How to integrate Gosquared MCP with LlamaIndex

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Introduction

This guide walks you through connecting Gosquared to LlamaIndex 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 LlamaIndex 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:
  • Set your OpenAI and Composio API keys
  • Install LlamaIndex and Composio packages
  • Create a Composio Tool Router session for Gosquared
  • Connect LlamaIndex to the Gosquared MCP server
  • Build a Gosquared-powered agent using LlamaIndex
  • Interact with Gosquared through natural language

What is LlamaIndex?

LlamaIndex is a data framework for building LLM applications. It provides tools for connecting LLMs to external data sources and services through agents and tools.

Key features include:

  • ReAct Agent: Reasoning and acting pattern for tool-using agents
  • MCP Tools: Native support for Model Context Protocol
  • Context Management: Maintain conversation context across interactions
  • Async Support: Built 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 you begin, make sure you have:
  • Python 3.8/Node 16 or higher installed
  • A Composio account with the API key
  • An OpenAI API key
  • A Gosquared account and project
  • Basic familiarity with async Python/Typescript

Getting API Keys for OpenAI, Composio, and Gosquared

OpenAI API key (OPENAI_API_KEY)
  • Go to the OpenAI dashboard
  • Create an API key if you don't have one
  • Assign it to OPENAI_API_KEY in .env
Composio API key and user ID
  • Log into the Composio dashboard
  • Copy your API key from Settings
    • Use this as COMPOSIO_API_KEY
  • Pick a stable user identifier (email or ID)
    • Use this as COMPOSIO_USER_ID

Installing dependencies

pip install composio-llamaindex llama-index llama-index-llms-openai llama-index-tools-mcp python-dotenv

Create a new Python project and install the necessary dependencies:

  • composio-llamaindex: Composio's LlamaIndex integration
  • llama-index: Core LlamaIndex framework
  • llama-index-llms-openai: OpenAI LLM integration
  • llama-index-tools-mcp: MCP client for LlamaIndex
  • python-dotenv: Environment variable management

Set environment variables

bash
OPENAI_API_KEY=your-openai-api-key
COMPOSIO_API_KEY=your-composio-api-key
COMPOSIO_USER_ID=your-user-id

Create a .env file in your project root:

These credentials will be used to:

  • Authenticate with OpenAI's GPT-5 model
  • Connect to Composio's Tool Router
  • Identify your Composio user session for Gosquared access

Import modules

import asyncio
import os
import dotenv

from composio import Composio
from composio_llamaindex import LlamaIndexProvider
from llama_index.core.agent.workflow import ReActAgent
from llama_index.core.workflow import Context
from llama_index.llms.openai import OpenAI
from llama_index.tools.mcp import BasicMCPClient, McpToolSpec

dotenv.load_dotenv()

Create a new file called gosquared_llamaindex_agent.py and import the required modules:

Key imports:

  • asyncio: For async/await support
  • Composio: Main client for Composio services
  • LlamaIndexProvider: Adapts Composio tools for LlamaIndex
  • ReActAgent: LlamaIndex's reasoning and action agent
  • BasicMCPClient: Connects to MCP endpoints
  • McpToolSpec: Converts MCP tools to LlamaIndex format

Load environment variables and initialize Composio

OPENAI_API_KEY = os.getenv("OPENAI_API_KEY")
COMPOSIO_API_KEY = os.getenv("COMPOSIO_API_KEY")
COMPOSIO_USER_ID = os.getenv("COMPOSIO_USER_ID")

if not OPENAI_API_KEY:
    raise ValueError("OPENAI_API_KEY is not set in the environment")
if not COMPOSIO_API_KEY:
    raise ValueError("COMPOSIO_API_KEY is not set in the environment")
if not COMPOSIO_USER_ID:
    raise ValueError("COMPOSIO_USER_ID is not set in the environment")

What's happening:

This ensures missing credentials cause early, clear errors before the agent attempts to initialise.

