Dive into the advancements in financial forecasting with the Hidformer model, a Transformer-based innovation optimized for time-series analysis. Designed to improve accuracy and handle the complexity of temporal relationships, this model excels by efficiently identifying long-term dependencies using unique attention mechanisms. Hidformer stands out by utilizing dual encoders; one analyzes trends, while the other discerns frequency domain dependencies to filter out market noise, essential for volatile asset forecasting. The integration of recursive and linear attention methods reduces computational demands and enhances prediction stability, offering a robust solution for developers aiming to refine their algorithmic trading strategies in MetaTrader 5.

👉 Read | VPS | @mql5dev

#MQL5 #MT5 #NeuralNet

Programming architecture ensures reliability and scalability. The Model-View-Controller (MVC) pattern helps in organizing code into three components: model (data and logic), view (presentation), and controller (user interaction). Applying MVC in MQL5 for table models enhances clarity and maintenance.

Create classes for table elements—cells, rows, and models—utilizing linked lists for efficient data storage. The CList class in MQL5 facilitates moving and managing rows and cells dynamically, crucial for file operations. Implement an inherited CList class to enable file-based operations and object creation through the CreateElement() method. This approach allows the architecture to adapt as applications grow, ensuring structure and flexibility.

👉 Read | Quotes | @mql5dev

#MQL5 #MT5 #MVC

Revolutionize your MetaTrader 5 trading strategy with a dynamic Fibonacci-driven EA. This innovative approach leverages Fibonacci ratios to anticipate key price movements, transforming market rhythm analysis into actionable insights. Automate swing point detection and Fibonacci level calculations for real-time, disciplined trading decisions. Visualize entire trade pathways with dynamic arrows highlighting anticipatory retracement and extension targets, moving beyond passive chart observations. Integrate meticulous risk management by matching stop-loss and profit targets with Fibonacci architecture. This system doesn’t just execute trades; it enhances your trading intuition through clear visualization and algorithmic precision, setting a new standard in algorithmic trading education.

👉 Read | AppStore | @mql5dev

#MQL5 #MT5 #Algorithm

New technical analysis tools can streamline trading. Combining multiple indicators into a single hybrid indicator is effective for reducing chart clutter and improving decision-making. A new oscillator called the Pseudo Pearson Correlation (PPC) is presented. It integrates the Relative Strength Index (RSI), Money Flow Index (MFI), and DeMarker (DEM) to simplify market analysis by quantifying relationships between these indicators.

The PPC oscillator offers insights into momentum and market trends without providing direct trade direction. It identifies zones of convergence or divergence in indicator signals, helping traders anticipate potential price movements. This technique aids in designing effective trading strategies by leveraging correlated and non-correlated market conditions, enhancing overall trading systems.

👉 Read | Calendar | @mql5dev

#MQL5 #MT5 #Indicator

Calculating the margin required for a trading lot in MQL5 involves specifying the leverage factor to determine the precise margin requirement. When working with FX and metal symbols, it is vital to ensure that the code accounts for variations specific to cent accounts or CFDs/cryptocurrencies, as these can introduce discrepancies. Accuracy can be improved by refining the approach to accommodate these exceptions. Continuous learning and adapting the code to handle different account types and assets will enhance precision. Peer input and collaboration can facilitate code optimization, offering valuable insights from experienced professionals to elevate coding practices.

👉 Read | NeuroBook | @mql5dev

#MQL5 #MT5 #MQL5

Announcement for MetaTrader 5 Users: The Clean Market Watch script optimizes your trading workspace by automatically clearing all symbols from your Market Watch window in seconds. It is engineered for traders who accumulate a clutter of symbols and seek a streamlined experience. Manually removing symbols can be tedious, but this tool automates the process, providing efficiency.

The script employs an effective algorithm that processes symbols in reverse order to maintain stable array indexing. Safety mechanisms prevent infinite loops, and all actions are logged for transparency. Users receive real-time feedback and a completion notification for assurance of task execution.

To use, open MetaTrader 5, locate the CleanMarketWatch script within the Scripts folder, and execute with a simple chart attachment. Post-execution, you'll need to manually re-add symbo...

👉 Read | Freelance | @mql5dev

#MQL5 #MT5 #script

The application of one-position-type strategies in live market environments presents an analysis based on Nvidia Corp’s stock (NVDA). Training and testing were conducted over distinct time periods, utilizing signals derived from multiple oscillator integrations, specifically RSI and DeMarker. Each pattern analyzes specific market movements, aiming to optimize entry and exit points across varying market conditions.

Pattern-5 focuses on slope confluence with range expansion, where synchronized momentum and price movements are logged. The buy signals are derived when RSI and DeMarker conditions align, demonstrating increased trader activity and potential market volatility.

