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-0.2.7.tar.gz (85.2 kB view details)

Uploaded Source

Built Distribution

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

nagents-0.2.7-py3-none-any.whl (67.8 kB view details)

Uploaded Python 3

File details

Details for the file nagents-0.2.7.tar.gz.

File metadata

  • Download URL: nagents-0.2.7.tar.gz
  • Upload date:
  • Size: 85.2 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for nagents-0.2.7.tar.gz
Algorithm Hash digest
SHA256 5427a0099cffd6f4a9ac4a6d02f3bbeabfa19021af58f227e1e07c613adea580
MD5 26a5b4b3bcfbe09f2b6cac820dbd7112
BLAKE2b-256 02f67c16ff47eec4b9b3b8d01ae7ebd134604f8ed9b8dc414a02ce280fa51a37

See more details on using hashes here.

Provenance

The following attestation bundles were made for nagents-0.2.7.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-0.2.7-py3-none-any.whl.

File metadata

  • Download URL: nagents-0.2.7-py3-none-any.whl
  • Upload date:
  • Size: 67.8 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for nagents-0.2.7-py3-none-any.whl
Algorithm Hash digest
SHA256 4148f503391b25c9aa9f19e9cab069cf226dad1c52e9e4c82407b4ea26d30a7e
MD5 9afb0557cd912ef20f9b738ac707234f
BLAKE2b-256 50fbc002308a3b9a182fc647c211f9b6abe90588f6af1521ea94768ea3596249

See more details on using hashes here.

Provenance

The following attestation bundles were made for nagents-0.2.7-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