Vinkius
ScrapingBee

ScrapingBee MCP for AI. Extract web data and bypass anti-bot systems from chat.

Claude Claude
ChatGPT ChatGPT
Cursor Cursor
Gemini Gemini
Windsurf Windsurf
VS Code VS Code
JetBrains JetBrains
Vercel Vercel
See Vinkius in Action

Works with every AI agent you already use

…and any MCP-compatible client

ScrapingBee MCP on Cursor AI Code EditorScrapingBee MCP on Claude Desktop AppScrapingBee MCP on OpenAI Agents SDKScrapingBee MCP on Visual Studio CodeScrapingBee MCP on GitHub Copilot AI AgentScrapingBee MCP on Google Gemini AIScrapingBee MCP on Lovable AI DevelopmentScrapingBee MCP on Mistral AI AgentsScrapingBee MCP on Amazon AWS Bedrock

How this MCP server connects to your AI agent

ScrapingBee manages web data extraction by handling anti-bot systems, rotating proxies, and JavaScript rendering automatically. You connect it to your AI agent and run complex scraping jobs using natural language prompts.

It bypasses typical site blocks so you can reliably get raw HTML, structured JSON, or screenshots from any website.

What AI agents can do with ScrapingBee Automation

Extract data

Pulls generalized structured data out of a given web page using AI instructions.

Get usage

Retrieves a detailed breakdown of current API consumption and remaining credit limits.

Extract data with ai

Instructs the agent to extract and return data as formatted JSON based on natural language descriptions.

+ 7 more capabilities included
Parse complex web pages into structured JSON

The agent uses natural language to identify and structure data points from a given webpage into clean, usable JSON format.

Extract specific fields using selectors

You target data by providing CSS or XPath selectors, guaranteeing the extraction of precise structured data regardless of surrounding text.

Capture dynamic website content

The system runs a headless browser to render JavaScript, allowing you to scrape data from modern SPAs that load content dynamically.

Bypass detection and IP blocks

It manages proxy rotation and implements stealth mode protocols, making scraping difficult for anti-bot systems to detect or block.

Capture visual proof of a page

The tool takes a screenshot of the target URL, capturing what the user sees in their browser.

Included with Plan

Waiting for input…

AI Agent

What AI agents can do with ScrapingBee: 10 Tools for Web Data Extraction

These tools let your AI client handle every aspect of web scraping—from basic data parsing to sophisticated proxy rotation and full browser rendering.

Make your AI actually useful.

Add this MCP to Claude, Cursor, or Windsurf and your AI stops guessing. It gets real tools to look things up, take action, and handle the stuff you keep doing by hand.

Start using ScrapingBee on Vinkius

Extract Data

Pulls generalized structured data out of a given web page using AI instructions.

Get Usage

Retrieves a detailed breakdown of current API consumption and remaining credit...

Extract Data With Ai

Instructs the agent to extract and return data as formatted JSON based on natural...

Extract Structured Data

Extracts specific, structured JSON data by defining precise CSS or XPath selectors...

Scrape Webpage

Scrapes an entire webpage while automatically handling JavaScript, proxy rotation...

Take Screenshot

Captures a visual screenshot of the requested website URL, automatically handling necessary browser rendering.

Get Api Usage

Checks the current usage status and available credits for your ScrapingBee API key.

Scrape With Js

Scrapes a page specifically by enabling full JavaScript rendering to capture dynamic...

Scrape With Proxy

Scrapes a page using premium proxy rotation, which helps bypass geo-restrictions and...

Scrape With Stealth

Scrapes a page in stealth mode to mimic human behavior and bypass advanced bot...

Security and governance baked right in.

Pick your AI client below to get set up. Just create a Vinkius account, subscribe, and you're instantly up and running. We handle the entire backend infrastructure, delivering out-of-the-box support for HTTPS Streamable, SSE, and OAuth2—zero messy routing required.

Claude AI

Claude AI

1

Open Claude Settings

Go to claude.ai, click your profile icon, then navigate to Customize → Connectors.

