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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Learn how to design a trading system by Stochastic
Learn how to design a trading system by Stochastic

Learn how to design a trading system by Stochastic

In this article, we continue our learning series — this time we will learn how to design a trading system using one of the most popular and useful indicators, which is the Stochastic Oscillator indicator, to build a new block in our knowledge of basics.
Break Through The Strategy Tester Limit On Testing Hedge EA
Break Through The Strategy Tester Limit On Testing Hedge EA

Break Through The Strategy Tester Limit On Testing Hedge EA

An idea of testing the hedge Expert Advisors using the strategy tester.
Quick Manual Trading Toolkit: Basic Functionality
Quick Manual Trading Toolkit: Basic Functionality

Quick Manual Trading Toolkit: Basic Functionality

Today, many traders switch to automated trading systems which can require additional setup or can be fully automated and ready to use. However, there is a considerable part of traders who prefer trading manually, in the old fashioned way. In this article, we will create toolkit for quick manual trading, using hotkeys, and for performing typical trading actions in one click.
Enhancing the StrategyTester to Optimize Indicators Solely on the Example of Flat and Trend Markets
Enhancing the StrategyTester to Optimize Indicators Solely on the Example of Flat and Trend Markets

Enhancing the StrategyTester to Optimize Indicators Solely on the Example of Flat and Trend Markets

It is essential to detect whether a market is flat or not for many strategies. Using the well known ADX we demonstrate how we can use the Strategy Tester not only to optimize this indicator for our specific purpose, but as well we can decide whether this indicator will meet our needs and get to know the average range of the flat and trend markets which might be quite important to determine stops and targets of the markets.
Genetic Algorithms vs. Simple Search in the MetaTrader 4 Optimizer
Genetic Algorithms vs. Simple Search in the MetaTrader 4 Optimizer

Genetic Algorithms vs. Simple Search in the MetaTrader 4 Optimizer

The article compares the time and results of Expert Advisors' optimization using genetic algorithms and those obtained by simple search.
Extracting structured data from HTML pages using CSS selectors
Extracting structured data from HTML pages using CSS selectors

Extracting structured data from HTML pages using CSS selectors

The article provides a description of a universal method for analyzing and converting data from HTML documents based on CSS selectors. Trading reports, tester reports, your favorite economic calendars, public signals, account monitoring and additional online quote sources will become available straight from MQL.
Trading Tactics on Forex
Trading Tactics on Forex

Trading Tactics on Forex

The article will help a beginning trader to develop trading tactics on FOREX.
MQL5 Cookbook: Using Indicators to Set Trading Conditions in Expert Advisors
MQL5 Cookbook: Using Indicators to Set Trading Conditions in Expert Advisors

MQL5 Cookbook: Using Indicators to Set Trading Conditions in Expert Advisors

In this article, we will continue to modify the Expert Advisor we have been working on throughout the preceding articles of the MQL5 Cookbook series. This time, the Expert Advisor will be enhanced with indicators whose values will be used to check position opening conditions. To spice it up, we will create a drop-down list in the external parameters to be able to select one out of three trading indicators.
Integrating MetaTrader 4  Client Terminal with MS SQL Server
Integrating MetaTrader 4  Client Terminal with MS SQL Server

Integrating MetaTrader 4 Client Terminal with MS SQL Server

The article gives an example of integrating MetaTrader 4 Client Terminal with MS SQL Server using a dll. Attached are both source codes in С++ and in MQL4, and a ready-made and compiled Visual C++ 6.0 SP5 project.
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OpenAI's ChatGPT features within the framework of MQL4 and MQL5 development

OpenAI's ChatGPT features within the framework of MQL4 and MQL5 development

In this article, we will fiddle around ChatGPT from OpenAI in order to understand its capabilities in terms of reducing the time and labor intensity of developing Expert Advisors, indicators and scripts. I will quickly navigate you through this technology and try to show you how to use it correctly for programming in MQL4 and MQL5.
Random Forests Predict Trends
Random Forests Predict Trends

