Technical analysis is a methodology used by traders and investors to evaluate securities and identify trading opportunities by analyzing statistical trends gathered from trading activity, such as price movement and volume. It involves studying historical market data, primarily price and volume, to forecast future price movements. Technical analysts use various tools including chart patterns (like head and shoulders, triangles, and flags), technical indicators (such as moving averages, RSI, MACD, and Bollinger Bands), and volume analysis to identify trends, support and resistance levels, and potential entry/exit points for trades.

Technical Analysis Plugin Capabilities

The Technical Analysis plugin within RUNSTACK provides agents with comprehensive market analysis capabilities through integration with financial data APIs and advanced computational libraries. Agents can access real-time and historical price data, calculate hundreds of technical indicators, identify chart patterns automatically, and generate trading signals based on predefined strategies. The plugin supports multiple timeframes (from minutes to monthly), handles various financial instruments (stocks, forex, cryptocurrencies, indices), and includes backtesting functionality to validate trading strategies. It also provides data visualization capabilities for creating custom charts, generating analysis reports, and setting up automated alerts for specific market conditions.

Use Cases and Value Proposition within RUNSTACK

In RUNSTACK, the Technical Analysis plugin enables agents to operate as automated trading assistants and market analysts. Agents can continuously monitor multiple markets simultaneously, execute predefined trading strategies, provide daily market summaries, and generate investment recommendations based on technical signals. This is particularly valuable for day traders, investment firms, and financial advisors who need to process large amounts of market data quickly and consistently. The plugin allows RUNSTACK agents to eliminate emotional biases, ensure strategy adherence, scale analysis across multiple assets, and provide 24/7 market monitoring—transforming complex technical analysis into actionable, automated trading decisions while maintaining comprehensive audit trails and performance metrics.

Actions
  • Calculate mean, median, mode
  • Compute standard deviation and variance
  • Determine range and quartiles
  • Calculate interquartile range (IQR)
  • Compute skewness and kurtosis
  • Calculate covariance and correlation
  • Calculate simple percentage returns
  • Compute logarithmic returns
  • Analyze rate of change (ROC)
  • Calculate momentum indicators
  • Simple Moving Average (SMA)
  • Exponential Moving Average (EMA)
  • Weighted Moving Average (WMA)
  • Moving Average Convergence Divergence (MACD)
  • Signal line calculation
  • MACD histogram generation
  • Rolling standard deviation
  • True Range calculation
  • Average True Range (ATR)
  • Volatility calculation (annualized)
  • Z-score calculation
  • Bollinger Bands analysis
  • Relative Strength Index (RSI)
  • Stochastic Oscillator (%K and %D)
  • Momentum calculation
  • Rate of Change (ROC) analysis
  • Local maxima and minima detection
  • Support and resistance level identification
  • Fibonacci retracement levels
  • Candlestick pattern analysis
  • Price action analysis
  • Maximum drawdown calculation
  • Sharpe ratio calculation
  • Risk-adjusted performance analysis
  • Portfolio performance assessment
  • Full candlestick data analysis
  • OHLC (Open-High-Low-Close) analysis
  • Volume analysis integration
  • Multi-indicator correlation analysis
  • Market condition assessment
  • True Range for gap analysis
  • Multiple timeframe analysis
  • Rolling correlation analysis
  • Market structure analysis
  • Pattern confirmation tools

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