How to integrate Penpot MCP with Google ADK

This guide walks you through connecting Penpot to Google ADK using the Composio tool router. By the end, you'll have a working Penpot agent that can review comments on penpot design files, create prototype links for mobile screens, list recent changes in team projects through natural language commands. This guide will help you understand how to give your Google ADK agent real control over a Penpot account through Composio's Penpot MCP server. Before we dive in, let's take a quick look at the key ideas and tools involved.

Penpot logoPenpot
Api Key

Penpot is an open-source design and prototyping platform for product teams. It helps teams collaborate on UI design with web-based, developer-friendly workflows.

90 Tools

Introduction

This guide walks you through connecting Penpot to Google ADK using the Composio tool router. By the end, you'll have a working Penpot agent that can review comments on penpot design files, create prototype links for mobile screens, list recent changes in team projects through natural language commands.

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

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

Also integrate Penpot with

TL;DR

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

The Penpot MCP server is an implementation of the Model Context Protocol that connects your AI agent and assistants like Claude, Cursor, etc directly to your Penpot account. It provides structured and secure access to your teams, projects, design files, comments, and webhooks, so your agent can organize projects, manage files, coordinate feedback, find design work, and review team membership on your behalf.

  • Team and project organization: Have your agent create teams and projects, list your existing workspaces, and retrieve project or team details.
  • Design file management: Let the agent create and update design files, inspect file information, and list every file within a project.
  • Design search and discovery: Direct your agent to search for Penpot files by name or content across a team.
  • Collaborative design feedback: Instruct your agent to create comment threads at specific places in a design and retrieve existing discussions for review.
  • Team updates and notifications: Have your agent list team members and create webhooks that notify your systems about team events.

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 Penpot 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=["penpot"],
)

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 Penpot 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 Penpot 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=["penpot"],
)

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 Penpot operations."
    ),  
    tools=[composio_toolset],
)

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

Conclusion

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

Key takeaways:

  • The Tool Router approach dynamically routes requests to the appropriate Penpot 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 Penpot action and event your agent gets out of the box.

Create Access Token

Tool to create a personal access token for API authentication in Penpot.

Create Comment Thread

Tool to create a new comment thread on a Penpot file at a specific position.

Create File

Tool to create a new design file in a Penpot project.

Create Project

Tool to create a new project within a team in Penpot.

Create Team

Tool to create a new team in Penpot.

Create Team Access Request

Tool to request an invitation to join a Penpot team.

Create Webhook

Create a webhook for a team to receive event notifications.

Delete Access Token

Tool to delete a personal access token from Penpot.

Delete Comment

Tool to delete a comment from a Penpot design file.

Delete File Snapshot

Tool to delete a file snapshot in Penpot.

Delete Project

Tool to delete a project from Penpot.

Delete Team

Tool to delete a team from Penpot.

Permanently Delete Team Files

Tool to permanently delete specified files from a Penpot team.

Delete Team Invitation

Tool to delete a pending team invitation in Penpot.

Delete Team Member

Tool to remove a member from a team in Penpot.

Delete Webhook

Tool to delete a webhook by its UUID.

Duplicate File

Tool to duplicate a single file within the same team in Penpot.

Duplicate Project

Tool to duplicate an entire Penpot project with all its files.

Get Access Tokens

Tool to list all personal access tokens for the authenticated user.

Get All Projects

Tool to retrieve all projects across all teams in Penpot.

Get Builtin Templates

Tool to get the list of builtin templates available in Penpot.

Get Comments

Tool to retrieve all comments in a comment thread.

Get Comment Thread

Tool to retrieve a specific comment thread from a Penpot file.

Get Comment Threads

Tool to retrieve all comment threads for a Penpot file.

Get File

Tool to retrieve a Penpot file by its ID.

Get File Info

Tool to retrieve basic information about a Penpot file by its ID.

Get File Libraries

Tool to retrieve libraries linked to a Penpot file.

Get File Object Thumbnails

Tool to retrieve thumbnails for objects in a Penpot file.

Get File Snapshots

Retrieves all snapshots for a specific Penpot file.

Get File Summary

Tool to retrieve a summary of file contents and statistics from Penpot.

Get Font Variants

Tool to retrieve font variants for a team, file, project, or share in Penpot.

Get Library File References

Tool to get files that reference a shared library.

