MQL4 and MQL5 Programming Articles

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Study the MQL5 language for programming trading strategies in numerous published articles mostly written by you - the community members. The articles are grouped into categories to help you quicker find answers to any questions related to programming: Integration, Tester, Trading Strategies, etc.

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Markov Chain-Based Matrix Forecasting Model

Markov Chain-Based Matrix Forecasting Model

We are going to create a matrix forecasting model based on a Markov chain. What are Markov chains, and how can we use a Markov chain for Forex trading?
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Artificial Electric Field Algorithm (AEFA)

Artificial Electric Field Algorithm (AEFA)

The article presents an artificial electric field algorithm (AEFA) inspired by Coulomb's law of electrostatic force. The algorithm simulates electrical phenomena to solve complex optimization problems using charged particles and their interactions. AEFA exhibits unique properties in the context of other algorithms related to laws of nature.
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Low-Frequency Quantitative Strategies in MetaTrader 5 (Part 3): A Regime-Adaptive Mean-Reversion Swing Trading System

Low-Frequency Quantitative Strategies in MetaTrader 5 (Part 3): A Regime-Adaptive Mean-Reversion Swing Trading System

The article describes and codes MR Swing in MQL5, a mean‑reversion swing approach that combines a 200‑day hysteresis channel with Value Charts, DVO, and SVAPO. We document entry/exit rules for bull and bear regimes and show five‑year backtests on six high‑liquidity Nasdaq stocks. The complete EA code and backtest configurations are provided for reproducibility.
Interview with Vitaly Antonov (ATC 2011)
Interview with Vitaly Antonov (ATC 2011)

Interview with Vitaly Antonov (ATC 2011)

It was only this summer that Vitaly Antonov (beast) has learned about the upcoming Automated Trading Championship and got to know MetaTrader 5 terminal. Time was running out, besides, Vitaly was a newcomer. So, he randomly chose GBPUSD currency pair to develop his trading system. And the choice turned out to be successful. It would have been impossible to use other symbols with the strategy.
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Developing a Replay System (Part 32): Order System (I)

Developing a Replay System (Part 32): Order System (I)

Of all the things that we have developed so far, this system, as you will probably notice and eventually agree, is the most complex. Now we need to do something very simple: make our system simulate the operation of a trading server. This need to accurately implement the way the trading server operates seems like a no-brainer. At least in words. But we need to do this so that the everything is seamless and transparent for the user of the replay/simulation system.
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Developing a multi-currency Expert Advisor (Part 16): Impact of different quote histories on test results

Developing a multi-currency Expert Advisor (Part 16): Impact of different quote histories on test results

The EA under development is expected to show good results when trading with different brokers. But for now we have been using quotes from a MetaQuotes demo account to perform tests. Let's see if our EA is ready to work on a trading account with different quotes compared to those used during testing and optimization.
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DoEasy. Controls (Part 21): SplitContainer control. Panel separator

DoEasy. Controls (Part 21): SplitContainer control. Panel separator

In this article, I will create the class of an auxiliary panel separator object for the SplitContainer control.
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From Novice to Expert: Animated News Headline Using MQL5 (X)—Multiple Symbol Chart View for News Trading

From Novice to Expert: Animated News Headline Using MQL5 (X)—Multiple Symbol Chart View for News Trading

Today we will develop a multi-chart view system using chart objects. The goal is to enhance news trading by applying MQL5 algorithms that help reduce trader reaction time during periods of high volatility, such as major news releases. In this case, we provide traders with an integrated way to monitor multiple major symbols within a single all-in-one news trading tool. Our work is continuously advancing with the News Headline EA, which now features a growing set of functions that add real value both for traders using fully automated systems and for those who prefer manual trading assisted by algorithms. Explore more knowledge, insights, and practical ideas by clicking through and joining this discussion.
Interview with Antonio Morillas (ATC 2011)
Interview with Antonio Morillas (ATC 2011)

Interview with Antonio Morillas (ATC 2011)

Antonio Morillas from Spain (sallirom, by the way - it is reversed surname!) was first who doubled his starting balance from the beginning of the Championship and thus attracted our attention. His trading strategy is extremely risky. We decided to talk to Antonio about risk and luck as these are part and parcel of Automated Trading Championship.
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How to Detect and Normalize Chart Objects in MQL5 (Part 1): Building a Chart Object Detection Engine

How to Detect and Normalize Chart Objects in MQL5 (Part 1): Building a Chart Object Detection Engine

