How to integrate Amplitude MCP with LangChain

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Introduction

This guide walks you through connecting Amplitude to LangChain 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 LangChain 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

TL;DR

Here's what you'll learn:
  • Get and set up your OpenAI and Composio API keys
  • Connect your Amplitude project to Composio
  • Create a Tool Router MCP session for Amplitude
  • Initialize an MCP client and retrieve Amplitude tools
  • Build a LangChain agent that can interact with Amplitude
  • Set up an interactive chat interface for testing

What is LangChain?

LangChain is a framework for developing applications powered by language models. It provides tools and abstractions for building agents that can reason, use tools, and maintain conversation context.

Key features include:

  • Agent Framework: Build agents that can use tools and make decisions
  • MCP Integration: Connect to external services through Model Context Protocol adapters
  • Memory Management: Maintain conversation history across interactions
  • Multi-Provider Support: Works with OpenAI, Anthropic, and other LLM providers

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.

Supported Tools & Triggers

Tools
Bulk Assign Annotations to CategoryTool to bulk assign multiple annotations to a category in Amplitude.
Cancel User DeletionCancel a pending user deletion request in Amplitude.
Check Amplitude Cohort StatusCheck the status of a cohort export request.
Create Chart Annotation in AmplitudeCreate a chart annotation in Amplitude to mark important dates.
Create Annotation CategoryTool to create an annotation category in Amplitude to organize annotations.
Create Amplitude Event CategoryCreate a new event category in Amplitude.
Create Amplitude Event TypeCreate a new event type in Amplitude.
Create Amplitude ReleaseCreate a release to document product changes.
Delete Amplitude Chart AnnotationDelete a chart annotation from Amplitude.
Delete Amplitude Annotation CategoryDelete an annotation category from Amplitude.
Delete Amplitude Event CategoryDelete an event category from Amplitude.
Delete Amplitude Event TypeDelete an event type from Amplitude.
Delete Amplitude UsersSubmit user deletion requests for GDPR/CCPA compliance.
Download Amplitude Cohort FileDownload the cohort file after request is complete.
Search Amplitude UserSearch for users in Amplitude by canonical identifier (Amplitude ID, device ID, user ID, or user ID prefix).
Get Active or New UsersGet the number of active or new users for a date range with optional segmentation.
Get Amplitude AnnotationGet a single chart annotation by ID from Amplitude.
Get Amplitude Annotation CategoryGet a single annotation category by ID from Amplitude.
Request Amplitude CohortGet a single cohort by ID and initiate download.
Get User Deletion RequestsGet the status of user deletion requests within a date range.
Get Amplitude Event CategoriesGet event categories from Amplitude.
Get Amplitude Event PropertyGet a specific event property from Amplitude taxonomy.
Get Event Segmentation DataGet event segmentation data from Amplitude Analytics API.
Get Amplitude Event TypeGet a specific event type from Amplitude by name.
Get Amplitude Event TypesGet all event types from Amplitude.
Get Funnel Analysis DataGet funnel analysis data showing user conversion through a sequence of events.
Get Real-time Active UsersGet real-time active users count from Amplitude.
Get User Retention AnalysisGet user retention analysis showing how users return over time after a starting action.
Get Revenue LTV MetricsGet revenue lifetime value (LTV) metrics including ARPU, ARPPU, and total revenue.
Get Session Average LengthGet average session length (in seconds) for a specified date range from Amplitude.
Get Session Length DistributionTool to retrieve session length distribution data for a specified date range from Amplitude.
Get Sessions Per User from AmplitudeTool to get average number of sessions per user for each day in a date range from Amplitude.
Get User Activity from AmplitudeFetch a single user's profile summary and event stream by Amplitude ID.
Get User Composition by PropertyTool to get user composition breakdown by property (platform, version, country, etc.
Get User MappingsGet the list of user mappings for provided user IDs.
Get Amplitude User PropertyGet a specific user property from Amplitude taxonomy.
Update User Properties in AmplitudeUpdate user properties using Amplitude's Identify API.
List Amplitude Annotation CategoriesList all annotation categories from Amplitude.
List Chart AnnotationsTool to get all chart annotations with optional filtering by category, chart, and date range.
List Amplitude CohortsList all discoverable cohorts for an Amplitude project.
List Amplitude Event PropertiesGet all event properties from Amplitude, optionally filtered by event type or property name.
List Amplitude EventsTool to get a list of all event types in your Amplitude project with current week's statistics.
List Amplitude User PropertiesTool to get all user properties in your Amplitude project.
Map Users in AmplitudeMap users with different user IDs together (alias/merge users) in Amplitude.
Restore Amplitude Event TypeRestore a deleted event type in Amplitude.
Send Events to AmplitudeSend events to Amplitude using the HTTP V2 API.
Set Group Properties in AmplitudeSet group properties for account-level reporting without sending an event.
Update Amplitude Chart AnnotationTool to update an existing chart annotation in Amplitude.
Update Amplitude Annotation CategoryTool to update an annotation category in Amplitude.
Update Amplitude Cohort MembershipIncrementally update cohort membership by adding or removing IDs.
Update Amplitude Event CategoryUpdate an existing event category in Amplitude.
Update Amplitude Event TypeUpdate an existing event type in Amplitude.
Batch Upload Events to AmplitudeBulk upload events to Amplitude using the Batch Event Upload API.
Upload Amplitude CohortGenerate a new cohort or update an existing cohort by uploading user IDs or Amplitude IDs.

