QQQ AI Visibility Checker

ee.qqq由 qqq.ee 發布官方發布者v1.2.0更新於 Nov 5, 2026

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

已驗證Streamable HTTP可網頁執行網頁搜尋與抓取資料與分析

服務詳細資訊

識別碼: ee.qqq/ai-visibility
傳輸: Streamable HTTP
執行環境: Web executable
信任: Verified
發布於: Oct 17, 2026

安全提示

MCP 服務會接收對話中的工具呼叫請求，並可能執行外部操作。啟用前請先了解該服務能做什麼，並只授予它所需的權限。

註冊中心已驗證此服務的命名空間屬於 qqq.ee，且該網域同時執行其端點。這可以確認發布者，但並不代表該服務的工具是安全的。

SourceWeft 的檢查只涵蓋條目是否完整、端點是否回應；不審查伺服器的程式碼，也不審查其工具的行為。

在 README 中新增徽章

向讀者展示該 MCP 服務已收錄於 SourceWeft，徽章連結到本頁。

[![Listed on SourceWeft](https://sourceweft.com/badge/mcp/ee.qqq%2Fai-visibility.svg)](https://sourceweft.com/mcp/ee.qqq%2Fai-visibility?utm_source=readme&utm_medium=badge)

概覽

AI 產生的概覽

檢查網站是否允許 AI 爬蟲讀取，並回傳該網域最新的公開報告，說明品牌在 AI 回答中被提及與引用的情況。

可以做什麼: 對網域執行免費的 AI 就緒技術檢查：robots.txt、AI 爬蟲存取權限、網站地圖、結構化資料、可索引性與關鍵頁面
讀取網域最新的公開報告：聯網搜尋型 AI 回答中的品牌提及與官網引用、各引擎結果、所問問題及被引用最多的來源
取得此檢查工具的說明、限制以及網頁工具連結
適用情境: 適合想快速了解網站技術上能否被 AI 爬蟲讀取，或想查看既有公開報告中品牌在 ChatGPT、Gemini、Perplexity 與 Claude 回答裡出現情況的人。完整的即時 AI 回答檢查需在服務商網站上執行，不透過 MCP 完成。
執行需求: 遠端 MCP 端點，使用 Streamable HTTP，無需驗證或 API 金鑰，無需安裝。僅支援 stdio 的用戶端需透過 mcp-remote 橋接。只接受公開網站，IP 位址、localhost 與內部主機名稱會被拒絕。

安裝前請注意

技術檢查依 IP 位址每天限 5 次，全站每天共 300 次。使用統計（步驟、語言、網域、狀態、國家、時長）保留 90 天，IP 位址僅作為每日計數鍵。此服務由一家商業 SEO 與 AI 搜尋代理商營運，結果會連結至其付費完整檢查。

安裝

在 SourceWeft 中

開啟儀表板中的 QQQ AI Visibility Checker，將其新增到工作區。
為需要使用其工具的對話啟用該服務。

Web executable，透過 Streamable HTTP。遠端服務在工作區中設定後即可從網頁執行環境執行。

交給代理程式安裝

把這段提示詞貼上到 Claude Code、Codex、Cursor 等代理程式，或 SourceWeft 對話中。代理程式會讀取該伺服器的安裝指南，先向你展示發布者、端點和登入方式，經你同意後再把它新增到你的客戶端。金鑰不會寫進任何命令。

閱讀 https://sourceweft.com/mcp/ee.qqq%2Fai-visibility/install.md，並按其中說明把這個 MCP 伺服器接入我的客戶端。修改任何設定之前，先告訴我它的發布者、端點和登入方式，等我確認。不要把 API 金鑰寫進命令或我會提交的檔案；問我金鑰應從哪裡取得。

檢視代理程式所依據的安裝指南

其他 MCP 客戶端

把它新增到你客戶端的 mcpServers 設定中。

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

README

[QQQ logo]

QQQ AI Visibility Checker: MCP server

[LightNow capabilities] [AllMCPs Verified]

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 answers from ChatGPT, Gemini, Perplexity, Claude and Kimi.

Server URL: https://qqq.ee/mcp (use this exact host: www.qqq.ee redirects, and a redirect breaks POST requests)
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/
Changes: CHANGELOG.md

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

Tool	Input	Returns
`check_ai_visibility`	`domain` (required), `language`: `en` (default) or `et`	Technical readiness for AI search: homepage, HTTPS, robots.txt, AI crawler access, sitemap, title, description, H1, canonical, noindex, Googlebot access, Organization/Person structured data, JavaScript dependence, key pages, llms.txt and whether the server really answers AI crawlers (the last two are informational); the three most important fixes; the latest public report of the domain (mentions out of all answers, citations of the company's own website) when one exists; a prefilled link to the full check on qqq.ee.
`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 or buyer phrase, mentions in search-grounded AI answers, citations of the company's own website, results per AI engine, the questions asked, the most cited sources by kind, other companies named and short answer excerpts, plus the link to the report page (what a report contains). Fetches nothing 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. The full check of live AI answers runs on qqq.ee, and every answer from the server links there.

