How to integrate Hex MCP with CrewAI

This guide walks you through connecting Hex to CrewAI using the Composio tool router. By the end, you'll have a working Hex agent that can list recent hex analytics projects, run weekly revenue hex project, check latest hex project status through natural language commands. This guide will help you understand how to give your CrewAI agent real control over a Hex account through Composio's Hex MCP server. Before we dive in, let's take a quick look at the key ideas and tools involved.

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Api Key

Hex is a collaborative data workspace for SQL, Python, and R notebooks. It helps teams build analytics, data apps, and data science workflows together.

32 Tools

Introduction

This guide walks you through connecting Hex to CrewAI using the Composio tool router. By the end, you'll have a working Hex agent that can list recent hex analytics projects, run weekly revenue hex project, check latest hex project status through natural language commands.

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

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

Also integrate Hex with

TL;DR

Here's what you'll learn:
  • Get a Composio API key and configure your Hex connection
  • Set up CrewAI with an MCP enabled agent
  • Create a Tool Router session or standalone MCP server for Hex
  • Build a conversational loop where your agent can execute Hex operations

What is CrewAI?

CrewAI is a powerful framework for building multi-agent AI systems. It provides primitives for defining agents with specific roles, creating tasks, and orchestrating workflows through crews.

Key features include:

  • Agent Roles: Define specialized agents with specific goals and backstories
  • Task Management: Create tasks with clear descriptions and expected outputs
  • Crew Orchestration: Combine agents and tasks into collaborative workflows
  • MCP Integration: Connect to external tools through Model Context Protocol

What is the Hex MCP server, and what's possible with it?

The Hex MCP server is an implementation of the Model Context Protocol that connects your AI agent and assistants like Claude, Cursor, etc directly to your Hex account. It provides structured and secure access to your projects, notebook cells, runs, collections, guides, users, and groups, so your agent can manage projects, edit notebook cells, run analyses, organize workspace content, and administer access on your behalf.

  • Project discovery and review: Have your agent list viewable Hex projects and retrieve project details for quick workspace research.
  • Notebook cell management: Direct your agent to list, create, update, or delete cells in the draft version of a Hex project.
  • Project runs and monitoring: Let the agent run the latest published version of a project, review its recent runs, and check a specific run's status.
  • Workspace organization: Instruct your agent to list or create collections and create, update, or delete guide drafts.
  • User and group administration: Have your agent list workspace users and groups, edit group names or membership, delete groups, and deactivate users.

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 step08 STEPS
1

Prerequisites

Before starting, make sure you have:
  • Python 3.9 or higher
  • A Composio account and API key
  • A Hex connection authorized in Composio
  • An OpenAI API key for the CrewAI LLM
  • Basic familiarity with Python
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 crewai crewai-tools[mcp] python-dotenv
What's happening:
  • composio connects your agent to Hex via MCP
  • crewai provides Agent, Task, Crew, and LLM primitives
  • crewai-tools[mcp] includes MCP helpers
  • python-dotenv loads environment variables from .env
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_here

Create a .env file in your project root.

What's happening:

  • COMPOSIO_API_KEY authenticates with Composio
  • USER_ID scopes the session to your account
  • OPENAI_API_KEY lets CrewAI use your chosen OpenAI model
5

Import dependencies

python
import os
from composio import Composio
from crewai import Agent, Task, Crew
from crewai_tools import MCPServerAdapter
import dotenv

dotenv.load_dotenv()

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

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")
What's happening:
  • CrewAI classes define agents and tasks, and run the workflow
  • MCPServerHTTP connects the agent to an MCP endpoint
  • Composio will give you a short lived Hex MCP URL
6

Create a Composio Tool Router session for Hex

python
composio_client = Composio(api_key=COMPOSIO_API_KEY)
session = composio_client.create(user_id=COMPOSIO_USER_ID, toolkits=["hex"])

url = session.mcp.url
What's happening:
  • You create a Hex only session through Composio
  • Composio returns an MCP HTTP URL that exposes Hex tools
7

Initialize the MCP Server

python
server_params = {
    "url": url,
    "transport": "streamable-http",
    "headers": {"x-api-key": COMPOSIO_API_KEY},
}

with MCPServerAdapter(server_params) as tools:
    agent = Agent(
        role="Search Assistant",
        goal="Help users search the internet effectively",
        backstory="You are a helpful assistant with access to search tools.",
        tools=tools,
        verbose=False,
        max_iter=10,
    )
What's Happening:
  • Server Configuration: The code sets up connection parameters including the MCP server URL, streamable HTTP transport, and Composio API key authentication.
  • MCP Adapter Bridge: MCPServerAdapter acts as a context manager that converts Composio MCP tools into a CrewAI-compatible format.
  • Agent Setup: Creates a CrewAI Agent with a defined role (Search Assistant), goal (help with internet searches), and access to the MCP tools.
  • Configuration Options: The agent includes settings like verbose=False for clean output and max_iter=10 to prevent infinite loops.
  • Dynamic Tool Usage: Once created, the agent automatically accesses all Composio Search tools and decides when to use them based on user queries.
8

Create a CLI Chatloop and define the Crew

python
print("Chat started! Type 'exit' or 'quit' to end.\n")

conversation_context = ""

