Use Composio to get array of strongly typed tools for Smol Agents
Project description
🚀🔗 Leveraging Smol Agents with Composio
Integrate Smol Agents with Composio to enable direct interaction with external applications, enhancing their capabilities through strongly-typed, validated tools.
Objective
- Automate GitHub operations using type-safe instructions via Smol Agent's Tool system.
- Demonstrate how to use Composio's tools with Smol Agent's CodeAgent.
Installation and Setup
Install the necessary packages and connect your GitHub account to enable agent interactions with GitHub:
# Install Composio Smol Agents package
pip install composio-smol
# Connect your GitHub account
composio add github
# View available applications you can connect with
composio apps
Usage Steps
1. Import Required Packages
Set up your environment by importing the necessary components from Composio & Smol Agents:
from dotenv import load_dotenv
import os
from composio import Action
from composio_smol import ComposioToolSet
from smolagents import HfApiModel, CodeAgent
2. Initialize Tools with Composio
Configure and fetch GitHub tools provided by Composio:
# Initialize toolset
composio_toolset = ComposioToolSet()
# Get GitHub tools with retry configuration
tools = composio_toolset.get_tools(
actions=[Action.GITHUB_STAR_A_REPOSITORY_FOR_THE_AUTHENTICATED_USER],
)
3. Set Up the Smol Agent
Create and configure a Smol agent with the Composio tools:
# Create an agent with the tools
agent = CodeAgent(
tools=tools,
model=HfApiModel()
)
4. Execute Tasks
Run your agent with specific tasks:
# Define task
agent.run("Star the composiohq/composio repo")
Advanced Usage
The integration supports more complex scenarios:
# Using multiple tools
tools = composio_toolset.get_tools(
actions=[
Action.GITHUB_STAR_A_REPOSITORY_FOR_THE_AUTHENTICATED_USER,
Action.GITHUB_CREATE_REPOSITORY
],
)
# Using app-specific tools
tools = composio_toolset.get_tools(
apps=[App.GITHUB],
)
Best Practices
- Always use proper type hints in your code
- Handle validation errors appropriately
- Use the latest version of both Smol Agent and Composio
- Leverage async operations for better performance
- Keep your API keys secure using environment variables
- Configure retries based on the specific needs of each tool
Project details
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