{
 "schema_version": 1,
 "generated": "2026-10-26",
 "repo": "TauricResearch/TradingAgents",
 "name": "TradingAgents",
 "owner": "TauricResearch",
 "slug": "tauricresearch-tradingagents",
 "github": "https://github.com/TauricResearch/TradingAgents",
 "what": "TradingAgents is an open-source multi-agent trading research framework that mirrors a trading firm. LLM agents play fundamentals, sentiment, news and technical analysts, bullish and bearish researchers who debate, a trader, a risk management team and a portfolio manager who approves or rejects each proposal, which then runs on a simulated exchange. The README says it is built for research and is not financial, investment or trading advice. Not financial advice: paper trade first, and remember you can lose money.",
 "why": "114k stars, talked about in 2 AI sources we track",
 "language": "Python",
 "requirements": [
  "Python 3.11 or later, or Docker",
  "An API key for one supported LLM provider, a ChatGPT Plus or Pro plan, or local models through Ollama",
  "Optional data keys such as Alpha Vantage and FRED (free)"
 ],
 "audience_note": "Developers, students and quant hobbyists who want to study how a team of LLM agents reasons about a stock before a trade, on a simulated exchange.",
 "risk": "sensitive",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Money",
 "url": "https://dedupedai.com/use-cases/tauricresearch-tradingagents/",
 "use_case_count": 3,
 "use_cases": [
  {
   "id": "tauricresearch-tradingagents--run-a-multi-agent-analysis-of-one-stock",
   "title": "Run a multi-agent research debate on one stock",
   "best": true,
   "url": "https://dedupedai.com/use-cases/tauricresearch-tradingagents/run-a-multi-agent-analysis-of-one-stock/",
   "json": "https://dedupedai.com/use-cases/u/tauricresearch-tradingagents/run-a-multi-agent-analysis-of-one-stock.json"
  },
  {
   "id": "tauricresearch-tradingagents--run-tradingagents-on-local-models-with-ollama",
   "title": "Run Trading Agents on local models with Ollama",
   "best": false,
   "url": "https://dedupedai.com/use-cases/tauricresearch-tradingagents/run-tradingagents-on-local-models-with-ollama/",
   "json": "https://dedupedai.com/use-cases/u/tauricresearch-tradingagents/run-tradingagents-on-local-models-with-ollama.json"
  },
  {
   "id": "tauricresearch-tradingagents--run-tradingagents-on-your-chatgpt-plan",
   "title": "Run Trading Agents on your ChatGPT Plus or Pro plan",
   "best": false,
   "url": "https://dedupedai.com/use-cases/tauricresearch-tradingagents/run-tradingagents-on-your-chatgpt-plan/",
   "json": "https://dedupedai.com/use-cases/u/tauricresearch-tradingagents/run-tradingagents-on-your-chatgpt-plan.json"
  }
 ],
 "disclaimer": "Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk."
}