AI Visibility Tracker (via Apify)

io.github.retracnv1.0.0更新於 Oct 3, 2026

AI visibility for agents: is a brand mentioned and cited by Gemini, Claude and Google AI Overviews?

已驗證Streamable HTTP可網頁執行Data & AnalyticsWeb Search & Scraping

概覽

AI 產生的概覽

檢查 AI 搜尋引擎是否提及並引用某個品牌，跨提示詞與引擎追蹤提及、競品與引用情形。

功能
把品牌的提示詞分別送給 Google AI Overviews、搭配 Google 搜尋基礎的 Gemini，以及具備網頁搜尋的 Claude，並依國家/地區在地化。針對每個回答，它會記錄品牌是否被提及與其排名、網站是否被引用與引用位置、被提及或被引用的競品、附一句話摘要的情感傾向、所有被提及的品牌，以及被引用的網址。每次執行會與上一次比較，提供每個提示詞與引擎新增或失去的提及與引用、可選的客戶可用 HTML 趨勢報告，以及 Slack、Discord 或 webhook 警示。
適用情境
適合衡量生成式引擎優化：當客戶詢問所屬市場時，AI 助理與 AI 搜尋功能是否會推薦該品牌，以及這件事每週如何變化。它也會顯示回答中提到的競品，包括未列入追蹤名單的品牌。
執行需求
使用 mcp.apify.com 的遠端 MCP 端點，或透過 npx 搭配 Apify actors MCP 伺服器在本機執行。需要免費的 Apify 帳號與 Apify API 權杖，以 Bearer 權杖形式放在 Authorization 標頭中。此 actor 在 Apify 平台上執行，需要網路存取。
安裝前請注意
Authorization 標頭攜帶 Apify API 權杖，這是會產生費用的憑證，必須妥善保密。執行會產生費用：每檢查一個回答 0.05 美元（付費方案更低），可選報告每次 0.50 美元；每週 3 個引擎 20 條提示詞約每月 14 美元。提示詞與品牌資訊會傳送給 Apify 以及被查詢的 AI 引擎。

安裝

在 SourceWeft 中

  1. 開啟 儀表板中的 AI Visibility Tracker (via Apify)，將其新增到工作區。
  2. 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。

其他 MCP 客戶端

把它新增到你客戶端的 mcpServers 設定中。

{
  "mcpServers": {
    "ai-visibility": {
      "type": "http",
      "url": "https://mcp.apify.com/?tools=automationnation/ai-visibility-tracker"
    }
  }
}

README

AI Visibility Tracker: is your brand mentioned and cited in AI search?

[Run on Apify]

AI Visibility Tracker is an Apify Actor that shows whether AI search engines mention and cite your brand. For each prompt it asks Google AI Overviews, Gemini and Claude the way a customer would. It records whether your brand is named, its position against competitors, how it's described, which sites are cited, every other brand named and what changed since the last run, at $0.05 per answer plus $0.50 for an optional client-ready report.

Price: $0.05 per answer checked ($0.04 on Gold) + $0.50 per optional report · Run it: https://apify.com/automationnation/ai-visibility-tracker · Guide: https://retracn.github.io/automationnation-actors/ai-visibility-tracker/

Quick facts

  • Engines: Google AI Overviews (late-loading overviews read in a real browser), Gemini with Google Search grounding, and Claude with web search, localised to your country.
  • Per answer: whether your brand is named and its position among tracked brands, whether your site is cited and at what position, competitors named or cited, sentiment with a one-line summary, every brand named, and the cited URLs.
  • Hidden competitors: every company or product named in the answers is counted, including ones you don't track.
  • Weekly tracking: each run is compared with the last, with mentions and citations gained or lost per prompt and engine, a client-ready HTML report with a trend over time, and Slack, Discord or webhook alerts.
  • Price: $0.05 per answer checked ($0.045 Silver, $0.04 Gold and above) plus $0.50 per optional report; answers that couldn't be checked are free. 20 prompts on 3 engines weekly costs about $14 a month.

