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-0.2.9.tar.gz (85.4 kB view details)

Uploaded Source

Built Distribution

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

nagents-0.2.9-py3-none-any.whl (68.0 kB view details)

Uploaded Python 3

File details

Details for the file nagents-0.2.9.tar.gz.

File metadata

  • Download URL: nagents-0.2.9.tar.gz
  • Upload date:
  • Size: 85.4 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for nagents-0.2.9.tar.gz
Algorithm Hash digest
SHA256 fba3664d5329b09d1a95c93bd95268fa6ff20a17d650c88008246788cb8d7a8d
MD5 10817cffa213bd93be104dd548c3f66c
BLAKE2b-256 f1df73c369d0498a27c28e321956ea683121f2bf40486ee36dfe45c6ea2ec07c

See more details on using hashes here.

Provenance

The following attestation bundles were made for nagents-0.2.9.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-0.2.9-py3-none-any.whl.

File metadata

  • Download URL: nagents-0.2.9-py3-none-any.whl
  • Upload date:
  • Size: 68.0 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for nagents-0.2.9-py3-none-any.whl
Algorithm Hash digest
SHA256 f7cfc384b45f377dd0f708547096f19c19c87740a6d59adfb19f27fa1f3cbc31
MD5 f343597912db4de6e891560cbf8ebe89
BLAKE2b-256 f83ca642dca1b537bc7ebff672b58695f33326515fd7b6f81c2fd39215128307

See more details on using hashes here.

Provenance

The following attestation bundles were made for nagents-0.2.9-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