Scrapfly MCP Server for Pydantic AIGive Pydantic AI instant access to 12 tools to Ai Data Extraction, Capture Screenshot, Check Credit Usage, and more
Pydantic AI brings type-safe agent development to Python with first-class MCP support. Connect Scrapfly 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 Scrapfly app connector for Pydantic AI is a standout in the Industry Titans category — giving your AI agent 12 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 Scrapfly "
"(12 tools)."
),
)
result = await agent.run(
"What tools are available in Scrapfly?"
)
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 Scrapfly MCP Server
Connect your Scrapfly account to any AI agent and take full control of your web data extraction and scraping orchestration through natural conversation. Scrapfly provides a professional-grade scraping API that combines headless browser rendering, premium residential proxies, and AI-driven data extraction, and this integration allows you to retrieve raw HTML, take element-level screenshots, and convert pages into structured JSON directly from your chat interface.
Pydantic AI validates every Scrapfly tool response against typed schemas, catching data inconsistencies at build time. Connect 12 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 clean HTML from any website while bypassing Cloudflare, Akamai, and other anti-bot systems programmatically.
- AI-Driven Data Extraction — Use LLM-powered extraction models to transform complex web pages into structured JSON data directly from the AI interface.
- Visual Intelligence — Capture full-page or element-specific screenshots with support for dark mode and ad-blocking via natural language.
- Proxy & Region Control — Access millions of residential proxies across 50+ countries to ensure your data collection is always localized and reliable.
- Operational Monitoring — Track system activity, monitor API credit consumption, and manage project metadata using simple AI commands.
The Scrapfly MCP Server exposes 12 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 12 Scrapfly tools available for Pydantic AI
When Pydantic AI connects to Scrapfly through Vinkius, your AI agent gets direct access to every tool listed below — spanning scrapfly, 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
Take a website screenshot
Check usage stats
Check account info
Get project info
Check scraping features
Check screenshot features
List configured webhooks
List AI models
Check proxy options
Verify credentials
Scrape any website
Connect Scrapfly to Pydantic AI via MCP
Follow these steps to wire Scrapfly 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 Scrapfly MCP Server
Pydantic AI provides unique advantages when paired with Scrapfly 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 Scrapfly integration code
Structured output guarantee: Pydantic AI ensures tool results conform to defined schemas, eliminating runtime type errors
Dependency injection system cleanly separates your Scrapfly connection logic from agent behavior for testable, maintainable code
Scrapfly + Pydantic AI Use Cases
Practical scenarios where Pydantic AI combined with the Scrapfly MCP Server delivers measurable value.
Type-safe data pipelines: query Scrapfly with guaranteed response schemas, feeding validated data into downstream processing
API orchestration: chain multiple Scrapfly tool calls with Pydantic validation at each step to ensure data integrity end-to-end
Production monitoring: build validated alert agents that query Scrapfly and output structured, schema-compliant notifications
Testing and QA: use Pydantic AI's dependency injection to mock Scrapfly responses and write comprehensive agent tests
Example Prompts for Scrapfly in Pydantic AI
Ready-to-use prompts you can give your Pydantic AI agent to start working with Scrapfly immediately.
"Scrape the homepage of 'https://news.ycombinator.com' and return the HTML."
"Scrape the product listings from the first 3 pages of an e-commerce category with pricing data."
"Take a full-page screenshot of our competitor's pricing page and extract the plan details."
Troubleshooting Scrapfly MCP Server with Pydantic AI
Common issues when connecting Scrapfly to Pydantic AI through the Vinkius, and how to resolve them.
MCPServerHTTP not found
pip install --upgrade pydantic-aiScrapfly + Pydantic AI FAQ
Common questions about integrating Scrapfly 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.