How to integrate Esputnik MCP with Pydantic AI

This guide walks you through connecting Esputnik to Pydantic AI using the Composio tool router. By the end, you'll have a working Esputnik agent that can bulk add 500 new email contacts, delete sms message template with id 123, get status of yesterday's contact import through natural language commands. This guide will help you understand how to give your Pydantic AI agent real control over a Esputnik account through Composio's Esputnik MCP server. Before we dive in, let's take a quick look at the key ideas and tools involved.

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eSputnik is a marketing automation platform for managing emails, SMS, and push notifications. It helps businesses streamline customer communications across multiple channels.

89 Tools

Introduction

This guide walks you through connecting Esputnik to Pydantic AI using the Composio tool router. By the end, you'll have a working Esputnik agent that can bulk add 500 new email contacts, delete sms message template with id 123, get status of yesterday's contact import through natural language commands.

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

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

Also integrate Esputnik with

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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 Esputnik
  • 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 Esputnik 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 Esputnik MCP server, and what's possible with it?

The Esputnik MCP server is an implementation of the Model Context Protocol that connects your AI agent and assistants like Claude, Cursor, etc directly to your Esputnik account. It provides structured and secure access to your marketing automation tools, so your agent can perform actions like sending broadcasts, managing contacts, importing data, and handling push notifications on your behalf.

  • Bulk contact import and management: Quickly add or update thousands of contacts at once, check import status, and keep your lists up to date with minimal effort.
  • Broadcast and message control: Retrieve, review, and manage your marketing broadcasts and app inbox messages, ensuring your campaigns run smoothly.
  • Order and transactional data automation: Import and synchronize large batches of order data, keeping your marketing segmentation and triggers accurate and relevant.
  • Push and SMS notification management: Activate or deactivate push tokens, delete outdated SMS templates, and fine-tune your notification workflows directly through your agent.
  • Domain and integration setup: Register domains for web tracking or widgets, helping you expand and customize your communication reach seamlessly.

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

Add Contact

Tool to create or update a single contact in eSputnik in real-time.

Add Domain

Register a domain with eSputnik for web tracking, widgets, or web push notifications.

Add Orders Bulk

Tool to transfer orders in bulk to eSputnik.

Add Unsubscribed Emails

Tool to add email addresses to the list of unsubscribed contacts.

Add Web Push Domain

Tool to add a domain for web push notifications in eSputnik.

Attach Contacts to Segment

Tool to attach contacts to a static segment (group) by contact IDs or external customer IDs.

Bulk Add or Update Contacts

Bulk add or update up to 3000 contacts in eSputnik asynchronously.

Change Mobile Push Token Activity

Activate or deactivate a mobile push notification token in eSputnik.

Create API Token

Generate a new API token for authentication.

Create App Inbox Message

Tool to create a basic App Inbox message in eSputnik.

Create Contacts from File

Import or update contacts from an external file in eSputnik.

Create Email Message

Tool to create or update an email message in eSputnik.

Create Mobile Push Message

Tool to create a new mobile push notification message in eSputnik.

Create SMS Message

Tool to create a basic SMS message template in eSputnik.

Create Telegram Message

Create a basic Telegram bot message in eSputnik.

Delete App Inbox Message

Tool to delete an App Inbox message by its ID from eSputnik.

Delete App Inbox Translation

Delete a language translation of an App Inbox message from eSputnik.

Delete Broadcast

Tool to cancel a scheduled broadcast campaign.

Delete Contact

Tool to delete a contact by its Yespo ID.

Delete Contact by External ID

Delete a contact from eSputnik using their external customer ID.

Delete Email Message

Delete a basic email message by its ID from eSputnik.

Delete Email Translation

Delete a translation of a base email message from eSputnik.

Delete Mobile Push Message

Delete a base Mobile Push message by its ID from eSputnik.

Delete Mobile Push Translation

Delete a language version of a base Mobile Push message from eSputnik.

Delete Orders

Tool to schedule asynchronous deletion of orders in eSputnik.

Delete SMS Message

Delete a base SMS message template by its ID from eSputnik.

Delete SMS Translation

Delete a language version of a base SMS message from eSputnik.

Delete Telegram Message

Delete a base Telegram bot message by its ID from eSputnik.

Delete Telegram Translation

Delete a language version of a Telegram bot message from eSputnik.

Detach Contacts from Segment

Tool to delete contacts from a static segment by contact IDs or external customer IDs.

Generate Event V2

Tool to send backend events from websites and mobile apps to eSputnik.

Generate Event V3

Tool to generate events in eSputnik v3 API.

Generate Past Events V2

Tool to transfer past event data from your CRM or data store to eSputnik using v2 API.

Generate Past Events V3

Tool to generate past events in eSputnik v3 API.

Get Account Info

Retrieve basic eSputnik account information.

Get App Inbox Message

Retrieves an App Inbox message by its unique identifier from eSputnik.

Get Broadcasts

Retrieve a paginated list of broadcast campaigns from eSputnik.

Get Contact

Retrieve complete information about a contact by their ID.

Get Contact Emails

Tool to retrieve email addresses of contacts by their contact IDs.

Get Contact Import Status

Retrieve the status of a contact import session in eSputnik.

