AI Visibility Tracker (via Apify)

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

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

已验证Streamable HTTP可网页运行Data & AnalyticsWeb Search & Scraping

概览

AI 生成的概览

检查 AI 搜索引擎是否提及并引用某个品牌，跨提示词和引擎跟踪提及、竞品与引用情况。

功能
将品牌的提示词分别提交给 Google AI Overviews、带 Google 搜索接地的 Gemini 以及带网页搜索的 Claude，并按国家/地区本地化。对每个回答，它记录品牌是否被提及及排名、网站是否被引用及引用位置、被提及或被引用的竞品、带一句话总结的情感倾向、所有被提及的品牌以及被引用的网址。每次运行会与上一次比较，给出每个提示词和引擎新增或失去的提及与引用、可选的客户可用 HTML 趋势报告，以及 Slack、Discord 或 webhook 提醒。
适用场景
适合衡量生成式引擎优化：当客户询问所在市场时，AI 助手和 AI 搜索功能是否会推荐该品牌，以及这一情况逐周如何变化。它还会显示回答中提到的竞品，包括未列入跟踪名单的品牌。
运行要求
使用 mcp.apify.com 的远程 MCP 端点，或通过 npx 搭配 Apify actors MCP 服务器在本地运行。需要免费的 Apify 账号和 Apify API 令牌，以 Bearer 令牌形式放在 Authorization 请求头中。该 actor 在 Apify 平台上运行，需要网络访问。
安装前请注意
Authorization 请求头携带 Apify API 令牌，这是会产生费用的凭据，须妥善保密。运行会产生费用：每检查一个回答 0.05 美元（付费方案更低），可选报告每次 0.50 美元；每周 3 个引擎 20 条提示词约每月 14 美元。提示词和品牌信息会发送给 Apify 以及被查询的 AI 引擎。

安装

在 SourceWeft 中

  1. 打开 控制台中的 AI Visibility Tracker (via Apify)，将其添加到工作区。
  2. 为需要使用其工具的对话启用该服务。

Web executable，通过 Streamable HTTP。 远程服务在工作区中配置后即可从网页运行时运行。

其他 MCP 客户端

把它添加到你客户端的 mcpServers 配置中。

{
  "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.

来源：README.md，提交 3983fd8

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版本历史

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  1. v1.0.0最新Oct 3, 2026