Random Forests Predict Trends

This article considers using the Rattle package for automatic search of patterns for predicting long and short positions of currency pairs on Forex. This article can be useful both for novice and experienced traders.
Library for easy and quick development of MetaTrader programs (part XVIII): Interactivity of account and any other library objects
Library for easy and quick development of MetaTrader programs (part XVIII): Interactivity of account and any other library objects

Library for easy and quick development of MetaTrader programs (part XVIII): Interactivity of account and any other library objects

The article arranges the work of an account object on a new base object of all library objects, improves the CBaseObj base object and tests setting tracked parameters, as well as receiving events for any library objects.
Using OpenCL to test candlestick patterns
Using OpenCL to test candlestick patterns

Using OpenCL to test candlestick patterns

The article describes the algorithm for implementing the OpenCL candlestick patterns tester in the "1 minute OHLC" mode. We will also compare its speed with the built-in strategy tester launched in the fast and slow optimization modes.
Learn how to design a trading system by CCI
Learn how to design a trading system by CCI

Learn how to design a trading system by CCI

In this new article from our series for learning how to design trading systems, I will present the Commodities Channel Index (CCI), explain its specifics, and share with you how to create a trading system based on this indicator.
Multicurrency monitoring of trading signals (Part 1): Developing the application structure
Multicurrency monitoring of trading signals (Part 1): Developing the application structure

Multicurrency monitoring of trading signals (Part 1): Developing the application structure

In this article, we will discuss the idea of creating a multicurrency monitor of trading signals and will develop a future application structure along with its prototype, as well as create its framework for further operation. The article presents a step-by-step creation of a flexible multicurrency application which will enable the generation of trading signals and which will assist traders in finding the desired signals.
Timeseries in DoEasy library (part 39): Library-based indicators - preparing data and timeseries events
Timeseries in DoEasy library (part 39): Library-based indicators - preparing data and timeseries events

Timeseries in DoEasy library (part 39): Library-based indicators - preparing data and timeseries events

The article deals with applying DoEasy library for creating multi-symbol multi-period indicators. We are going to prepare the library classes to work within indicators and test creating timeseries to be used as data sources in indicators. We will also implement creating and sending timeseries events.
MQL5 Cookbook: Indicator Subwindow Controls - Buttons
MQL5 Cookbook: Indicator Subwindow Controls - Buttons

MQL5 Cookbook: Indicator Subwindow Controls - Buttons

In this article, we will consider an example of developing a user interface with button controls. To convey the idea of interactivity to the user, buttons will change their colors when the cursor hovers over them. With the cursor being over a button, the button color will be slightly darkened, getting significantly darker when the button is clicked. Furthermore, we will add tooltips to each button, thus creating an intuitive interface.
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Automating Trading Strategies in MQL5 (Part 12): Implementing the Mitigation Order Blocks (MOB) Strategy

Automating Trading Strategies in MQL5 (Part 12): Implementing the Mitigation Order Blocks (MOB) Strategy

In this article, we build an MQL5 trading system that automates order block detection for Smart Money trading. We outline the strategy’s rules, implement the logic in MQL5, and integrate risk management for effective trade execution. Finally, we backtest the system to assess its performance and refine it for optimal results.
Using WinInet in MQL5.  Part 2:  POST Requests and Files
Using WinInet in MQL5.  Part 2:  POST Requests and Files

Using WinInet in MQL5. Part 2: POST Requests and Files

In this article, we continue studying the principles of working with Internet using HTTP requests and exchange of information with server. It describes new functions of the CMqlNet class, methods of sending information from forms and sending of files using POST requests as well as authorization on websites under your login using Cookies.
Advanced Analysis of a Trading Account
Advanced Analysis of a Trading Account

Advanced Analysis of a Trading Account

The article deals with the automatic system for analyzing any trading account in MetaTrader 4 terminal. Technical aspects of a generated report and interpretation of the obtained results are considered. Conclusions on improving trading factors are drawn after the detailed review of the report. MQLab™ Graphic Report script is used for analysis.
Quick Manual Trading Toolkit: Working with open positions and pending orders
Quick Manual Trading Toolkit: Working with open positions and pending orders

Quick Manual Trading Toolkit: Working with open positions and pending orders

In this article, we will expand the capabilities of the toolkit: we will add the ability to close trade positions upon specific conditions and will create tables for controlling market and pending orders, with the ability to edit these orders.
Library for easy and quick development of MetaTrader programs (part XIX): Class of library messages
Library for easy and quick development of MetaTrader programs (part XIX): Class of library messages

