How to integrate Diffbot MCP with Google ADK

This guide walks you through connecting Diffbot to Google ADK using the Composio tool router. By the end, you'll have a working Diffbot agent that can extract specs and reviews from a product page, summarize key details from a news article url, list all bulk data extraction jobs for your account through natural language commands. This guide will help you understand how to give your Google ADK agent real control over a Diffbot account through Composio's Diffbot MCP server. Before we dive in, let's take a quick look at the key ideas and tools involved.

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Diffbot is an AI-powered platform for extracting and structuring data from any web page. It transforms unstructured web content into rich, linked, and queryable data for analytics, research, and automation.

35 Tools

Introduction

This guide walks you through connecting Diffbot to Google ADK using the Composio tool router. By the end, you'll have a working Diffbot agent that can extract specs and reviews from a product page, summarize key details from a news article url, list all bulk data extraction jobs for your account through natural language commands.

This guide will help you understand how to give your Google ADK agent real control over a Diffbot account through Composio's Diffbot MCP server.

Before we dive in, let's take a quick look at the key ideas and tools involved.

Also integrate Diffbot with

OpenAI Agents SDKClaude Agent SDKClaude CodeClaude CoworkCodexOpenClawHermesCLILangChainVercel AI SDKMastra AILlamaIndexCrewAI

TL;DR

Here's what you'll learn:
  • Get a Diffbot account set up and connected to Composio
  • Install the Google ADK and Composio packages
  • Create a Composio Tool Router session for Diffbot
  • Build an agent that connects to Diffbot through MCP
  • Interact with Diffbot using natural language

What is Google ADK?

Google ADK (Agents Development Kit) is Google's framework for building AI agents powered by Gemini models. It provides tools for creating agents that can use external services through the Model Context Protocol.

Key features include:

  • Gemini Integration: Native support for Google's Gemini models
  • MCP Toolset: Built-in support for Model Context Protocol tools
  • Streamable HTTP: Connect to external services through streamable HTTP
  • CLI and Web UI: Run agents via command line or web interface

What is the Diffbot MCP server, and what's possible with it?

The Diffbot MCP server is an implementation of the Model Context Protocol that connects your AI agent and assistants like Claude, Cursor, etc directly to your Diffbot account. It provides structured and secure access to web data extraction and analysis, so your agent can extract structured data from web pages, analyze content types, retrieve product details, manage bulk jobs, and search extracted datasets on your behalf.

  • Automatic content analysis and extraction: Let your agent analyze any web page and automatically extract structured data such as articles, products, events, images, or videos using AI-powered tools.
  • Article and discussion thread extraction: Effortlessly pull detailed metadata, authors, publication dates, and full discussion threads from news sites, blogs, forums, and comment sections.
  • Product and event data gathering: Instantly extract comprehensive product specifications, pricing, reviews, and event information including venues, dates, and descriptions from e-commerce or event pages.
  • Bulk job management and search: Enable your agent to list, monitor, and search across large-scale crawl or extraction jobs, making it easy to work with massive web data collections.
  • Account and usage insights: Retrieve your Diffbot account details, plan information, and usage statistics to stay on top of quotas and manage your web data operations efficiently.

What is the Composio tool router, and how does it fit here?

What is Composio SDK?

Composio's Composio SDK helps agents find the right tools for a task at runtime. You can plug in multiple toolkits (like Gmail, HubSpot, and GitHub), and the agent will identify the relevant app and action to complete multi-step workflows. This can reduce token usage and improve the reliability of tool calls. Read more here: Getting started with Composio SDK

The tool router generates a secure MCP URL that your agents can access to perform actions.

How the Composio SDK works

The Composio SDK follows a three-phase workflow:

  1. Discovery: Searches for tools matching your task and returns relevant toolkits with their details.
  2. Authentication: Checks for active connections. If missing, creates an auth config and returns a connection URL via Auth Link.
  3. Execution: Executes the action using the authenticated connection.

