AI Hybrid Trader

AI-Hybrid Trader

The Next-Generation AI Trading System — Smarter, Safer, and Multi-Asset Ready

"Not a rigid indicator bot. A self-learning AI trading system that reads the market across multiple timeframes, filters out low-quality signals, and protects your capital automatically — with modular strategy selection for Gold, Forex, and Commodities."

What Makes AI-Hybrid Trader Different?

Most Expert Advisors follow the same fixed set of rules forever. AI-Hybrid Trader is built differently. It combines proven rules-based trading engines with a built-in Artificial Intelligence layer that continuously evaluates signal quality and adapts to changing market conditions. The result is a trading robot that gets smarter over time — not one that blindly fires trades on a simplistic formula.


Designed for both beginners and experienced traders, this EA arrives pre-configured and ready to trade right out of the box, with default settings battle-tested on Gold (XAUUSD M5). With its modular architecture, you can easily activate different engines to trade Gold M15, Forex currencies, or commodities.


Latest Update: Version 8.01 — Modular Engine Selection, Enhanced AI Memory & Optimized Gold Setup

Version 8.01 builds upon the universal multi-timeframe foundation of v8.00 by introducing a clean, modular engine architecture. Traders can now freely enable, disable, and tailor each of the four core strategy engines (Pullback, Breakout, Momentum, and TrendPulse) to match any asset or timeframe, while keeping complex neural network hyperparameters safely optimized in the background.


What's New in Version 8.01:

  • Modular Multi-Engine Architecture — All four strategy entry engines (Pullback, Breakout, Momentum, and TrendPulse) and their key threshold levels are fully accessible in the input settings. Easily switch engines to run Gold M5, Gold M15, EURUSD, GBPUSD, or Oil without touching complicated AI code.
  • Optimized Out-of-the-Box Gold Defaults — Default settings are now perfectly calibrated to our top-performing Gold (XAUUSD) M5 setup, featuring dual active engines (Breakout + TrendPulse) and tight volatility gating.
  • Enhanced AI Market Memory (Reservoir Sampling) — Upgraded the AI retraining memory buffer. When the neural network learns from new market bars, it actively preserves key historical lessons, preventing catastrophic forgetting and ensuring consistent performance across market regimes.
  • Smarter AI Degradation Safety Guard — The automated model accuracy monitor is now more responsive. If shifting market volatility temporarily reduces signal predictability, the safety circuit responds proactively to safeguard account equity.
  • Refined Volatility & Trend Filter — Optimized the Keltner Channel squeeze and expansion filter to a 10-period ATR for sharper separation between high-momentum trends and choppy, low-liquidity consolidation.
  • Streamlined Parameter Layout — Deep internal machine learning parameters are cleanly organized behind the scenes, delivering a reliable plug-and-play experience without overwhelming the input dialog.

AI-Hybrid Trader employs a unique Hybrid Intelligence Approach: proven rules-based logic drives trading decisions, while the AI layer continuously evaluates setup quality and filters out weak trades. The combination delivers a disciplined, highly robust system that adapts to changing market conditions over time.



The Four Modular Strategy Engines


Choose Single Engines or Combine Them for Maximum Versatility

  • Engine A: Pullback / Dip Reversal — Identifies oversold dips in uptrends and overbought rallies in downtrends using multi-tiered stochastic momentum and directional filters.
  • Engine B: Momentum Breakout — Captures high-velocity explosive moves as price breaks beyond recent highs or lows, guarded by ADX trend strength and RSI exhaustion limits.
  • Engine C: RSI-ADX Momentum Cross — Targets fresh momentum shifts confirmed by directional indicator divergence and moving average alignment.
  • Engine D: TrendPulse Pullback — A specialized trend-following engine designed to arm on higher-timeframe trend momentum and trigger high-probability entries when price takes a healthy temporary pullback.


