Articles, Library comments - page 4

Check out the new article: Machine Learning Without the Black Box: The Tsetlin Machine for Trading . This article builds a white-box classifier in MQL5 using the Tsetlin Machine. It learns human-readable AND-rules instead of weights, trains with integer state updates, and requires no external

Check out the new article: How to Detect and Normalize Chart Objects in MQL5 (Part 5): Fibonacci in Focus . The article bridges automated placement with manual analysis for the Fibonacci family in MQL5. It scans charts, identifies user Fibonacci objects, and normalizes their level arrays

New article New Article Publishing System at the MQL5.community is published: We present you a new article publishing system at the MQL5.community. In the new system, we have tried to make the whole process of article writing clear and comfortable by breaking it into several steps. At each step we

Broker Session Schedule Inspector MT5 : Read-only broker-native trading-session inspector with current status, next transition, multi-symbol scope, and CSV export. Author: Usamah

Round Trip Cost Reconciler MT5 : Read-only MT5 history utility that groups partial fills by position identifier and separates gross result from commission, swap, fee, and net result. Author: Usamah

Stop Geometry Visualizer MT5 : Read-only MT5 indicator that visualizes broker Stops Level and Freeze Level references on the chart. Author: Usamah

Trade Transaction Trace Logger MT5 : Read-only OnTradeTransaction logger that records MT5 order, deal and position lifecycle events to local CSV and the Experts Journal. Author: Usamah

Check out the new article: Building a Position Sizing Engine in MQL5 with Multiple Risk Models . The article presents a position sizing engine for MQL5 Expert Advisors that separates risk policy from lot conversion. Four models—fixed fractional, fixed monetary, ATR-based volatility scaling, and

Check out the new article: From Novice to Expert: Weekend Gap Size Effect Research Using MQL5 and Python . The article provides a practical research setup for weekend gap analysis: MQL5 extracts precise pip‑based gaps and tracks fills, while Python performs statistical testing and visualization. You

Check out the new article: Building a Future Swing Projection Indicator in MQL5 . We implement a Future Swing Projection indicator in MQL5 that analyzes historical swing structure and estimates the next move from recent price behavior. It locates six alternating swing points, measures five completed

Check out the new article: Interactive Supply and Demand Zone Manager in MQL5 (Part IV): Trading Supply and Demand Zones . We extend the supply and demand framework with a strategy layer that converts zone interactions into decisions. Qualified zones pass sequential checks for interaction proximity

Check out the new article: Neural Networks in Trading: An Intelligent Forecast Pipeline (Sparse Mixture of experts) . We invite you to explore the practical implementation of a sparse mixture of experts block for time series in the OpenCL computing environment. This article provides a step-by-step

Multi-Timeframe FVG Depth Meter : Scans multiple timeframes for unfilled Fair Value Gaps, plots them as zones directly on your chart, and tracks local bull/bear imbalance depth with a histogram and live dashboard. Author: Akinyemi Emmanuel Akintoye

Broker Execution Diagnostics MT5 : Read-only MT5 script reporting broker volume, price, stops, freeze, spread and execution constraints. Author: Usamah

Check out the new article: Elite Crystal Evolution Algorithm (CEO-inspired): Theory . A new original population-based algorithm, ECEA, is presented. Inspired by the process of water freezing, it adapts ideas from the Crystal Energy Optimizer (CEO) algorithm, which uses graph-based search, for

Check out the new article: A Reinforcement Learning System for Algorithmic Trading in MQL5 . The article describes the development of a multi-agent machine learning system for algorithmic trading on MetaTrader 5 based on reinforcement learning. The system has a three-tier architecture: memory

Determine Broker's Daylight (DST) schedule : Script to determine whether your Broker follows the US, UK or AU daylight (DST) schedule. Author: amrali

Smart S/R Zones MT4 Swing-Pivot Support and Resistance : Swing-pivot support and resistance zones clustered by touch count with adaptive zone thickness and higher-timeframe context. Author: Antonios Kokkalis

Order Block Mitigation Tracker : An MT5 indicator that detects ATR-filtered institutional order blocks and tracks, in real time, whether each zone has been mitigated by returning price. Author: Adeolu Kayode Gbadebo

Rolling Return Autocorrelation Regime Oscillator : Tracks lag-N return autocorrelation over a rolling window as a live regime oscillator, distinguishing trending (positive autocorrelation) from mean-reverting (negative autocorrelation) market conditions. Plots a smoothed reading against

Check out the new article: Mathematical Models in Grid Strategies . In this article, we will examine the application of mathematics to grid strategies. We will consider the basic principles of the strategy, as well as its advantages and disadvantages. You will learn how to build a trading grid, set

Check out the new article: Designing a Unified Order Execution Gateway Class in MQL5 . This class provides one point of contact for trade operations in MQL5. It rounds and clamps lot sizes, validates SL/TP against the broker's minimum distance, resolves a compatible filling policy, and applies

Check out the new article: From Novice to Expert: Systematic Profit Conservation Using Candle Range Theory . A hybrid exit engine for MQL5 replaces static TPs with CRT-derived structural levels. The CRT_ProfitConserve class secures a partial at the first level and then trails the remaining position

Check out the new article: Automating Trading Strategies in MQL5 (Part 52): The tCISD Model with SSMT and Quarterly Theory . We build a tCISD program in MQL5 that pairs Quarterly Theory cycles anchored to New York time with a correlated-symbol SSMT divergence to time reversals. The article shows how

Check out the new article: Price Action Analysis Toolkit Development (Part 77): Building a Searchable Indicator Panel for MetaTrader 5 . A modular indicator search system for MetaTrader 5 that replaces manual navigation through built-in indicator categories with a searchable interface. The

Check out the new article: Neural Networks in Trading: An Intelligent Forecast Pipeline (Time-MoE) . We invite you to explore the modern Time-MoE framework, which has been adapted for time series forecasting tasks. In this article, we will implement the key components of the architecture step by

MT5 EA Acceptance Harness : Deterministic synthetic acceptance checks for MT5 EA entry-state logic, with no market, account or order access. Author: Arnold Holm

Channel Sun Signals : Overview Channel Sun Signals plots an adaptive, triangular-weighted moving-average channel (a center line plus an upper and lower band) around price, and marks potential reversal points where price pierces a band and then closes back inside it. It is built on the same

Drawdown Anchored Position Sizing and Adaptive Trailing Exits: Reusable Risk-Management Patterns for Expert Advisors in MQL5 : A funded account evaluation is won or lost on discipline rather than prediction. An Expert Advisor that finds excellent setups is worthless to a challenge account if nothing

Check out the new article: Implementing Anchored VWAP Indicator in MQL5: A Step-by-Step Guide . A step-by-step guide to building an anchored VWAP indicator with an interactive draggable anchor line in MQL5. The article covers the complete implementation, including calculation methodology, session