agstack 1.16.2

Production-ready toolkit for building FastAPI and LLM applications

AgStack

Production-ready toolkit for building FastAPI and LLM applications

📖 Overview

AgStack is a comprehensive Python framework designed for building production-ready FastAPI applications with integrated LLM capabilities. It provides:

• 🚀 FastAPI Integration - Production-ready web framework setup
• 🤖 LLM Flow System - Orchestrate Agents, Tools, and Flows
• 📦 Component Registry - Unified registration and factory pattern
• 🔐 Security - Built-in authentication and authorization (Casbin)
• 🗄️ Infrastructure - Database, Elasticsearch, and Message Queue support
• 📊 Schema System - Unified Pydantic models with enhanced serialization

🚀 Quick Start

Installation

pip install agstack

Basic Usage

from agstack.llm.flow import (
    Tool,
    FlowContext,
    registry,
    create_tool
)

# Define a tool
class MyTool(Tool):
    def __init__(self):
        super().__init__(
            name="my_tool",
            description="My custom tool",
            function=self.execute
        )
    
    async def execute(self, context: FlowContext):
        return "Tool result"

# Register the tool
registry.register_tool("my_tool", MyTool)

# Use the tool
context = FlowContext(session_id="test")
tool = create_tool("my_tool")
result = await tool.run(context)

📚 Documentation

• Usage Guide - Learn how to use AgStack in your projects
• Development Rules - Guidelines for contributing to AgStack
• API Reference - Coming soon
• Examples - Coming soon

🏗️ Architecture

Project Structure

agstack/
├── schema.py          # Base Pydantic models
├── registry.py        # Global component registry
├── exceptions.py      # Exception hierarchy
├── llm/              # LLM and AI features
│   ├── client.py     # LLM client
│   └── flow/         # Flow execution framework
│       ├── agent.py  # Agent definition
│       ├── tool.py   # Tool definition
│       ├── flow.py   # Flow orchestration
│       └── ...
├── fastapi/          # FastAPI integration
├── infra/            # Infrastructure components
│   ├── db/           # Database
│   ├── es/           # Elasticsearch
│   └── mq/           # Message Queue
└── security/         # Security features

Core Concepts

• Agent - LLM-powered intelligent agents
• Tool - Functions that can be called by agents
• Flow - Orchestration of multiple agents and tools
• Registry - Centralized component management
• BaseSchema - Enhanced Pydantic models with unified configuration

🛠️ Development

Requirements

• Python >= 3.12
• Dependencies listed in pyproject.toml

Setup

# Clone the repository
git clone https://github.com/xtravisions/agstack.git
cd agstack

# Install dependencies
pip install -e ".[dev]"

# Install pre-commit hooks
pre-commit install

Code Quality

# Format code
ruff format .

# Lint
ruff check .

# Type check
pyright

Contributing

Please read DEVELOPMENT_RULES.md for development guidelines and coding standards.

📦 Features

LLM Flow System

• Agent System - Create and manage LLM-powered agents
• Tool System - Define reusable tools for agents
• Flow Orchestration - Chain multiple agents and tools
• Context Management - Maintain state across execution
• Event System - AG-UI protocol support

FastAPI Integration

• Production-ready setup
• Middleware support
• Exception handling
• Request/Response schemas

Infrastructure

• Database - PostgreSQL with async support (asyncpg)
• Elasticsearch - Full-text search integration
• Message Queue - Async message processing (aio-pika)

Security

• JWT authentication
• Casbin authorization
• Password hashing (bcrypt)

🤝 Contributing

We welcome contributions! Please see our Development Rules for guidelines.

Key Guidelines

• Use relative imports (not from agstack...)
• Inherit from BaseSchema for Pydantic models
• Use ruff and pyright for code quality
• Follow Python 3.12+ standards
• Write tests for new features

📄 License

This project is licensed under the MIT License - see the LICENSE file for details.

👥 Authors

• XtraVisions - [e-mail]
• Chen Hao - [e-mail]

🔗 Links

• Documentation: docs/
• GitHub: (TBD)
• Issues: (TBD)
• PyPI: (TBD)

📝 Changelog

See CHANGELOG.md for release history.

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Note: AgStack is under active development. APIs may change before the 1.0 stable release.