Library for easy and quick development of MetaTrader programs (part XIX): Class of library messages

In this article, we will consider the class of displaying text messages. Currently, we have a sufficient number of different text messages. It is time to re-arrange the methods of their storage, display and translation of Russian or English messages to other languages. Besides, it would be good to introduce convenient ways of adding new languages to the library and quickly switching between them.
MQL5 Wizard: How to Teach an EA to Open Pending Orders at Any Price
MQL5 Wizard: How to Teach an EA to Open Pending Orders at Any Price

MQL5 Wizard: How to Teach an EA to Open Pending Orders at Any Price

The article describes a method of modifying the code of a trading signal module for the implementation of the functionality allowing you to set pending orders at any distance from the current price: it may be the Close or Open price of the previous bar or the value of the moving average. There are plenty of options. Important is that you can set any opening price for a pending order. This article will be useful to traders who trade with pending orders.
Deep Neural Networks (Part VI). Ensemble of neural network classifiers: bagging
Deep Neural Networks (Part VI). Ensemble of neural network classifiers: bagging

Deep Neural Networks (Part VI). Ensemble of neural network classifiers: bagging

The article discusses the methods for building and training ensembles of neural networks with bagging structure. It also determines the peculiarities of hyperparameter optimization for individual neural network classifiers that make up the ensemble. The quality of the optimized neural network obtained in the previous article of the series is compared with the quality of the created ensemble of neural networks. Possibilities of further improving the quality of the ensemble's classification are considered.
Adaptive Trading Systems and Their Use in the MetaTrader 5 Client Terminal
Adaptive Trading Systems and Their Use in the MetaTrader 5 Client Terminal

Adaptive Trading Systems and Their Use in the MetaTrader 5 Client Terminal

This article suggests a variant of an adaptive system that consists of many strategies, each of which performs its own "virtual" trade operations. Real trading is performed in accordance with the signals of a most profitable strategy at the moment. Thanks to using of the object-oriented approach, classes for working with data and trade classes of the Standard library, the architecture of the system appeared to be simple and scalable; now you can easily create and analyze the adaptive systems that include hundreds of trade strategies.
Practical evaluation of the adaptive market following method
Practical evaluation of the adaptive market following method

Practical evaluation of the adaptive market following method

The main difference of the trading system proposed in the article is the use of mathematical tools for analyzing stock quotes. The system applies digital filtering and spectral estimation of discrete time series. The theoretical aspects of the strategy are described and a test Expert Advisor is created.
Graphical Interfaces I: Animating the Graphical Interface (Chapter 3)
Graphical Interfaces I: Animating the Graphical Interface (Chapter 3)

Graphical Interfaces I: Animating the Graphical Interface (Chapter 3)

In the previous article, we started developing a form class for controls. In this article, we are going to continue doing that by filling this class with methods for moving a form over the chart area. We will then integrate this interface component into the core of the library. Also, we will ensure that the color of a form control changes when the mouse cursor is hovering over it.
Cross-Platform Expert Advisor: Order Manager
Cross-Platform Expert Advisor: Order Manager

Cross-Platform Expert Advisor: Order Manager

This article discusses the creation of an order manager for a cross-platform expert advisor. The order manager is responsible for the entry and exit of orders or positions entered by the expert, as well as for keeping an independent record of such trades that is usable for both versions.
LifeHack for trader: "Quiet" optimization or Plotting trade distributions
LifeHack for trader: "Quiet" optimization or Plotting trade distributions

LifeHack for trader: "Quiet" optimization or Plotting trade distributions

Analysis of the trade history and plotting distribution charts of trading results in HTML depending on position entry time. The charts are displayed in three sections - by hours, by days of the week and by months.
Indicator for Kagi Charting
Indicator for Kagi Charting

Indicator for Kagi Charting

The article proposes Kagi chart indicator with various charting options and additional functions. Also, indicator charting principle and its MQL5 implementation features are considered. The most popular cases of its implementation in trading are displayed - Yin/Yang exchange strategy, pushing away from the trend line and consistently increasing "shoulders"/decreasing "waists".
An Example of a Trading Strategy Based on Timezone Differences on Different Continents
An Example of a Trading Strategy Based on Timezone Differences on Different Continents

