How to integrate Ipdata co MCP with LangChain

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Introduction

This guide walks you through connecting Ipdata co to LangChain using the Composio tool router. By the end, you'll have a working Ipdata co agent that can get city and country for this ip address, check if this ip is from the eu, find mobile carrier for a given ip, show my api usage count for today through natural language commands.

This guide will help you understand how to give your LangChain agent real control over a Ipdata co account through Composio's Ipdata co MCP server.

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

TL;DR

Here's what you'll learn:
  • Get and set up your OpenAI and Composio API keys
  • Connect your Ipdata co project to Composio
  • Create a Tool Router MCP session for Ipdata co
  • Initialize an MCP client and retrieve Ipdata co tools
  • Build a LangChain agent that can interact with Ipdata co
  • 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 Ipdata co MCP server, and what's possible with it?

The Ipdata co MCP server is an implementation of the Model Context Protocol that connects your AI agent and assistants like Claude, Cursor, etc directly to your Ipdata co account. It provides structured and secure access to IP geolocation, carrier, and threat intelligence data, so your agent can perform actions like IP lookups, ASN analysis, carrier identification, and usage monitoring on your behalf.

  • Comprehensive IP lookups: Instantly retrieve detailed location, ownership, and threat profile information for any IP address worldwide.
  • Advanced ASN intelligence: Dive deep into network data by performing advanced ASN lookups to get prefixes, peer relationships, and registry details for a given ASN number.
  • Carrier and telecom insights: Fetch mobile carrier data—including carrier name, MCC, and MNC—for specific IPs to help identify network providers or mobile origins.
  • EU-specific IP processing: Ensure data residency compliance by performing IP lookups processed and stored exclusively within the EU.
  • API usage monitoring: Easily check your API request counts from the last 24 hours to stay on top of your Ipdata co usage and quotas.

Supported Tools & Triggers

Tools
Advanced ASN LookupTool to perform advanced ASN lookup returning prefixes, peers, and registry details.
Get Carrier Data for an IPTool to return mobile carrier data for a specific IP.
EU-specific IP lookupTool to lookup a specific IP address via the EU-only data residency endpoint.
IPData: Calling CodeTool to fetch the international calling_code for an IP's country.
IPDATA Field CarrierTool to return only the carrier object for the calling IP.
Get City from IPTool to return only city for an IP.
IPData: Continent CodeTool to return only continent_code for an IP.
Get Continent Name from IPTool to return only continent name for an IP.
IPDATA Field CountTool to return only the request count made by your API key in the last 24 hours.
IPData: Country CodeTool to return only country_code for an IP.
Get Country Name from IPTool to return only country name for an IP.
IPDATA Field CurrencyTool to return only currency object for an IP.
Get Emoji Flag from IPTool to return only emoji flag for an IP.
Get Emoji Unicode from IPTool to return only emoji_unicode for an IP.
IPData: IPTool to return only the caller’s IP string.
IPData: Is EUTool to return only is_eu for an IP.
IPData: LanguagesTool to return only the languages array for an IP.
IPData: LatitudeTool to return only the latitude for an IP.
Get Longitude from IPTool to return only longitude for an IP.
IPData: Postal CodeTool to return only postal code for an IP.
Get Region from IPTool to return only region for an IP.
IPData: Region CodeTool to return only region_code for an IP.
Get Threat for IPTool to return only the threat object for the calling IP.
IPData: Time ZoneTool to return only the time_zone object for an IP.
Get Currency for IPTool to retrieve currency information for a specific IP.
IPData Basic ASN for IPTool to return basic ASN data for a specific IP.
IPData Bulk Lookup V1Tool to bulk lookup up to 100 IP addresses via ipdata.
Get company data for IPTool to retrieve company data for a given IP address.
EU-only calling IP lookupTool to lookup the calling client IP via EU-residency endpoint.
IPData Lookup IP V1Tool to lookup comprehensive IP information (geolocation, network, company, and threat data) in one call.
IPData Threat for IPTool to return threat intelligence data for a specific IP.
IPData Time Zone for IPTool to return timezone data for a specific IP.
Lookup Calling IPTool to lookup full data for the calling client IP.

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

What is Tool Router?

Composio's Tool Router 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 Tool Router

The tool router generates a secure MCP URL that your agents can access to perform actions.

How the Tool Router works

The Tool Router 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 Ipdata co 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 Ipdata co tools
  • Validating that COMPOSIO_USER_ID is also set before proceeding

Create a Tool Router session

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

url = session.mcp.url
What's happening:
  • We're creating a Tool Router session that gives your agent access to Ipdata co 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 Ipdata co tools as needed

Configure the agent with the MCP URL

client = MultiServerMCPClient({
    "ipdata_co-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 Ipdata co MCP server via HTTP
  • The client is configured with a name and the URL from our Tool Router session
  • get_tools() retrieves all available Ipdata co 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 Ipdata co 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 Ipdata co 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=['ipdata_co']
    )

    url = session.mcp.url
    
    client = MultiServerMCPClient({
        "ipdata_co-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 Ipdata co 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 Ipdata co 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.

How to build Ipdata co MCP Agent with another framework

FAQ

What are the differences in Tool Router MCP and Ipdata co MCP?

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

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

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

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