How to integrate Google Docs MCP with Google ADK

This guide walks you through connecting Google Docs to Google ADK using the Composio tool router. By the end, you'll have a working Google Docs agent that can create a new meeting notes document, copy last week's project summary template, add bullet points to the action items section through natural language commands. This guide will help you understand how to give your Google ADK agent real control over a Google Docs account through Composio's Google Docs MCP server. Before we dive in, let's take a quick look at the key ideas and tools involved.

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Google Docs is a cloud-based word processor that enables document creation and real-time collaboration. Its seamless sharing and version history make team editing and content management a breeze.

33 Tools10 Triggers

Introduction

This guide walks you through connecting Google Docs to Google ADK using the Composio tool router. By the end, you'll have a working Google Docs agent that can create a new meeting notes document, copy last week's project summary template, add bullet points to the action items section through natural language commands.

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

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

Also integrate Google Docs with

ChatGPTOpenAI Agents SDKClaude Agent SDKClaude CodeClaude CoworkCodexOpenCodeCursorVS CodeOpenClawHermesCLILangChainVercel AI SDKMastra AILlamaIndexCrewAI

TL;DR

Here's what you'll learn:
  • Get a Google Docs account set up and connected to Composio
  • Install the Google ADK and Composio packages
  • Create a Composio Tool Router session for Google Docs
  • Build an agent that connects to Google Docs through MCP
  • Interact with Google Docs 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 Google Docs MCP server, and what's possible with it?

The Google Docs MCP server is an implementation of the Model Context Protocol that connects your AI agent and assistants like Claude, Cursor, etc directly to your Google Docs account. It provides structured and secure access to your documents, so your agent can create, copy, edit, and organize Google Docs on your behalf.

  • Automated document creation and duplication: Let your agent generate new Google Docs from scratch or copy existing documents to quickly use templates or preserve originals.
  • Rich content editing and formatting: Direct your agent to add headers, footers, footnotes, bullet lists, and more—making it easy to update and format documents programmatically.
  • Targeted content manipulation: Have your agent delete specific content ranges, paragraphs, or sections within any document to keep your files up to date.
  • Named range management: Empower your agent to create and manage named ranges for easier referencing, collaboration, and advanced document workflows.
  • Markdown-based document generation: Allow the agent to create new Google Docs directly from markdown content, streamlining content migration from other tools or sources.

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 Google Docs 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=["googledocs"],
)

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 Google Docs 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 Google Docs 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=["googledocs"],
)

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 Google Docs operations."
    ),  
    tools=[composio_toolset],
)

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

Conclusion

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

Key takeaways:

  • The Tool Router approach dynamically routes requests to the appropriate Google Docs 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 & TRIGGERS

Supported Tools and Triggers

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

Copy Google Document

Tool to create a copy of an existing Google Document.

Create a document

Creates a new Google Docs document using the provided title as filename and inserts the initial text at the beginning if non-empty, returning the document's ID and metadata (excluding body content).

Create Document Markdown

Creates a new Google Docs document, optionally initializing it with a title and content provided as Markdown text.

Create Footer

Tool to create a new footer in a Google Document.

Create Footnote

Tool to create a new footnote in a Google Document.

Create Header

Tool to create a new header in a Google Document, optionally with text content.

Create Named Range

Tool to create a new named range in a Google Document.

Create Paragraph Bullets

Tool to add bullets to paragraphs within a specified range in a Google Document.

Delete Content Range in Document

Tool to delete a range of content from a Google Document.

Delete Footer

Tool to delete a footer from a Google Document.

Delete Header

Deletes the header from the specified section or the default header if no section is specified.

Delete Named Range

Tool to delete a named range from a Google Document.

Delete Paragraph Bullets

Tool to remove bullets from paragraphs within a specified range in a Google Document.

Delete Table Column

Tool to delete a column from a table in a Google Document.

Delete Table Row

Tool to delete a row from a table in a Google Document.

Export Google Doc as PDF

Tool to export a Google Docs file as PDF using the Google Drive API.

Get document by id

Retrieves an existing Google Document by its ID; will error if the document is not found.

Get document plain text

Retrieve a Google Doc by ID and return a best-effort plain-text rendering.

Insert Inline Image

Tool to insert an image from a given URI at a specified location in a Google Document as an inline image.

Insert Page Break

Tool to insert a page break into a Google Document.

Insert Table in Google Doc

Tool to insert a table into a Google Document.

Insert Table Column

Tool to insert a new column into a table in a Google Document.

Insert Text into Document

Tool to insert a string of text at a specified location within a Google Document.

Get Charts from Spreadsheet

Tool to retrieve a list of all charts from a specified Google Sheets spreadsheet.

Replace All Text in Document

Tool to replace all occurrences of a specified text string with another text string throughout a Google Document.

Replace Image in Document

Tool to replace a specific image in a document with a new image from a URI.

Search Documents

Search for Google Documents using various filters including name, content, date ranges, and more.

Unmerge Table Cells

Tool to unmerge previously merged cells in a table.

Update Document Markdown

Replaces the entire content of an existing Google Docs document with new Markdown text; requires edit permissions for the document.

Update Document Section Markdown

Tool to insert or replace a section of a Google Docs document with Markdown content.

Update Document Style

Tool to update the overall document style, such as page size, margins, and default text direction.

Update existing document

Applies programmatic edits, such as text insertion, deletion, or formatting, to a specified Google Doc using the `batchUpdate` API method.

Update Table Row Style

Tool to update the style of a table row in a Google Document.

FRAMEWORKS

How to build Google Docs MCP Agent with another framework

ChatGPT logo

ChatGPT

Use Google Docs MCP with ChatGPT

OpenAI Agents SDK logo

OpenAI Agents SDK

Use Google Docs MCP with OpenAI Agents SDK

Claude Agent SDK logo

Claude Agent SDK

Use Google Docs MCP with Claude Agent SDK

Claude Code logo

Claude Code

Use Google Docs MCP with Claude Code

Claude Cowork logo

Claude Cowork

Use Google Docs MCP with Claude Cowork

Codex logo

Codex

Use Google Docs MCP with Codex

Cursor logo

Cursor

Use Google Docs MCP with Cursor

OpenClaw logo

OpenClaw

Use Google Docs MCP with OpenClaw

Hermes logo

Hermes

Use Google Docs MCP with Hermes

CLI logo

CLI

Use Google Docs MCP with CLI

LangChain logo

LangChain

Use Google Docs MCP with LangChain

Vercel AI SDK logo

Vercel AI SDK

Use Google Docs MCP with Vercel AI SDK

Mastra AI logo

Mastra AI

Use Google Docs MCP with Mastra AI

LlamaIndex logo

LlamaIndex

Use Google Docs MCP with LlamaIndex

CrewAI logo

CrewAI

Use Google Docs MCP with CrewAI

OpenCode logo

OpenCode

Use Google Docs MCP with OpenCode

VS Code logo

VS Code

Use Google Docs MCP with VS Code

FAQ

Frequently asked questions

With a standalone Google Docs MCP server, the agents and LLMs can only access a fixed set of Google Docs tools tied to that server. However, with the Composio Tool Router, agents can dynamically load tools from Google Docs 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 Google Docs tools.

Yes, absolutely. You can configure which Google Docs 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 Google Docs data and credentials are handled as safely as possible.

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