How the AI Works (Without Technical Jargon)


A Smarter Way to Filter Trades

  • Self-Learning AI Brain — The EA contains an artificial intelligence engine that learns from historical data and its own trading history. It recognizes which market environments lead to genuine follow-through and which produce false breakouts.
  • Continuous Adaptation — After completed trades, the AI updates its evaluation weights. No manual reprogramming or external tools are needed.
  • Persistent Memory Buffer — The AI's learned weights and experience buffer are saved locally to disk and automatically restored upon MT5 or terminal restart.
  • Market Regime Detection — The EA automatically classifies market conditions as trending, ranging, or volatile, adjusting risk and entry thresholds dynamically.
  • Weekend Background Optimization — The EA can perform internal self-optimization during weekend market closure, preparing its models for the upcoming trading week.


Complete Capital Protection System


Multiple Layers of Account Safety — Always Active

  • Daily Loss Limit — Automatically pauses trading for the rest of the day if your defined daily loss threshold is reached.
  • Weekly Loss Limit — A second circuit breaker halts trading for the remainder of the week if cumulative losses hit the weekly cap.
  • Grid Basket Drawdown Guard — Automatically closes open averaging positions if floating loss exceeds your chosen safety percentage.
  • Economic News Filter — Utilizes MT5's native economic calendar to pause trading before and after high-impact news releases without requiring external WebRequest URLs.
  • Weekend Trading Filter — Closes positions ahead of Friday close and prevents new entries over the weekend to eliminate weekend gap risk.
  • Spread-Protected Break-Even — Automatically locks in profits once a trade advances favorably, incorporating current broker spread plus a safety buffer to ensure real profit lock.
  • Real-Time Margin Guard — Checks available free margin before placing orders and adjusts lot size or skips entry to prevent broker rejections.


Quick Start: Getting the EA Running

Important: A quick one-time AI model training step is recommended before live trading. It takes only a few minutes and is fully automated.


Method 1: Train Directly on the Live Chart (Recommended)

  1. Attach the EA to your preferred chart (e.g., XAUUSD M5).
  2. Click the TRAIN MODEL button on the on-chart dashboard.
  3. Wait for the training progress bar to reach 100%.
  4. Click SAVE MODEL, then click LOAD MODEL.
  5. The EA is now live. The AI will continue updating and adapting on its own.

Method 2: Train via Strategy Tester (Fast Track)

  1. Open the MT5 Strategy Tester and select AI-Hybrid Trader.
  2. Select your chart symbol and timeframe (e.g., XAUUSD, M5).
  3. Set EA Operation Mode to TRAIN_AND_SAVE.
  4. Run a short backtest (1–2 minutes). The AI model trains and saves automatically.
  5. Attach the EA to your live chart in MODE_TRADING using the same Magic Number.


Recommended Setup


Parameter Recommended Specification
Recommended Symbols Gold (XAUUSD) — also supports major Forex pairs (EURUSD, GBPUSD, USDJPY) and Commodities (USOIL)
Recommended Timeframes M5 (default optimal for Gold), M15, M30, H1, H4 — Universal Multi-Timeframe support
Minimum Deposit $300 - $500 USD (Cent accounts supported for deposits below $300; $1,000+ recommended for Standard accounts)
Leverage 1:100 or higher (1:500+ recommended for Micro/Cent accounts)
Account Type Standard, ECN, Raw Spread, or Micro/Cent accounts
VPS Recommended for uninterrupted 24/5 automated execution


Key Settings Overview


Parameter Group Function and Control
Risk Management Select Auto Lot (% equity risk) or Fixed Lot. Configure maximum lot size and maximum allowed spread.
Strategy Entry Engine Independently toggle Engine A (Pullback), Engine B (Breakout), Engine C (Momentum), and Engine D (TrendPulse). Customize indicator thresholds for different assets.
Stop Loss & Take Profit Choose adaptive ATR-based distances or fixed-point values. Set Risk-Reward ratio and emergency equity stop.
Trade Management Configure spread-aware Break-Even trigger/lock and dynamic ATR Trailing Stop.
Grid Trading Settings Enable or disable smart grid averaging. Configure maximum grid orders, spacing multiplier, and basket drawdown limits.
Safety & Circuit Breaker Set daily and weekly equity loss limits. Emergency equity guard automatically halts trading upon breach.
Time & News Filters Specify allowed trading sessions, weekend early-close hours, and automated news pauses before/after high-impact releases.
AI Adaptation Switches Toggle dynamic market regime multiplier, confidence-based lot scaling, and automatic weekend retraining.