Get Contact Message History

Retrieve a contact's message history across multiple channels from eSputnik.

Get Contacts

Search for contacts in eSputnik using various filter criteria.

Get Contact Subscriptions

Retrieve all subscription categories a contact is enrolled in.

Get Email Interfaces

Tool to retrieve all configured email interfaces (sender names) from eSputnik.

Get Email Message

Retrieves an email message by its unique identifier from eSputnik.

Get Email View Link

Get a link to view an email message in browser from eSputnik.

Get Message Status

Retrieve delivery status for sent messages across all channels (email, SMS, Viber, push).

Get Mobile Push Message

Retrieves a mobile push message by its unique identifier from eSputnik.

Get Organization Balance

Retrieve the current eSputnik organization balance.

Get Organization Billing History

Retrieve the organization's billing history from eSputnik, broken down by day and media channel.

Get Preprocessor File Status

Retrieve the status of a preprocessor file upload session.

Get Product Feeds Configuration

Tool to retrieve product feeds configuration from eSputnik.

Get Promocodes Count

Get the number of available promotional codes in eSputnik.

Get Site Domain

Retrieve the organization's domain configuration from eSputnik.

Get Site Tracking Script

Retrieve the site tracking script for your eSputnik account.

Get SMS Interfaces

Retrieve all SMS interfaces (alpha names) configured for the organization.

Get Subscription Categories

Retrieve all subscription categories for the organization.

Get Telegram Message

Retrieve a Telegram bot message by its unique identifier from eSputnik.

List Promotional Codes

Retrieve a list of promotional codes from eSputnik.

List Web Push Domains

Retrieve the list of domains registered for web push notifications.

Remove From Unsubscribed

Tool to remove email addresses from the unsubscribed contacts list in eSputnik.

Search App Inbox Messages

Search for mobile App Inbox messages using a part of the name or a tag.

Search Contacts

Search for all contacts in a segment (group).

Search Email Messages

Search for email messages using a part of their name or a tag.

Search Mobile Push Messages

Search for mobile push messages using part of the name or a tag.

Search Segments

Search for and retrieve available segments (groups) in eSputnik.

Search SMS Messages

Search for SMS messages using part of their names or tags in eSputnik.

Search Telegram Messages

Search for Telegram bot messages using a part of name or a tag.

Search Viber Messages

Search for Viber messages using part of the name or a tag.

Search Workflows

Search for and retrieve available workflows from eSputnik.

Send Email

Send an email message to one or more contacts via eSputnik API.

Send Prepared Message

Tool to send a prepared message to one or many contacts.

Subscribe Contact

Tool to subscribe a contact for double opt-in implementation.

Update App Inbox Message

Tool to update the base App Inbox message in eSputnik.

Update App Inbox Translation

Tool to update or add a language version for an App Inbox message in eSputnik.

Update Contact

Tool to update contact information by contact ID.

Update Contact Subscriptions

Tool to update the subscription categories a contact is enrolled in.

Update Email Message

Tool to update an existing email message in eSputnik.

Update Email Translation

Tool to update or add a language version for a base email message in eSputnik.

Update Interaction Status

Tool to update the status of a message interaction using interaction_id.

Update Mobile Push Message

Tool to update an existing mobile push notification message in eSputnik.

Update Mobile Push Translation

Tool to update or add a language version for a mobile push message in eSputnik.

Update Preprocessor File By ID

Tool to update a preprocessor file's data by providing a new external link.

Update SMS Message

Tool to update an existing base SMS message template in eSputnik.

Update SMS Translation

Tool to update a language version of an SMS message in eSputnik.

Update Telegram Message

Update a base Telegram bot message in eSputnik.

Update Telegram Translation

Update a translated telegram bot message in eSputnik.

Upload Preprocessor File

Tool to upload a file for the preprocessor from an external repository.

Upload Promotional Codes

Tool to upload promotional codes to eSputnik in bulk.

FRAMEWORKS

How to build Esputnik MCP Agent with another framework

OpenAI Agents SDK logo

OpenAI Agents SDK

Use Esputnik MCP with OpenAI Agents SDK

Claude Agent SDK logo

Claude Agent SDK

Use Esputnik MCP with Claude Agent SDK

Claude Code logo

Claude Code

Use Esputnik MCP with Claude Code

Claude Cowork logo

Claude Cowork

Use Esputnik MCP with Claude Cowork

Codex logo

Codex

Use Esputnik MCP with Codex

OpenClaw logo

OpenClaw

Use Esputnik MCP with OpenClaw

Hermes logo

Hermes

Use Esputnik MCP with Hermes

CLI logo

CLI

Use Esputnik MCP with CLI

Google ADK logo

Google ADK

Use Esputnik MCP with Google ADK

LangChain logo

LangChain

Use Esputnik MCP with LangChain

Vercel AI SDK logo

Vercel AI SDK

Use Esputnik MCP with Vercel AI SDK

Mastra AI logo

Mastra AI

Use Esputnik MCP with Mastra AI

LlamaIndex logo

LlamaIndex

Use Esputnik MCP with LlamaIndex

CrewAI logo

CrewAI

Use Esputnik MCP with CrewAI

FAQ

Frequently asked questions

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

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

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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.

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Co-founder, Opennote

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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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