Skip to main content

A lightweight, dependency-free LLM agent framework with direct HTTP-based provider integration

Project description

nagents

PyPI version Python versions CI codecov License: MIT Docs

A lightweight LLM agent framework with direct HTTP-based provider integration.

Features

  • Multi-Provider Support: OpenAI, Anthropic Claude, and Google Gemini APIs
  • Streaming Events: Real-time text chunks, tool calls, and usage statistics
  • Tool Execution: Register Python functions as tools with automatic schema generation
  • Session Management: SQLite-based conversation persistence
  • Batch Processing: Process multiple requests efficiently
  • Minimal Dependencies: Only aiohttp and aiosqlite required

Installation

pip install nagents

Quick Start

import asyncio
from nagents import Agent, Provider, ProviderType

async def main():
    # Create a provider
    provider = Provider(
        provider_type=ProviderType.OPENAI_COMPATIBLE,
        api_key="your-api-key",
        model="gpt-4o-mini",
    )

    # Create an agent
    agent = Agent(provider=provider)

    # Run a conversation
    async for event in agent.run("Hello, how are you?"):
        if hasattr(event, 'chunk'):
            print(event.chunk, end="")

    await agent.close()

asyncio.run(main())

Providers

nagents supports three provider types:

Provider Type Models
OpenAI ProviderType.OPENAI_COMPATIBLE gpt-4o, gpt-4o-mini, etc.
Anthropic ProviderType.ANTHROPIC claude-3-5-sonnet, claude-3-opus, etc.
Google ProviderType.GEMINI_NATIVE gemini-2.0-flash, gemini-1.5-pro, etc.

With Tools

def get_weather(city: str) -> str:
    """Get the current weather for a city."""
    return f"Weather in {city}: Sunny, 22°C"

agent = Agent(
    provider=provider,
    tools=[get_weather],
)

async for event in agent.run("What's the weather in Paris?"):
    ...

With Session Persistence

from pathlib import Path
from nagents import SessionManager

session_manager = SessionManager(Path("sessions.db"))

agent = Agent(
    provider=provider,
    session_manager=session_manager,
)

# Use a specific session ID for conversation continuity
async for event in agent.run("Remember my name is Alice", session_id="user-123"):
    ...

Documentation

License

MIT

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

nagents-0.2.20.tar.gz (92.5 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

nagents-0.2.20-py3-none-any.whl (79.1 kB view details)

Uploaded Python 3

File details

Details for the file nagents-0.2.20.tar.gz.

File metadata

  • Download URL: nagents-0.2.20.tar.gz
  • Upload date:
  • Size: 92.5 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for nagents-0.2.20.tar.gz
Algorithm Hash digest
SHA256 014764b3bf9f4c03f0d30ac9fe7fac8b0bf9601d085ceb404a32c9efcd99a392
MD5 347ed6a7b4e20d35059066e913c40f55
BLAKE2b-256 21cdbf48ab446db7cc0bddd5b0867a78ba4e2ffabc5ffaded373b7a6245aaa0c

See more details on using hashes here.

Provenance

The following attestation bundles were made for nagents-0.2.20.tar.gz:

Publisher: ci.yml on abi-jey/nagents

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file nagents-0.2.20-py3-none-any.whl.

File metadata

  • Download URL: nagents-0.2.20-py3-none-any.whl
  • Upload date:
  • Size: 79.1 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for nagents-0.2.20-py3-none-any.whl
Algorithm Hash digest
SHA256 07a11b54c4fa82e54b9096ae40c9ff6740306e2c73aee906674b7727700b1769
MD5 f17ef31dea9db9934fa7bc2bac8c1f7a
BLAKE2b-256 706ef56bc84fd44beb09957294d9ee5ea53ae9bcd8f01d52fe25a076f101cf9b

See more details on using hashes here.

Provenance

The following attestation bundles were made for nagents-0.2.20-py3-none-any.whl:

Publisher: ci.yml on abi-jey/nagents

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page