Why Choose AI-Hybrid Trader?


  • Multi-Asset Flexibility — Modular engine controls allow seamless adaptation from Gold M5 to Gold M15, Forex currencies, or commodities.
  • Smarter Than Fixed Bots — Built-in AI evaluates setup quality before execution, avoiding noisy and low-probability trades.
  • Plug-and-Play Simplicity — Pre-calibrated defaults for Gold (XAUUSD M5) allow quick deployment without guesswork.
  • Universal Multi-Timeframe Architecture — Automatically reads higher-timeframe trends and market structure from a single chart.
  • Multi-Tiered Capital Protection — Daily/weekly circuit breakers, basket drawdown guards, news filters, and weekend filters run concurrently.
  • Continual Learning — AI memory buffer retains past patterns while adapting to new market regimes over time.
  • 100% Native MT5 Execution — No external DLLs, no third-party APIs, and no ongoing subscription feeds required.


Version History


v8.01 — Modular Engine Selection, Enhanced AI Memory & Optimized Gold Calibration (Current)

  • Modular Strategy Entry Engine: All four engines (Pullback, Breakout, Momentum, TrendPulse) open for individual activation and asset customization.
  • Pre-optimized default calibration for Gold (XAUUSD) M5 with dual active engines (Breakout + TrendPulse).
  • Enhanced AI Memory retention via Reservoir Sampling to prevent forgetting past market patterns during retraining.
  • More responsive AI model degradation warning and risk mitigation.
  • Refined Keltner Channel volatility gate with 10-period ATR for sharper trend detection.
  • Streamlined parameter layout separating actionable trading inputs from internal machine learning math.

v8.00 — Universal Multi-Timeframe, TrendPulse Engine & Plug-and-Play Setup

  • Introduced TrendPulse Pullback Engine for catching strong trend continuations.
  • Universal Multi-Timeframe support from M1 to H4 with automated higher-timeframe structure reading.
  • Simplified plug-and-play parameter setup with pre-optimized background values.
  • Upgraded AI signal quality filter with realistic trade outcome labeling.
  • Trend exhaustion filters preventing entries at market extremes.
  • Spread-protected Break-Even and real-time free margin monitoring.
  • Grid Basket Drawdown Guard circuit breaker.

v7.01 — Enhanced Drawdown Guards & Context-Matched AI

  • Spread-protected Break-Even with automatic safety buffer.
  • Weekend AI model optimization in background during market close.
  • Improved position tracking reliability and margin adjustment logic.

v7.00 — Triple Barrier AI & Anti-Exhaustion Filters

  • Realistic trade quality assessment via Triple Barrier labeling.
  • Context-matched AI training learning exclusively from live-compatible market conditions.
  • Fast-acting model circuit breaker responding within early trade samples.

v6.08 — Momentum Confirmation Gate & Overfitting Prevention

  • Keltner Channel momentum gate to filter false breakouts.
  • Train/test data split to prevent AI overfitting on historical data.

v6.07 — Dual Strategy Engines & Weekend Protection

  • Pullback (Engine A) and Momentum Breakout (Engine B) dual strategy selection.
  • Weekend trading filter closing trades before Friday close and blocking weekend entries.
  • Higher-timeframe macro trend bias filter.

v6.06 — Autonomous Self-Learning & Memory Persistence

  • Real-time reinforcement learning feedback after every completed trade.
  • Experience memory saved to disk surviving terminal restarts.
  • Asymmetric reward scaling for conservative AI behavior.


Important Note on Strategy Tester Backtests

AI-Hybrid Trader is engineered for live, dynamic market environments. Standard backtests are static simulations and cannot fully replicate real-time adaptive AI learning, live economic news pauses, or dynamic broker spread conditions. We recommend testing on a demo account or using micro-lots on a live account to observe its full adaptive capabilities.



Risk Disclaimer

Trading financial instruments involves substantial risk of loss and is not suitable for every investor. Past performance is not indicative of future results. You may lose some or all of your invested capital. Only trade with money you can afford to lose. Please evaluate this software responsibly using a demo account first.


Product Support

Official product support is provided exclusively through the Comments section of this product page or via the MQL5.com internal private messaging system. In strict compliance with MQL5 Market rules, no external messaging platforms or third-party links are used for support.



