AthenaraAgents / tradingagents
TradingAgents
A multi-agent LLM framework that assigns specialized analyst, researcher, trader, and risk-management roles to simulate the workflow of a trading firm.
- multi-agent
- llm
- langgraph
- debate
added 2026-08-15 · Apache-2.0 · external
Use this
$ git clone https://github.com/TauricResearch/TradingAgentsPrerequisites
Details
| authors | Tauric Research, Yijia Xiao, Edward Sun, Di Luo, Wei Wang |
|---|---|
| origin | external |
| license | Apache-2.0 |
| disclosure | fully-open |
| frameworks | langgraph |
| status | active |
| markets | equities |
TradingAgents decomposes trading into distinct LLM-powered roles: fundamentals, sentiment, news, and technical analysts feed reports to bullish and bearish researchers who debate the evidence, after which a trader agent composes a decision and a risk-management team and portfolio manager approve or reject it.
The system is built on LangGraph and supports OpenAI, Google, Anthropic, xAI, DeepSeek, Qwen, GLM, MiniMax, OpenRouter, Ollama, AWS Bedrock, and any OpenAI-compatible endpoint. Released by Tauric Research alongside the paper describing the framework (see related).
Connections
Implements: multi-agent-debate
Described in: tradingagents-paper