2

Add Custom Connector

Click the "+" button and select Add custom connector. Paste your Vinkius endpoint URL:

https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp

Replace [YOUR_TOKEN_HERE] with your token from cloud.vinkius.com. For OAuth-protected servers, expand Advanced settings to add credentials.

3

Start a conversation

Open a new chat. The ScrapingBee integration is available immediately — no restart needed.

Choose How to Get Started

Build a custom MCP for your own tools, or connect a ready-made integration from our catalog.

Build Your Own

Turn any API into an MCP. Import a spec, define Agent Skills, or deploy with MCPFusion.

  • Import from OpenAPI, Swagger, or YAML specs
  • Create Agent Skills with progressive disclosure
  • Deploy to edge with MCPFusion framework
  • Built in DLP, auth, and compliance on every call
  • Real time usage dashboard and cost metering
  • Publish to catalog or keep private
Start building

Make Your AI Do More

Start with ScrapingBee, then connect any of our 5,100+ other servers whenever your AI needs more. One click, no limits.

  • Use this MCP plus 5,100+ others, all in one place
  • Add new capabilities to your AI anytime you want
  • Every connection is secured and compliant automatically
  • Track usage and costs across all your servers
  • Works with Claude, ChatGPT, Cursor, and more
  • New servers added to the catalog every week
ScrapingBee MCP server cover

Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by ScrapingBee. All third-party trademarks, logos, and brand names are the property of their respective owners. Their use on this website is strictly for informational purposes to identify service compatibility and interoperability.

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No stored credentials

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Policy on every call

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Your data is protected. See how we built it.

Built on the Model Context Protocol (MCP) for Claude, ChatGPT, Cursor, and more

The Model Context Protocol standardizes how applications expose capabilities to LLMs. Instead of operating in isolation, your AI gains direct access to external platforms, live data, and real-world actions through secure, standardized connections.

This connection provides 10 powerful capabilities that interface natively with Claude, ChatGPT, Cursor, and other compatible AI platforms. No middleware. No custom integration required.

Manual web data extraction is a nightmare of tabs and copy-pasting., Solved with Vinkius AI Gateway

You know the drill. You find a list of competitor products, open 50 different tabs, manually click into each one to grab the price, the model number, and the availability status. Then you spend an hour cleaning up that mess in Excel because some prices are text and others are formatted numbers.

With this MCP server, your agent handles it all. You point your AI client at a URL list and prompt it: 'Get me the model name and current price for these 50 items.' It runs `scrape_webpage` behind the scenes, manages proxies, extracts the data, and gives you clean JSON back. Done.

ScrapingBee MCP Server: Get reliable web data straight from your chat.

You're no longer worried about technical failures—like a website changing its class name or using a dynamic load method. You just ask the question in natural language, and the tool suite handles the underlying complexity of JS rendering and anti-bot circumvention automatically.

It’s reliable data extraction, period. Whether you need to capture a screenshot with `take_screenshot` for proof, or extract structured JSON using `extract_structured_data`, it works every time.

What your AI can actually do with this

Yo, check it. This ain't just some API you plug in; this whole setup lets your agent handle web data extraction like a pro, bypassing all the bullshit anti-bot crap that usually bricks your job.

When you use extract_data, your AI client pulls general structured data off any webpage based on natural language instructions. If you need something tighter, you can run extract_data_with_ai, which makes sure the agent returns exactly what you ask for—clean JSON formatted right out of the gate. But if you know precisely where the data lives, forget the AI guesswork; use extract_structured_data to target specific fields by defining CSS or XPath selectors against a page, guaranteeing you get that precise structured JSON regardless of how messy the surrounding text is.

For scraping whole sites, it's all about controlling the render. You can run scrape_webpage, which scrapes everything while automatically handling JavaScript rendering, rotating proxies, and anti-bot measures for full browser simulation. If you only care about the dynamic stuff—the content that only loads after a script runs—you hit up scrape_with_js.

Need to get around geo-blocks or IP bans? Use scrape_with_proxy to run the scrape using premium proxy rotation, which makes it look like traffic is coming from different places. And if you wanna be sneaky, use scrape_with_stealth; this runs the page in stealth mode to mimic how a real human browses, slipping past even advanced bot detection systems.