Step-by-step Guide

Step by step09 STEPS
1

Prerequisites

Before starting, make sure you have:
  • A Google API key for Gemini models
  • A Composio account and API key
  • Python 3.9 or later installed
  • Basic familiarity with Python
2

Getting API Keys for Google and Composio

Google API Key
  • Go to Google AI Studio and create an API key.
  • Copy the key and keep it safe. You will put this in GOOGLE_API_KEY.
Composio API Key and User ID
  • Log in to the Composio dashboard.
  • Go to Settings → API Keys and copy your Composio API key. Use this for COMPOSIO_API_KEY.
  • Decide on a stable user identifier to scope sessions, often your email or a user ID. Use this for COMPOSIO_USER_ID.
3

Install dependencies

bash
pip install google-adk composio python-dotenv

Inside your virtual environment, install the required packages.

What's happening:

  • google-adk is Google's Agents Development Kit
  • composio connects your agent to Diffbot via MCP
  • python-dotenv loads environment variables
4

Set up ADK project

bash
adk create my_agent

Set up a new Google ADK project.

What's happening:

  • This creates an agent folder with a root agent file and .env file
5

Set environment variables

bash
GOOGLE_API_KEY=your-google-api-key
COMPOSIO_API_KEY=your-composio-api-key
COMPOSIO_USER_ID=your-user-id-or-email

Save all your credentials in the .env file.

What's happening:

  • GOOGLE_API_KEY authenticates with Google's Gemini models
  • COMPOSIO_API_KEY authenticates with Composio
  • COMPOSIO_USER_ID identifies the user for session management
6

Import modules and validate environment

python
import os
import warnings

from composio import Composio
from dotenv import load_dotenv
from google.adk.agents.llm_agent import Agent
from google.adk.tools.mcp_tool.mcp_session_manager import StreamableHTTPConnectionParams
from google.adk.tools.mcp_tool.mcp_toolset import McpToolset

load_dotenv()

warnings.filterwarnings("ignore", message=".*BaseAuthenticatedTool.*")

GOOGLE_API_KEY = os.getenv("GOOGLE_API_KEY")
COMPOSIO_API_KEY = os.getenv("COMPOSIO_API_KEY")
COMPOSIO_USER_ID = os.getenv("COMPOSIO_USER_ID")

if not GOOGLE_API_KEY:
    raise ValueError("GOOGLE_API_KEY is not set in the environment.")
if not COMPOSIO_API_KEY:
    raise ValueError("COMPOSIO_API_KEY is not set in the environment.")
if not COMPOSIO_USER_ID:
    raise ValueError("COMPOSIO_USER_ID is not set in the environment.")
What's happening:
  • os reads environment variables
  • Composio is the main Composio SDK client
  • GoogleProvider declares that you are using Google ADK as the agent runtime
  • Agent is the Google ADK LLM agent class
  • McpToolset lets the ADK agent call MCP tools over HTTP
7

Create Composio client and Tool Router session

python
composio_client = Composio(api_key=COMPOSIO_API_KEY)

composio_session = composio_client.create(
    user_id=COMPOSIO_USER_ID,
    toolkits=["diffbot"],
)

COMPOSIO_MCP_URL = composio_session.mcp.url,
print(f"Composio MCP URL: {COMPOSIO_MCP_URL}")
What's happening:
  • Authenticates to Composio with your API key
  • Declares Google ADK as the provider
  • Spins up a short-lived MCP endpoint for your user and selected toolkit
  • Stores the MCP HTTP URL for the ADK MCP integration
8

Set up the McpToolset and create the Agent

python
composio_toolset = McpToolset(
    connection_params=StreamableHTTPConnectionParams(
        url=COMPOSIO_MCP_URL,
        headers={"x-api-key": COMPOSIO_API_KEY}
    )
)

root_agent = Agent(
    model="gemini-2.5-flash",
    name="composio_agent",
    description="An agent that uses Composio tools to perform actions.",
    instruction=(
        "You are a helpful assistant connected to Composio. "
        "You have the following tools available: "
        "COMPOSIO_SEARCH_TOOLS, COMPOSIO_MULTI_EXECUTE_TOOL, "
        "COMPOSIO_MANAGE_CONNECTIONS, COMPOSIO_REMOTE_BASH_TOOL, COMPOSIO_REMOTE_WORKBENCH. "
        "Use these tools to help users with Diffbot operations."
    ),
    tools=[composio_toolset],
)

print("\nAgent setup complete. You can now run this agent directly ;)")
What's happening:
  • Connects the ADK agent to the Composio MCP endpoint through McpToolset
  • Uses Gemini as the model powering the agent
  • Lists exact tool names in instruction to reduce misnamed tool calls
9

Run the agent

bash
# Run in CLI mode
adk run my_agent

# Or run in web UI mode
adk web

Execute the agent from the project root. The web command opens a web portal where you can chat with the agent.

