AutomationNation Data Tools

io.github.retracnv1.0.0更新於 Oct 5, 2026

Agent tools: Google Flights, Hotels, Shopping, News, Jobs, Trends, Maps leads, YouTube transcripts

概覽

AI 產生的概覽

為助理提供 17 個以 Apify 為後端的工具,可取得 Google 航班、飯店、購物、新聞、職缺、趨勢、地圖潛在客戶、廣告與 YouTube 字幕資料。

功能
在使用者自己的 Apify 帳戶上執行 AutomationNation 的 Apify Actor,並回傳精簡的 JSON。工具涵蓋航班與飯店搜尋、Google 購物、新聞、圖片、影片、職缺、趨勢與熱門搜尋、Google 地圖在地商家潛在客戶(含以 Companies House 資料增強的英國名單)、廣告主廣告、App Store 與 Google Play 評論及 AI 分析,以及 AI Overview 與 AI 能見度檢查。get_run_results 工具可取得工具回傳時仍在執行的工作結果。
適用情境
當助理需要即時公開網路資料時適用,例如旅遊價格、商品價格、新聞、職缺、搜尋趨勢、業務潛在客戶、競品廣告、應用程式評論或品牌在 AI 回答中的能見度,而不必自行撰寫爬蟲。可用工具集只載入所需類別,以縮小上下文占用。
執行需求
以 stdio 在本機執行(npx、.mcpb 安裝包,或自架 HTTP 模式)。需要 Apify 帳戶與 APIFY_TOKEN,透過環境變數傳入;HTTP 模式下以 Authorization Bearer 標頭送出。需要連線至 api.apify.com 的網路。可選設定 AUTOMATIONNATION_TOOLS 與 AUTOMATIONNATION_WAIT_SECS 控制工具集與等待時間。
安裝前請注意
每個工具都會在使用者的 Apify 帳戶上產生費用,依結果計費,費率如說明所列,每次執行有約為預期成本 3 倍的支出上限。APIFY_TOKEN 是可計費的憑證,應妥善保密。工具透過 Apify 查詢第三方網站,查詢內容與結果會經過該服務。部分工具會回傳潛在客戶、評論者姓名等個人或商家聯絡資料。

安裝

在 SourceWeft 中

  1. 開啟 儀表板中的 AutomationNation Data Tools,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。

Desktop only,透過 STDIO。 STDIO 服務會啟動本機處理程序,因此需要 SourceWeft 桌面主機。

其他 MCP 客戶端

參照 儲存庫 中的啟動說明。

README

AutomationNation MCP server: Google Flights, Hotels, Shopping, News, Jobs, Trends, Maps leads, YouTube transcripts and more for AI agents

[automationnation-mcp MCP server] [License: MIT] [MCP Registry]

An MCP server with 17 data tools for Claude, ChatGPT, Cursor, VS Code and other AI agents. Each tool runs one of AutomationNation's Apify Actors on your Apify account and returns compact JSON the agent can use straight away: flight fares, hotel prices, product prices, news, jobs, search trends, local business leads, competitors' ads, YouTube transcripts, app reviews and AI-search visibility.

  • Purpose-built tools: short, documented inputs (origin, destination, departure_date…) instead of raw scraper schemas, and outputs trimmed to the fields an agent needs.
  • Pay per result, no subscription: usage is billed by each Actor on your Apify account (prices below). A free Apify account includes monthly credit.
  • Safe by default: every run carries a spending cap of about 3x its expected cost; long runs return partial results with a run_id instead of timing out.
  • Works without a token for discovery: tools are listed before you configure anything, so clients and registries can inspect them.