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

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

    if not user_input:
        continue

    conversation_context += f"\nUser: {user_input}\n"
    print("\nAgent is thinking...\n")

    task = Task(
        description=(
            f"Conversation history:\n{conversation_context}\n\n"
            f"Current request: {user_input}"
        ),
        expected_output="A helpful response addressing the user's request",
        agent=agent,
    )

    crew = Crew(agents=[agent], tasks=[task], verbose=False)
    result = crew.kickoff()
    response = str(result)

    conversation_context += f"Agent: {response}\n"
    print(f"Agent: {response}\n")
What's Happening:
  • Interactive CLI Setup: The code creates an infinite loop that continuously prompts for user input and maintains the entire conversation history in a string variable.
  • Input Validation: Empty inputs are ignored to prevent processing blank messages and keep the conversation clean.
  • Context Building: Each user message is appended to the conversation context, which preserves the full dialogue history for better agent responses.
  • Dynamic Task Creation: For every user input, a new Task is created that includes both the full conversation history and the current request as context.
  • Crew Execution: A Crew is instantiated with the agent and task, then kicked off to process the request and generate a response.
  • Response Management: The agent's response is converted to a string, added to the conversation context, and displayed to the user, maintaining conversational continuity.

Complete Code

Here's the complete code to get you started with Hex and CrewAI:

python
from crewai import Agent, Task, Crew, LLM
from crewai_tools import MCPServerAdapter
from composio import Composio
from dotenv import load_dotenv
import os

load_dotenv()

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

if not GOOGLE_API_KEY:
    raise ValueError("GOOGLE_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.")

# Initialize Composio and create a session
composio = Composio(api_key=COMPOSIO_API_KEY)
session = composio.create(
    user_id=COMPOSIO_USER_ID,
    toolkits=["hex"],
)
url = session.mcp.url

# Configure LLM
llm = LLM(
    model="gpt-5",
    api_key=os.getenv("OPENAI_API_KEY"),
)

server_params = {
    "url": url,
    "transport": "streamable-http",
    "headers": {"x-api-key": COMPOSIO_API_KEY},
}

with MCPServerAdapter(server_params) as tools:
    agent = Agent(
        role="Search Assistant",
        goal="Help users with internet searches",
        backstory="You are an expert assistant with access to Composio Search tools.",
        tools=tools,
        llm=llm,
        verbose=False,
        max_iter=10,
    )

    print("Chat started! Type 'exit' or 'quit' to end.\n")

    conversation_context = ""

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

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

        if not user_input:
            continue

        conversation_context += f"\nUser: {user_input}\n"
        print("\nAgent is thinking...\n")

        task = Task(
            description=(
                f"Conversation history:\n{conversation_context}\n\n"
                f"Current request: {user_input}"
            ),
            expected_output="A helpful response addressing the user's request",
            agent=agent,
        )

        crew = Crew(agents=[agent], tasks=[task], verbose=False)
        result = crew.kickoff()
        response = str(result)

        conversation_context += f"Agent: {response}\n"
        print(f"Agent: {response}\n")

Conclusion

You now have a CrewAI agent connected to Hex through Composio's Tool Router. The agent can perform Hex operations through natural language commands.

Next steps:

  • Add role-specific instructions to customize agent behavior
  • Plug in more toolkits for multi-app workflows
  • Chain tasks for complex multi-step operations
TOOLS

Supported Tools

Every Hex action and event your agent gets out of the box.

Cancel Run

Tool to cancel a project run that is in progress.

Create Cell

Tool to create a new cell in the draft version of a Hex project.

Create Collection

Tool to create a new collection in the Hex workspace.

Create Group

Tool to create a new group in the Hex workspace.

Deactivate User

Deactivates a user in the Hex workspace.

Delete Cell

Permanently delete a cell from the draft version of a project.

Delete Group

Deletes a group from the Hex workspace.

Delete Guide Draft

Deletes a guide draft by ID from Hex.

Edit Collection

Tool to edit a collection's name, description, and sharing settings in Hex.

Edit Group

Tool to edit a group's name and/or members in Hex.

Edit Project Sharing Collections

Tool to add a project to collections or remove it from collections.

Edit Project Sharing Groups

Tool to edit project sharing settings for groups in Hex.

Edit Project Sharing Settings

Tool to edit project sharing settings for workspace members and public web access.

Edit Project Sharing Users

Tool to edit project sharing settings for individual users in Hex.

Get Cell

Tool to get a single cell by ID from the draft version of a Hex project.

Get collection

Tool to get information about a specific collection in Hex.

Get Group

Tool to retrieve information about a specific Hex group.

Get Project

Tool to get metadata about a single Hex project.

Get Project Runs

Tool to retrieve the status of API-triggered runs for a specific Hex project.

Get Run Chart Image

Tool to retrieve a rendered chart image from a Hex project run.

Get Run Status

Tool to retrieve the status of a specific Hex project run.

List Cells

Tool to list all cells from the draft version of a Hex project.

List Collections

Tool to retrieve all collections in the workspace with pagination support.

List Data Connections

Tool to list all data connections in the Hex workspace with pagination support.

List groups

Tool to list all groups in the Hex workspace with pagination support.

List Hex Projects

Tool to list all viewable Hex projects with pagination and filtering support.

List Users

Tool to list all users in the Hex workspace with pagination support.

Publish Guide Drafts

Tool to publish all currently drafted guides or specific guides by ID.

Run Project

Tool to trigger a run of the latest published version of a Hex project.

Update Cell

Tool to update a cell's source code and/or data connection in Hex.

Update Project Status

Tool to add or remove a status (including endorsements) from a Hex project.

Upsert Guide Draft

Tool to update or create guide drafts by filePath.

FAQ

Frequently asked questions

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

Yes, you can. CrewAI 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 Hex tools.

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

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