This article addresses the interpretative gap between visual chart objects and algorithmic execution. You will build a systematic detector that iterates over all chart objects, identifies analytical types, and normalises their geometric data (time and price coordinates) into a structured SChartObjectInfo array. The implementation uses raw MQL5 functions, a filter‑extract‑store pipeline, and a timer‑driven test EA, resulting in a reusable framework for rule‑based trading inputs.
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Building A Candlestick Trend Constraint Model (Part 5): Notification System (Part III)

Building A Candlestick Trend Constraint Model (Part 5): Notification System (Part III)

This part of the article series is dedicated to integrating WhatsApp with MetaTrader 5 for notifications. We have included a flow chart to simplify understanding and will discuss the importance of security measures in integration. The primary purpose of indicators is to simplify analysis through automation, and they should include notification methods for alerting users when specific conditions are met. Discover more in this article.
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DoEasy. Controls (Part 22): SplitContainer. Changing the properties of the created object

DoEasy. Controls (Part 22): SplitContainer. Changing the properties of the created object

In the current article, I will implement the ability to change the properties and appearance of the newly created SplitContainer control.
Interview with Boris Odintsov (ATC 2010)
Interview with Boris Odintsov (ATC 2010)

Interview with Boris Odintsov (ATC 2010)

Boris Odintsov is one of the most impressive participants of the Championship who managed to go beyond $100,000 on the third week of the competition. Boris explains the rapid rise of his expert Advisor as a favorable combination of circumstances. In this interview he tells about what is important in trading, and what market would be unfavorable for his EA.
ATC Champions League: Interview with Olexandr Topchylo (ATC 2011)
ATC Champions League: Interview with Olexandr Topchylo (ATC 2011)

ATC Champions League: Interview with Olexandr Topchylo (ATC 2011)

Interview with Olexandr Topchylo (Better) is the second publication within the "ATC Champions League" project. Having won the Automated Trading Championship 2007, this professional trader caught the attention of investors. Olexandr says that his first place in the ATC 2007 is one of the major events of his trading experience. However, later on this popularity helped him discover the biggest disappointment - it is so easy to lose investors after the first drawdown on an investor account.
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MQL5 Wizard Techniques you should know (Part 69): Using Patterns of SAR and the RVI

MQL5 Wizard Techniques you should know (Part 69): Using Patterns of SAR and the RVI

The Parabolic-SAR (SAR) and the Relative Vigour Index (RVI) are another pair of indicators that could be used in conjunction within an MQL5 Expert Advisor. This indicator pair, like those we’ve covered in the past, is also complementary since SAR defines the trend while RVI checks momentum. As usual, we use the MQL5 wizard to build and test any potential this indicator pairing may have.
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From Basic to Intermediate: Template and Typename (I)

From Basic to Intermediate: Template and Typename (I)

In this article, we start considering one of the concepts that many beginners avoid. This is related to the fact that templates are not an easy topic, as many do not understand the basic principle underlying the template: overload of functions and procedures.
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Custom Debugging and Profiling Tools for MQL5 Development (Part I): Advanced Logging

Custom Debugging and Profiling Tools for MQL5 Development (Part I): Advanced Logging

Learn how to implement a powerful custom logging framework for MQL5 that goes beyond simple Print() statements by supporting severity levels, multiple output handlers, and automated file rotation—all configurable on‐the‐fly. Integrate the singleton CLogger with ConsoleLogHandler and FileLogHandler to capture contextual, timestamped logs in both the Experts tab and persistent files. Streamline debugging and performance tracing in your Expert Advisors with clear, customizable log formats and centralized control.
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Building a Dynamic STF Liquidity Sweep Indicator in MQL5

Building a Dynamic STF Liquidity Sweep Indicator in MQL5

The article delivers a dynamic MetaTrader 5 indicator that detects liquidity sweeps via swing‑point logic, wick‑ratio thresholds, and engulfing confirmation. It recognizes single‑wick and dual‑candle patterns without a fixed window, updates buy‑/sell‑side targets as price evolves, and invalidates broken levels to maintain a reliable liquidity map.
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Developing a Replay System (Part 48): Understanding the concept of a service

Developing a Replay System (Part 48): Understanding the concept of a service

How about learning something new? In this article, you will learn how to convert scripts into services and why it is useful to do so.
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MQL5 Wizard Techniques you should know (Part 16): Principal Component Analysis with Eigen Vectors

MQL5 Wizard Techniques you should know (Part 16): Principal Component Analysis with Eigen Vectors

Principal Component Analysis, a dimensionality reducing technique in data analysis, is looked at in this article, with how it could be implemented with Eigen values and vectors. As always, we aim to develop a prototype expert-signal-class usable in the MQL5 wizard.
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Introduction to MQL5 (Part 22): Building an Expert Advisor for the 5-0 Harmonic Pattern