Create a Tool Router session and build the agent function

async def build_agent() -> ReActAgent:
    composio_client = Composio(
        api_key=COMPOSIO_API_KEY,
        provider=LlamaIndexProvider(),
    )

    session = composio_client.create(
        user_id=COMPOSIO_USER_ID,
        toolkits=["gosquared"],
    )

    mcp_url = session.mcp.url
    print(f"Composio MCP URL: {mcp_url}")

    mcp_client = BasicMCPClient(mcp_url, headers={"x-api-key": COMPOSIO_API_KEY})
    mcp_tool_spec = McpToolSpec(client=mcp_client)
    tools = await mcp_tool_spec.to_tool_list_async()

    llm = OpenAI(model="gpt-5")

    description = "An agent that uses Composio Tool Router MCP tools to perform Gosquared actions."
    system_prompt = """
    You are a helpful assistant connected to Composio Tool Router.
    Use the available tools to answer user queries and perform Gosquared actions.
    """
    return ReActAgent(tools=tools, llm=llm, description=description, system_prompt=system_prompt, verbose=True)

What's happening here:

  • We create a Composio client using your API key and configure it with the LlamaIndex provider
  • We then create a tool router MCP session for your user, specifying the toolkits we want to use (in this case, gosquared)
  • The session returns an MCP HTTP endpoint URL that acts as a gateway to all your configured tools
  • LlamaIndex will connect to this endpoint to dynamically discover and use the available Gosquared tools.
  • The MCP tools are mapped to LlamaIndex-compatible tools and plug them into the Agent.

Create an interactive chat loop

async def chat_loop(agent: ReActAgent) -> None:
    ctx = Context(agent)
    print("Type 'quit', 'exit', or Ctrl+C to stop.")

    while True:
        try:
            user_input = input("\nYou: ").strip()
        except (KeyboardInterrupt, EOFError):
            print("\nBye!")
            break

        if not user_input or user_input.lower() in {"quit", "exit"}:
            print("Bye!")
            break

        try:
            print("Agent: ", end="", flush=True)
            handler = agent.run(user_input, ctx=ctx)

            async for event in handler.stream_events():
                # Stream token-by-token from LLM responses
                if hasattr(event, "delta") and event.delta:
                    print(event.delta, end="", flush=True)
                # Show tool calls as they happen
                elif hasattr(event, "tool_name"):
                    print(f"\n[Using tool: {event.tool_name}]", flush=True)

            # Get final response
            response = await handler
            print()  # Newline after streaming
        except KeyboardInterrupt:
            print("\n[Interrupted]")
            continue
        except Exception as e:
            print(f"\nError: {e}")

What's happening here:

  • We're creating a direct terminal interface to chat with your Gosquared database
  • The LLM's responses are streamed to the CLI for faster interaction.
  • The agent uses context to maintain conversation history
  • You can type 'quit' or 'exit' to stop the chat loop gracefully
  • Agent responses and any errors are displayed in a clear, readable format

Define the main entry point

async def main() -> None:
    agent = await build_agent()
    await chat_loop(agent)

if __name__ == "__main__":
    # Handle Ctrl+C gracefully
    signal.signal(signal.SIGINT, lambda s, f: (print("\nBye!"), exit(0)))
    try:
        asyncio.run(main())
    except KeyboardInterrupt:
        print("\nBye!")

What's happening here:

  • We're orchestrating the entire application flow
  • The agent gets built with proper error handling
  • Then we kick off the interactive chat loop so you can start talking to Gosquared

Run the agent

npx ts-node llamaindex-agent.ts

When prompted, authenticate and authorise your agent with Gosquared, then start asking questions.