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Alpha Bullish Engine MT5 Overview Alpha Bullish Engine(No Martingale, no Grid) is a professional Expert Advisor for MetaTrader 5 designed to identify and trade high-quality market bullish opportunities while maintaining a strong focus on risk management and capital preservation. Built with a combination of trend analysis, momentum assessment, and intelligent trade management, the EA is designed to operate in favorable market conditions while avoiding unnecessary exposure during less suitable env
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Bogdan Ion Puscasu
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MQL TOOLS SL
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AI GOLDEN LIFE is a professional AI-powered trading system developed exclusively for XAUUSD (Gold) on the H1 timeframe. It represents a new generation of automated Gold trading, combining advanced technical analysis, intelligent market filtering, adaptive trade management, and innovative geopolitical risk protection. Unlike traditional scalping systems that focus on rapid market fluctuations, AI GOLDEN LIFE operates on the H1 timeframe , analyzing broader market structures, price action, moment
ВАЖНЫЙ   : Данный комплект будет продаваться по текущей цене в очень ограниченном количестве экземпляров.    Цена скоро поднимется до 1999 долларов!   Включено более 300 стратегий   , и в будущем их станет еще больше! БОНУС   :   выберите    1     других моих советников бесплатно!   ВСЕ ФАЙЛЫ КОМПЛЕКТАЦИИ + ПОЛНОЕ РУКОВОДСТВО ПО НАСТРОЙКЕ И ОПТИМИЗАЦИИ ВИДЕОРУКОВОДСТВО СИГНАЛЫ В РЕАЛЬНОМ ВРЕМЕНИ ОБЗОР (от стороннего источника) НОВИНКА - 44 СТРАТЕГИИ: СИГНАЛ В РЕАЛЬНОМ ВРЕМЕНИ LIVE SIGNAL SCAL
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William Brandon Autry
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[ IMPORTANT ] REAL CLIENT FEEDBACK :  https://www.mql5.com/en/market/product/127498/comments#comment_58814415 [ IMPORTANT ]  UPDATED (1 YEAR PERFORMANCE):  https://www.mql5.com/en/market/product/127498/comments#comment_59233853 [ IMPORTANT ]  UPDATED (1 YEAR 6 MONTHS PERFORMANCE):  https://www.mql5.com/en/market/product/127498/comments#comment_60000067 [ IMPORTANT ]  UPDATED  (2026/09):  https://www.mql5.com/en/market/product/127498/comments/page2#comment_60389797 [ IMPORTANT ] UPDATED (2026/
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MQL TOOLS SL
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The XG Gold Robot MT5 is specially designed for Gold. We decided to include this EA in our offering after   extensive testing. XG Gold Robot and works perfectly with the   XAUUSD, GOLD, XAUEUR pairs. XG Gold Robot has been created for all traders who like to Trade in Gold and includes additional a function that displays   weekly Gold levels   with the minimum and maximum displayed in the panel as well as on the chart, which will help you in manual trading. It’s a strategy based on Price Action,
We proudly present our cutting-edge robot, the  Big Forex Players EA  designed to maximize your trading potential, minimize emotional trading, and make smarter decisions powered by cutting-edge technology. The whole system in this EA took us many months to build, and then we spent a lot of time testing it. This unique EA includes three distinct strategies that can be used independently or in together. The robot receives the positions of the  biggest Banks  (positions are sent from our database t
Gold Catalyst Evolution Gold Catalyst Evolution Автоматизированная двухдвигательная система торговли золотом для MetaTrader 5 1. Обзор продукта Gold Catalyst Evolution — полностью автоматизированный Expert Advisor для XAUUSD и брокерских символов золота, содержащих XAU или GOLD. Система объединяет два независимых торговых движка в одном Expert Advisor. Каждый движок оценивает рынок по собственной внутренней логике и использует отдельные настройки исполнения, фиксированный лот, magic number, защи
XIRO Robot is a professional trading system created to operate on two of the most popular and liquid instruments on the market:  GBPUSD, XAUUSD and BTCUSD . We combined two proven and well tested systems, enhanced them with multiple new improvements, optimizations and additional protective mechanisms, and integrated everything into one advanced and unified solution. As a result of this development process, XIRO Robot was created. Robot was designed for traders who are looking for a reliable and
