API Platform
    Real-time web search, reasoning, and research through Perplexity's API
    A
  • MCP Zotero
    Unofficial Zotero server: search your library, add papers by DOI, import PDFs, cite in Word
    B
  • Endnote
    Search, cite, and read PDFs from your EndNote library in Claude Desktop
    A