How to integrate Amplitude MCP with Pydantic AI

This guide walks you through connecting Amplitude to Pydantic AI using the Composio tool router. By the end, you'll have a working Amplitude agent that can get daily active users for last month, generate funnel analysis for onboarding flow, list top events for premium users through natural language commands. This guide will help you understand how to give your Pydantic AI agent real control over a Amplitude account through Composio's Amplitude MCP server. Before we dive in, let's take a quick look at the key ideas and tools involved.

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Amplitude is a digital analytics platform for product and behavioral data insights. It helps teams analyze user journeys and make data-driven decisions quickly.

54 Tools

Introduction

This guide walks you through connecting Amplitude to Pydantic AI using the Composio tool router. By the end, you'll have a working Amplitude agent that can get daily active users for last month, generate funnel analysis for onboarding flow, list top events for premium users through natural language commands.

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

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

Also integrate Amplitude with

OpenAI Agents SDKClaude Agent SDKClaude CodeClaude CoworkCodexOpenClawHermesCLIGoogle 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 Amplitude
  • 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 Amplitude 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 Amplitude MCP server, and what's possible with it?

The Amplitude MCP server is an implementation of the Model Context Protocol that connects your AI agent and assistants like Claude, Cursor, etc directly to your Amplitude account. It provides structured and secure access to your analytics platform, so your agent can perform actions like managing event types, organizing cohorts, updating user properties, and tracking event categories on your behalf.

  • Cohort and user management: Ask your agent to request, download, and check the status of specific user cohorts for advanced segmentation or analysis.
  • Event type and category administration: Effortlessly create, update, or delete event types and categories, keeping your analytics taxonomy organized and up to date.
  • User property updates: Direct your agent to set or modify user properties—like device information or location—without sending new events, making user profile management a breeze.
  • Comprehensive analytics lookup: Retrieve detailed information about event types and categories, enabling your agent to provide insights or answer analytics questions in real time.

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 Amplitude
  • 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 Amplitude
  • MCPServerStreamableHTTP connects to the Amplitude 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 Amplitude
    composio = Composio(api_key=api_key)
    session = composio.create(
        user_id=user_id,
        toolkits=["amplitude"],
    )
    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 Amplitude 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
amplitude_mcp = MCPServerStreamableHTTP(url, headers={"x-api-key": COMPOSIO_API_KEY})
agent = Agent(
    "openai:gpt-5",
    toolsets=[amplitude_mcp],
    instructions=(
        "You are a Amplitude assistant. Use Amplitude tools to help users "
        "with their requests. Ask clarifying questions when needed."
    ),
)
What's happening:
  • The MCP client connects to the Amplitude endpoint
  • The agent uses GPT-5 to interpret user commands and perform Amplitude 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 Amplitude.\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
  • Amplitude 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 Amplitude 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 Amplitude
    composio = Composio(api_key=api_key)
    session = composio.create(
        user_id=user_id,
        toolkits=["amplitude"],
    )
    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
    amplitude_mcp = MCPServerStreamableHTTP(url, headers={"x-api-key": COMPOSIO_API_KEY})
    agent = Agent(
        "openai:gpt-5",
        toolsets=[amplitude_mcp],
        instructions=(
            "You are a Amplitude assistant. Use Amplitude 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 Amplitude.\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 Amplitude through Composio's Tool Router. With this setup, your agent can perform real Amplitude 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 + Amplitude 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 Amplitude action and event your agent gets out of the box.

Bulk Assign Annotations to Category

Tool to bulk assign multiple annotations to a category in Amplitude.

Cancel User Deletion

Cancel a pending user deletion request in Amplitude.

Check Amplitude Cohort Status

Check the status of a cohort export request.

Create Chart Annotation in Amplitude

Create a chart annotation in Amplitude to mark important dates.

Create Annotation Category

Tool to create an annotation category in Amplitude to organize annotations.

Create Amplitude Event Category

Create a new event category in Amplitude.

Create Amplitude Event Type

Create a new event type in Amplitude.

Create Amplitude Release

Create a release to document product changes.

Delete Amplitude Chart Annotation

Delete a chart annotation from Amplitude.

Delete Amplitude Annotation Category

Delete an annotation category from Amplitude.

Delete Amplitude Event Category

Delete an event category from Amplitude.

Delete Amplitude Event Type

Delete an event type from Amplitude.

Delete Amplitude Users

Submit user deletion requests for GDPR/CCPA compliance.

Download Amplitude Cohort File

Download the cohort file after request is complete.

Search Amplitude User

Search for users in Amplitude by canonical identifier (Amplitude ID, device ID, user ID, or user ID prefix).

