How to integrate Raisely MCP with Pydantic AI

This guide walks you through connecting Raisely to Pydantic AI using the Composio tool router. By the end, you'll have a working Raisely agent that can list all active fundraising campaigns, show all fundraising profiles for a campaign, retrieve recent posts from our raisely site through natural language commands. This guide will help you understand how to give your Pydantic AI agent real control over a Raisely account through Composio's Raisely MCP server. Before we dive in, let's take a quick look at the key ideas and tools involved.

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Raisely

Api Key

Raisely is a fundraising platform that helps organizations create and manage online fundraising campaigns. It streamlines donor management and empowers teams to drive donations more effectively.

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Introduction

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

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

Also integrate Raisely with

OpenAI Agents SDK Claude Agent SDK Claude Code Claude Cowork Codex OpenClaw Hermes CLI Google ADK LangChain Vercel AI SDK Mastra AI LlamaIndex CrewAI

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 Raisely
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 Raisely 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 Raisely MCP server, and what's possible with it?

The Raisely MCP server is an implementation of the Model Context Protocol that connects your AI agent and assistants like Claude, Cursor, etc directly to your Raisely account. It provides structured and secure access to your fundraising campaigns, so your agent can perform actions like listing campaigns, managing profiles, retrieving fundraising posts, and overseeing users or webhook subscriptions on your behalf.

Campaign discovery and management: Instantly fetch and list all your Raisely campaigns, making it easy to organize or review ongoing fundraising efforts.
Profile and supporter insights: Retrieve detailed fundraising profiles within any campaign, or list all supporter profiles to track progress and engagement.
Posts and communications access: Pull all posts published on the Raisely platform, allowing your agent to keep you updated or summarize campaign communications.
User administration: Get a comprehensive list of users on your platform or drill into user-specific fundraising profiles, streamlining supporter management.
Webhook and event monitoring: View all configured webhook subscriptions and available event types, helping you automate notifications and stay on top of campaign activity.

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:

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

Step-by-step Guide

Step by step09 STEPS

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

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.

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 Raisely
pydantic-ai lets you create structured AI agents with tool support
python-dotenv loads your environment variables securely from a .env file

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

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 Raisely
MCPServerStreamableHTTP connects to the Raisely MCP server endpoint
Agent from Pydantic AI lets you define and run the AI assistant

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 Raisely
    composio = Composio(api_key=api_key)
    session = composio.create(
        user_id=user_id,
        toolkits=["raisely"],
    )
    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 Raisely 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

Initialize the Pydantic AI Agent

python

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

What's happening:

The MCP client connects to the Raisely endpoint
The agent uses GPT-5 to interpret user commands and perform Raisely operations
The instructions field defines the agent's role and behavior

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 Raisely.\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
Raisely API calls happen automatically under the hood
The model keeps conversation history to maintain context across turns

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 Raisely 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 Raisely
    composio = Composio(api_key=api_key)
    session = composio.create(
        user_id=user_id,
        toolkits=["raisely"],
    )
    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
    raisely_mcp = MCPServerStreamableHTTP(url, headers={"x-api-key": COMPOSIO_API_KEY})
    agent = Agent(
        "openai:gpt-5",
        toolsets=[raisely_mcp],
        instructions=(
            "You are a Raisely assistant. Use Raisely 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 Raisely.\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 Raisely through Composio's Tool Router. With this setup, your agent can perform real Raisely 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 + Raisely 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 Raisely action and event your agent gets out of the box.

Check Profile URL Availability

Tool to verify if a profile URL is available for a given campaign and get suggestions if unavailable.

Check User Registration

Tool to check if a user is already registered to a campaign with a specific email address.

Create Campaign

Tool to create a new campaign in Raisely.

Create Offline Donation

Tool to record an offline donation in Raisely.

Create Exercise Log

Tool to create a new exercise log in Raisely.

Create Interaction

Tool to create a new interaction in Raisely.

Create Post

Create a new post in Raisely.

Create Promo Code

Tool to create a new promo code in Raisely.

Create Webhook

Tool to add a new webhook to your Raisely account.

Delete Exercise Log

Tool to delete an exercise log from Raisely.

Delete Interaction

Tool to delete an existing custom interaction from Raisely.

Delete Raisely Post

Tool to delete a post from the Raisely platform.

Delete Profile

Tool to archive a profile in Raisely.

Delete Raisely Webhook

Tool to delete a webhook from the Raisely platform.

Retrieve Raisely API Documentation Summary

Retrieve a summary of the Raisely API documentation including metadata and sample endpoints.

Authenticate Token

Authenticate a token to confirm it's valid and check the logged-in user.

Get Available Events

Tool to retrieve a list of available Raisely webhook events.

Get Campaign

Tool to retrieve a specific campaign from Raisely.

Get Campaign Profile

Tool to retrieve the campaign profile for a Raisely campaign.

Get campaigns

Tool to retrieve a paginated list of campaigns from Raisely.

List Campaign Profiles

List all fundraising profiles in a Raisely campaign.

Get Exercise Log

Retrieve a specific exercise log by UUID from the Raisely platform.

Get Interaction

Tool to retrieve a specific interaction from Raisely by its UUID.

Get Post

Tool to retrieve a specific post from the Raisely fundraising platform.

Get Profile

Retrieves a specific fundraising profile from Raisely by UUID or path.

Raisely Get Profiles

Retrieves a paginated list of fundraising profiles for a Raisely campaign.

Get User

Tool to retrieve a specific user from Raisely by UUID.

Get User Profiles

Tool to retrieve all profiles associated with a specific user.