Forward testing of Pattern-6 capitalizes on leading price movements with lagging indicators, identifying pullback entries for order continuation. The setup confirms trend strength w...

👉 Read | CodeBase | @mql5dev

#MQL5 #MT5 #Strategy

Discover the latest advancements in MetaTrader 5 with our AI-powered trading system enhancement. We've introduced efficient chat deletion and an intuitive search functionality. Manage conversations with ease by utilizing interactive delete buttons within the sidebar and history popups. The new search popup offers real-time filtering, empowering traders and developers to locate key discussions swiftly by keywords or content. This upgrade streamlines user experience, reduces clutter, and enhances productivity by maintaining focus on relevant data during critical trading moments. Experience a more organized and powerful trading assistant integrated seamlessly into your MQL5 environment.

👉 Read | CodeBase | @mql5dev

#MQL5 #MT5 #AITools

Explore advanced methods to enhance lot and Stop Loss retrieval functions in algorithmic trading using MQL5’s robust control libraries. Advanced functions are refined with debugging tools for accuracy, integrating efficient calculation methods for lot sizes and Stop Loss settings. Innovative features like GetLotByRiskPerOperation streamline risk-based calculations without needing Stop Loss distances. Further delve into creating dynamic panels and controls in MQL5 with functions for labels, buttons, and combo boxes, offering a structured and interactive risk management interface. Engage with practical solutions for better trading decisions and streamlined developer workflows, fostering an efficient trading environment with enhanced user interaction.

👉 Read | AlgoBook | @mql5dev

#MQL5 #MT5 #Trading

This article explores two innovative approaches for identifying profitable trading strategies using MetaTrader 5. The white-box solution leverages singular value decomposition to uncover strategy combinations attuned to current market trends, offering clear insights and straightforward implementability. In contrast, the black-box approach employs deep neural networks to adaptively select strategies based on real-time market behavior, though it requires extensive configuration. Both methods begin with MQL5 scripts for data acquisition and advance to sophisticated analyses using standard Python libraries. By demonstrating practical implementation in MQL5, the article underscores the potential of automated strategy discovery to enhance trading effectiveness amidst a rapidly evolving algorithmic landscape.

👉 Read | Signals | @mql5dev

#MQL5 #MT5 #Algorithm

Discover a cutting-edge approach to algorithmic trading with our comprehensive Delta-Gamma hedging framework on MetaTrader 5. By integrating robust Greek calculations directly into your Expert Advisor, you can automate the intricacies of Black-Scholes Greeks for dynamic portfolio management. Our system dynamically monitors delta exposure, leveraging high-frequency adjustments to maintain delta-neutral positioning while capitalizing on gamma-driven market shifts. Advanced risk management layers ensure precise execution, balancing between delta hedging and gamma scalping to capture short-term volatility. Experience enhanced trading precision and consistency with our automated solution, designed for traders focused on market-neutral strategies.

👉 Read | VPS | @mql5dev

#MQL5 #MT5 #AlgoTrading

The Candle Range Theory (CRT) trading system is advanced in part 41 with a focus on the Accumulation, Manipulation, and Distribution (AMD) phases. This MQL5 strategy enhances the identification of key market phases on a selected timeframe for precise trading decisions.

The system determines accumulation phases, detects price breaches with optional depth filtering, and confirms reversals for trade entry during the distribution phase. Risk management is integrated with configurable stop-loss, take-profit methods, trailing stops, and position limits per direction.

Implementation includes rendering visual aids on the chart, such as colored rectangles and labeled levels, utilizing MQL5 capabilities to provide an intuitive monitoring experience for traders. This forms a robust foundation for CRT strategy customization and backtesting.

👉 Read | Quotes | @mql5dev

#MQL5 #MT5 #MQL5

Candlestick patterns remain a critical component of technical analysis, offering insights into market dynamics. They document buyer-seller interactions and reflect market sentiment, often predicting future movements. The bullish engulfing pattern exemplifies this predictive ability by indicating potential buying strength. Developers utilizing the MQL5 environment can automate and enhance candlestick studies.

CandlePatternSearch.mq5 is an Expert Advisor designed for MetaTrader 5. It detects and highlights popular candlestick formations on charts, enhancing traders' abilities to analyze patterns across instruments and timeframes. Features include a comprehensive pattern library, interactive on-chart controls, real-time monitoring, and customizable parameters for alert configurations.

This EA consolidates technical analysis by transforming candle...