Sometimes, you just need proof that the page loaded right. Running take_screenshot captures a visual image of the target URL; it handles all the necessary browser rendering so you get exactly what the user sees in their browser window. If you're pulling data from modern Single Page Applications (SPAs) or anything dynamic, your agent runs a headless browser to render JavaScript first, letting you capture that content.

When you need to manage the logistics, you've got tools for that too. To check if you can afford another scrape, use get_api_usage to see your current usage status and available credits against your ScrapingBee API key. For a full breakdown of how much juice you’re burning and what your remaining credit limits are, just run get_usage.

It's that simple.

Basically, you let your AI client do all the heavy lifting. You tell it what data to get—whether it's general text blocks, specific selectors, or just a visual screenshot—and this system handles the technical nightmare of getting past rate limits, proxy bans, and JavaScript rendering issues. You don't worry about complex infrastructure; you just prompt your agent with natural language instructions.

Built · Hosted · Managed by Vinkius ScrapingBee - Web Scraping & Data Extraction MCP Server
Server ID 019dd155-7276-7239-8754-ede30848d4b8
Vinkius Inspector
Compliance Grade A+
Score 98.33/100
Vinkius Inspector Badge — Score 98.33/100

Questions you might have

How do I scrape pages that use JavaScript when using the ScrapingBee MCP Server? +

You must use either scrape_with_js or the general scrape_webpage tool. These tools activate a headless browser, which executes all the site's JavaScript before pulling the content. This is essential for modern Single Page Applications (SPAs).

Is ScrapingBee MCP Server safe for scraping high-security sites? +

Yes. For high-security or restricted sites, you need to use scrape_with_proxy. This tool manages rotating residential proxies, which helps keep your IP address hidden and prevents rate limiting.

What's the difference between `extract_data` and `extract_structured_data`? +

extract_data uses natural language to guide the AI on what data you want. extract_structured_data is more precise; it requires you to provide specific CSS or XPath selectors, which guarantees the exact element you need.

How do I check if my scraping budget is okay with ScrapingBee MCP Server? +

Use either get_usage or get_api_usage. Both tools connect to your dashboard and provide real-time information on how many credits you've used and how much you have left.

Can I just get a picture of the webpage using ScrapingBee MCP Server? +

Yep, that's what take_screenshot does. It captures an image file of the URL, automatically handling any necessary browser rendering to make sure the screenshot is accurate.

How does `scrape_with_proxy` handle getting blocked or rate-limited by a website? +

It handles blocks automatically. The tool uses premium proxy rotation, so if one IP address gets flagged, it instantly switches to another. This keeps your scraping session running without interruption due to IP bans.

If the target site redesigns its layout, should I use `extract_data` or `extract_data_with_ai`? +

Use extract_data_with_ai. The AI reads content contextually. If the underlying CSS selectors change (which they often do), the AI still finds and extracts the correct data based on natural language understanding.

When I run `scrape_webpage`, can I get the raw HTML payload instead of just structured JSON? +

Yes, you retrieve the complete source. The tool captures the full, rendered HTML content. This lets your agent process the page entirely later—great for deep analysis or archiving.

Can my AI automatically extract structured JSON from a web page using ScrapingBee? +

Yes! Use the extract_data tool. You can provide standard extraction rules or set ai=true to let ScrapingBee's AI models identify and parse the data fields you need automatically.

How do I use premium or residential proxies for high-security sites? +

Simply include premium_proxy: true in your scrape_general parameters. This will route your request through residential IPs, making it much harder for anti-bot systems to detect and block.

How do I find my ScrapingBee API Key? +

Log in to your ScrapingBee dashboard, and your API Key will be clearly visible in the Credentials section on the main page.

Built & Managed by Vinkius 30s setup 10 tools

We've already built the connector for ScrapingBee. Just plug in your AI agents and start using Vinkius.

No hosting. No infrastructure. No complex setup.
All 10 tools are live and waiting. You're up and running in seconds.

Vinkius runs on Claude Claude
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