AutomationNation Data Tools
io.github.retracnv1.0.0更新于 Oct 5, 2026
Agent tools: Google Flights, Hotels, Shopping, News, Jobs, Trends, Maps leads, YouTube transcripts
概览
为助手提供 17 个基于 Apify 的工具,可获取 Google 航班、酒店、购物、新闻、职位、趋势、地图线索、广告和 YouTube 字幕数据。
- 功能
- 在用户自己的 Apify 账户上运行 AutomationNation 的 Apify Actor,并返回精简的 JSON。工具涵盖航班与酒店搜索、Google 购物、新闻、图片、视频、职位、趋势与热门搜索、Google 地图本地商家线索(含用 Companies House 数据增强的英国线索)、广告主广告、App Store 与 Google Play 评论及 AI 分析,以及 AI Overview 与 AI 可见度检查。get_run_results 工具可获取工具返回时仍在运行的任务结果。
- 适用场景
- 当助手需要实时公开网络数据时适用,例如旅行价格、商品价格、新闻、招聘信息、搜索趋势、销售线索、竞品广告、应用评论或品牌在 AI 回答中的可见度,而无需自行编写爬虫。可用工具集只加载所需类别,以减小上下文占用。
- 运行要求
- 以 stdio 在本地运行(npx、.mcpb 安装包,或自托管 HTTP 模式)。需要 Apify 账户和 APIFY_TOKEN,通过环境变量传入;HTTP 模式下作为 Authorization Bearer 请求头发送。需要访问 api.apify.com 的网络连接。可选设置 AUTOMATIONNATION_TOOLS 和 AUTOMATIONNATION_WAIT_SECS 控制工具集与等待时间。
安装
在 SourceWeft 中
- 打开 控制台中的 AutomationNation Data Tools,将其添加到工作区。
- 为需要使用其工具的对话启用该服务。
Desktop only,通过 STDIO。 STDIO 服务会启动本地进程,因此需要 SourceWeft 桌面宿主。
其他 MCP 客户端
参照 仓库 中的启动说明。
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.
来源:README.md,提交 888d03f
工具
0版本历史
1- v1.0.0最新Oct 5, 2026