Introduction to MQL5 (Part 22): Building an Expert Advisor for the 5-0 Harmonic Pattern

This article explains how to detect and trade the 5-0 harmonic pattern in MQL5, validate it using Fibonacci levels, and display it on the chart.
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Developing a multi-currency Expert Advisor (Part 8): Load testing and handling a new bar

Developing a multi-currency Expert Advisor (Part 8): Load testing and handling a new bar

As we progressed, we used more and more simultaneously running instances of trading strategies in one EA. Let's try to figure out how many instances we can get to before we hit resource limitations.
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Elastic net regression using coordinate descent in MQL5

Elastic net regression using coordinate descent in MQL5

In this article we explore the practical implementation of elastic net regression to minimize overfitting and at the same time automatically separate useful predictors from those that have little prognostic power.
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Larry Williams Market Secrets (Part 8): Combining Volatility, Structure and Time Filters

Larry Williams Market Secrets (Part 8): Combining Volatility, Structure and Time Filters

An in-depth walkthrough of building a Larry Williams inspired volatility breakout Expert Advisor in MQL5, combining swing structure, volatility-based entries, trade day of the week filtering, time filters, and flexible risk management, with a complete implementation and reproducible test setup.
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Triangular and Sawtooth Waves: Analytical Tools for Traders

Triangular and Sawtooth Waves: Analytical Tools for Traders

Wave analysis is one of the methods used in technical analysis. This article focuses on two less conventional wave patterns: triangular and sawtooth waves. These formations underpin a number of technical indicators designed for market price analysis.
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Larry Williams Market Secrets (Part 15): Trading Hidden Smash Day Reversals with Market Context

Larry Williams Market Secrets (Part 15): Trading Hidden Smash Day Reversals with Market Context

Build an MQL5 Expert Advisor that automates Larry Williams Hidden Smash Day reversals. It reads confirmed signals from a custom indicator, applies context filters (Supertrend alignment and optional trading‑day rules), and manages risk with stop‑loss models based on smash‑bar structure or ATR and a fixed or risk‑based position size. The result is a reproducible framework ready for testing and extension.
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Optimizing Trend Strength: Trading in Trend Direction and Strength

Optimizing Trend Strength: Trading in Trend Direction and Strength

This is a specialized trend-following EA that makes both short and long-term analyses, trading decisions, and executions based on the overall trend and its strength. This article will explore in detail an EA that is specifically designed for traders who are patient, disciplined, and focused enough to only execute trades and hold their positions only when trading with strength and in the trend direction without changing their bias frequently, especially against the trend, until take-profit targets are hit.
Grouped File Operations
Grouped File Operations

Grouped File Operations

It is sometimes necessary to perform identical operations with a group of files. If you have a list of files included into a group, then it is no problem. However, if you need to make this list yourself, then a question arises: "How can I do this?" The article proposes doing this using functions FindFirstFile() and FindNextFile() included in kernel32.dll.
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The MQL5 Standard Library Explorer (Part 7): Interactive Position Labeling with CCanvas

The MQL5 Standard Library Explorer (Part 7): Interactive Position Labeling with CCanvas

In this article, we explore how to build a position information visualization tool using the MQL5 Standard Library’s CCanvas. This project strengthens your skills in working with library modules while providing traders with a practical tool to visualize and interact with open positions directly on a live chart. Join the discussion to learn more.
ATC Champions League: Interview with Roman Zamozhniy (ATC 2011)
ATC Champions League: Interview with Roman Zamozhniy (ATC 2011)

ATC Champions League: Interview with Roman Zamozhniy (ATC 2011)

This is the first interview in the "ATC Champions League" project. Roman Zamozhniy (Rich) from Ukraine was the winner of the first Automated Trading Championship in 2006. In addition, he is a regular participant of our Championships - he has not missed a single contest. In this interview, we talked about Roman's first place and tried to figure out what is necessary for successful participation.
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Developing a multi-currency Expert Advisor (Part 15): Preparing EA for real trading

Developing a multi-currency Expert Advisor (Part 15): Preparing EA for real trading

As we gradually approach to obtaining a ready-made EA, we need to pay attention to issues that seem secondary at the stage of testing a trading strategy, but become important when moving on to real trading.
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From Novice to Expert:  Extending a Liquidity Strategy with Trend Filters

