ScrapingAnt MCP Server for Google ADKGive Google ADK instant access to 5 tools to Extract Structured Data, Get Api Usage, Scrape Extended Data, and more
Google Agent Development Kit (ADK) is Google's framework for building production AI agents. Add ScrapingAnt 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 ScrapingAnt app connector for Google ADK is a standout in the Industry Titans category — giving your AI agent 5 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="scrapingant_agent",
instruction=(
"You help users interact with ScrapingAnt "
"using 5 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 ScrapingAnt MCP Server
Connect your ScrapingAnt account to any AI agent and take full control of your web data extraction and scraping orchestration through natural conversation. ScrapingAnt provides a high-performance scraping API with rotating proxies and headless browser rendering, and this integration allows you to retrieve raw HTML, convert pages to Markdown, and use AI-driven data extraction directly from your chat interface.
Google ADK natively supports ScrapingAnt as an MCP tool provider. declare Vinkius Edge URL and the framework handles discovery, validation, and execution automatically. Combine 5 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 or extended page metadata while bypassing anti-bot systems and CAPTCHAs programmatically.
- Markdown Intelligence — Extract web page content and automatically transform it into clean Markdown format directly from the AI interface.
- AI-Driven Data Extraction — Use AI models to extract structured data from any website by providing a simple prompt or schema via natural language.
- Browser & Proxy Control — Configure headless browser settings and proxy types (datacenter or residential) to optimize your scraping success rate.
- Operational Monitoring — Track API credit usage and monitor system statistics using simple AI commands.
The ScrapingAnt MCP Server exposes 5 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 5 ScrapingAnt tools available for Google ADK
When Google ADK connects to ScrapingAnt through Vinkius, your AI agent gets direct access to every tool listed below — spanning scrapingant, 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 JSON data using AI
Check API credit usage
Scrape webpage with network logs and cookies
Ideal for RAG and LLMs. Scrape webpage directly to Markdown
Handles JavaScript, anti-bot, and proxies automatically. Scrape a webpage with browser rendering
Connect ScrapingAnt to Google ADK via MCP
Follow these steps to wire ScrapingAnt 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 ScrapingAnt MCP Server
Google ADK provides unique advantages when paired with ScrapingAnt 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 ScrapingAnt
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 ScrapingAnt tools with BigQuery, Vertex AI, and Cloud Functions
ScrapingAnt + Google ADK Use Cases
Practical scenarios where Google ADK combined with the ScrapingAnt MCP Server delivers measurable value.
Enterprise data agents: ADK agents query ScrapingAnt and cross-reference results with internal databases for comprehensive analysis
Multi-modal workflows: combine ScrapingAnt tool responses with Gemini's vision and language capabilities in a single agent
Automated compliance checks: schedule ADK agents to query ScrapingAnt regularly and flag policy violations or configuration drift
Internal tool platforms: build self-service agent platforms where teams connect their own MCP servers including ScrapingAnt
Example Prompts for ScrapingAnt in Google ADK
Ready-to-use prompts you can give your Google ADK agent to start working with ScrapingAnt immediately.
"Extract the latest product prices from 'https://example.com/shop' using AI."
"Convert the page 'https://example.com/blog/post-1' to Markdown."
"Check my current API credit balance in ScrapingAnt."
Troubleshooting ScrapingAnt MCP Server with Google ADK
Common issues when connecting ScrapingAnt to Google ADK through the Vinkius, and how to resolve them.
McpToolset not found
pip install --upgrade google-adkScrapingAnt + Google ADK FAQ
Common questions about integrating ScrapingAnt MCP Server with Google ADK.