Get Library Usage

Tool to get usage statistics for a library.

Get Owned Teams

Tool to list teams owned by the current user.

Get Page

Tool to retrieve page data from a Penpot file.

Get Profiles for File Comments

Tool to retrieve profiles of users who have commented on a Penpot file.

Get Project

Tool to retrieve detailed information about a specific Penpot project by its ID.

Get Project Files

Tool to retrieve all files in a Penpot project.

Get SSO Provider

Tool to retrieve SSO provider information for an email address.

Get Subscription Usage

Tool to get subscription usage information for the current user.

Get Team

Tool to retrieve team details by ID.

Get Team Deleted Files

Tool to retrieve deleted files from a team's trash in Penpot.

Get Team Info

Tool to retrieve detailed information about a specific Penpot team by its ID.

Get Team Invitations

Tool to list pending invitations for a team in Penpot.

Get Team Members

Tool to list all members of a team in Penpot.

Get Teams

Tool to list all teams the authenticated user is a member of.

Get Team Shared Files

Tool to retrieve shared library files for a Penpot team.

Get Team Stats

Tool to retrieve statistics for a specific Penpot team by its ID.

Get Team Users

Tool to retrieve users in a team by team ID or file ID.

Get Unread Comment Threads

Tool to retrieve comment threads with unread comments for a specific team.

Get View Only Bundle

Tool to retrieve data bundle for view-only file access in Penpot.

Get Webhooks

Tool to retrieve all webhooks configured for a team.

Has File Libraries

Tool to check if a Penpot file has linked libraries.

Ignore File Library Sync Status

Tool to ignore library sync status updates for a file.

Link File to Library

Tool to link a file to a library in Penpot.

Lock File Snapshot

Tool to lock a file snapshot in Penpot to prevent deletion.

Logout

Tool to clear the authentication cookie and logout the current session.

Mark All Threads As Read

Tool to mark all comment threads as read in Penpot.

Move Files

Tool to move files from one project to another in Penpot.

Move Project

Tool to move a project to a different team in Penpot.

Prepare Register Profile

Tool to prepare user registration by validating email and sending verification in Penpot.

Push Audit Events

Tool to push audit events to Penpot for tracking system behavior and user actions.

Register Profile

Tool to complete user registration with profile details using a verification token.

Rename File

Tool to rename a design file in Penpot.

Rename Project

Tool to rename an existing project in Penpot.

Request Profile Recovery

Tool to request a password/profile recovery email.

Restore Deleted Team Files

Tool to restore deleted files in a Penpot team.

Restore File Snapshot

Tool to restore a Penpot file to a previous snapshot.

Search Files

Tool to search for files by name or content in a Penpot team.

Send User Feedback

Tool to send user feedback to Penpot.

Set File Shared

Tool to set file sharing status in Penpot (enable/disable shared library).

Unlink File from Library

Tool to unlink a file from a shared library in Penpot.

Unlock File Snapshot

Tool to unlock a locked file snapshot in Penpot.

Update Comment

Tool to update the content of an existing comment in a Penpot design file.

Update Comment Thread

Tool to update the resolution status of a comment thread in Penpot.

Update Comment Thread Frame

Tool to update the frame associated with a comment thread in Penpot.

Update Comment Thread Position

Tool to update the position of a comment thread in Penpot.

Update Comment Thread Status

Tool to update the status of a comment thread in Penpot (e.

Update File

Tool to update a Penpot file with changes.

Update File Library Sync Status

Tool to update the synchronization status of a file->library link.

Update File Snapshot

Tool to update a file snapshot metadata in Penpot.

Update Font

Tool to update a font's metadata in Penpot.

Update Profile

Tool to update the current authenticated user's profile information.

Update Profile Notifications

Tool to update notification settings for the authenticated user's profile.

Update Profile Props

Tool to update custom properties for the authenticated user's profile.

Update Project Pin

Tool to update the pin status of a project in Penpot.

Update Team

Tool to update team settings in Penpot.

Update Team Invitation Role

Tool to update the role of a pending team invitation in Penpot.

Update Webhook

Tool to update an existing webhook configuration.

Verify Token

Tool to verify an authentication or registration token in Penpot.

FAQ

Frequently asked questions

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

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

Start with Penpot.It takes 30 seconds.

Managed auth, hosted MCP servers, and every Penpot tool your agent needs.Free to start.

Start building