# TradingAgents | Tauric Research | Knowledge Base | Instagit

TradingAgents: Multi-Agents LLM Financial Trading Framework

GitHub Stars: 38.2k

Repository: https://github.com/TauricResearch/TradingAgents

---

## Articles

### [Memory Management Across Multiple Ticker Analyses and Session Handling in TradingAgents](/TauricResearch/TradingAgents/memory-management-across-multiple-ticker-analyses-and-session-handling-in-tradingagents)

Discover effective memory management in TradingAgents for multiple ticker analyses and session handling. Learn how isolated instances enable cross-ticker learning without external APIs.

- Tags: internals
- Published: 2026-03-23

### [How to Add Custom Tools or Override Data Fetching Functions in TradingAgents](/TauricResearch/TradingAgents/adding-custom-tools-or-overriding-data-fetching-functions-in-tradingagents)

Learn how to add custom tools or override data fetching functions in TradingAgents. Extend the library by registering new functions or updating default configurations easily.

- Tags: how-to-guide
- Published: 2026-03-23

### [Running Backtests and Evaluating Performance from eval_results Logs in TradingAgents](/TauricResearch/TradingAgents/running-backtests-and-evaluating-performance-from-eval_results-logs-in-tradingagents)

Backtest 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.

- Tags: how-to-guide
- Published: 2026-03-23

### [How News and Sentiment Analysis Tools Extract Market Signals in TradingAgents](/TauricResearch/TradingAgents/how-news-and-sentiment-analysis-tools-extract-market-signals-in-tradingagents)

Learn how TradingAgents uses news and sentiment analysis tools to extract market signals. Discover how LLM tools fetch data and analysts generate trading decisions.

- Tags: how-to-guide
- Published: 2026-03-23

### [Setting Up the Five-Tier Rating Scale for Trade Decisions in TradingAgents](/TauricResearch/TradingAgents/setting-up-the-five-tier-rating-scale-for-trade-decisions-in-tradingagents)

Learn to set up the five-tier rating scale in TradingAgents. Convert LLM analyst reports into clear `BUY`, `OVERWEIGHT`, `HOLD`, `UNDERWEIGHT`, and `SELL` trade directives.

- Tags: how-to-guide
- Published: 2026-03-23

### [TradingAgents Debug Mode and Trace Logging: A Complete Troubleshooting Guide](/TauricResearch/TradingAgents/tradingagents-debug-mode-and-trace-logging-for-troubleshooting)

Master 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.

- Tags: how-to-guide
- Published: 2026-03-23

### [Using the CLI Interface for Interactive Trading Analysis in TradingAgents](/TauricResearch/TradingAgents/using-the-cli-interface-for-interactive-trading-analysis-in-tradingagents)

Master 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.

- Tags: how-to-guide
- Published: 2026-03-23

### [Understanding LangGraph-Based Agent Orchestration in TradingAgents: A Deep Dive into the Multi-Agent Workflow](/TauricResearch/TradingAgents/understanding-the-langgraph-based-agent-orchestration-in-tradingagents)

Explore 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.

- Tags: deep-dive
- Published: 2026-03-23

### [Integrating Alpha Vantage API for Market Data in TradingAgents: A Complete Implementation Guide](/TauricResearch/TradingAgents/integrating-alpha-vantage-api-for-market-data-in-tradingagents)

Implement Alpha Vantage API for real-time market data in TradingAgents. Access stocks, indicators, news sentiment, and fundamentals easily with this comprehensive guide.

- Tags: how-to-guide
- Published: 2026-03-23

### [How the Portfolio Manager Evaluates and Approves Trading Proposals in TradingAgents](/TauricResearch/TradingAgents/how-the-portfolio-manager-evaluates-and-approves-trading-proposals-in-tradingagents)

Learn how the Portfolio Manager evaluates trading proposals in TradingAgents. Discover the process of risk analysis, LLM invocation, and final rating generation.

