A toolkit for implementing and managing tools for LLM agents
Project description
Minion-Manus
A toolkit for implementing and managing tools for LLM agents.
Overview
Minion-Manus provides a flexible and extensible system for creating, managing, and using tools with Large Language Models (LLMs). It offers a standardized way to define tools, validate their inputs and outputs, and integrate them with various LLM frameworks.
Key features:
- Simple class-based API for defining tools
- Support for both synchronous and asynchronous execution
- Schema validation for inputs and outputs
- Adapters for integration with other tool frameworks
- Comprehensive type hints and documentation
Installation
pip install minion-manus
Basic Usage
Creating a Tool
from minion_manus.tools import Tool
class CalculatorTool(Tool):
name = "calculator"
description = "Perform mathematical calculations"
inputs = {
"expression": {
"type": "string",
"description": "Mathematical expression to evaluate",
"required": True
}
}
output_type = "number"
def _execute(self, expression: str) -> float:
return eval(expression)
# Create and use the tool
calculator = CalculatorTool()
result = calculator.execute(expression="2 + 2 * 3")
print(result) # 8.0
Creating an Async Tool
import asyncio
from minion_manus.tools import AsyncTool
class AsyncCalculatorTool(AsyncTool):
name = "async_calculator"
description = "Perform mathematical calculations asynchronously"
inputs = {
"expression": {
"type": "string",
"description": "Mathematical expression to evaluate",
"required": True
}
}
output_type = "number"
async def _aexecute(self, expression: str) -> float:
# Simulate async operation
await asyncio.sleep(0.1)
return eval(expression)
# Create and use the async tool
async def main():
calculator = AsyncCalculatorTool()
result = await calculator.aexecute(expression="2 + 2 * 3")
print(result) # 8.0
asyncio.run(main())
Tool Schema Definition
Tools are defined with the following schema attributes:
name: A unique identifier for the tooldescription: A detailed description of what the tool doesinputs: A dictionary defining the expected input parametersoutput_type: The type of the expected output
Input parameters can have the following attributes:
type: Data type (string, number, boolean, object, array)description: Description of the parameterrequired: Whether the parameter is requireddefault: Default value if not provided
Adapters
Minion-Manus provides adapters to convert tools between different frameworks. Currently supported:
SmolaAgents Adapter
Convert between Minion-Manus tools and SmolaAgents tools:
from minion_manus.tools.adapters import AdapterFactory, AdapterType
from smolagents import DuckDuckGoSearchTool
# Convert Minion tool to SmolaAgents tool
calculator = CalculatorTool()
smola_calculator = AdapterFactory.get_adapter(AdapterType.SMOLAGENTS).to_external(calculator)
# Convert SmolaAgents tool to Minion tool
ddg_tool = DuckDuckGoSearchTool()
minion_ddg_tool = AdapterFactory.get_adapter(AdapterType.SMOLAGENTS).to_internal(ddg_tool)
Examples
The repository contains several examples demonstrating different aspects of Minion-Manus:
examples/smolagents_adapter_example.py: Demonstrates how to convert tools between Minion-Manus and SmolaAgentsexamples/minion_provider_adapter.py: Shows how to use Minion LLM providers with SmolaAgentsexamples/database_tool_example.py: Illustrates creating database tools using SQLAlchemy
Contributing
Contributions are welcome! Please feel free to submit a Pull Request.
License
This project is licensed under the MIT License - see the LICENSE file for details.
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