ScrapingBee MCP Server for OpenAI Agents SDKGive OpenAI Agents SDK instant access to 10 tools to Extract Data, Extract Data With Ai, Extract Structured Data, and more
The OpenAI Agents SDK enables production-grade agent workflows in Python. Connect ScrapingBee through Vinkius and your agents gain typed, auto-discovered tools with built-in guardrails. no manual schema definitions required.
Ask AI about this App Connector for OpenAI Agents SDK
The ScrapingBee app connector for OpenAI Agents SDK 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 agents import Agent, Runner
from agents.mcp import MCPServerStreamableHttp
async def main():
# Your Vinkius token. get it at cloud.vinkius.com
async with MCPServerStreamableHttp(
url="https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
) as mcp_server:
agent = Agent(
name="ScrapingBee Assistant",
instructions=(
"You help users interact with ScrapingBee. "
"You have access to 10 tools."
),
mcp_servers=[mcp_server],
)
result = await Runner.run(
agent, "List all available tools from ScrapingBee"
)
print(result.final_output)
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.
The OpenAI Agents SDK auto-discovers all 10 tools from ScrapingBee through native MCP integration. Build agents with built-in guardrails, tracing, and handoff patterns. chain multiple agents where one queries ScrapingBee, another analyzes results, and a third generates reports, all orchestrated through Vinkius.
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 OpenAI Agents SDK 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 OpenAI Agents SDK
When OpenAI Agents SDK 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 OpenAI Agents SDK via MCP
Follow these steps to wire ScrapingBee into OpenAI Agents SDK. The entire setup takes under two minutes — your credentials stay safe behind the Vinkius.
Install the SDK
pip install openai-agents in your Python environmentReplace the token
[YOUR_TOKEN_HERE] with your Vinkius token from cloud.vinkius.comRun the script
python agent.pyExplore tools
Why Use OpenAI Agents SDK with the ScrapingBee MCP Server
OpenAI Agents SDK provides unique advantages when paired with ScrapingBee through the Model Context Protocol.
Native MCP integration via `MCPServerSse`, pass the URL and the SDK auto-discovers all tools with full type safety
Built-in guardrails, tracing, and handoff patterns let you build production-grade agents without reinventing safety infrastructure
Lightweight and composable: chain multiple agents and MCP servers in a single pipeline with minimal boilerplate
First-party OpenAI support ensures optimal compatibility with GPT models for tool calling and structured output
ScrapingBee + OpenAI Agents SDK Use Cases
Practical scenarios where OpenAI Agents SDK combined with the ScrapingBee MCP Server delivers measurable value.
Automated workflows: build agents that query ScrapingBee, process the data, and trigger follow-up actions autonomously
Multi-agent orchestration: create specialist agents. one queries ScrapingBee, another analyzes results, a third generates reports
Data enrichment pipelines: stream data through ScrapingBee tools and transform it with OpenAI models in a single async loop
Customer support bots: agents query ScrapingBee to resolve tickets, look up records, and update statuses without human intervention
Example Prompts for ScrapingBee in OpenAI Agents SDK
Ready-to-use prompts you can give your OpenAI Agents SDK 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 OpenAI Agents SDK
Common issues when connecting ScrapingBee to OpenAI Agents SDK through the Vinkius, and how to resolve them.
MCPServerStreamableHttp not found
pip install --upgrade openai-agentsAgent not calling tools
ScrapingBee + OpenAI Agents SDK FAQ
Common questions about integrating ScrapingBee MCP Server with OpenAI Agents SDK.
How does the OpenAI Agents SDK connect to MCP?
MCPServerSse(url=...) to create a server connection. The SDK auto-discovers all tools and makes them available to your agent with full type information.Can I use multiple MCP servers in one agent?
MCPServerSse instances to the agent constructor. The agent can use tools from all connected servers within a single run.