What's happening:

  • adk run runs the agent in CLI mode
  • adk web . opens a web UI for interactive testing

Complete Code

Here's the complete code to get you started with Diffbot and Google ADK:

python
import os
import warnings

from composio import Composio
from composio_google import GoogleProvider
from dotenv import load_dotenv
from google.adk.agents.llm_agent import Agent
from google.adk.tools.mcp_tool.mcp_session_manager import StreamableHTTPConnectionParams
from google.adk.tools.mcp_tool.mcp_toolset import McpToolset

load_dotenv()
warnings.filterwarnings("ignore", message=".*BaseAuthenticatedTool.*")

GOOGLE_API_KEY = os.getenv("GOOGLE_API_KEY")
COMPOSIO_API_KEY = os.getenv("COMPOSIO_API_KEY")
COMPOSIO_USER_ID = os.getenv("COMPOSIO_USER_ID")

if not GOOGLE_API_KEY:
    raise ValueError("GOOGLE_API_KEY is not set in the environment.")
if not COMPOSIO_API_KEY:
    raise ValueError("COMPOSIO_API_KEY is not set in the environment.")
if not COMPOSIO_USER_ID:
    raise ValueError("COMPOSIO_USER_ID is not set in the environment.")

composio_client = Composio(api_key=COMPOSIO_API_KEY, provider=GoogleProvider())

composio_session = composio_client.create(
    user_id=COMPOSIO_USER_ID,
    toolkits=["diffbot"],
)

COMPOSIO_MCP_URL = composio_session.mcp.url


composio_toolset = McpToolset(
    connection_params=StreamableHTTPConnectionParams(
        url=COMPOSIO_MCP_URL,
        headers={"x-api-key": COMPOSIO_API_KEY}
    )
)

root_agent = Agent(
    model="gemini-2.5-flash",
    name="composio_agent",
    description="An agent that uses Composio tools to perform actions.",
    instruction=(
        "You are a helpful assistant connected to Composio. "
        "You have the following tools available: "
        "COMPOSIO_SEARCH_TOOLS, COMPOSIO_MULTI_EXECUTE_TOOL, "
        "COMPOSIO_MANAGE_CONNECTIONS, COMPOSIO_REMOTE_BASH_TOOL, COMPOSIO_REMOTE_WORKBENCH. "
        "Use these tools to help users with Diffbot operations."
    ),  
    tools=[composio_toolset],
)

print("\nAgent setup complete. You can now run this agent directly ;)")

Conclusion

You've successfully integrated Diffbot with the Google ADK through Composio's MCP Tool Router. Your agent can now interact with Diffbot using natural language commands.

Key takeaways:

  • The Tool Router approach dynamically routes requests to the appropriate Diffbot tools
  • Environment variables keep your credentials secure and separate from code
  • Clear agent instructions reduce tool calling errors
  • The ADK web UI provides an interactive interface for testing and development

You can extend this setup by adding more toolkits to the toolkits array in your session configuration.

TOOLS

Supported Tools

Every Diffbot action and event your agent gets out of the box.

Combine Entity Profiles

Combine multiple entity profiles into a unified view using the Diffbot Knowledge Graph.

Create Bulk Extract Job

Tool to submit a bulk extract job to process multiple URLs with Extract APIs.

Create or Update Custom API

Tool to create or update the parameters and ruleset of a Custom API.

Create Bulk Enhance Job

Tool to submit a bulk enhance job to enrich multiple entities asynchronously.

Delete Custom API

Tool to delete custom API definitions for a given URL pattern.

Delete KG Enhance Bulkjob

Tool to delete an Enhance Bulkjob.

Download Bulk Job Results

Tool to download results of a bulk enhance job with filtering options via POST request.

Enhance Entity with Knowledge Graph

Enrich a person or organization with comprehensive data from the Diffbot Knowledge Graph.

Diffbot Extract Job

Tool to extract structured job posting data from job listing pages.

Diffbot Extract List

Tool to extract structured data from list-style pages like news indexes, product listings, and directory pages.

Get Diffbot Account Details

Retrieves comprehensive Diffbot account information including subscription plan details, credit balance, usage history, and account status.

