ScrapingBee MCP Server for Pydantic AIGive Pydantic AI instant access to 10 tools to Extract Data, Extract Data With Ai, Extract Structured Data, and more
Pydantic AI brings type-safe agent development to Python with first-class MCP support. Connect ScrapingBee through Vinkius and every tool is automatically validated against Pydantic schemas. catch errors at build time, not in production.
Ask AI about this App Connector for Pydantic AI
The ScrapingBee app connector for Pydantic AI is a standout in the Industry Titans category — giving your AI agent 10 tools to work with, ready to go from day one.
Vinkius delivers Streamable HTTP and SSE to any MCP client
import asyncio
from pydantic_ai import Agent
from pydantic_ai.mcp import MCPServerHTTP
async def main():
# Your Vinkius token. get it at cloud.vinkius.com
server = MCPServerHTTP(url="https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp")
agent = Agent(
model="openai:gpt-4o",
mcp_servers=[server],
system_prompt=(
"You are an assistant with access to ScrapingBee "
"(10 tools)."
),
)
result = await agent.run(
"What tools are available in ScrapingBee?"
)
print(result.data)
asyncio.run(main())
* Every MCP server runs on Vinkius-managed infrastructure inside AWS - a purpose-built runtime with per-request V8 isolates, Ed25519 signed audit chains, and sub-40ms cold starts optimized for native MCP execution. See our infrastructure
About ScrapingBee MCP Server
Connect your ScrapingBee account to any AI agent and take full control of your web data extraction and stealth scraping orchestration through natural conversation. ScrapingBee provides a robust scraping API that handles headless browsers, rotating proxies, and automated CAPTCHA solving, and this integration allows you to retrieve raw HTML, take screenshots, and use AI-driven extraction rules directly from your chat interface.
Pydantic AI validates every ScrapingBee tool response against typed schemas, catching data inconsistencies at build time. Connect 10 tools through Vinkius and switch between OpenAI, Anthropic, or Gemini without changing your integration code. full type safety, structured output guarantees, and dependency injection for testable agents.
What you can do
- Stealth Scraper Orchestration — Retrieve raw HTML from any website while bypassing anti-bot systems and CAPTCHAs programmatically.
- JavaScript Rendering Control — Toggle headless browser rendering to extract data from modern, dynamic SPAs directly from the AI interface.
- AI-Driven Data Extraction — Use AI extraction rules to parse complex web pages into structured JSON data via natural language.
- Premium Proxy Intelligence — Access residential and premium proxies to scrape high-security websites without risk of IP blocking.
- Operational Monitoring — Track system activity and monitor API credit consumption using simple AI commands.
The ScrapingBee MCP Server exposes 10 tools through the Vinkius. Connect it to Pydantic AI in under two minutes — no API keys to rotate, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.
All 10 ScrapingBee tools available for Pydantic AI
When Pydantic AI connects to ScrapingBee through Vinkius, your AI agent gets direct access to every tool listed below — spanning scrapingbee, web-scraping, data-extraction, and more. Every call is secured with network, filesystem, subprocess, and code evaluation entitlements inside a sandboxed runtime. Beyond a simple connection, you get a full AI Gateway with real-time visibility into agent activity, enterprise governance, and optimized token usage.
Extract structured data from a page
Extract JSON data using natural language
Extract JSON data using CSS/XPath selectors
Check API credit usage
Get current API usage and remaining credits
Automatically handles JavaScript, proxies, and anti-bot measures. Scrape a webpage with full browser rendering
Scrape a page with JavaScript rendering enabled
Scrape a page using premium proxy rotation
Scrape a page with stealth mode to bypass bot detection
Handles rendering automatically. Capture a screenshot of a website
Connect ScrapingBee to Pydantic AI via MCP
Follow these steps to wire ScrapingBee into Pydantic AI. The entire setup takes under two minutes — your credentials stay safe behind the Vinkius.
Install Pydantic AI
pip install pydantic-aiReplace the token
[YOUR_TOKEN_HERE] with your Vinkius tokenRun the agent
agent.py and run: python agent.pyExplore tools
Why Use Pydantic AI with the ScrapingBee MCP Server
Pydantic AI provides unique advantages when paired with ScrapingBee through the Model Context Protocol.
Full type safety: every MCP tool response is validated against Pydantic models, catching data inconsistencies before they reach your application
Model-agnostic architecture. switch between OpenAI, Anthropic, or Gemini without changing your ScrapingBee integration code
Structured output guarantee: Pydantic AI ensures tool results conform to defined schemas, eliminating runtime type errors
Dependency injection system cleanly separates your ScrapingBee connection logic from agent behavior for testable, maintainable code
ScrapingBee + Pydantic AI Use Cases
Practical scenarios where Pydantic AI combined with the ScrapingBee MCP Server delivers measurable value.
Type-safe data pipelines: query ScrapingBee with guaranteed response schemas, feeding validated data into downstream processing
API orchestration: chain multiple ScrapingBee tool calls with Pydantic validation at each step to ensure data integrity end-to-end
Production monitoring: build validated alert agents that query ScrapingBee and output structured, schema-compliant notifications
Testing and QA: use Pydantic AI's dependency injection to mock ScrapingBee responses and write comprehensive agent tests
Example Prompts for ScrapingBee in Pydantic AI
Ready-to-use prompts you can give your Pydantic AI agent to start working with ScrapingBee immediately.
"Extract the names and prices of all laptops from 'https://example.com/computers' using AI."
"Scrape a Google search results page for the query 'best project management tools 2025' and extract the top 10 results."
"Extract structured product data from an e-commerce product page using CSS selectors."
Troubleshooting ScrapingBee MCP Server with Pydantic AI
Common issues when connecting ScrapingBee to Pydantic AI through the Vinkius, and how to resolve them.
MCPServerHTTP not found
pip install --upgrade pydantic-aiScrapingBee + Pydantic AI FAQ
Common questions about integrating ScrapingBee MCP Server with Pydantic AI.
How does Pydantic AI discover MCP tools?
MCPServerHTTP instance with the server URL. Pydantic AI connects, discovers all tools, and generates typed Python interfaces automatically.