Get Active or New Users

Get the number of active or new users for a date range with optional segmentation.

Get Amplitude Annotation

Get a single chart annotation by ID from Amplitude.

Get Amplitude Annotation Category

Get a single annotation category by ID from Amplitude.

Request Amplitude Cohort

Get a single cohort by ID and initiate download.

Get User Deletion Requests

Get the status of user deletion requests within a date range.

Get Amplitude Event Categories

Get event categories from Amplitude.

Get Amplitude Event Property

Get a specific event property from Amplitude taxonomy.

Get Event Segmentation Data

Get event segmentation data from Amplitude Analytics API.

Get Amplitude Event Type

Get a specific event type from Amplitude by name.

Get Amplitude Event Types

Get all event types from Amplitude.

Get Funnel Analysis Data

Get funnel analysis data showing user conversion through a sequence of events.

Get Real-time Active Users

Get real-time active users count from Amplitude.

Get User Retention Analysis

Get user retention analysis showing how users return over time after a starting action.

Get Revenue LTV Metrics

Get revenue lifetime value (LTV) metrics including ARPU, ARPPU, and total revenue.

Get Session Average Length

Get average session length (in seconds) for a specified date range from Amplitude.

Get Session Length Distribution

Tool to retrieve session length distribution data for a specified date range from Amplitude.

Get Sessions Per User from Amplitude

Tool to get average number of sessions per user for each day in a date range from Amplitude.

Get User Activity from Amplitude

Fetch a single user's profile summary and event stream by Amplitude ID.

Get User Composition by Property

Tool to get user composition breakdown by property (platform, version, country, etc.

Get User Mappings

Get the list of user mappings for provided user IDs.

Get Amplitude User Property

Get a specific user property from Amplitude taxonomy.

Update User Properties in Amplitude

Update user properties using Amplitude's Identify API.

List Amplitude Annotation Categories

List all annotation categories from Amplitude.

List Chart Annotations

Tool to get all chart annotations with optional filtering by category, chart, and date range.

List Amplitude Cohorts

List all discoverable cohorts for an Amplitude project.

List Amplitude Event Properties

Get all event properties from Amplitude, optionally filtered by event type or property name.

List Amplitude Events

Tool to get a list of all event types in your Amplitude project with current week's statistics.

List Amplitude User Properties

Tool to get all user properties in your Amplitude project.

Map Users in Amplitude

Map users with different user IDs together (alias/merge users) in Amplitude.

Restore Amplitude Event Type

Restore a deleted event type in Amplitude.

Send Events to Amplitude

Send events to Amplitude using the HTTP V2 API.

Set Group Properties in Amplitude

Set group properties for account-level reporting without sending an event.

Update Amplitude Chart Annotation

Tool to update an existing chart annotation in Amplitude.

Update Amplitude Annotation Category

Tool to update an annotation category in Amplitude.

Update Amplitude Cohort Membership

Incrementally update cohort membership by adding or removing IDs.

Update Amplitude Event Category

Update an existing event category in Amplitude.

Update Amplitude Event Type

Update an existing event type in Amplitude.

Batch Upload Events to Amplitude

Bulk upload events to Amplitude using the Batch Event Upload API.

Upload Amplitude Cohort

Generate a new cohort or update an existing cohort by uploading user IDs or Amplitude IDs.

FRAMEWORKS

How to build Amplitude MCP Agent with another framework

OpenAI Agents SDK logo

OpenAI Agents SDK

Use Amplitude MCP with OpenAI Agents SDK

Claude Agent SDK logo

Claude Agent SDK

Use Amplitude MCP with Claude Agent SDK

Claude Code logo

Claude Code

Use Amplitude MCP with Claude Code

Claude Cowork logo

Claude Cowork

Use Amplitude MCP with Claude Cowork

Codex logo

Codex

Use Amplitude MCP with Codex

OpenClaw logo

OpenClaw

Use Amplitude MCP with OpenClaw

Hermes logo

Hermes

Use Amplitude MCP with Hermes

CLI logo

CLI

Use Amplitude MCP with CLI

Google ADK logo

Google ADK

Use Amplitude MCP with Google ADK

LangChain logo

LangChain

Use Amplitude MCP with LangChain

Vercel AI SDK logo

Vercel AI SDK

Use Amplitude MCP with Vercel AI SDK

Mastra AI logo

Mastra AI

Use Amplitude MCP with Mastra AI

LlamaIndex logo

LlamaIndex

Use Amplitude MCP with LlamaIndex

CrewAI logo

CrewAI

Use Amplitude MCP with CrewAI

FAQ

Frequently asked questions

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

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

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

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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.

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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.

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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.

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Co-Founder, Ingram Technologies