Diffbot Analyze

Automatically analyzes a web page to determine its type and extract structured data.

Get Article Data

Tool to extract information from articles, including authors, publication dates, and images.

Get Bulk Job Data

Tool to download extracted results from a completed bulk job.

Get Bulk Job Status

Tool to poll the status of a specific Diffbot Knowledge Graph Enhance bulk job.

Get Bulk Job Results

Tool to download the results of a completed Enhance Bulkjob.

Get Bulk Single Result

Tool to download the result of a single job within a Diffbot bulk enhance job.

Get Crawl Data

Download extracted results from a completed crawl job.

Get Discussion Thread

Extract structured discussion threads from web pages including forums, comment sections, product reviews, Reddit discussions, and blog comments.

Diffbot Get Event

Tool to extract event details from web pages.

Diffbot Get Image

Tool to extract detailed information about images, including dimensions and recognition data.

Get KG Coverage Report by ID

Download Knowledge Graph coverage report by report ID.

Diffbot Get Product

Tool to extract product information such as specifications, prices, availability, and reviews.

Get Video Data

Tool to extract information from videos, including titles, descriptions, and embedded HTML.

List Bulk Jobs

Tool to list all Bulk jobs associated with a specific token.

List Bulk Jobs Status For Token

Tool to get the status of all bulk enhance jobs for a token.

List Custom APIs

Tool to retrieve all Custom APIs and their extraction rules currently defined on your Diffbot token.

Manage Crawl Job

Manages Diffbot crawl jobs: pause, restart, delete, or view status.

Resolve Lost ID

Tool to resolve lost IDs in the Knowledge Graph.

Diffbot Knowledge Graph Search

Search the Diffbot Knowledge Graph using DQL (Diffbot Query Language).

Search Crawl Job Data

Tool to query crawl job collections using DQL (Diffbot Query Language).

Start Bulk Job

Tool to start a Bulk Extract job.

Start Crawl Job

Initiates a Diffbot crawl job that spiders a website starting from seed URLs and processes discovered pages with a specified Extract API.

Stop Bulk Job

Tool to pause (stop) a running Bulk job.

Stop KG Bulk Job By ID

Tool to stop an active Knowledge Graph Enhance bulk job by its ID.

FRAMEWORKS

How to build Diffbot MCP Agent with another framework

OpenAI Agents SDK logo

OpenAI Agents SDK

Use Diffbot MCP with OpenAI Agents SDK

Claude Agent SDK logo

Claude Agent SDK

Use Diffbot MCP with Claude Agent SDK

Claude Code logo

Claude Code

Use Diffbot MCP with Claude Code

Claude Cowork logo

Claude Cowork

Use Diffbot MCP with Claude Cowork

Codex logo

Codex

Use Diffbot MCP with Codex

OpenClaw logo

OpenClaw

Use Diffbot MCP with OpenClaw

Hermes logo

Hermes

Use Diffbot MCP with Hermes

CLI logo

CLI

Use Diffbot MCP with CLI

LangChain logo

LangChain

Use Diffbot MCP with LangChain

Vercel AI SDK logo

Vercel AI SDK

Use Diffbot MCP with Vercel AI SDK

Mastra AI logo

Mastra AI

Use Diffbot MCP with Mastra AI

LlamaIndex logo

LlamaIndex

Use Diffbot MCP with LlamaIndex

CrewAI logo

CrewAI

Use Diffbot MCP with CrewAI

FAQ

Frequently asked questions

With a standalone Diffbot MCP server, the agents and LLMs can only access a fixed set of Diffbot tools tied to that server. However, with the Composio Tool Router, agents can dynamically load tools from Diffbot and many other apps based on the task at hand, all through a single MCP endpoint.

Yes, you can. Google ADK fully supports MCP integration. You get structured tool calling, message history handling, and model orchestration while Tool Router takes care of discovering and serving the right Diffbot tools.

Yes, absolutely. You can configure which Diffbot scopes and actions are allowed when connecting your account to Composio. You can also bring your own OAuth credentials or API configuration so you keep full control over what the agent can do.

All sensitive data such as tokens, keys, and configuration is fully encrypted at rest and in transit. Composio is SOC 2 Type 2 compliant and follows strict security practices so your Diffbot data and credentials are handled as safely as possible.

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