Example input

json
{  "brand": "Notion",  "domain": "notion.so",  "competitors": [    "Obsidian (obsidian.md)",    "Evernote (evernote.com)"  ],  "prompts": [    "What is the best note-taking app for teams?"  ],  "engines": [    "google-ai-overviews",    "gemini",    "claude"  ]}

Run it from code

REST API

bash
curl -X POST "https://api.apify.com/v2/acts/automationnation~ai-visibility-tracker/run-sync-get-dataset-items?token=$APIFY_TOKEN" \  -H "Content-Type: application/json" \  -d '{"brand": "Notion", "domain": "notion.so", "competitors": ["Obsidian (obsidian.md)", "Evernote (evernote.com)"], "prompts": ["What is the best note-taking app for teams?"], "engines": ["google-ai-overviews", "gemini", "claude"]}'

Python — see examples/python_example.py

python
# pip install apify-clientfrom apify_client import ApifyClient
client = ApifyClient("YOUR_APIFY_TOKEN")run = client.actor("automationnation/ai-visibility-tracker").call(run_input={  "brand": "Notion",  "domain": "notion.so",  "competitors": [    "Obsidian (obsidian.md)",    "Evernote (evernote.com)"  ],  "prompts": [    "What is the best note-taking app for teams?"  ],  "engines": [    "google-ai-overviews",    "gemini",    "claude"  ]})for item in client.dataset(run["defaultDatasetId"]).iterate_items():    print(item.get("engineLabel"), item.get("visibility"), item.get("brandRank"), item.get("prompt"))

JavaScript — see examples/node_example.mjs

js
// npm install apify-clientimport { ApifyClient } from 'apify-client';
const client = new ApifyClient({ token: 'YOUR_APIFY_TOKEN' });const run = await client.actor('automationnation/ai-visibility-tracker').call({  "brand": "Notion",  "domain": "notion.so",  "competitors": [    "Obsidian (obsidian.md)",    "Evernote (evernote.com)"  ],  "prompts": [    "What is the best note-taking app for teams?"  ],  "engines": [    "google-ai-overviews",    "gemini",    "claude"  ]});const { items } = await client.dataset(run.defaultDatasetId).listItems();for (const item of items) console.log(item.engineLabel, item.visibility, item.brandRank, item.prompt);

Use it with AI agents (MCP)

Hosted MCP server URL (Claude, ChatGPT, Cursor and other clients with remote MCP support):

https://mcp.apify.com?tools=automationnation/ai-visibility-tracker

Local config for Claude Desktop / Cursor — mcp/claude_desktop_config.json:

json
{  "mcpServers": {    "ai-visibility-tracker": {      "command": "npx",      "args": [        "-y",        "@apify/actors-mcp-server",        "--tools",        "automationnation/ai-visibility-tracker"      ],      "env": {        "APIFY_TOKEN": "YOUR_APIFY_TOKEN"      }    }  }}

FAQ

What is AI visibility tracking? Checking whether AI assistants and AI search features name and cite your brand when people ask about your market, and how that changes over time. It's the measurement side of generative engine optimization (GEO).

Which AI engines does it check? Google AI Overviews, Gemini (with Google Search grounding) and Claude (with web search). ChatGPT and Perplexity are planned.

How much does it cost? $0.05 per answer checked ($0.04 on Gold and above), plus $0.50 per run for the optional report. One answer is one prompt on one engine; answers that couldn't be checked are free.

Can it find competitors I don't know about? Yes. Every company or product the answers name is listed, tracked or not, so the brands AI engines recommend instead of you show up in the report.

More from AutomationNation

This repository holds usage examples. The scraper itself runs on the Apify platform; you need a free Apify account and API token. Examples are MIT licensed.

來源：README.md，提交 3983fd8

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版本歷史

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  1. v1.0.0最新Oct 3, 2026