An Example of a Trading Strategy Based on Timezone Differences on Different Continents

Surfing the Internet, it is easy to find many strategies, which will give you a number of various recommendations. Let’s take an insider’s approach and look into the process of strategy creation, based on the differences in timezones on different continents.
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Practical application of neural networks in trading. It's time to practice

Practical application of neural networks in trading. It's time to practice

The article provides a description and instructions for the practical use of neural network modules on the Matlab platform. It also covers the main aspects of creation of a trading system using the neural network module. In order to be able to introduce the complex within one article, I had to modify it so as to combine several neural network module functions in one program.
MQL5 Cookbook: Implementing an Associative Array or a Dictionary for Quick Data Access
MQL5 Cookbook: Implementing an Associative Array or a Dictionary for Quick Data Access

MQL5 Cookbook: Implementing an Associative Array or a Dictionary for Quick Data Access

This article describes a special algorithm allowing to gain access to elements by their unique keys. Any base data type can be used as a key. For example it may be represented as a string or an integer variable. Such data container is commonly referred to as a dictionary or an associative array. It provides easier and more efficient way of problem solving.
Testing Visualization: Manual Trading
Testing Visualization: Manual Trading

Testing Visualization: Manual Trading

Testing manual strategies on history. Check how your trading algorithm works turning a deaf ear to programming niceties!
Cross-Platform Expert Advisor: Orders
Cross-Platform Expert Advisor: Orders

Cross-Platform Expert Advisor: Orders

MetaTrader 4 and MetaTrader 5 uses different conventions in processing trade requests. This article discusses the possibility of using a class object that can be used to represent the trades processed by the server, in order for a cross-platform expert advisor to further work on them, regardless of the version of the trading platform and mode being used.
Reversing: Reducing maximum drawdown and testing other markets
Reversing: Reducing maximum drawdown and testing other markets

Reversing: Reducing maximum drawdown and testing other markets

In this article, we continue to dwell on reversing techniques. We will try to reduce the maximum balance drawdown till an acceptable level for the instruments considered earlier. We will see if the measures will reduce the profit. We will also check how the reversing method performs on other markets, including stock, commodity, index, ETF and agricultural markets. Attention, the article contains a lot of images!
Applying network functions, or MySQL without DLL: Part II - Program for monitoring changes in signal properties
Applying network functions, or MySQL without DLL: Part II - Program for monitoring changes in signal properties

Applying network functions, or MySQL without DLL: Part II - Program for monitoring changes in signal properties

In the previous part, we considered the implementation of the MySQL connector. In this article, we will consider its application by implementing the service for collecting signal properties and the program for viewing their changes over time. The implemented example has practical sense if users need to observe changes in properties that are not displayed on the signal's web page.
Library for easy and quick development of MetaTrader programs (part XXIII): Base trading class - verification of valid parameters
Library for easy and quick development of MetaTrader programs (part XXIII): Base trading class - verification of valid parameters

Library for easy and quick development of MetaTrader programs (part XXIII): Base trading class - verification of valid parameters

In the article, we continue the development of the trading class by implementing the control over incorrect trading order parameter values and voicing trading events.
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Larry Williams Market Secrets (Part 2): Automating a Market Structure Trading System

Larry Williams Market Secrets (Part 2): Automating a Market Structure Trading System

Learn how to automate Larry Williams market structure concepts in MQL5 by building a complete Expert Advisor that reads swing points, generates trade signals, manages risk, and applies a dynamic trailing stop strategy.
A Universal Channel with the Graphical Interface
A Universal Channel with the Graphical Interface

A Universal Channel with the Graphical Interface

All channel indicators are displayed as three lines, including central, top and bottom lines. The drawing principle of the central line is similar to a moving average, while the moving average indicator is mostly used for drawing channels. The top and bottom lines are located at equal distances from the central line. This distance can be determined in points, as percent of price (the Envelopes indicator), using a standard deviation value (Bollinger Bands), or an ATR value (Keltner channel).