Published article "Neural Networks in Trading: Integrating Chaos Theory into Time Series Forecasting (Attraos)".

The Attraos framework integrates chaos theory into long-term time series forecasting, treating them as projections of multidimensional chaotic dynamic systems. Exploiting attractor invariance, the model uses phase space reconstruction and dynamic multi-resolution memory to preserve historical structures.
Published article "Price Action Analysis Toolkit Development (Part 63): Automating Rising and Falling Wedge Detection in MQL5".

In this part of the Price Action Analysis Toolkit Development series, we develop an MQL5 indicator that automatically detects rising and falling wedge patterns in real time. The system confirms pivot structures, validates boundary convergence mathematically, prevents overlapping formations, and monitors breakout and failure conditions with precise visual feedback. Built using a clean object-oriented architecture, this implementation converts subjective wedge recognition into a structured, state-aware analytical component designed to strengthen disciplined price action analysis.
Published article "Overcoming Accessibility Challenges in MQL5 Trading Tools (Part II): Enabling EA Voice Using a Python Text-to-Speech Engine".

Let's discuss how we can make our Expert Advisors speech‑capable using text‑to‑speech technology, partnering Python and MQL5. After reading this article, you will walk away with a working example of an EA that speaks dynamic market information. You will master the application of TTS, the WebRequest function, and learn how Python libraries integrate with the MQL5 language to create a truly voice‑aware trading tool.
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- VR Breakdown level - Trading strategy based on a breakout of the previous High or Low A simple trading strategy based on breakouts of prior Highs and Lows.
- MASTER-WINNERFX-Asim Trend based grid Expert Advisor for MetaTrader 5 using EMA and RSI indicators. Dynamic lot size is calculated from account balance with minimum and maximum lot protection. Initial trade opens when price confirms trend direction relative to EMA and RSI levels. Grid orders are added at fixed point distance using controlled multiplier. All trades are managed as a basket and closed at defined profit target or maximum loss level. Includes optional news hour pause and market close filter. No DLL or external services required.
- Larry Williams XGBoost Onnx adoption of Larry William's method using AI Time-Series XGBoost
Most read articles this week

How to purchase a trading robot from the MetaTrader Market and to install it?
A product from the MetaTrader Market can be purchased on the MQL5.com website or straight from the MetaTrader 4 and MetaTrader 5 trading platforms. Choose a desired product that suits your trading style, pay for it using your preferred payment method, and activate the product.

Discipline becomes reliable when it is produced by system design, not willpower. Using MQL5, the article implements real-time constraints—trade-frequency caps and daily equity-based stops—that monitor behavior and trigger actions on breach. Readers gain a practical template for governance layers that stabilize execution under market pressure.
New publications in CodeBase
- ExMachina SafeScalping ExMachina Safe Scalping is a professional-grade Expert Advisor built for conservative breakout scalping on Gold (XAUUSD), Silver (XAGUSD), and Forex majors.
- CLatencyMonitor - Inter-Tick Latency Tracker with ATR Volatility Gate and GlobalVariable IPC for MQL5 EAs Include-file class that measures inter-tick latency, filters false alarms via a self-normalising ATR volatility gate, and broadcasts persistent lag alerts to other EAs via GlobalVariable IPC.
- CExecutionSafety - Ping + Execution Latency Guard for MQL5 EAs Include class that validates combined terminal ping + execution latency before trade operations. Returns false if threshold is exceeded.
- Combine Multi Timeframe Trends into one trend using MA. Combine Multi Timeframe Trends into one trend using MA.
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Published article "MQL5 Trading Tools (Part 21): Adding Cyberpunk Theme to Regression Graphs".

In this article, we enhance the regression graphing tool in MQL5 by adding a cyberpunk theme mode with neon glows, animations, and holographic effects for immersive visualization. We integrate theme toggling, dynamic backgrounds with stars, glowing borders, and neon points/lines, while maintaining standard mode compatibility. This dual-theme system elevates pair analysis with futuristic aesthetics, supporting real-time updates and interactions for engaging trading insights.
Published article "Price Action Analysis Toolkit Development (Part 62): Building an Adaptive Parallel Channel Detection and Breakout System in MQL5".

This article presents an adaptive parallel channel detection and breakout system in MQL5. It explains how swing points are identified, channels are constructed and dynamically recalculated, and breakouts are confirmed and visualized with persistent signals. The framework integrates trendline geometry, ATR-based filtering, and retest validation to provide reliable, real-time price action analysis for professional charting and trading decisions.
Published article "Statistical Arbitrage Through Cointegrated Stocks (Final): Data Analysis with Specialized Database".

The article shows how to pair SQLite (OLTP) with DuckDB (OLAP) for statistical arbitrage data processing. DuckDB’s columnar engine, ASOF JOIN, and array functions accelerate core tasks such as quote–trade alignment and RWEC, with measured speedups from 2x to 23x versus SQLite on larger inputs. You get simpler queries and faster analytics while keeping trade execution in SQLite.
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Published article "Introduction to MQL5 (Part 42): Beginner Guide to File Handling in MQL5 (IV)".

This article shows how to build an MQL5 indicator that reads a CSV trading history, extracts Profit($) values and total trades, and computes a cumulative balance progression. We plot the curve in a separate indicator window, auto-scale the Y-axis, and draw horizontal and vertical axes for alignment. The indicator updates on a timer and redraws only when new trades appear. Optional labels display per-trade profit and loss to help assess performance and drawdowns directly on the chart.
Published article "Swing Extremes and Pullbacks in MQL5 (Part 2): Automating the Strategy with an Expert Advisor".

Built on lower-timeframe market structure, and then orchestrated on the higher-timeframe, this indicator detects swing extremes where price becomes statistically vulnerable to reversal. It visualizes overextension and pullback zones, offering early insight into mean-reversion behavior.
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Published article "Implementation of a Breakeven Mechanism in MQL5 (Part 1): Base Class and Fixed-Points Breakeven Mode".

This article discusses the application of a breakeven mechanism in automated strategies using the MQL5 language. We will start with a simple explanation of what the breakeven mode is, how it is implemented, and its possible variations. Next, this functionality will be integrated into the Order Blocks expert advisor, which we created in our last article on risk management. To evaluate its effectiveness, we will run two backtests under specific conditions: one using the breakeven mechanism and the other without it.
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- Previous Day highs and lows Draws the previous day High, Low, and Close as horizontal reference lines on the chart for a configurable number of past days. Yesterday's levels extend into today as live support and resistance, with optional touch alerts.
- Trade With MA Trade using MA. An easy indicator to identify the trend direction on a specific timeframe.
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Published article "Larry Williams Market Secrets (Part 12): Context Based Trading of Smash Day Reversals".

This article shows how to automate Larry Williams Smash Day reversal patterns in MQL5 within a structured context. We implement an Expert Advisor that validates setups over a limited window, aligns entries with Supertrend-based trend direction and day-of-week filters, and supports entry on level cross or bar close. The code enforces one position at a time and risk-based or fixed sizing. Step-by-step development, backtesting procedure, and reproducible settings are provided.

























