How to integrate Monday MCP with Pydantic AI

This guide walks you through connecting Monday to Pydantic AI using the Composio tool router. By the end, you'll have a working Monday agent that can create a new project board for q3, add users to the design review board, archive completed tasks from last week through natural language commands. This guide will help you understand how to give your Pydantic AI agent real control over a Monday account through Composio's Monday MCP server. Before we dive in, let's take a quick look at the key ideas and tools involved.

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Monday.com is a customizable work management platform for project planning and collaboration. It helps teams organize tasks, automate workflows, and track progress in real time.

121 Tools

Introduction

This guide walks you through connecting Monday to Pydantic AI using the Composio tool router. By the end, you'll have a working Monday agent that can create a new project board for q3, add users to the design review board, archive completed tasks from last week through natural language commands.

This guide will help you understand how to give your Pydantic AI agent real control over a Monday account through Composio's Monday MCP server.

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

Also integrate Monday with

ChatGPTOpenAI Agents SDKClaude Agent SDKClaude CodeClaude CoworkCodexOpenCodeCursorVS CodeOpenClawHermesCLIGoogle ADKLangChainVercel AI SDKMastra AILlamaIndexCrewAI

TL;DR

Here's what you'll learn:
  • How to set up your Composio API key and User ID
  • How to create a Composio Tool Router session for Monday
  • How to attach an MCP Server to a Pydantic AI agent
  • How to stream responses and maintain chat history
  • How to build a simple REPL-style chat interface to test your Monday workflows

What is Pydantic AI?

Pydantic AI is a Python framework for building AI agents with strong typing and validation. It leverages Pydantic's data validation capabilities to create robust, type-safe AI applications.

Key features include:

  • Type Safety: Built on Pydantic for automatic data validation
  • MCP Support: Native support for Model Context Protocol servers
  • Streaming: Built-in support for streaming responses
  • Async First: Designed for async/await patterns

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

The Monday MCP server is an implementation of the Model Context Protocol that connects your AI agent and assistants like Claude, Cursor, etc directly to your Monday.com workspace. It provides structured and secure access to your boards, items, and workflows, so your agent can perform actions like creating items, managing boards, updating columns, and organizing groups on your behalf.

  • Automated board and item management: Effortlessly create new boards, add items to existing boards, and archive or delete items as your projects evolve.
  • Dynamic column and group organization: Let your agent create, update, or remove columns and groups to keep your boards tailored to your team's needs.
  • Collaborative user and role administration: Add users to boards and assign roles, ensuring the right people have access and permissions for every project.
  • Streamlined workflow customization: Change column values, assign statuses or dropdowns, and create groups to match your workflow requirements in real time.
  • Efficient cleanup and restructuring: Archive or permanently delete boards, columns, or groups when they're no longer needed, keeping your workspace organized and clutter-free.

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:
  • Python 3.9 or higher
  • A Composio account with an active API key
  • Basic familiarity with Python and async programming
2

Getting API Keys for OpenAI and Composio

OpenAI API Key
  • Go to the OpenAI dashboard and create an API key. You'll need credits to use the models, or you can connect to another model provider.
  • Keep the API key safe.
Composio API Key
  • Log in to the Composio dashboard.
  • Navigate to your API settings and generate a new API key.
  • Store this key securely as you'll need it for authentication.
3

Install dependencies

bash
pip install composio pydantic-ai python-dotenv

Install the required libraries.

What's happening:

  • composio connects your agent to external SaaS tools like Monday
  • pydantic-ai lets you create structured AI agents with tool support
  • python-dotenv loads your environment variables securely from a .env file
4

Set up environment variables

bash
COMPOSIO_API_KEY=your_composio_api_key_here
USER_ID=your_user_id_here
OPENAI_API_KEY=your_openai_api_key

Create a .env file in your project root.

