x-pai/AlphaBot

What it solves

AlphaBot addresses the emotional and intuitive biases that lead to poor trading decisions. It transforms the trading process from a "feeling-based" approach to a data-driven investment strategy by providing professional analysis and risk assessment tools.

How it works

The system integrates multiple data sources (Alpha Vantage for global markets, Tushare and AKShare for Chinese A-shares) and processes this information through several layers of analysis:

• AI Agent: An LLM-powered financial advisor that can perform web searches for real-time news and generate data visualizations.
• Analytical Engines: Combines technical analysis (trends and patterns), fundamental analysis (financial indicators), and machine learning models for market prediction.
• LLM Integration: Uses the OpenAI API for deep market interpretation and natural language interaction.

Who it’s for

It is designed for investors and traders who want to move away from impulsive trading and adopt a more disciplined, data-backed approach to stock market analysis.

Highlights

• Intelligent Assistant: A chat-based agent capable of answering financial questions and recommending quantitative strategies.
• Multimodal Data: Supports global and Chinese market data with real-time updates.
• Comprehensive Analysis: Blends traditional technical/fundamental analysis with modern ML predictions and LLM insights.
• Deployment Ease: Offers Docker Compose for quick one-click setup.