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

Prerequisites

Before starting this tutorial, make sure you have:
  • Python 3.10 or higher installed on your system
  • A Composio account with an API key
  • An OpenAI 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

pip install composio-langchain langchain-mcp-adapters langchain python-dotenv

Install the required packages for LangChain with MCP support.

What's happening:

  • composio-langchain provides Composio integration for LangChain
  • langchain-mcp-adapters enables MCP client connections
  • langchain is the core agent framework
  • python-dotenv loads environment variables

Set up environment variables

bash
COMPOSIO_API_KEY=your_composio_api_key_here
COMPOSIO_USER_ID=your_composio_user_id_here
OPENAI_API_KEY=your_openai_api_key_here

Create a .env file in your project root.

What's happening:

  • COMPOSIO_API_KEY authenticates your requests to Composio's API
  • COMPOSIO_USER_ID identifies the user for session management
  • OPENAI_API_KEY enables access to OpenAI's language models

Import dependencies

from langchain_mcp_adapters.client import MultiServerMCPClient
from langchain.agents import create_agent
from dotenv import load_dotenv
from composio import Composio
import asyncio
import os

load_dotenv()
What's happening:
  • We're importing LangChain's MCP adapter and Composio SDK
  • The dotenv import loads environment variables from your .env file
  • This setup prepares the foundation for connecting LangChain with Amplitude functionality through MCP

Initialize Composio client

async def main():
    composio = Composio(api_key=os.getenv("COMPOSIO_API_KEY"))

    if not os.getenv("COMPOSIO_API_KEY"):
        raise ValueError("COMPOSIO_API_KEY is not set")
    if not os.getenv("COMPOSIO_USER_ID"):
        raise ValueError("COMPOSIO_USER_ID is not set")
What's happening:
  • We're loading the COMPOSIO_API_KEY from environment variables and validating it exists
  • Creating a Composio instance that will manage our connection to Amplitude tools
  • Validating that COMPOSIO_USER_ID is also set before proceeding

Create a Tool Router session

# Create Tool Router session for Amplitude
session = composio.create(
    user_id=os.getenv("COMPOSIO_USER_ID"),
    toolkits=['amplitude']
)

url = session.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
  • This approach allows the agent to dynamically load and use Amplitude tools as needed

