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
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
在 SourceWeft 中
- 開啟 儀表板中的 AutomationNation Data Tools,將其新增到工作區。
- 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_idinstead of timing out. - Works without a token for discovery: tools are listed before you configure anything, so clients and registries can inspect them.
Tools
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
Cursor, VS Code, Windsurf, Cline and other clients (mcp.json):
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>):
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.
How it works
- The agent calls a tool, for example
search_flightswith{"origin": "JFK", "destination": "LHR", "departure_date": "2026-11-12"}. - 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. - 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. - If a run is still going, the tool returns what is ready plus a
run_id;get_run_resultsfetches 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:
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
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
0版本歷史
1- v1.0.0最新Oct 5, 2026