- Tags: how-to-guide
- Published: 2026-03-23

### [Configuring Tool-Level Vendor Overrides for Data Sources in TradingAgents](/TauricResearch/TradingAgents/configuring-tool-level-vendor-overrides-for-data-sources-in-tradingagents)

Learn to configure tool-level vendor overrides for TradingAgents data sources. Easily set specific vendor preferences for individual tools, giving you granular control.

- Tags: how-to-guide
- Published: 2026-03-23

### [TradingAgents Signal Processing Flow and Final Trade Decision Determination: A Deep Dive](/TauricResearch/TradingAgents/tradingagents-signal-processing-flow-and-final_trade_decision-determination)

Explore the TradingAgents signal processing flow and final trade decision determination. Understand how two LLMs work together for efficient and standardized trading insights.

- Tags: deep-dive
- Published: 2026-03-23

### [How to Customize Analyst Inclusion (Market, Social, News, Fundamentals) in TradingAgents](/TauricResearch/TradingAgents/customizing-analyst-inclusion-market-social-news-fundamentals-in-tradingagents)

Learn how to customize analyst inclusion market social news and fundamentals in TradingAgents. Control agent execution via TradingAgentsGraph parameters CLI checkboxes or config overrides.

- Tags: how-to-guide
- Published: 2026-03-23

### [Deep Think LLM vs Quick Think LLM in TradingAgents: Architecture and Model Selection](/TauricResearch/TradingAgents/difference-between-deep_think_llm-and-quick_think_llm-model-selection-in-tradingagents)

Discover the difference between deep_think_llm and quick_think_llm in TradingAgents. Learn how these LLMs optimize cost and performance for automated trading.

- Tags: architecture
- Published: 2026-03-23

### [How FinancialSituationMemory and reflect_and_remember Enable Learning from Trades in TradingAgents](/TauricResearch/TradingAgents/how-does-financialsituationmemory-and-reflect_and_remember-work-for-learning-from-trades-in-tradingagents)

Discover how TradingAgents uses FinancialSituationMemory and reflect_and_remember for effective post-trade analysis and learning. Enhance your multi-agent trading strategies.

- Tags: deep-dive
- Published: 2026-03-23

### [Configuring Provider-Specific Thinking Settings for LLMs in TradingAgents](/TauricResearch/TradingAgents/configuring-provider-specific-thinking-settings-for-llms-in-tradingagents)

Master LLM thinking settings in TradingAgents. Tune provider-specific keys like google_thinking_level and openai_reasoning_effort for optimal API performance and control your AI's reasoning depth.

- Tags: how-to-guide
- Published: 2026-03-23

### [Implementing Custom Callbacks for LLM and Tool Usage Tracking in TradingAgents](/TauricResearch/TradingAgents/implementing-custom-callbacks-for-llm-and-tool-usage-tracking-in-tradingagents)

Implement custom callbacks in TradingAgents to track LLM invocations, tool executions, and token counts. Monitor your AI trading agent effortlessly with this provider-agnostic architecture.

- Tags: how-to-guide
- Published: 2026-03-23

### [Customizing Data Vendor Configuration in TradingAgents: yfinance vs Alpha Vantage](/TauricResearch/TradingAgents/customizing-data-vendor-configuration-in-tradingagents)

Learn how to customize data vendor configuration in TradingAgents using yfinance or Alpha Vantage without code changes. Explore the flexible three-layer system.

- Tags: how-to-guide
- Published: 2026-03-23

### [TradingAgents Multi-Agent Debate Architecture Explained: Technical Implementation Guide](/TauricResearch/TradingAgents/tradingagents-multi-agent-debate-architecture-explained)

Explore the TradingAgents multi-agent debate architecture with this technical guide. Learn how specialized agents debate market data for autonomous trading decisions using LangGraph and persistent memory.

- Tags: deep-dive
- Published: 2026-03-23

### [How to Configure Multiple LLM Providers in TradingAgents](/TauricResearch/TradingAgents/how-to-configure-multiple-llm-providers-in-tradingagents)

Easily configure multiple LLM providers like OpenAI, Google, and Anthropic in TradingAgents with its flexible factory pattern. Switch seamlessly between providers for your trading bots.

- Tags: how-to-guide
- Published: 2026-03-23