{"repo":"renee-jia/alpha-agent","free":true,"listed":false,"github":"https://github.com/renee-jia/alpha-agent","clone":"git clone https://github.com/renee-jia/alpha-agent.git","description":"An AI-driven multi-agent trading platform for options trading and stock trends analysis. This project leverages advanced machine learning, real-time market data, and a modular multi-agent framework.","language":"Python","stars":21,"topics":["algorithmic-trading","llm","llm-agents","multi-agent","quantitative-finance","stock-market","trading-bot","trading-strategy"],"license":null,"category":"ai-agents","readme_excerpt":"Alpha-Agent Overview Alpha-Agent is a sophisticated multi-agent trading system that leverages machine learning, alpha factor selection, and real-time market data to generate trading signals for stocks and options. Features - Multi-Agent Architecture : Specialized agents for data, prediction, trading, risk management, and sentiment analysis - Alpha Factor Selection : Implementation of 101 alphas and custom factors with dynamic evaluation - Machine Learning Models : LSTM, XGBoost, and Prophet models for price prediction - Options Strategies : Black-Scholes pricing and advanced options strategy generation - Polygon.io Integration : Real-time and historical data from Polygon.io API - Backtesting Framework : Comprehensive backtesting with detailed performance metrics - Agent Communication : Robust communication protocol inspired by metaGPT Installation Configuration Edit the configuration file at configs/config.yaml to customize: - Default tickers to monitor - Data update intervals - Model hyperparameters - Trading parameters - Risk management settings Usage Basic Usage Running Individual Agents Running Backtests Evaluating Alpha Factors Adding Custom Alpha Factors System Architecture Evaluation Metrics The system provides comprehensive evaluation metrics for both individual agents and the overall system: - Prediction Accuracy : RMSE, MAE, Directional Accuracy - Trading Performance : Returns, Sharpe, Sortino, Maximum Drawdown - Factor Performance : IC, Turnover, Half-life, Factor ","default_branch":null,"files":null,"tree":[],"storefront":"/r/renee-jia","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/renee-jia/alpha-agent/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."}