👉 Read | Calendar | @mql5dev

#MQL5 #MT5 #Candlestick

Discover cutting-edge enhancements in the MetaTrader 5 library designed for algorithmic trading. The refined structure splits a monolithic codebase into reusable components, optimizing execution through modularity. Key improvements involve efficient input handling; only active charts now process keystrokes, reducing resource demands. The new Crosshair tool simplifies interfacing with charts, while the Trendline tool adds flexibility with customizable extrema. The upgrade ensures improved responsiveness in environments with numerous open tabs. Developers benefit from a revamped data management approach, storing global variables locally within classes, enabling independent usage and runtime modification. Embrace these advancements for robust trading systems enhancement.

👉 Read | AlgoBook | @mql5dev

#MQL5 #MT5 #ExpertAdvisor

MetaTrader 5's Economic Calendar offers powerful tools for algorithmic traders and developers to enhance market analysis. With MQL5 functions like CalendarCountryById() and CalendarValueHistory(), developers can programmatically interact with economic data. MqlCalendarCountry, MqlCalendarEvent, and MqlCalendarValue structures provide detailed insights into countries, events, and their values, essential for fundamental analysis. The CiCalendarInfo class simplifies access to calendar properties, enabling developers to create detailed time series for specific events. Practical applications include reliable event forecasting and comprehensive historical data analysis, crucial for developing advanced trading strategies. This tool enhances decision-making, providing a competitive edge in algorithmic trading.

👉 Read | VPS | @mql5dev

#MQL5 #MT5 #Algorithm

This script offers a comprehensive approach to candlestick analysis for traders. It efficiently retrieves essential data points, including opening, closing, high, and low prices. The script categorizes the candlesticks into bullish, bearish, or neutral based on the relationship between open and close prices. It performs amplitude calculations to determine differences between high and low values, and computes average amplitudes for both bullish and bearish candlesticks. The script identifies the top five significant candlesticks with the highest amplitudes in bullish and bearish categories.

A report is generated detailing the count of each candlestick type and average amplitudes, highlighting the top significant candlesticks. This report is displayed as commentary on the trading chart, providing traders with an enhanced visual understanding of the cand...

👉 Read | NeuroBook | @mql5dev

#MQL5 #MT5 #script

The recently developed report streamlines testing of multiple EAs or strategies in a single account by consolidating data based on magic numbers and currency. It provides total profit and loss metrics, including profit, swap, and commission, alongside the win rate percentage to evaluate performance accurately. The net position size reflects historical trades, while current exposure details open position risks. Gross profit and loss are separated, and the profit factor is shown as a risk/reward analysis. Cumulative lot sizes are reported under total volume. The report includes all magic numbers, even zero, and aggregates symbols per magic number, displaying a combined symbol list for each. This data is then exported into a single TradingStats.csv file, which can be saved in the MQL5/Files/ folder. The process is simplified to a drag-and-drop action on any ...

👉 Read | Forum | @mql5dev

#MQL5 #MT5 #EA

Discover the intricacies of Analytical Volume Profile Trading (AVPT), an advanced method revolutionizing market analysis by focusing on trading volume across price levels. AVPT goes beyond traditional indicators, using High-Volume Nodes and Low-Volume Nodes to map market memory and liquidity structures. This precision approach allows traders to decode institutional support and resistance, anticipate breakouts, and execute trades with precision. By integrating automation and real-time volume distribution, AVPT enables traders to navigate liquidity imbalances, turning market chaos into actionable insights. Ideal for MetaTrader 5 developers, AVPT offers a context-aware trading blueprint that enhances decision-making and risk management.

👉 Read | AppStore | @mql5dev

#MQL5 #MT5 #Trading

Dive deep into MQL5 with an extensive breakdown of APIs and URLs, crucial for seamless data flow in MetaTrader 5 algorithmic trading. Learn each URL component—protocol, domain, path, and query—and their roles in retrieving data via external APIs. Create an MQL5 script to fetch real-time pricing data, utilizing JSON parsing for actionable trading insights. Understand the WebRequest function setup, focusing on headers and response handling, to effectively communicate with servers like Binance. This guide ensures practical understanding, offering valuable strategies for optimizing MQL5 applications and enhancing trading systems through efficient API integration. Perfect for both seasoned developers and enthusiasts exploring trading automation.

👉 Read | Forum | @mql5dev

#MQL5 #MT5 #MQL5

Explore a trend-following strategy using the innovative Flower Volatility Index (FVI), derived from the classical Rose Curve. The FVI adapts the geometric properties of the Rose Curve to market conditions, utilizing price deviations and volatility for precise signal generation. Key technical features include bounded oscillation, frequency control, and predictable periodicity. By substituting market-derived angles, the FVI translates complex price data into accessible oscillatory signals, offering traders new insights into market trends while maintaining stable, normalized indicators. Applicable to various trading environments, the FVI is a versatile tool for both trend mapping and volatility assessment.

👉 Read | Docs | @mql5dev

#MQL5 #MT5 #Indicator