{"repo":"The-Swarm-Corporation/BackTesterAgent","free":true,"listed":false,"github":"https://github.com/The-Swarm-Corporation/BackTesterAgent","clone":"git clone https://github.com/The-Swarm-Corporation/BackTesterAgent.git","description":"An enterprise-grade AI-powered backtesting framework built on the Swarms framework for automated trading strategy validation and optimization.","language":"Python","stars":15,"topics":["ai","backtesting","data","finance","jpmorgan","yahoofinance","finance-agents"],"license":"MIT","category":"trading","readme_excerpt":"BackTesterAgent 🚀 An enterprise-grade AI-powered backtesting framework built on the Swarms framework for automated trading strategy validation and optimization. 🌟 Features - Advanced Technical Analysis : Comprehensive suite of technical indicators (SMA, RSI, MACD) - Real-Time Data Integration : Seamless integration with Yahoo Finance for live market data - AI-Powered Decision Making : Leveraging GPT-4 through the Swarms framework - Robust Portfolio Management : Sophisticated position tracking and trade execution - Enterprise-Grade Logging : Detailed logging with Loguru for production environments - Type-Safe Implementation : Comprehensive type hints and dataclass usage - Performance Analytics : In-depth metrics including Sharpe ratio and maximum drawdown - Interactive Visualizations : Real-time trading activity and portfolio performance charts 🛠️ Installation 📋 Requirements - Python 3.8+ - backtester package: pip3 install -U backtester-agent - API Key for OpenAI 🚀 Quick Start 📊 Example Output 🔧 Configuration Configure the agent through environment variables or a config file: 🏗️ Architecture 📈 Performance Metrics The BackTesterAgent provides comprehensive performance analytics: - Total Return - Sharpe Ratio - Maximum Drawdown - Trade Count - Win/Loss Ratio - Risk-Adjusted Return 🔍 Logging and Monitoring Detailed logging is implemented using Loguru: 🔒 Security - Environment variable management for sensitive data - Secure API key handling - Rate limiting for API calls","default_branch":null,"files":null,"tree":[],"storefront":"/r/The-Swarm-Corporation","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/The-Swarm-Corporation/BackTesterAgent/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}