Complete Code

Here's the complete code to get you started with Gosquared and LlamaIndex:

import asyncio
import os
import signal
import dotenv

from composio import Composio
from composio_llamaindex import LlamaIndexProvider
from llama_index.core.agent.workflow import ReActAgent
from llama_index.core.workflow import Context
from llama_index.llms.openai import OpenAI
from llama_index.tools.mcp import BasicMCPClient, McpToolSpec

dotenv.load_dotenv()

OPENAI_API_KEY = os.getenv("OPENAI_API_KEY")
COMPOSIO_API_KEY = os.getenv("COMPOSIO_API_KEY")
COMPOSIO_USER_ID = os.getenv("COMPOSIO_USER_ID")

if not OPENAI_API_KEY:
    raise ValueError("OPENAI_API_KEY is not set")
if not COMPOSIO_API_KEY:
    raise ValueError("COMPOSIO_API_KEY is not set")
if not COMPOSIO_USER_ID:
    raise ValueError("COMPOSIO_USER_ID is not set")

async def build_agent() -> ReActAgent:
    composio_client = Composio(
        api_key=COMPOSIO_API_KEY,
        provider=LlamaIndexProvider(),
    )

    session = composio_client.create(
        user_id=COMPOSIO_USER_ID,
        toolkits=["gosquared"],
    )

    mcp_url = session.mcp.url
    print(f"Composio MCP URL: {mcp_url}")

    mcp_client = BasicMCPClient(mcp_url, headers={"x-api-key": COMPOSIO_API_KEY})
    mcp_tool_spec = McpToolSpec(client=mcp_client)
    tools = await mcp_tool_spec.to_tool_list_async()

    llm = OpenAI(model="gpt-5")
    description = "An agent that uses Composio Tool Router MCP tools to perform Gosquared actions."
    system_prompt = """
    You are a helpful assistant connected to Composio Tool Router.
    Use the available tools to answer user queries and perform Gosquared actions.
    """
    return ReActAgent(
        tools=tools,
        llm=llm,
        description=description,
        system_prompt=system_prompt,
        verbose=True,
    );

async def chat_loop(agent: ReActAgent) -> None:
    ctx = Context(agent)
    print("Type 'quit', 'exit', or Ctrl+C to stop.")

    while True:
        try:
            user_input = input("\nYou: ").strip()
        except (KeyboardInterrupt, EOFError):
            print("\nBye!")
            break

        if not user_input or user_input.lower() in {"quit", "exit"}:
            print("Bye!")
            break

        try:
            print("Agent: ", end="", flush=True)
            handler = agent.run(user_input, ctx=ctx)

            async for event in handler.stream_events():
                # Stream token-by-token from LLM responses
                if hasattr(event, "delta") and event.delta:
                    print(event.delta, end="", flush=True)
                # Show tool calls as they happen
                elif hasattr(event, "tool_name"):
                    print(f"\n[Using tool: {event.tool_name}]", flush=True)

            # Get final response
            response = await handler
            print()  # Newline after streaming
        except KeyboardInterrupt:
            print("\n[Interrupted]")
            continue
        except Exception as e:
            print(f"\nError: {e}")

async def main() -> None:
    agent = await build_agent()
    await chat_loop(agent)

if __name__ == "__main__":
    # Handle Ctrl+C gracefully
    signal.signal(signal.SIGINT, lambda s, f: (print("\nBye!"), exit(0)))
    try:
        asyncio.run(main())
    except KeyboardInterrupt:
        print("\nBye!")

Conclusion

You've successfully connected Gosquared to LlamaIndex through Composio's Tool Router MCP layer. Key takeaways:
  • Tool Router dynamically exposes Gosquared tools through an MCP endpoint
  • LlamaIndex's ReActAgent handles reasoning and orchestration; Composio handles integrations
  • The agent becomes more capable without increasing prompt size
  • Async Python provides clean, efficient execution of agent workflows
You can easily extend this to other toolkits like Gmail, Notion, Stripe, GitHub, and more by adding them to the toolkits parameter.

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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 LlamaIndex?

Yes, you can. LlamaIndex 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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