Awesome AI Agents › Financial & Trading Systems

TauricResearch/TradingAgents

⭐ 105437 Python added to this list on 2025-11-08 repository created 2024-12-28

TradingAgents is a comprehensive multi-agent financial trading framework that simulates the operations of real-world trading firms by deploying specialized large language model (LLM) powered agents. These agents include fundamental analysts, sentiment analysts, news analysts, technical analysts, researchers, traders, risk management teams, and portfolio managers. Each agent has a distinct role, contributing to a collaborative and dynamic decision-making process that evaluates market conditions and formulates optimal trading strategies. The framework is designed for research purposes and emphasizes a modular approach where complex trading tasks are decomposed into specialized roles to ensure robustness and scalability. The fundamental analyst evaluates company financials and intrinsic values, the sentiment analyst gauges market mood through social media sentiment scoring, the news analyst monitors global news and macroeconomic indicators, and the technical analyst uses technical indicators like MACD and RSI to forecast price movements. The researcher team, consisting of bullish and bearish researchers, critically assesses insights from analysts through structured debates to balance potential gains against risks. The trader agent synthesizes reports to make informed trading decisions, determining trade timing and magnitude. The risk management team continuously evaluates portfolio risk factors such as market volatility and liquidity, adjusting strategies accordingly, while the portfolio manager approves or rejects trade proposals for execution in a simulated exchange. The framework supports integration with OpenAI API for agent operations and Alpha Vantage API for fundamental and news data, with easy installation and CLI usage for selecting tickers, dates, LLMs, and research depth. TradingAgents is open-source and encourages community collaboration to build impactful projects in financial trading research. It is not intended as financial advice and performance may vary based on model and data quality.

https://github.com/TauricResearch/TradingAgents

agentalpha-vantage-apicollaborative-agentsfinancefinancial-tradingfundamental-analysislarge-language-modelsllmmarket-analysismulti-agent-systemmultiagentnews-analysisopenai-apiportfolio-managementresearch-frameworkrisk-managementsentiment-analysissimulated-exchangetechnical-analysistradingtrading-decisionstrading-firm-simulationtrading-strategy