How to integrate Habitica MCP with CrewAI

This guide walks you through connecting Habitica to CrewAI using the Composio tool router. By the end, you'll have a working Habitica agent that can add a new daily task for exercise, create a challenge for team productivity, delete an outdated task from your challenge through natural language commands. This guide will help you understand how to give your CrewAI agent real control over a Habitica account through Composio's Habitica MCP server. Before we dive in, let's take a quick look at the key ideas and tools involved.

Habitica logoHabitica
Api Key

Habitica is an open-source task manager that gamifies your to-do lists and daily habits. Level up your productivity by turning tasks into an engaging RPG experience.

70 Tools

Introduction

This guide walks you through connecting Habitica to CrewAI using the Composio tool router. By the end, you'll have a working Habitica agent that can add a new daily task for exercise, create a challenge for team productivity, delete an outdated task from your challenge through natural language commands.

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

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

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TL;DR

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

The Habitica MCP server is an implementation of the Model Context Protocol that connects your AI agent and assistants like Claude, Cursor, etc directly to your Habitica account. It provides structured and secure access to your tasks, challenges, and groups, so your agent can create tasks, manage challenges, organize groups, and automate productivity routines on your behalf.

  • Automated task creation and management: Let your agent create new tasks, set up habits, or add to-dos to keep your productivity on track—no manual entry needed.
  • Challenge and group organization: Easily create, edit, or delete Habitica challenges and groups so you can coordinate goals and activities with teams or friends.
  • Tag and webhook automation: Have your agent generate new tags for smarter task sorting or set up webhooks for real-time notifications when tasks change or are completed.
  • Subscription and group membership management: Direct your agent to check or cancel subscriptions, leave parties, or delete groups as your needs change.
  • Seamless challenge task updates: Effortlessly add or remove tasks within challenges, helping you keep group goals relevant and up to date.

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 Habitica 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 Habitica 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 Habitica MCP URL
6

Create a Composio Tool Router session for Habitica

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

url = session.mcp.url
What's happening:
  • You create a Habitica only session through Composio
  • Composio returns an MCP HTTP URL that exposes Habitica 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 Habitica 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=["habitica"],
)
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 Habitica through Composio's Tool Router. The agent can perform Habitica 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 Habitica action and event your agent gets out of the box.

Add Task to Challenge

Tool to add a new task to a specified challenge.

Add Push Device

Tool to register a push notification device for the authenticated user.

Add Tag to Task

Tool to add a tag to a task.

Clone Challenge

Tool to clone an existing challenge.

Create Challenge

Tool to create a new challenge.

Create Habitica Party

Create a new Habitica party for collaborative gameplay.

Create Tag

Tool to create a new tag.

Create Task

Create a new task in Habitica.

Create Webhook

Tool to create a new webhook for taskActivity events.

Delete Habitica Challenge

Permanently delete a Habitica challenge.

Leave or Delete Habitica Group

Leave or delete a Habitica group (party or guild).

Delete Group Chat Message

Tool to delete a chat message from a Habitica group (party, guild, or Tavern).

Delete Habitica Tag

Tool to delete a tag for the authenticated user.

Delete Task

Permanently deletes a user's task (habit, daily, todo, or reward) by its ID.

Delete Task Checklist Item

Tool to delete a checklist item from a task.

Delete User Message

Tool to delete a message from the authenticated user's inbox by its ID.

Delete User Push Device

Tool to remove a push device registration from the authenticated user's account.

Equip Item

Tool to equip or unequip gear, pets, mounts, or costume items in Habitica.

Export Challenge to CSV

Tool to export a Habitica challenge to CSV format.

Get Challenge

Tool to retrieve details of a specific challenge.

Get Group Challenges

Tool to retrieve challenges available in a specific group (guild, party, or tavern).

Get Task by ID

Retrieve a task by its unique ID.

Get Challenge Tasks

Tool to get all tasks for a specified challenge.

Get Content

Retrieves all Habitica game content definitions in a single request.

Get Content By Type

Retrieves Habitica game content data filtered by a specific category type.

Get Export History CSV

Tool to export user tasks history in CSV format.

Get Export Inbox HTML

Tool to export inbox data in HTML format from Habitica.

Export User Data JSON

Exports the authenticated user's complete data in JSON format.

Get Group

Retrieves detailed information about a Habitica group (guild or party).

Get Group Members

Retrieve members of a Habitica group (guild or party).

Get Habitica Groups

Retrieves Habitica groups based on type.

Get Habitica Tavern Group

Tool to retrieve the Habitica Tavern (habitrpg) group details.

Get Party Chat Messages

Tool to retrieve party chat messages from Habitica.

Get Model Paths

Retrieves all available field paths and their data types for a specified Habitica model.

Get News

Tool to retrieve the latest Bailey announcement from Habitica.

Get Party

Retrieves the authenticated user's party details from Habitica.

Get Shops Market Gear

Tool to retrieve the available gear for purchase in the market shop.

Get Time Travelers Shop

Tool to retrieve available items in the Time Travelers shop.

Get Habitica API Status

Tool to check Habitica API server status.

Get Tags

Retrieve all tags for the authenticated Habitica user.

Get Tasks

Tool to retrieve all tasks for the authenticated user.

Get User Challenges

Tool to retrieve challenges the authenticated user participates in.

Get User Profile

Retrieves the authenticated user's complete Habitica profile.

Get Webhooks

Retrieves all webhooks configured for the authenticated Habitica user.

Get World State

Retrieves the current state of the Habitica game world including active events, world boss status, and seasonal NPC visual themes.

Invite To Group

Tool to invite users to a specific group.

Invite To Quest

Tool to invite party members to a quest.

Join Challenge

Tool to join a challenge.

Leave Challenge

Tool to leave a Habitica challenge.

Local Login

Tool to authenticate a user via local credentials.

Local User Registration

Tool to register a new Habitica user via email and password.

Mark Group Chat Seen

Tool to mark all chat messages as read/seen for a specific group.

Mark Notification Seen

Tool to mark a single notification as seen in Habitica.

Mark Notifications Seen

Marks specific notifications as read/seen in Habitica.

Move Pinned Item

Tool to move a pinned item in the rewards column to a new position.

Move Task To Position

Move a Habitica task to a new position in the task list.

Dismiss Bailey Announcement

Tool to dismiss the latest Bailey announcement in Habitica, allowing it to be read later.

Reset User Account

Resets the authenticated user's account to starting state.

Read Card

Tool to mark a card as read in Habitica.

Remove Party Member

Removes a member from the authenticated user's party.

Score Task

Score a Habitica task to mark it as completed or incomplete.

Social Auth

Tool to authenticate a user via a social provider.

Subscribe Webhook

Tool to enable (subscribe) an existing webhook by ID for the authenticated user.

Unlink All Challenge Tasks

Tool to unlink all tasks from a Habitica challenge.

Update Group

Tool to update a Habitica group (party or guild) by modifying its properties.

Update Tag

Tool to update an existing tag's name.

Update Task

Update an existing task in Habitica.

Update Task Checklist Item

Tool to update a checklist item in a task.

Update User

Update the authenticated user's profile, preferences, flags, and other settings in Habitica.

Validate Coupon Code

Validate a Habitica coupon code to check if it is valid and active.

FAQ

Frequently asked questions

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

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

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