Get Users

Retrieve a paginated list of users from the Raisely platform.

List Campaign Donations

Tool to retrieve donations from a specific campaign in Raisely.

List Campaign Products

Retrieves all products available in a Raisely campaign.

List Campaign Subscriptions

List all subscriptions for a specific Raisely campaign.

Raisely List Donations

Retrieve donations from Raisely.

Raisely List Exercise Logs

Retrieve exercise logs from Raisely.

List Interaction Categories

Tool to retrieve all interaction categories in the organisation from Raisely.

List Interactions

Tool to retrieve all interactions from Raisely.

List Orders

Tool to retrieve all orders in a campaign from Raisely.

List Posts

Tool to retrieve a list of posts you've previously created on Raisely.

List Profile Donations

Retrieves a paginated list of donations for a specific fundraising profile from Raisely.

List Profile Members

Retrieves a paginated list of all members belonging to a team profile in Raisely.

List Profile Posts

List all posts created by a specific profile in Raisely.

List Promo Codes

Tool to retrieve all promo codes in a campaign from Raisely.

List Segments

Tool to retrieve all segments from Raisely.

Raisely List Subscriptions 2

Tool to retrieve subscriptions from Raisely.

List Tags

Tool to retrieve the list of tags from Raisely.

List User Donations

Retrieves a paginated list of donations for a specific user from Raisely.

List User Interactions

Retrieves all interactions for a given user from Raisely.

Raisely List User Subscriptions

Retrieve subscriptions for a specific user from Raisely.

List Webhooks

Tool to retrieve the list of webhooks configured for a campaign.

Move Donation

Tool to move a donation to a different profile in Raisely.

Logout from Raisely

Tool to invalidate the current user's token and log out.

Create User

Create a new user in Raisely.

Update Campaign

Tool to update an existing campaign in Raisely.

Update Campaign Config

Tool to update a specific configuration attribute for a campaign in Raisely.

Update Exercise Log

Update an existing exercise log in Raisely.

Update Post

Tool to update a specified post in Raisely.

Update Profile

Updates a specific profile in Raisely.

Update User

Tool to update a specified user in Raisely.

Update Webhook

Tool to update a specified webhook in Raisely.

Upload Campaign Media

Tool to upload one or more files to a campaign's media library in Raisely.

Upsert User

Tool to upsert a user record in Raisely, optionally tagging and creating an interaction.

FRAMEWORKS

How to build Raisely MCP Agent with another framework

OpenAI Agents SDK

Use Raisely MCP with OpenAI Agents SDK

Claude Agent SDK

Use Raisely MCP with Claude Agent SDK

Claude Code

Use Raisely MCP with Claude Code

Claude Cowork

Use Raisely MCP with Claude Cowork

Codex

Use Raisely MCP with Codex

OpenClaw

Use Raisely MCP with OpenClaw

Hermes

Use Raisely MCP with Hermes

CLI

Use Raisely MCP with CLI

Google ADK

Use Raisely MCP with Google ADK

LangChain

Use Raisely MCP with LangChain

Vercel AI SDK

Use Raisely MCP with Vercel AI SDK

Mastra AI

Use Raisely MCP with Mastra AI

LlamaIndex

Use Raisely MCP with LlamaIndex

CrewAI

Use Raisely MCP with CrewAI

MORE TOOLKITS

Explore Other Toolkits

Toolkit marketplace

Gmail

Oauth2

Gmail is Google's email service with powerful spam protection, search, and G Suite integration. It keeps your inbox organized and makes communication fast and reliable.

Google Calendar

Oauth2

Google Calendar is a time management service for scheduling meetings, events, and reminders. It streamlines personal and team organization with integrated notifications and sharing options.

Google Drive

Oauth2

Google Drive is a cloud storage platform for uploading, sharing, and collaborating on files. It's perfect for keeping your documents accessible and organized across devices.

Outlook

Oauth2S2s Oauth2

Outlook is Microsoft's email and calendaring platform for unified communications and scheduling. It helps users stay organized with powerful email, contacts, and calendar management.

FAQ

Frequently asked questions

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

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

Start with Raisely.It takes 30 seconds.

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

Start building

Customer stories

Teams ship real agents on Composio

GET STARTED FOR FREE BOOK A DEMO

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

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

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

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

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

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

Co-Founder, Ingram Technologies

How to integrate Raisely MCP with Pydantic AI

Connect Raisely without auth hassles

Introduction

Also integrate Raisely with

TL;DR

What is Pydantic AI?

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

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

What is Composio SDK?

How the Composio SDK works

Step-by-step Guide

Prerequisites

Getting API Keys for OpenAI and Composio

Install dependencies

Set up environment variables

Import dependencies

Create a Tool Router Session

Initialize the Pydantic AI Agent

Build the chat interface

Run the application

Complete Code

Conclusion

Supported Tools

How to build Raisely MCP Agent with another framework

OpenAI Agents SDK

Claude Agent SDK

Claude Code

Claude Cowork

Codex

OpenClaw

Hermes

CLI

Google ADK

LangChain

Vercel AI SDK

Mastra AI

LlamaIndex

CrewAI

Explore Other Toolkits

Gmail

Google Calendar

Google Drive

Outlook

Frequently asked questions

What are the differences in Tool Router MCP and Raisely MCP?+

Can I use Tool Router MCP with Pydantic AI?+

Can I manage the permissions and scopes for Raisely while using Tool Router?+

How safe is my data with Composio Tool Router?+

Start with Raisely.It takes 30 seconds.

Teams ship real agents on Composio