Tools

ToolWhat it doesPrice on your Apify account
search_flightsSearch Google Flights for one route and date.$0.20 per 1,000 flights ($0.16 on Gold and above)
search_hotelsSearch Google Hotels for a city, neighbourhood or landmark.$1 per 1,000 hotels ($0.80 on Gold and above)
search_google_shoppingSearch Google Shopping for a product in any country.$1 per 1,000 products ($0.80 on Gold and above)
get_youtube_transcriptsGet the transcript (captions) of YouTube videos, with title, channel, duration, caption language and word count, and optional timestamps.$1.50 per 1,000 transcripts ($1.20 on Gold and above)
search_google_newsSearch Google News for a topic, company or person.$1 per 1,000 articles ($0.80 on Gold and above)
search_google_imagesSearch Google Images.$0.25 per 1,000 images ($0.20 on Gold and above)
search_google_videosSearch Google's video results across YouTube, TikTok, Vimeo, news sites and more.$1 per 1,000 videos ($0.80 on Gold and above)
search_jobsSearch Google Jobs, which aggregates listings from LinkedIn, Indeed, Glassdoor, company career sites and more, in 26 countries.$2 per 1,000 jobs ($1.50 on paid plans) + $0.03 per search
get_google_trendsGoogle Trends for up to 5 keywords: interest over time (0–100), average, latest and peak interest, trend direction and change, top regions, and top and rising related searches with "Breakout" flags.$1 per 1,000 keyword reports ($0.27–$0.90 on paid plans) · $0.50 per 1,000 trending searches
get_trending_searchesWhat's trending on Google right now in a country, like trends.google.com/trending: each trending search with its search volume, increase, start time, whether it is still active, related searches and optional news articles.$1 per 1,000 keyword reports ($0.27–$0.90 on paid plans) · $0.50 per 1,000 trending searches
find_local_businessesFind local businesses on Google Maps in any country, as sales leads.$0.03 per lead ($0.024 on Gold)
find_uk_business_leadsUK business leads from Google Maps, enriched from Companies House: everything find_local_businesses returns plus the company director's name, company number, incorporation date, company age and SIC codes, with a match-confidence rating.$0.05 per lead ($0.04 on Gold)
get_advertiser_adsEvery ad an advertiser runs on Google Search, YouTube, Display and Shopping, from Google's Ads Transparency Center.$1 per 1,000 ads ($0.80 on Gold and above)
get_app_reviewsApp reviews from the Apple App Store or Google Play: star rating, title, text, date, reviewer, app version, helpful votes and the developer's reply.$0.08 per 1,000 reviews ($0.05–$0.07 on paid plans)
analyze_app_reviewsAI analysis of the latest App Store and Google Play reviews for up to 5 apps: top bugs, top feature requests, critical issues, competitor mentions, a sentiment summary, the rating distribution and the app versions mentioned.$0.05 per app report ($0.04 on Gold)
check_ai_overview_citationsCheck Google AI Overviews for your keywords: whether an AI Overview appears, whether it cites your domain and at what position, which domains and competitors it cites instead, whether your brand is mentioned, the AI Overview text, your organic rank, and what changed since your last check.$0.04 per keyword ($0.032 on Gold), plus $2 per run from 17 Nov 2026; $0.01 per keyword until 16 Oct 2026
check_ai_visibilityAsk AI assistants the questions your customers ask and see whether they mention and cite your brand.$0.05 per answer checked ($0.04 on Gold) + $0.50 per optional report
get_run_resultsFetch the results of a run that was still going when its tool returned.Free

Install

You need an Apify API token: sign up free at console.apify.com, then copy the token from Settings → API & Integrations.

MCP Registry name: io.github.retracn/automationnation-mcp.

Claude Desktop: download automationnation-mcp.mcpb (or a smaller toolset below), open it, and paste your token when asked.

Claude Code

bash
claude mcp add automationnation -e APIFY_TOKEN=your_apify_token -- npx -y github:retracn/automationnation-mcp

Cursor, VS Code, Windsurf, Cline and other clients (mcp.json):

json
{  "mcpServers": {    "automationnation": {      "command": "npx",      "args": ["-y", "github:retracn/automationnation-mcp"],      "env": { "APIFY_TOKEN": "your_apify_token", "AUTOMATIONNATION_TOOLS": "all" }    }  }}

Smithery: npx -y @smithery/cli mcp add automationnation/data-tools

Self-hosted over HTTP (one deployment serves many users; each client sends its own token as Authorization: Bearer <APIFY_TOKEN>):

bash
npx -y github:retracn/automationnation-mcp --http --port 8080      # http://localhost:8080/mcpdocker build -t automationnation-mcp . && docker run -p 8080:8080 automationnation-mcp --http

Toolsets

Load only what you need with AUTOMATIONNATION_TOOLS (or --tools): a comma-separated list of toolsets or tool names. Fewer tools keep the agent's context small.

ToolsetTools forClaude Desktop bundle
allAutomationNation Data Toolsautomationnation-mcp.mcpb
travelGoogle Flights & Hotelsautomationnation-travel.mcpb
youtubeYouTube Transcriptsautomationnation-youtube.mcpb
shoppingGoogle Shoppingautomationnation-shopping.mcpb
newsGoogle Newsautomationnation-news.mcpb
google-searchGoogle Search Verticalsautomationnation-google-search.mcpb
jobsGoogle Jobsautomationnation-jobs.mcpb
trendsGoogle Trendsautomationnation-trends.mcpb
leadsGoogle Maps Leadsautomationnation-leads.mcpb
adsGoogle Ads Transparencyautomationnation-ads.mcpb
app-reviewsApp Store & Google Play Reviewsautomationnation-app-reviews.mcpb
ai-visibilityAI Visibility & AI Overviewsautomationnation-ai-visibility.mcpb

How it works

  1. The agent calls a tool, for example search_flights with {"origin": "JFK", "destination": "LHR", "departure_date": "2026-11-12"}.
  2. The server starts the matching Actor through the Apify API with your token and a spending cap (maxTotalChargeUsd), and sends progress updates while it runs.
  3. Most tools finish in 5–30 seconds; lead searches take 1–3 minutes. The server waits up to 4 minutes (AUTOMATIONNATION_WAIT_SECS), then returns a one-line summary, the Apify run link and the results as compact JSON.
  4. If a run is still going, the tool returns what is ready plus a run_id; get_run_results fetches the rest.