Configure the agent with the MCP URL

client = MultiServerMCPClient({
    "amplitude-agent": {
        "transport": "streamable_http",
        "url": session.mcp.url,
        "headers": {
            "x-api-key": os.getenv("COMPOSIO_API_KEY")
        }
    }
})

tools = await client.get_tools()

agent = create_agent("gpt-5", tools)
What's happening:
  • We're creating a MultiServerMCPClient that connects to our Amplitude MCP server via HTTP
  • The client is configured with a name and the URL from our Tool Router session
  • get_tools() retrieves all available Amplitude tools that the agent can use
  • We're creating a LangChain agent using the GPT-5 model

Set up interactive chat interface

conversation_history = []

print("Chat started! Type 'exit' or 'quit' to end the conversation.\n")
print("Ask any Amplitude related question or task to the agent.\n")

while True:
    user_input = input("You: ").strip()

    if user_input.lower() in ['exit', 'quit', 'bye']:
        print("\nGoodbye!")
        break

    if not user_input:
        continue

    conversation_history.append({"role": "user", "content": user_input})
    print("\nAgent is thinking...\n")

    response = await agent.ainvoke({"messages": conversation_history})
    conversation_history = response['messages']
    final_response = response['messages'][-1].content
    print(f"Agent: {final_response}\n")
What's happening:
  • We initialize an empty conversation_history list to maintain context across interactions
  • A while loop continuously accepts user input from the command line
  • When a user types a message, it's added to the conversation history and sent to the agent
  • The agent processes the request using the ainvoke() method with the full conversation history
  • Users can type 'exit', 'quit', or 'bye' to end the chat session gracefully

Run the application

if __name__ == "__main__":
    asyncio.run(main())
What's happening:
  • We call the main() function using asyncio.run() to start the application

Complete Code

Here's the complete code to get you started with Amplitude and LangChain:

from langchain_mcp_adapters.client import MultiServerMCPClient
from langchain.agents import create_agent
from dotenv import load_dotenv
from composio import Composio
import asyncio
import os

load_dotenv()

async def main():
    composio = Composio(api_key=os.getenv("COMPOSIO_API_KEY"))
    
    if not os.getenv("COMPOSIO_API_KEY"):
        raise ValueError("COMPOSIO_API_KEY is not set")
    if not os.getenv("COMPOSIO_USER_ID"):
        raise ValueError("COMPOSIO_USER_ID is not set")
    
    session = composio.create(
        user_id=os.getenv("COMPOSIO_USER_ID"),
        toolkits=['amplitude']
    )

    url = session.mcp.url
    
    client = MultiServerMCPClient({
        "amplitude-agent": {
            "transport": "streamable_http",
            "url": url,
            "headers": {
                "x-api-key": os.getenv("COMPOSIO_API_KEY")
            }
        }
    })
    
    tools = await client.get_tools()
  
    agent = create_agent("gpt-5", tools)
    
    conversation_history = []
    
    print("Chat started! Type 'exit' or 'quit' to end the conversation.\n")
    print("Ask any Amplitude related question or task to the agent.\n")
    
    while True:
        user_input = input("You: ").strip()
        
        if user_input.lower() in ['exit', 'quit', 'bye']:
            print("\nGoodbye!")
            break
        
        if not user_input:
            continue
        
        conversation_history.append({"role": "user", "content": user_input})
        print("\nAgent is thinking...\n")
        
        response = await agent.ainvoke({"messages": conversation_history})
        conversation_history = response['messages']
        final_response = response['messages'][-1].content
        print(f"Agent: {final_response}\n")

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

Conclusion

You've successfully built a LangChain agent that can interact with Amplitude through Composio's Tool Router.

Key features of this implementation:

  • Dynamic tool loading through Composio's Tool Router
  • Conversation history maintenance for context-aware responses
  • Async Python provides clean, efficient execution of agent workflows
You can extend this further by adding error handling, implementing specific business logic, or integrating additional Composio toolkits to create multi-app workflows.

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FAQ

What are the differences in Tool Router MCP and Amplitude MCP?

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.

Can I use Tool Router MCP with LangChain?

Yes, you can. LangChain 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.

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

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.

How safe is my data with Composio Tool Router?

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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