Google ADK

AnakinScraper toolkit for Google ADK

Google ADK tools for web scraping, search, and research — powered by Anakin. Build AI agents with Gemini that can extract data from any website, perform intelligent web searches, and conduct deep autonomous research.

How it works

You register Anakin tools with your Google ADK agent. When a user asks something that requires web data, Gemini automatically selects the right tool, fills in the parameters, and returns the results — no manual configuration needed.

User → "What's on this page?" → Gemini agent → scrape_website → Anakin API → results → Gemini → response

The tools expose their parameter schemas to Gemini via ADK's tool protocol, so the model knows when to use the browser, which country to route through, and whether to extract structured JSON — all based on the conversation context and your agent's instructions.

Key features

• Anti-detection — Proxy routing across 207 countries prevents blocking
• Intelligent Caching — Up to 30x faster on repeated requests
• AI Extraction — Convert any webpage into structured JSON
• Browser Automation — Full headless Chrome support for SPAs and JS-heavy sites
• Batch Processing — Scrape up to 10 URLs in a single request
• Deep Research — Autonomous multi-stage research combining search, scraping, and AI synthesis

Setup

1. Get your API key

1. Sign up at anakin.io/signup
2. Go to your Dashboard
3. Copy your API key (starts with ask_)

2. Install the package

pip install anakin-adk

You also need the Anakin CLI installed and authenticated:

pip install anakin-cli
anakin login --api-key "ask_your-key-here"

Tools

Each tool is exposed to Gemini with a full parameter schema. The model decides which parameters to use based on the user's request and your agent instructions. You can guide tool behavior by including hints in your agent's instruction field (e.g., "always use the browser for JavaScript-heavy sites" or "route through UK proxies").

1. scrape_website

Scrape a single URL and return clean markdown or structured JSON.

Response includes: Raw HTML, cleaned HTML, markdown conversion, structured JSON (if generate_json enabled), cache status, timing metrics.

2. batch_scrape

Scrape up to 10 URLs at once and return combined results.

Response includes: Per-URL results with HTML, markdown, and optional structured JSON.

3. search_web

AI-powered web search returning results with citations. Results are returned immediately without polling.

Response includes: Array of results with URLs, titles, snippets, publication dates, last updated timestamps.

4. deep_research

Autonomous multi-stage research pipeline combining search, scraping, and AI synthesis. Takes 1–5 minutes.

Response includes: Comprehensive AI-generated report, structured findings, citations with source URLs, scraped source data, processing metrics.

Processing times

Usage

Full toolkit

Pass all 4 tools to your agent at once:

from anakin_adk import AnakinToolkit
from google.adk.agents import Agent

agent = Agent(
    model="gemini-2.5-pro",
    name="web_researcher",
    instruction="Help users extract data from the web",
    tools=AnakinToolkit().get_tools(),
)

Run with the ADK dev UI:

adk web

Individual tools

Use specific tools instead of the full toolkit:

from anakin_adk import ScrapeWebsiteTool, SearchWebTool
from google.adk.agents import Agent

agent = Agent(
    model="gemini-2.5-pro",
    name="search_and_scrape",
    instruction="Search the web and scrape relevant pages",
    tools=[SearchWebTool(), ScrapeWebsiteTool()],
)

Product research agent

An agent that compares products by scraping multiple pages:

from anakin_adk import AnakinToolkit
from google.adk.agents import Agent

agent = Agent(
    model="gemini-2.5-pro",
    name="product_researcher",
    instruction="""You are a product research assistant.
When asked to compare products:
1. Use search_web to find relevant product pages
2. Use batch_scrape with generate_json=true to extract structured data
3. Summarize findings in a comparison table""",
    tools=AnakinToolkit().get_tools(),
)

Deep research agent

An agent for comprehensive research reports:

from anakin_adk import DeepResearchTool
from google.adk.agents import Agent

agent = Agent(
    model="gemini-2.5-pro",
    name="deep_researcher",
    instruction="""You are a research analyst.
Use deep_research for broad questions that need multiple sources.
Use search_web + scrape_website for targeted fact-checking.""",
    tools=AnakinToolkit().get_tools(),
)

Geo-targeted scraping agent

An agent that routes through specific country proxies:

from anakin_adk import AnakinToolkit
from google.adk.agents import Agent

agent = Agent(
    model="gemini-2.5-pro",
    name="geo_scraper",
    instruction="""You scrape websites for users.
Always ask which country to route through.
Use use_browser=true for JavaScript-heavy sites.
Use generate_json=true when the user wants structured data.""",
    tools=AnakinToolkit().get_tools(),
)

More examples

The examples directory includes:

• basic_scraping.py — Simple scrape agent
• research_agent.py — Deep research agent
• search_and_scrape.py — Multi-step: search then scrape

Troubleshooting

Common issues:

Stay updated

• Discord — discord.gg/T57dHrdT8u
• Email — support@anakin.io