What's happening:

  • COMPOSIO_API_KEY authenticates your agent to Composio's API
  • USER_ID associates your session with your account for secure tool access
  • OPENAI_API_KEY to access OpenAI LLMs
5

Import dependencies

python
import asyncio
import os
from dotenv import load_dotenv
from composio import Composio
from pydantic_ai import Agent
from pydantic_ai.mcp import MCPServerStreamableHTTP

load_dotenv()
What's happening:
  • We load environment variables and import required modules
  • Composio manages connections to Monday
  • MCPServerStreamableHTTP connects to the Monday MCP server endpoint
  • Agent from Pydantic AI lets you define and run the AI assistant
6

Create a Tool Router Session

python
async def main():
    api_key = os.getenv("COMPOSIO_API_KEY")
    user_id = os.getenv("USER_ID")
    if not api_key or not user_id:
        raise RuntimeError("Set COMPOSIO_API_KEY and USER_ID in your environment")

    # Create a Composio Tool Router session for Monday
    composio = Composio(api_key=api_key)
    session = composio.create(
        user_id=user_id,
        toolkits=["monday"],
    )
    url = session.mcp.url
    if not url:
        raise ValueError("Composio session did not return an MCP URL")
What's happening:
  • We're creating a Tool Router session that gives your agent access to Monday tools
  • The create method takes the user ID and specifies which toolkits should be available
  • The returned session.mcp.url is the MCP server URL that your agent will use
7

Initialize the Pydantic AI Agent

python
# Attach the MCP server to a Pydantic AI Agent
monday_mcp = MCPServerStreamableHTTP(url, headers={"x-api-key": COMPOSIO_API_KEY})
agent = Agent(
    "openai:gpt-5",
    toolsets=[monday_mcp],
    instructions=(
        "You are a Monday assistant. Use Monday tools to help users "
        "with their requests. Ask clarifying questions when needed."
    ),
)
What's happening:
  • The MCP client connects to the Monday endpoint
  • The agent uses GPT-5 to interpret user commands and perform Monday operations
  • The instructions field defines the agent's role and behavior
8

Build the chat interface

python
# Simple REPL with message history
history = []
print("Chat started! Type 'exit' or 'quit' to end.\n")
print("Try asking the agent to help you with Monday.\n")

while True:
    user_input = input("You: ").strip()
    if user_input.lower() in {"exit", "quit", "bye"}:
        print("\nGoodbye!")
        break
    if not user_input:
        continue

    print("\nAgent is thinking...\n", flush=True)

    async with agent.run_stream(user_input, message_history=history) as stream_result:
        collected_text = ""
        async for chunk in stream_result.stream_output():
            text_piece = None
            if isinstance(chunk, str):
                text_piece = chunk
            elif hasattr(chunk, "delta") and isinstance(chunk.delta, str):
                text_piece = chunk.delta
            elif hasattr(chunk, "text"):
                text_piece = chunk.text
            if text_piece:
                collected_text += text_piece
        result = stream_result

    print(f"Agent: {collected_text}\n")
    history = result.all_messages()
What's happening:
  • The agent reads input from the terminal and streams its response
  • Monday API calls happen automatically under the hood
  • The model keeps conversation history to maintain context across turns
9

Run the application

python
if __name__ == "__main__":
    asyncio.run(main())
What's happening:
  • The asyncio loop launches the agent and keeps it running until you exit

Complete Code

Here's the complete code to get you started with Monday and Pydantic AI:

python
import asyncio
import os
from dotenv import load_dotenv
from composio import Composio
from pydantic_ai import Agent
from pydantic_ai.mcp import MCPServerStreamableHTTP

load_dotenv()

async def main():
    api_key = os.getenv("COMPOSIO_API_KEY")
    user_id = os.getenv("USER_ID")
    if not api_key or not user_id:
        raise RuntimeError("Set COMPOSIO_API_KEY and USER_ID in your environment")

    # Create a Composio Tool Router session for Monday
    composio = Composio(api_key=api_key)
    session = composio.create(
        user_id=user_id,
        toolkits=["monday"],
    )
    url = session.mcp.url
    if not url:
        raise ValueError("Composio session did not return an MCP URL")

