TradingAgents
TradingAgents: Multi-Agents LLM Financial Trading Framework
Discover effective memory management in TradingAgents for multiple ticker analyses and session handling. Learn how isolated instances enable cross-ticker learning without external APIs.
How to Add Custom Tools or Override Data Fetching Functions in TradingAgentsLearn how to add custom tools or override data fetching functions in TradingAgents. Extend the library by registering new functions or updating default configurations easily.
Running Backtests and Evaluating Performance from eval_results Logs in TradingAgentsBacktest TradingAgents LLM trading system and analyze eval_results logs to calculate performance metrics like returns, win rates, and equity curves. Learn how to run and evaluate backtests.
How News and Sentiment Analysis Tools Extract Market Signals in TradingAgentsLearn how TradingAgents uses news and sentiment analysis tools to extract market signals. Discover how LLM tools fetch data and analysts generate trading decisions.
Setting Up the Five-Tier Rating Scale for Trade Decisions in TradingAgentsLearn to set up the five-tier rating scale in TradingAgents. Convert LLM analyst reports into clear `BUY`, `OVERWEIGHT`, `HOLD`, `UNDERWEIGHT`, and `SELL` trade directives.
TradingAgents Debug Mode and Trace Logging: A Complete Troubleshooting GuideMaster TradingAgents troubleshooting with debug mode and trace logging. Capture execution traces, pretty-print messages, and save detailed JSON logs for seamless multi-agent workflow issue resolution.
Using the CLI Interface for Interactive Trading Analysis in TradingAgentsMaster interactive trading analysis with the TradingAgents CLI. Explore a graph-based multi-agent workflow and real-time results via a Rich-based dashboard. Optimize your financial analysis.
Understanding LangGraph-Based Agent Orchestration in TradingAgents: A Deep Dive into the Multi-Agent WorkflowExplore LangGraph-based agent orchestration in TradingAgents. Learn how the TradingAgentsGraph class manages multi-agent workflows for data retrieval, research, risk analysis, and trading signal generation.
Integrating Alpha Vantage API for Market Data in TradingAgents: A Complete Implementation GuideImplement Alpha Vantage API for real-time market data in TradingAgents. Access stocks, indicators, news sentiment, and fundamentals easily with this comprehensive guide.
How the Portfolio Manager Evaluates and Approves Trading Proposals in TradingAgentsLearn how the Portfolio Manager evaluates trading proposals in TradingAgents. Discover the process of risk analysis, LLM invocation, and final rating generation.
Configuring Tool-Level Vendor Overrides for Data Sources in TradingAgentsLearn to configure tool-level vendor overrides for TradingAgents data sources. Easily set specific vendor preferences for individual tools, giving you granular control.
TradingAgents Signal Processing Flow and Final Trade Decision Determination: A Deep DiveExplore the TradingAgents signal processing flow and final trade decision determination. Understand how two LLMs work together for efficient and standardized trading insights.
Have a question about this repo?
These articles cover the highlights, but your codebase questions are specific. Give your agent direct access to the source. Share this with your agent to get started:
curl -s "https://instagit.com/install.md" 
Maintain an open-source project? Get it listed too →