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TradingAgents A-Share
TradingAgents A-Share is an open-source multi-agent investment research framework that analyzes A-share stocks using seven AI analysts.
TradingAgents A-Share is an open-source research fork designed for A-share stock analysis. It adapts a multi-agent debate architecture with seven specialized roles including a policy analyst, hot money tracker, and lockup monitor, alongside market, social, news, and fundamental analysts. The system uses dual LLM configurations for quick and deep thinking, and runs bull-bear and risk debates before portfolio decisions. It connects to free data sources like mootdx, Tencent Finance, East Money, Sina Finance, Tonghuashun, CLS, and Baidu Finance, while enforcing A-share trading rules like T+1 and price limits. It is built for researchers, teachers, and users who want automated multi-perspective stock reports via a Streamlit web UI or a command line interface.
TradingAgents A-Share at a glance
Key features
- Run seven specialized A-share AI analyst roles
- Perform multi-agent bull, bear, and risk debates
- Connect directly to free data sources without API keys
- Enforce A-share trading rules like T+1 and price limits
- Visualize analysis workflow and reports in a Streamlit web UI
- Export complete analysis reports to Markdown or PDF
- Track decision performance and direction accuracy over time
Use it for
- Analyze A-share stocks using multi-agent debates
- Monitor policy changes, hot money flows, and lockup expirations
- Generate comprehensive stock research reports in Chinese
- Test investment ideas and review historical decision accuracy
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