    # Attach the MCP server to a Pydantic AI Agent
    monday_mcp = MCPServerStreamableHTTP(url, headers={"x-api-key": COMPOSIO_API_KEY})
    agent = Agent(
        "openai:gpt-5",
        toolsets=[monday_mcp],
        instructions=(
            "You are a Monday assistant. Use Monday tools to help users "
            "with their requests. Ask clarifying questions when needed."
        ),
    )

    # Simple REPL with message history
    history = []
    print("Chat started! Type 'exit' or 'quit' to end.\n")
    print("Try asking the agent to help you with Monday.\n")

    while True:
        user_input = input("You: ").strip()
        if user_input.lower() in {"exit", "quit", "bye"}:
            print("\nGoodbye!")
            break
        if not user_input:
            continue

        print("\nAgent is thinking...\n", flush=True)

        async with agent.run_stream(user_input, message_history=history) as stream_result:
            collected_text = ""
            async for chunk in stream_result.stream_output():
                text_piece = None
                if isinstance(chunk, str):
                    text_piece = chunk
                elif hasattr(chunk, "delta") and isinstance(chunk.delta, str):
                    text_piece = chunk.delta
                elif hasattr(chunk, "text"):
                    text_piece = chunk.text
                if text_piece:
                    collected_text += text_piece
            result = stream_result

        print(f"Agent: {collected_text}\n")
        history = result.all_messages()

if __name__ == "__main__":
    asyncio.run(main())

Conclusion

You've built a Pydantic AI agent that can interact with Monday through Composio's Tool Router. With this setup, your agent can perform real Monday actions through natural language. You can extend this further by:
  • Adding other toolkits like Gmail, HubSpot, or Salesforce
  • Building a web-based chat interface around this agent
  • Using multiple MCP endpoints to enable cross-app workflows (for example, Gmail + Monday for workflow automation)
This architecture makes your AI agent "agent-native", able to securely use APIs in a unified, composable way without custom integrations.
TOOLS

Supported Tools

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

Get account trigger statistics

Tool to retrieve statistics about account-level triggers and automations.

Activate users

Tool to activate or reactivate users in a Monday.

Add subscribers to object

Tool to add subscribers or owners to a monday.

Add teams to board

Tool to add teams to a Monday.

Add users to board

Adds users to a Monday.

Add users to team

Tool to add users to a Monday.

Add users to workspace

Tool to add one or more users to a workspace.

Aggregate board data

Tool to aggregate data across Monday.

Get app subscription

Tool to retrieve current app subscription data for the account.

Archive board

Archives a specified, existing, and unarchived board in Monday.

Archive item

Archives an existing Monday.

Archive object

Archives a Monday.

Archive workspace

Tool to archive a Monday.

Get audit logs

Tool to retrieve detailed security-related activity records for a Monday.

Get document blocks

Tool to retrieve document block data from workdocs via the API.

Get boards

Tool to retrieve board data via the Monday.

Change simple column value

Changes a specific column's value for a Monday.

Get board columns

Tool to retrieve column metadata from boards via the GraphQL API.

Get connection board IDs

Tool to retrieve board IDs associated with connection columns.

Get connections

Tool to retrieve connection data for integrations with external services.

Connect project to portfolio

Links an existing project board to a portfolio board for centralized management.

Convert board to project

Converts a regular Monday.

Create a Monday board

Creates a Monday.

Create column

Creates a new column with a specified type and title on a monday.

Create custom activity

Tool to create a custom activity in the Monday.

Create a Monday dashboard

Tool to create a Monday.

Create doc

Tool to create a new doc in Monday.

Create a folder

Tool to create a new folder in a Monday.

Create group

Creates a new group with the given `group_name` on an existing Monday.

Create item

Creates a new item on a Monday.

Create Item From Natural Language

Creates a new item on a Monday.

Create notification

Tool to send a notification to a user.

Create object

Tool to create any Monday.

Create tag

Tool to create a new tag or return an existing tag.

Create timeline item

Tool to create a new timeline item in the Emails & Activities app on a Monday.

Create update

Tool to create a new update for an item or reply to an existing update.

Invite and create a Monday user

Tool to invite and create a new user.

Create a Monday workspace

Tool to create a Monday.

Get custom activity

Tool to retrieve custom activity data from the Emails & Activities app.

