How to integrate Gosquared MCP with Pydantic AI

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Introduction

This guide walks you through connecting Gosquared to Pydantic AI using the Composio tool router. By the end, you'll have a working Gosquared agent that can list all websites linked to your account, show active chat conversations from today, add a new shared user by email through natural language commands.

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

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

Also integrate Gosquared with

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

The Gosquared MCP server is an implementation of the Model Context Protocol that connects your AI agent and assistants like Claude, Cursor, etc directly to your Gosquared account. It provides structured and secure access to your real-time web analytics and customer engagement data, so your agent can perform actions like managing team members, analyzing chat conversations, retrieving site data, and handling customer profiles on your behalf.

  • Team member management: Seamlessly add or remove shared users from your GoSquared projects, making it easy to control who has access to your analytics and engagement tools.
  • Insightful chat analytics: Retrieve chat conversations, messages, and conversation feeds, enabling your agent to analyze customer interactions and surface important chat history.
  • Project and site listing: Quickly list all sites and projects accessible to your account, so your assistant can pull structured data about your web properties.
  • API key validation and security checks: Verify API key validity and scopes to ensure secure, authorized access before performing sensitive operations.
  • Customer profile management: Delete person records, including all associated data, when you need to manage your user database or enforce data privacy requests.

Supported Tools & Triggers

Tools
Add Shared UserTool to add a new shared user to a project.
Remove shared userRemoves a shared user from a GoSquared project by their email address, revoking their access to the site.
Account Shared UsersRetrieves all team members who have access to the current GoSquared project.
List Account SitesList all projects/sites accessible to the authenticated account.
Check API Token Validity and ScopesTool to check whether an API key is valid and retrieve its enabled scopes.
Block VisitorTool to block a specific visitor from being tracked.
Retrieve Chat ConversationRetrieve detailed information about a chat conversation by its ID.
Retrieve Chat MessagesRetrieve messages from a GoSquared chat conversation by chat ID.
Retrieve Chat ConversationsTool to retrieve chat data for reporting purposes.
Retrieve Chat FeedRetrieve the complete feed of messages and events from a chat conversation.
Create Account WebhookTool to create a webhook to receive notifications about events in a GoSquared project.
Create Webhook TriggerTool to add a trigger to an existing GoSquared webhook.
Delete Account WebhookTool to delete a webhook from a GoSquared account.
Delete personTool to delete a person profile and all associated data.
Timeout Visitor SessionsTool to end all tracking sessions for a specified visitor in GoSquared.
Get Account Blocked ItemsTool to retrieve a list of blocked IP addresses, bots, and visitors for a project.
Get Account Blocked BotsTool to retrieve the bot blocking status for a GoSquared project.
Get Blocked IP AddressesTool to retrieve the list of blocked IP addresses for the account.
Get Account Blocked VisitorsTool to retrieve visitor IDs that have been blocked for a project.
Get Account Site DetailsTool to retrieve detailed information about a specific site/project by its site_token.
Get Account Sites UsageTool to retrieve all sites and their pageview counts for the authenticated account.
Get Account Tagged VisitorsTool to retrieve the list of tagged visitors from the account.
Get Account Trigger TypeTool to retrieve details of a specific trigger type from GoSquared.
Get Account Trigger TypesTool to retrieve available types of triggers in GoSquared.
Get Account WebhookTool to retrieve a specific webhook by ID from a GoSquared account.
Get Account WebhooksRetrieves a list of webhooks configured for the GoSquared project.
Get Account Webhook TriggersRetrieves all triggers for a webhook.
Get Specific Chat MessageRetrieve a specific chat message by its message ID from a chat conversation.
Get Real-Time Visitor BrowsersTool to retrieve browsers used by currently online visitors, sorted by visitor count.
Get Real-Time CampaignsTool to retrieve currently running campaigns with real-time visitor counts.
Get Real-Time Visitor CountriesTool to retrieve countries where currently online visitors are located, sorted by visitor count.
Get Real-Time EngagementTool to retrieve engagement information of currently online users.
Get Real-Time Visitor Geo LocationsTool to retrieve real-time geographic coordinates for currently online visitors.
Get Real-Time Visitor LanguagesTool to retrieve languages for currently online visitors sorted by visitor count.
Get Now NotificationsTool to retrieve notifications stored in GoSquared.
Get Real-Time OrganisationsTool to retrieve internet organisations currently being used by online visitors, sorted by visitor count.
Get Now Sources By SectionTool to retrieve a specific group of real-time traffic sources such as 'site', 'organic', or 'social'.
Get Current TimeTool to retrieve the current time according to GoSquared infrastructure.
Get Specific VisitorRetrieves real-time session information for a specific online visitor.
Get People Event TypesRetrieve all event types tracked in GoSquared People CRM, ordered by frequency.
Get People Property TypesRetrieve property types (schema definitions) from GoSquared People CRM.
Get Person ProfileRetrieve a specific person's profile from GoSquared People CRM by their unique ID.
GoSquared - Get Person FeedRetrieve a person's complete event feed from GoSquared People CRM.
Get Browser MetricsTool to retrieve summarised browser metrics over a specified time period.
Get Campaign Content MetricsRetrieve UTM content metrics (utm_content) aggregated over a specified date range.
Get Campaign Name MetricsRetrieve UTM campaign name metrics (utm_campaign) aggregated over a specified date range.
Get Campaign Source MetricsRetrieve UTM source metrics (utm_source) aggregated over a specified date range.
Get Campaign Term MetricsRetrieve UTM term metrics (utm_term) aggregated over a specified date range.
Get Category MetricsTool to retrieve summarised category metrics over a specified time period.
Get Country MetricsRetrieve country-level visit metrics aggregated over a specified date range.
Get Language MetricsRetrieve summarised language metrics over a given time period.
Get Organisation MetricsTool to retrieve summarised organisation metrics over a given time period.
Get Operating System MetricsTool to retrieve summarised operating system metrics over a specified time period.
Get Product MetricsTool to retrieve summarised product metrics over a specified time period.
Get Screen Dimensions MetricsTool to retrieve summarised screen dimensions metrics over a specified time period.
Get Traffic Sources MetricsTool to retrieve a historical list of traffic sources that referred visitors to the site over a specified period.
Get Trends Sources By TypeTool to retrieve a historical list of sources for the given section type.
Get Transaction MetricsTool to retrieve summarised transaction metrics over a specified time period.
List PeopleSearch and filter tracked people in GoSquared People CRM.
Get current concurrent visitorsTool to retrieve the number of concurrent visitors currently on your site.
Get Real-Time Popular PagesRetrieve the most popular pages currently being viewed on your site in real-time.
Get Real-Time Visitor PlatformsTool to retrieve platforms used by online visitors sorted by visitor count.
Get Real-Time OverviewTool to retrieve a summary of real-time data for the site.
Now SourcesTool to retrieve the most influential traffic sources currently driving visitors to your site.
Get Visitor Time SeriesRetrieves time series data showing the number of concurrent visitors to your site over time.
Get Real-Time Online VisitorsTool to retrieve a list of current online visitors.
GoSquared - List All DevicesRetrieve a paginated list of all devices tracked in GoSquared People CRM.
Export Smart Group FeedExport all pageview activity for users in a Smart Group to a downloadable CSV file.
Smart Group PeopleRetrieve people (user profiles) from a specific Smart Group in GoSquared People CRM.
List People Smart GroupsRetrieve all Smart Groups for a GoSquared People CRM project.
Add Account SiteCreates a new site/project in the GoSquared account for analytics tracking.
Archive Chat ConversationArchives a chat conversation in GoSquared Inbox.
Send Chat MessageSend a message to a visitor in a GoSquared chat conversation.
Leave Chat NoteAdds an internal note to a GoSquared chat conversation.
Unarchive Chat ConversationUnarchives a chat conversation in GoSquared Inbox.
Create People SmartGroupCreate a new Smart Group in GoSquared People CRM to segment users by custom criteria.
Send Tracking PingSends a ping to keep the visitor session active in GoSquared.
Tag VisitorTool to add a tag to an identified visitor in GoSquared.
Track GoSquared EventTrack custom events in GoSquared analytics.
Identify UserIdentify a user in GoSquared and set their profile properties.
Track PageviewTracks a pageview event in GoSquared Analytics.
Track GoSquared TransactionTrack e-commerce transactions in GoSquared analytics.
Track User PropertiesTrack user properties for a visitor in GoSquared.
Retrieve Aggregate MetricsRetrieve aggregate web analytics metrics for a specified time period.
Get Campaign Medium MetricsRetrieve UTM medium metrics (utm_medium) aggregated over a specified date range.
Retrieve Event CountsRetrieve counts of tracked event triggers over a specified time period.
Get Page MetricsRetrieve page-level visit metrics over a specified time period.
Get Base Path MetricsRetrieves base path metrics (first URL path segments) over a time period.
Update Account Blocked BotsTool to update the automatic bot blocking feature for a project.
Update Account Blocked IPsTool to update the list of IP addresses to be blocked for a GoSquared project.