What a public report contains

get_public_report returns readable text and the same data as structuredContent.report. Reports are stored as they were measured, so an older report has fewer fields: a missing field means the report predates it, not zero.

Field	Meaning
`mentions`	Of the answers that searched the web: how many named the company, how many recommended it, and how many cited its website without naming it (`citedNotNamed`).
`citations`	How many answers cited the company's own website. `consultedNotCited` counts answers whose search found the website but did not use it, only for engines that show every page they looked at.
`engines`, `answers`	Results per engine and short excerpts: Gemini, Perplexity, Claude, Kimi and ChatGPT through their APIs, and Llama from model memory, which is a separate comparison. `outcome` says whether an answer recommended, named or cited the company, or did neither.
`chatgptWeb`	The same buyer questions asked on chatgpt.com: answers that named the company, answers that cited its website, answers received, answers still pending. Reported apart and never added to `mentions` or `citations`.
`questions`	The buyer questions asked. `ownPage` says whether the company's own page was a source (`cited`), was found but not used (`consulted`), was not found (`none`), or cannot be told (`unknown`).
`sources`	The most cited domains. `kind` and `byKind` sort them into own website, media, directory, community, public sector and other.
`topic`	The buyer phrase the questions were built from, with its monthly Google search volume in Estonia.
`google`	For the field's buyer query: whether Google showed an AI Overview, whether the company's website was among its references, and its organic top 10 position. Not an AI answer.
`competitorsYours`	When the person running the check named their own competitors: counts only. The names stay in that person's private link and never appear in a public report or through this server.

There is no combined score: mentions, citations and technical readiness stay separate.

Connect

[Add to Cursor] [Install in VS Code]

Claude (claude.ai, Claude Desktop)

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

Claude Code

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):

VS Code

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

json

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

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

Windsurf

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

Gemini CLI

or ~/.gemini/settings.json:

OpenAI Codex CLI

or ~/.codex/config.toml:

Clients that only support stdio

Use the mcp-remote bridge (examples/claude-desktop-stdio.json):

json

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

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

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

Plugins

This repository is also a plugin for agents that install plugins from GitHub. It bundles the remote server config and a skill that tells the agent when to use each tool:

Claude Code: /plugin marketplace add meelis545/qqq-ai-visibility-mcp, then /plugin install qqq-ai-visibility@qqq-ai-visibility (.claude-plugin/, .mcp.json, skills/)
Cursor: .cursor-plugin/plugin.json and mcp.json
Agent Plugins (agent-plugins.org): plugin.json and mcp.json
OpenClaw / ClawHub: clawhub/qqq-ai-visibility/SKILL.md, a skill that calls the same tools with curl (no MCP client needed)

Limits

What	Limit
`check_ai_visibility` per IP address (per calling site for Cloudflare Workers)	5 a day (UTC)
`check_ai_visibility` in total	300 a day
Invalid domain	does not use up a check
`get_public_report`, `get_tool_info`, `initialize`, `tools/list`, `ping`	no limit
Request body	16 KB, at most 10 messages in a batch

Only public websites are checked: IP addresses, localhost and internal hostnames are refused, and redirects are validated again.

Privacy

The IP address is only the key of a daily counter; counters are deleted after two days. Calls from Cloudflare Workers all share one Cloudflare address, so for them the key is the calling site's domain, which Cloudflare adds to the request.
Usage statistics (90 days): step, language, domain, status, country, duration. No IP address, no client name.
Headers, request bodies, MCP client details and keys are not logged.
An MCP check does not create a public report and sends nothing to AI models. get_public_report only reads a report that is already public on qqq.ee.

Full policy: https://qqq.ee/en/privacy-policy/

Protocol details

Protocol versions: 2025-11-25, 2025-06-18, 2025-03-26
No Mcp-Session-Id, no SSE stream; GET from a browser redirects to the web tool, other GET requests get 405
CORS open (*): no cookies or credentials are used
server.json is the entry in the official MCP Registry

Contact

QQQ OÜ, Niine 11, 10414 Tallinn, Estonia · [email protected] · https://qqq.ee/en/

QQQ OÜ is an SEO and AI search agency and is not affiliated with Invesco QQQ Trust or the Nasdaq ticker QQQ.

來源：README.md，提交 06278fa

工具

check_ai_visibility

Check AI visibility of a website

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.

輸入參數domain必填language

get_public_report

Get the public AI visibility report of a domain

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.