Deactivate users

Tool to deactivate users from a monday.

Delete asset

Tool to remove uploaded files.

Delete board

Tool to permanently delete a board from your Monday.

Delete column

Deletes a specified column from a Monday.

Delete Custom Activity

Tool to delete a custom activity from the Emails & Activities app.

Delete doc

Tool to delete a Monday.

Delete folder

Tool to permanently delete a folder and all its contents from a Monday.

Delete group

Permanently deletes an existing group (and its items) from an existing board in Monday.

Delete item

Permanently deletes an existing Monday.

Delete object

Tool to permanently delete a Monday.

Delete subscribers from board

Tool to remove subscribers from a Monday.

Delete tag

Tool to remove a tag from an item in Monday.

Delete team

Tool to delete an existing team; use when you need to permanently remove a team by its ID after confirming it’s no longer needed.

Delete teams from board

Tool to remove teams from a board; use when you need to revoke team access to a specific board.

Delete teams from workspace

Tool to remove teams from a workspace.

Delete timeline item

Tool to delete a timeline item from the Emails & Activities app.

Delete update

Tool to delete an update by its ID.

Delete workspace

Tool to permanently delete a workspace by its ID.

Retrieve Monday docs

Tool to retrieve Monday.

Duplicate board

Tool to duplicate a Monday.

Duplicate item

Duplicates an item on a Monday.

Edit update

Tool to modify the text content of an existing update on an item.

Get account info

Retrieve account metadata and settings for the authenticated Monday.

Get board activity logs

Tool to retrieve activity logs from a specific Monday.

Get API version

Tool to retrieve the Monday.

Get assets

Tool to retrieve file/asset metadata from monday.

Get board views

Tool to retrieve board view data via GraphQL API.

Get favorites

Tool to retrieve all favorited items for the authenticated user.

Get folders

Tool to retrieve folder data from workspaces with filtering and pagination options.

Get form details

Tool to retrieve form metadata via the API using the form's unique token from the URL.

Get items by IDs

Tool to retrieve specific items by their IDs from Monday.

Get current user

Tool to fetch the current authenticated user's profile and permissions.

Get mutation complexity

Tool to get complexity data of mutations in Monday.

Get query complexity

Tool to retrieve complexity data and cost metrics for Monday.

Get tags

Tool to retrieve tags from the account.

Get teams

Tool to retrieve teams from Monday.

Get update replies

Retrieves updates and their replies for a specific Monday.

Get item updates

Tool to retrieve updates for a specific item.

Get API versions

Tool to retrieve data about available API versions.

Get view schema by type

Tool to retrieve type-specific board view configuration schemas via GraphQL API.

Get webhooks

Tool to retrieve webhooks for a board.

Get workspaces

Tool to retrieve workspaces.

Import doc from HTML

Tool to import HTML content into a new Monday.

Get items page

Tool to retrieve items from a Monday.

Like update

Tool to like an update on an item.

List groups

Tool to retrieve all groups of a specified board.

List items

Retrieves specified subitems from Monday.

List items by column values

Tool to search for items on a Monday.

List subitems by parent

Tool to retrieve subitems nested under parent items via GraphQL API.

List team members

Tool to list members of a specified team.

List users

Retrieves a list of users from Monday.

Move item to board

Moves a Monday.

Move item to group

Moves an item to a different group on the same Monday.

Query board mute settings

Tool to query a board's notification mute settings.

Pin update to top

Tool to pin an update to the top of an item.

Publish object

Tool to publish a Monday.

Query dashboards

Tool to query dashboards via Monday.

Query sprints

Tool to query sprint data for agile project management from Monday.

Remove users from team

Tool to remove users from a Monday.

Remove users from workspace

Tool to remove users from a workspace.

Set board permission

Sets or updates a board's default role and permissions.

Get item timeline

Tool to retrieve an item's Email & Activities (E&A) timeline data from Monday.

Get timeline item

Tool to retrieve a specific timeline item from the Emails & Activities app by ID.

Unlike update

Tool to remove a like from an update on an item.

