ScrapingBee MCP Server for Google ADKGive Google ADK instant access to 10 tools to Extract Data, Extract Data With Ai, Extract Structured Data, and more
Google Agent Development Kit (ADK) is Google's framework for building production AI agents. Add ScrapingBee as an MCP tool provider through Vinkius and your ADK agents can call every tool with full schema introspection.
Ask AI about this App Connector for Google ADK
The ScrapingBee app connector for Google ADK 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
from google.adk.agents import Agent
from google.adk.tools.mcp_tool import McpToolset
from google.adk.tools.mcp_tool.mcp_session_manager import (
StreamableHTTPConnectionParams,
)
# Your Vinkius token. get it at cloud.vinkius.com
mcp_tools = McpToolset(
connection_params=StreamableHTTPConnectionParams(
url="https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp",
)
)
agent = Agent(
model="gemini-2.5-pro",
name="scrapingbee_agent",
instruction=(
"You help users interact with ScrapingBee "
"using 10 available tools."
),
tools=[mcp_tools],
)
* 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.
Google ADK natively supports ScrapingBee as an MCP tool provider. declare Vinkius Edge URL and the framework handles discovery, validation, and execution automatically. Combine 10 tools with Gemini's long-context reasoning for complex multi-tool workflows, with production-ready session management and evaluation built in.
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 Google ADK 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 Google ADK
When Google ADK 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 Google ADK via MCP
Follow these steps to wire ScrapingBee into Google ADK. The entire setup takes under two minutes — your credentials stay safe behind the Vinkius.
Install Google ADK
pip install google-adkReplace the token
[YOUR_TOKEN_HERE] with your Vinkius tokenCreate the agent
Explore tools
Why Use Google ADK with the ScrapingBee MCP Server
Google ADK provides unique advantages when paired with ScrapingBee through the Model Context Protocol.
Google ADK natively supports MCP tool servers. declare a tool provider and the framework handles discovery, validation, and execution
Built on Gemini models, ADK provides long-context reasoning ideal for complex multi-tool workflows with ScrapingBee
Production-ready features like session management, evaluation, and deployment come built-in. not bolted on
Seamless integration with Google Cloud services means you can combine ScrapingBee tools with BigQuery, Vertex AI, and Cloud Functions
ScrapingBee + Google ADK Use Cases
Practical scenarios where Google ADK combined with the ScrapingBee MCP Server delivers measurable value.
Enterprise data agents: ADK agents query ScrapingBee and cross-reference results with internal databases for comprehensive analysis
Multi-modal workflows: combine ScrapingBee tool responses with Gemini's vision and language capabilities in a single agent
Automated compliance checks: schedule ADK agents to query ScrapingBee regularly and flag policy violations or configuration drift
Internal tool platforms: build self-service agent platforms where teams connect their own MCP servers including ScrapingBee
Example Prompts for ScrapingBee in Google ADK
Ready-to-use prompts you can give your Google ADK 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 Google ADK
Common issues when connecting ScrapingBee to Google ADK through the Vinkius, and how to resolve them.
McpToolset not found
pip install --upgrade google-adkScrapingBee + Google ADK FAQ
Common questions about integrating ScrapingBee MCP Server with Google ADK.