From Novice to Expert: Extending a Liquidity Strategy with Trend Filters

The article extends a liquidity-based strategy with a simple trend constraint: trade liquidity zones only in the direction of the EMA(50). It explains filtering rules, presents a reusable TrendFilter.mqh class and EA integration in MQL5, and compares baseline versus filtered tests. Readers gain a clear directional bias, reduced overtrading in countertrend phases, and ready-to-use source files.
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MQL5 Trading Tools (Part 31): Creating an Interactive Tools Palette in MQL5

MQL5 Trading Tools (Part 31): Creating an Interactive Tools Palette in MQL5

We turn the Tools Palette sidebar from a static shell into an interactive MQL5 system. The article implements flyout menus per category, a chart event handler, a multi-click drawing engine (one-, two-, and three-click tools), and mouse interactions including drag, bottom-edge resize, scrolling, hover states, and live theme toggling. You will be able to select a tool and place chart objects directly from the palette for analysis
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Low-Frequency Quantitative Strategies in Metatrader 5: (Part 2) Backtesting a Lead/Lag Analysis in SQL and in Metatrader 5

Low-Frequency Quantitative Strategies in Metatrader 5: (Part 2) Backtesting a Lead/Lag Analysis in SQL and in Metatrader 5

The article describes a complete pipeline that uses data analysis for finding low-frequency lead/lag trading opportunities. It goes into building a cross-correlation-based Lead/Lag analyser step-by-step, with special attention to the most common errors beginners may commit while developing cross-asset diffusion queries. After screening dozens of cointegrated and correlated pairs, a trading candidate pair is chosen, and its tradeability is evaluated in a pure SQL backtest. Once it is qualified, the strategy is backtested on the MetaTester for parameter optimization. The Expert Advisor with respective backtest settings and optimization inputs is provided, along with Python and SQL scripts.
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Making Custom Indicators for Beginners (Part 1): SuperTrend Indicator

Making Custom Indicators for Beginners (Part 1): SuperTrend Indicator

This article builds a robust SuperTrend indicator in MQL5 using ATR-based bands, a ratchet mechanism, and strict series indexing to avoid silent recursion errors and repainting on closed bars. We walk through buffer binding, ATR handle management, seeding, and arrow confirmation logic. A companion EA demonstrates practical integration
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Larry Williams Market Secrets (Part 3): Proving Non-Random Market Behavior with MQL5

Larry Williams Market Secrets (Part 3): Proving Non-Random Market Behavior with MQL5

Explore whether financial markets are truly random by recreating Larry Williams’ market behavior experiments using MQL5. This article demonstrates how simple price-action tests can reveal statistical market biases using a custom Expert Advisor.
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Reimagining Classic Strategies (Part X): Can AI Power The MACD?

Reimagining Classic Strategies (Part X): Can AI Power The MACD?

Join us as we empirically analyzed the MACD indicator, to test if applying AI to a strategy, including the indicator, would yield any improvements in our accuracy on forecasting the EURUSD. We simultaneously assessed if the indicator itself is easier to predict than price, as well as if the indicator's value is predictive of future price levels. We will furnish you with the information you need to decide whether you should consider investing your time into integrating the MACD in your AI trading strategies.
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From Novice to Expert: Backend Operations Monitor using MQL5

From Novice to Expert: Backend Operations Monitor using MQL5

Using a ready-made solution in trading without concerning yourself with the internal workings of the system may sound comforting, but this is not always the case for developers. Eventually, an upgrade, misperformance, or unexpected error will arise, and it becomes essential to trace exactly where the issue originates to diagnose and resolve it quickly. Today’s discussion focuses on uncovering what normally happens behind the scenes of a trading Expert Advisor, and on developing a custom dedicated class for displaying and logging backend processes using MQL5. This gives both developers and traders the ability to quickly locate errors, monitor behavior, and access diagnostic information specific to each EA.
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MQL5 Trading Tools (Part 5): Creating a Rolling Ticker Tape for Real-Time Symbol Monitoring

MQL5 Trading Tools (Part 5): Creating a Rolling Ticker Tape for Real-Time Symbol Monitoring

In this article, we develop a rolling ticker tape in MQL5 for real-time monitoring of multiple symbols, displaying bid prices, spreads, and daily percentage changes with scrolling effects. We implement customizable fonts, colors, and scroll speeds to highlight price movements and trends effectively.
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Exploring Conformal Forecasting of Financial Time Series

Exploring Conformal Forecasting of Financial Time Series

In this article, we will consider conformal predictions and the MAPIE library that implements them. This approach is one of the most modern ones in machine learning and allows us to focus on risk management for existing diverse machine learning models. Conformal predictions, by themselves, are not a way to find patterns in data. They only determine the degree of confidence of existing models in predicting specific examples and allow filtering for reliable predictions.