Empower AI to Get Things Done for You
NPi (Natural-language Programming Interface), pronounced as "N π", is an open-source platform providing Tool-use APIs to empower AI agents with the ability to operate and interact with a diverse array of software tools and applications.
Installation
pip install npiai
One-Minute Quick Start
Let's create a new tool to compute the nth Fibonacci number. Start by crafting a new Python file titled main.py
and insert the following snippet:
main.py
import os
import json
import asyncio
from openai import OpenAI
from npiai import FunctionTool, function
class MyTool(FunctionTool):
def __init__(self):
super().__init__(
name='Fibonacci',
description='My first NPi tool',
)
@function
def fibonacci(self, n: int) -> int:
"""
Get the nth Fibonacci number.
Args:
n: The index of the Fibonacci number in the sequence.
"""
if n == 0:
return 0
if n == 1:
return 1
return self.fibonacci(n - 1) + self.fibonacci(n - 2)
async def main():
async with MyTool() as tool:
print(f'The schema of the tool is\n\n {json.dumps(tool.tools, indent=2)}')
client = OpenAI(api_key=os.getenv('OPENAI_API_KEY'))
messages = [
{
"role": "user",
"content": "What's the 10-th fibonacci number?",
}
]
response = client.chat.completions.create(
model="gpt-4o",
messages=messages,
tools=tool.tools, # use tool as functions package
tool_choice="auto",
max_tokens=4096,
)
response_message = response.choices[0].message
if response_message.tool_calls:
result = await tool.call(tool_calls=response_message.tool_calls)
print(f'The result of function\n\n {json.dumps(result, indent=2)}')
if __name__ == "__main__":
asyncio.run(main())
Now, run the tool:
python main.py
You will see the function result in OpenAI function calling format (opens in a new tab):
[
{
"role": "tool",
"name": "fibonacci",
"tool_call_id": "call_4KItpriZmoGxXgDloI5WOtHm",
"content": 55
}
]
content: 55
is the result of function calling, and the schema:
[
{
"type": "function",
"function": {
"name": "fibonacci",
"description": "Get the nth Fibonacci number.",
"parameters": {
"properties": {
"n": {
"description": "The index of the Fibonacci number in the sequence.",
"type": "integer"
}
},
"required": [
"n"
],
"type": "object"
}
}
}
]
The high-lighted part is automatically parsed from code.
That's it! You've successfully created and run your first NPi tool. 🎉