# ScrapingBee MCP for AI Agents AI Agent Connect > ScrapingBee MCP lets your AI agent scrape any website, even those with heavy JavaScript or complex anti-bot protections. It handles proxy rotation, headless browsers, and data extraction automatically so you can get clean results without the technical headache. ## Overview - **Category:** data-analytics - **Price:** Free - **Endpoint:** https://edge.vinkius.com/vk_preview_RcbXJkL1gxVxBClGHBnekMM4B10EgO216L4myfnh/ai-agent-connect - **Tags:** scraping, proxy, headless-browser, data-extraction, ai-scraping ## Description Connect your AI agent to the internet without the usual headaches of getting blocked or dealing with messy HTML. This Connector lets your agent act like a real user browsing the web, navigating through complex sites that usually trip up standard scrapers. Whether you're trying to pull product prices, monitor news, or gather data from a JavaScript-heavy web app, this tool handles the heavy lifting of infrastructure. It manages the rotating proxies and headless browsers in the background so your agent can focus on what matters: finding and organizing the actual information you need. You'll get back clean data in the format that works best for your current task, like Markdown for quick reading or structured JSON for data analysis. It's a huge step up for anyone who's tired of copy-pasting from websites or trying to write custom crawlers that break every week. By adding this to your workflow through the Vinkius catalog, you're giving your agent a reliable way to fetch live data from across the web. It turns the internet into a structured database for your AI, making it much easier to stay on top of market trends or build out datasets without the manual grind. ## Tools ### ask_chatgpt Query the ChatGPT API directly through the ScrapingBee infrastructure. It's a reliable way to get AI responses via a dedicated endpoint. ### fast_search Perform a quick search of the web to get immediate results. This is ideal for when your agent needs a fast answer from the live web. ### search_google Scrape Google Search results to get structured JSON data. It helps your agent understand search rankings and news results. ### scrape_html Fetch content from any webpage with JS rendering and proxy support. This tool ensures your agent sees the full page content. ### search_walmart Scrape search results from Walmart to monitor retail listings. Use this to track competitor products and availability. ### search_youtube Scrape YouTube search results to find specific video content. It helps your agent find relevant video data quickly. ### get_amazon_product Pull specific product details from Amazon using an ASIN code. It returns clean data like price and ratings instantly. ## Prompt Examples **Prompt:** ``` Find the current price and rating for the Amazon product with ASIN B08N5WRWNW. ``` **Response:** ``` I've pulled the details for that Amazon product: * **Price:** $999.00 * **Rating:** 4.8 stars (12,450 reviews) | Attribute | Value | | :--- | :--- | | Price | $999.00 | | Rating | 4.8/5 | | Reviews | 12,450 | ``` **Prompt:** ``` Search Google for the best data extraction tools 2024 and give me a summary. ``` **Response:** ``` Here are the top 3 results from Google: 1. **Introduction to MCP** 2. **Top MCP Lists** 3. **GitHub Awesome List** **Summary:** The current trend shows a move toward standardized protocols for connecting AI to external data sources, with many community-driven tools available on GitHub. ``` **Prompt:** ``` Scrape the latest news from Hacker News and give it to me in Markdown. ``` **Response:** ``` I've grabbed the latest headlines from Hacker News and converted them to Markdown for you: ## Latest Headlines - [Link 1] Example Headline - [Link 2] Another Interesting Story - [Link 3] Tech News Update ``` ## Capabilities ### Fetch JS-rendered pages The agent can load and read content from websites that require JavaScript to display information. ### Extract structured data Turn messy HTML into clean JSON or Markdown using simple natural language instructions. ### Get Google search results Retrieve organized search results from Google including news, maps, and images. ### Pull Amazon product details Get specific product information like price and ratings using an ASIN code. ### Bypass anti-bot blocks Automatically rotate proxies and manage headless browsers to stay undetected by site security. ### Monitor Walmart listings Scrape search results from Walmart to track retail inventory and pricing. ### Scrape YouTube results Fetch search results from YouTube to find specific video content and trends. ## Use Cases ### Tracking competitor retail prices A researcher needs to track prices. Use `search_walmart` and `get_amazon_product` to build a price comparison table automatically. ### Gathering news for content creation A creator wants to stay updated. Use `scrape_html` to grab news content and convert it to Markdown for quick reading. ### Finding relevant video content A content creator needs videos. Use `search_youtube` to find relevant content for a new project without leaving your chat. ### Building a product dataset A data scientist needs a dataset. Use `search_google` to gather structured JSON results from various web sources to build a database. ## Benefits - Stop getting blocked by sites like Cloudflare because this Connector handles proxy rotation automatically. - Get clean Markdown or JSON instead of messy HTML using `scrape_html` to save time on data cleaning. - Pull specific Amazon product data instantly with `get_amazon_product` without manual searching. - Access live search results from Google, YouTube, and Walmart to keep your agent updated on trends. - Skip the headache of managing headless browsers by letting this Connector handle the infrastructure for you. - Turn messy web content into structured data using `scrape_html` for more accurate results. ## How It Works The bottom line is your AI agent gets a reliable way to grab clean data from any website without getting blocked. 1. Subscribe to this Connector and grab your ScrapingBee API Key. 2. Add your API key to your AI client settings. 3. Ask your agent to scrape a site or search for data. ## Frequently Asked Questions **Can ScrapingBee MCP bypass Cloudflare blocks?** Yes, it uses rotating proxies and headless browsers to stay undetected by site security, allowing your agent to access content that would normally be blocked. **Does ScrapingBee MCP work for JavaScript-heavy websites?** Yes, it handles JS rendering so your agent can see content that standard scrapers miss, making it perfect for modern web apps. **Can I get structured data from Amazon products?** Yes, you can pull specific product information like price and ratings using an ASIN code, getting clean data without the manual search. **Does ScrapingBee MCP work for Google search results?** Yes, it provides structured JSON results from Google Search, including news and maps, making it easy for your agent to process search data. **Does ScrapingBee MCP support Markdown output?** Yes, it can return web content as clean Markdown, plain text, or raw HTML depending on exactly what your agent needs for the task. **Is ScrapingBee MCP good for e-commerce monitoring?** Yes, it includes specific tools for searching Walmart and fetching Amazon product details, which are key for tracking retail trends. **Can I extract specific data from a page using natural language instead of CSS selectors?** Yes! Use the `scrape_html` tool and provide your request in the `ai_query` parameter. The server will use ScrapingBee's AI capabilities to parse the HTML and return exactly what you asked for. **How do I handle websites that require JavaScript to load content?** The `scrape_html` tool has `render_js` enabled by default. You can also use `wait` or `wait_for` parameters to ensure the page is fully loaded before the data is captured. **Can I get structured results from Google Search directly?** Absolutely. Use the `search_google` tool with your query. It returns structured JSON containing organic results, ads, and related searches, saving you from parsing search result pages manually.