Your token is only sent to api.apify.com. Runs, datasets and spend are visible in your Apify Console.

No install: Apify's hosted MCP endpoints

Every Actor is also available on Apify's hosted MCP server with OAuth sign-in. These listings are in the official MCP Registry:

Registry nameWhat the agent can doEndpoint
io.github.retracn/ai-visibilityAI visibility for agents: is a brand mentioned and cited by Gemini, Claude and Google AI Overviews?https://mcp.apify.com/?tools=automationnation/ai-visibility-tracker
io.github.retracn/app-reviews-aiAI summary of App Store and Google Play reviews: bugs, feature requests and critical issues.https://mcp.apify.com/?tools=automationnation/app-store-review-miner
io.github.retracn/app-store-reviewsApp Store reviews for AI agents: any app or country, past the 500-review limit, with dev replies.https://mcp.apify.com/?tools=automationnation/app-store-reviews-scraper
io.github.retracn/automationnationGoogle Shopping, Flights, Hotels, News, Images, Ads, Jobs, Trends, YouTube transcripts, leads.https://mcp.apify.com/?tools=automationnation/google-maps-le…
io.github.retracn/google-ads-transparencyCompetitors' Google ads for AI agents: every ad a brand runs, with dates and ad text.https://mcp.apify.com/?tools=automationnation/google-ads-transparency-scraper
io.github.retracn/google-ai-overview-trackerCheck if Google AI Overviews cite your website: citations, competitors and changes over time.https://mcp.apify.com/?tools=automationnation/aeo-auditor
io.github.retracn/google-flightsGoogle Flights for AI agents: prices, airlines, flight numbers, times, stops, emissions.https://mcp.apify.com/?tools=automationnation/google-flights-scraper
io.github.retracn/google-hotelsGoogle Hotels for AI agents: prices for your dates, ratings, star class, location, photos.https://mcp.apify.com/?tools=automationnation/google-hotels-scraper
io.github.retracn/google-imagesGoogle Images for AI agents: full-size image URLs, sizes and source pages, with filters.https://mcp.apify.com/?tools=automationnation/google-images-scraper
io.github.retracn/google-jobsSearch Google Jobs from AI agents: listings with salaries, full descriptions and apply links.https://mcp.apify.com/?tools=automationnation/google-jobs-scraper
io.github.retracn/google-maps-leadsLocal business leads from Google Maps in any country: emails, socials, website audit, outreach.https://mcp.apify.com/?tools=automationnation/google-maps-leads
io.github.retracn/google-newsGoogle News for AI agents: headlines, sources, dates and article URLs, with time filters.https://mcp.apify.com/?tools=automationnation/google-news-scraper
io.github.retracn/google-play-reviewsGoogle Play reviews for AI agents: any app, country or language, with developer replies.https://mcp.apify.com/?tools=automationnation/google-play-reviews-scraper
io.github.retracn/google-shoppingGoogle Shopping for AI agents: product prices, discounts, stores, ratings and reviews.https://mcp.apify.com/?tools=automationnation/google-shopping-scraper
io.github.retracn/google-trendsGoogle Trends data for AI agents: interest over time, regions, rising queries and trending searches.https://mcp.apify.com/?tools=automationnation/google-trends-scraper
io.github.retracn/google-videosGoogle video results for AI agents: YouTube, TikTok and more, with channel and duration.https://mcp.apify.com/?tools=automationnation/google-videos-scraper
io.github.retracn/uk-business-leadsUK business leads from Google Maps with emails, phones, Companies House directors and outreach.https://mcp.apify.com/?tools=automationnation/uk-business-leads
io.github.retracn/youtube-transcriptsYouTube transcripts for AI agents: text and timestamps for any video, channel or playlist.https://mcp.apify.com/?tools=automationnation/youtube-transcript-scraper

Use the URL in any client with remote MCP support; clients with MCP OAuth (Claude, ChatGPT) sign in with Apify, others send Authorization: Bearer <APIFY_TOKEN>.

Development

bash
npm installnpm test                      # stdio end-to-end tests against a mock Apify APInode scripts/build.mjs        # dist/index.js plus one .mcpb bundle per toolset

servers/*/server.json are the MCP Registry listings; the GitHub Actions workflow publishes them when they change.

More: guides and examples · all AutomationNation Actors

MIT licensed.

來源:README.md,提交 888d03f

工具

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版本歷史

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  1. v1.0.0最新Oct 5, 2026