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TradingAgents

Open-source multi-agent LLM trading framework where analysts, bull/bear researchers, a trader, and a risk manager debate before deciding.

by Tauric ResearchListed August 4, 2026

TradingAgents is an open-source Python framework that simulates the structure of a real trading firm. Seven roles — fundamentals, sentiment, news, and technical analysts, a researcher, a trader, and a risk manager — debate their views before a portfolio manager approves or rejects each transaction proposal, built on LangGraph.

It supports many LLM providers including OpenAI, Anthropic, Google, DeepSeek, and local models via Ollama, and trades on a simulated exchange. TradingAgents is a research and decision framework for building and studying AI trading systems, not a brokerage connection.