Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者提供的说明(英文原文)
58 scrapers via Apify MCP: Booking, Airbnb, Amazon, Google, Zillow, Indeed, Yelp, Reddit, Vinted
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
Authorization标为机密的值是你账户的钥匙。千万不要分享给别人,也不要粘贴到聊天里。
你需要
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
这个地址需要在请求的 header 中放入密钥,而添加连接器的菜单无法设置。请改用 Claude Code、Cursor 或 VS Code。
在终端中运行这条命令
claude mcp add --transport http crawlkit-scrapers 'https://mcp.apify.com/?actors=sweet_stickball/booking-scraper,sweet_stickball/airbnb-scraper,sweet_stickball/amazon-reviews-scraper,sweet_stickball/aliexpress-scraper,sweet_stickball/google-shopping-scraper,sweet_stickball/wayfair-scraper,sweet_stickball/bestbuy-scraper,sweet_stickball/zillow-scrap…' --header 'Authorization: your-value'运行前请先填写空着的值。
粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"crawlkit-scrapers": {
"url": "https://mcp.apify.com/?actors=sweet_stickball/booking-scraper,sweet_stickball/airbnb-scraper,sweet_stickball/amazon-reviews-scraper,sweet_stickball/aliexpress-scraper,sweet_stickball/google-shopping-scraper,sweet_stickball/wayfair-scraper,sweet_stickball/bestbuy-scraper,sweet_stickball/zillow-scrap…",
"headers": {
"Authorization": "your-value"
}
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"crawlkit-scrapers": {
"type": "http",
"url": "https://mcp.apify.com/?actors=sweet_stickball/booking-scraper,sweet_stickball/airbnb-scraper,sweet_stickball/amazon-reviews-scraper,sweet_stickball/aliexpress-scraper,sweet_stickball/google-shopping-scraper,sweet_stickball/wayfair-scraper,sweet_stickball/bestbuy-scraper,sweet_stickball/zillow-scrap…",
"headers": {
"Authorization": "your-value"
}
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
这个地址需要在请求的 header 中放入密钥,而添加连接器的菜单无法设置。请改用 Claude Code、Cursor 或 VS Code。
你的选择通过 Cookie 保存在这台设备上,无需账户。
Authorization 机密 HTTP header这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
服务器要求先登录,才会列出它的工具。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月7日
注册名称已通过 GitHub 账户 CrawlKit560 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
在 983 毫秒内响应(HTTP 401)
声明支持 OAuth 登录,你的 AI 应用可以带你去登录
尚未检查;我们会在检查端点时读取工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 3 项适用的基础检查中通过了 3 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
你需要填写:Authorization
它在作者的云端运行。通过互联网连接,无需安装,但你发送的内容会经过作者的服务器。
GitHub 仓库最后更新于–,最新版本(1.0.2)于前天进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。它通过 URL 连接,所以接受远程 MCP 服务器的应用也可以使用,例如开启开发者模式的 ChatGPT。
同一分类中有:Spec Driven Development, Remote Desktop Commander, OpenTakeoff
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
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按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
29 production scrapers for e-commerce, travel, real estate, jobs, social media, finance and more. All Actors run on Apify — no infrastructure to manage, pay per result.
pip install httpx
export APIFY_TOKEN="your_api_token_here" python examples/booking.py
Get your API token at console.apify.com/account#/integrations.
| Actor | Price/result | Description |
|---|---|---|
| AliExpress Scraper | $0.0063 | Product search: title, price, discount, rating, store |
| Amazon Reviews Scraper | $0.0042 | Product reviews: rating, text, date, verified — 9 marketplaces |
| Best Buy Scraper | $0.0017 | Products: price, regular price, savings, rating, brand, model, stock |
| Google Shopping Scraper | $0.0024 | Shopping results: prices, sellers, ratings — 12 countries |
| OfferUp Scraper | $0.0014 | Marketplace listings: price, condition, location, seller, photos — US |
| Shopify Scraper | $0.0007 | Store products: prices, variants, stock, images, tags |
| Vinted Scraper | $0.0007 | Listings: price with fees, brand, size, condition — 23 countries |
| Walmart Scraper | $0.0031 | Product search/pages: price, rating, seller, availability |
| Wayfair Scraper | $0.0010 | Furniture & home products: price, discount, rating, brand, delivery |
| Actor | Price/result | Description |
|---|---|---|
| Airbnb Scraper | $0.0028 | Search results: listing, price, rating, reviews, room type |
| Booking.com Scraper | $0.0035 | Hotel search: name, price, rating, stars, district, coordinates |
| Google Flights Scraper | $0.00017 | Flight fares: price, airline, times, duration, stops |
| Actor | Price/result | Description |
|---|---|---|
| Grubhub Scraper | $0.0035 | Restaurants: rating, delivery fee and time, address, optional full menu — US |
| Actor | Price/result | Description |
|---|---|---|
| Realtor.com Scraper | $0.0007 | Property listings: price, beds, baths, sqft, coordinates |
| Zillow Scraper | $0.0016 | Listings: price, Zestimate, beds, baths, sqft |
| Actor | Price/result | Description |
|---|---|---|
| Google Jobs Scraper | $0.0063 | Job listings: title, company, location, salary, apply links |
| Indeed Jobs Scraper | $0.0005 | Job listings: title, company, salary — 6 countries |
| Glassdoor Scraper | $0.0023 | Company reviews + salary ranges by title |
| Actor | Price/result | Description |
|---|---|---|
| Reddit Scraper | $0.0028 | Subreddit posts/comments: title, text, author, date |
| Telegram Channel Scraper | $0.0035 | Public channel messages: text, dates, views, media |
| YouTube Transcript Scraper | $0.0035 | Video transcripts with timestamps + metadata + comments |
| Actor | Price/result | Description |
|---|---|---|
| App Store Reviews Scraper | $0.00007 | iOS + Google Play reviews: text, rating, date, app version |
| Trustpilot Reviews Scraper | $0.00048 | Reviews + company TrustScore, review count |
| Yelp Scraper | $0.0035 | Business reviews: name, address, rating, review text |
| Actor | Price/result | Description |
|---|---|---|
| SEC EDGAR & Yahoo Finance | $0.00035 | SEC filings (10-K, 10-Q, 8-K) + stock quotes + financials |
| Actor | Price/result | Description |
|---|---|---|
| Bing & DuckDuckGo SERP | $0.0031 | Search results: titles, URLs, snippets, positions |
| Google News Scraper | $0.0028 | News articles: headlines, sources, dates, URLs |
| Google Trends Scraper | $0.0021 | Interest over time + related queries, up to 5 keywords |
| Tech Stack Detector | $0.0016 | Website tech stack: CMS, frameworks, analytics, CDN, hosting |
The public CrawlKit Actors are available as MCP tools through Apify's hosted MCP server, restricted to CrawlKit with the actors parameter, so AI agents (Claude, Cursor, etc.) see only these tools. Sign in with Apify OAuth or send your Apify API token.
Endpoint: the url in server.json (https://mcp.apify.com/?actors=sweet_stickball/booking-scraper,...). Also listed on the official MCP Registry as io.github.CrawlKit560/crawlkit-scrapers.
See tutorials/mcp_integration.md for setup instructions.
| File | What it does |
|---|---|
| booking.py | Scrape hotels in Paris from Booking.com |
| amazon_reviews.py | Fetch product reviews from Amazon |
| youtube.py | Extract a video transcript from YouTube |
| google_trends.py | Get interest-over-time data for keywords |
| zillow.py | Scrape real estate listings from Zillow |
All examples use httpx + the Apify REST API. No SDK required.
MIT