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, 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 Gosquared
  • 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 Gosquared
  • MCPServerStreamableHTTP connects to the Gosquared 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 Gosquared
    composio = Composio(api_key=api_key)
    session = composio.create(
        user_id=user_id,
        toolkits=["gosquared"],
    )
    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 Gosquared 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
gosquared_mcp = MCPServerStreamableHTTP(url, headers={"x-api-key": COMPOSIO_API_KEY})
agent = Agent(
    "openai:gpt-5",
    toolsets=[gosquared_mcp],
    instructions=(
        "You are a Gosquared assistant. Use Gosquared tools to help users "
        "with their requests. Ask clarifying questions when needed."
    ),
)
What's happening:
  • The MCP client connects to the Gosquared endpoint
  • The agent uses GPT-5 to interpret user commands and perform Gosquared 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 Gosquared.\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
  • Gosquared 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 Gosquared 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 Gosquared
    composio = Composio(api_key=api_key)
    session = composio.create(
        user_id=user_id,
        toolkits=["gosquared"],
    )
    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
    gosquared_mcp = MCPServerStreamableHTTP(url, headers={"x-api-key": COMPOSIO_API_KEY})
    agent = Agent(
        "openai:gpt-5",
        toolsets=[gosquared_mcp],
        instructions=(
            "You are a Gosquared assistant. Use Gosquared 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 Gosquared.\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 Gosquared through Composio's Tool Router. With this setup, your agent can perform real Gosquared 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 + Gosquared for workflow automation)
This architecture makes your AI agent "agent-native", able to securely use APIs in a unified, composable way without custom integrations.

How to build Gosquared MCP Agent with another framework

FAQ

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

With a standalone Gosquared MCP server, the agents and LLMs can only access a fixed set of Gosquared tools tied to that server. However, with the Composio Tool Router, agents can dynamically load tools from Gosquared and many other apps based on the task at hand, all through a single MCP endpoint.

Can I use Tool Router MCP with Pydantic AI?

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 Gosquared tools.

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

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

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