Unpin update from top

Tool to unpin an update from the top of an item.

Unpublish object

Unpublish a Monday.

Update board

Updates a specified attribute of an existing board on Monday.

Update board hierarchy

Updates a board's position, workspace, or product in Monday.

Update column

Tool to update column title or description.

Update a doc

Tool to update a doc's title or append markdown content.

Update email domain

Tool to update users' email domains.

Update a Monday folder

Tool to update a Monday.

Update group

Tool to update an existing group on a board.

Update item

Tool to update an existing item's column value on Monday.

Update multiple users

Tool to update one or multiple users' attributes on Monday.

Update mute board settings

Tool to update a board's notification mute settings.

Update tag

Tool to return a tag's details or best-effort "rename" by creating or getting a tag with the requested name.

Update team

Tool to update a team's details in Monday.

Update users role

Tool to update users' roles to custom or default roles.

Update a Monday workspace

Tool to update a Monday.

Upload Asset

Tool to upload a file to an update or file column.

Get user connections

Tool to query user-specific connection data from Monday.

FRAMEWORKS

How to build Monday MCP Agent with another framework

ChatGPT logo

ChatGPT

Use Monday MCP with ChatGPT

OpenAI Agents SDK logo

OpenAI Agents SDK

Use Monday MCP with OpenAI Agents SDK

Claude Agent SDK logo

Claude Agent SDK

Use Monday MCP with Claude Agent SDK

Claude Code logo

Claude Code

Use Monday MCP with Claude Code

Claude Cowork logo

Claude Cowork

Use Monday MCP with Claude Cowork

Codex logo

Codex

Use Monday MCP with Codex

Cursor logo

Cursor

Use Monday MCP with Cursor

OpenClaw logo

OpenClaw

Use Monday MCP with OpenClaw

Hermes logo

Hermes

Use Monday MCP with Hermes

CLI logo

CLI

Use Monday MCP with CLI

Google ADK logo

Google ADK

Use Monday MCP with Google ADK

LangChain logo

LangChain

Use Monday MCP with LangChain

Vercel AI SDK logo

Vercel AI SDK

Use Monday MCP with Vercel AI SDK

Mastra AI logo

Mastra AI

Use Monday MCP with Mastra AI

LlamaIndex logo

LlamaIndex

Use Monday MCP with LlamaIndex

CrewAI logo

CrewAI

Use Monday MCP with CrewAI

OpenCode logo

OpenCode

Use Monday MCP with OpenCode

VS Code logo

VS Code

Use Monday MCP with VS Code

FAQ

Frequently asked questions

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

Yes, you can. Pydantic AI 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 Monday tools.

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

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agent.aiZoomLettaGleanHubSpotAWSWabi

Karan skipped his own birthday party to fix our critical issue. It was 10pm and he diverted his Waymo to help us instead. This really sets the bar — it shows the commitment you need when users rely on your software.

Harsha Gaddipati
Harsha Gaddipati
Co-founder, Slashy

A lot of students tell us that the moment their connected tools start talking to each other inside Opennote feels almost magical. The agent just knows them, and it's immensely helped keep new users on the platform.

Abhi Arya
Abhi Arya
Co-founder, Opennote

We chose Composio over Pipedream because it delivered depth where it mattered — niche tools and tricky edge cases other platforms simply ignored. That gave us confidence to scale without compromising.

Nirman Dave
Nirman Dave
CEO, Zams

As a solo builder, shipping fast is life or death. The only way I can outcompete incumbents is by outmanoeuvring them. Getting bogged down managing agent auth would have been a death sentence.

Ryan Yu
Ryan Yu
Founder, Extra Thursday

Before Composio, adding tool integrations was slow and resource-intensive. Each one could take weeks of engineering time, and maintaining them meant constantly keeping up with API changes.

Tomisin Jenrola
Tomisin Jenrola
Founder & CEO, SwarmZero

With hands-on help from their founder, we integrated Gmail and Google Drive in just 30 minutes. This level of personal support and commitment is exactly what startups should strive for.

Jerome Leclanche
Jerome Leclanche
Co-Founder, Ingram Technologies