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Lord Wojak EA
Phonephiphat Vangmeuangkhong
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David Torres Villanueva
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Valeriia Mishchenko
4.13 (40)
8+ years of live track record with +12,000% account growth: Live performance MT 4 version can be found here Waka Waka is the advanced grid system which already works on real accounts for years. Instead of fitting the system to reflect historical data (like most people do) it was designed to exploit existing market inefficiencies. Therefore it is not a simple "hit and miss" system which only survives by using grid. Instead it uses real market mechanics to its advantage to make profit Supported cu
Two lines, always circling — 21 and 49. Most of the time they say nothing. Then they cross, and the system stops waiting. It closes what it was holding, opens what the cross demands, and sets its stop and target without asking twice. Risk is sized off the account itself, not fixed guesses — one bad calculation and it simply declines to trade at all. No indecision, no averaging in. Every new bar gets exactly one verdict. Built for any symbol, any timeframe. Fast against slow — the rest is ari
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Прозрачная модель ценообразования.  Цена растёт с каждым этапом продаж. Следующий этап: $1000 . Live Signal +14 Months • Low Risk Live Signal +8 Months • Medium Risk Live Signal New • $100 000 Account Darwinex Как работает Aero Aero — полностью автоматический советник для XAUUSD (золото) , построенный на стратегии пробоя . Пробои на золоте дают одни из лучших возможностей для входа: ключевые уровни пробиваются почти каждый день — проблема в том, что далеко не каждый пробой получает продолжени
Byrdi
William Brandon Autry
5 (17)
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Mad Turtle
Gennady Sergienko
4.37 (125)
Символ XAUUSD Timeframe (период) H1-M15 (любой) Поддержка торговли 1 позицией ДА Минимальный депозит 500 USD  (or the equivalent of another currency) Совместимость с любым брокером  ДА (поддержка брокера с 2 или 3 знака. Любая валюта депозита. Любое название символа. Любое время GMT) Запуск без предварительных настроек  ДА Если вам интересна тема машинного обучения подписывайтесь на канал:  Subscribe! Ключевые факты проекта Mad Turtle: Настоящее машинное обучение Данный эксперт не подкл
Short description Counter-trend EA for AUDCAD/AUDNZD/NZDCAD. Low-risk mean reversion with controlled martingale and funding-account presets. Live monitoring Signal: https://www.mql5.com/en/signals/2257448 What it is A counter-trend mean-reversion Expert Advisor designed to produce steady monthly returns under conservative risk. Built for traders who prioritize capital protection (including funding account rules) and prefer transparent, testable logic. How it trades Entry logic: Sells/buys sho
Horizon Drift
Syed Tauqeer Hussain Shah
Horizon Drift A trend doesn't arrive — it drifts into view, slow enough that most systems miss the beginning. This one watches from further back: a wider EMA, slopes stretched long, patient past the point where faster systems would've already moved. Four voices still confirm it — Aroon, DMI, MACD, the slope of price itself — but none of them rush. When the drift is real, it enters once, and holds until the horizon breaks beneath it. Built for XAUUSD. Runs on any timeframe. Slower to convince
Alpha Trades Автор: Andrii Sydoruk Версия: 1.0 Дата выпуска: 31.10.2025 Описание Alpha Trades — торговый эксперт, предназначенный для работы на различных рыночных условиях. Система использует адаптивный аналитический подход, который позволяет подстраиваться под текущую структуру рынка. Алгоритм построен как многоуровневая стратегия, объединяющая регрессионный анализ, динамические фильтры волатильности, управление сериями ордеров и манименеджмент. Основные особенности Адаптивная аналитика — опре
LIVE PERFORMANCE (  https://www.mql5.com/en/signals/2203606? REFUND GUARANTEE EA BOOMMERRANG All In One is an automated trading product for the forex, commodities, stocks, and crypto market. It stands out in its ability to run stably and profitably. Having been developed since 2019 and successfully exploited for investment funds, internal funds, and individuals, the product brought steady profits over the years and won many awards from reputable exchanges for its profit parameters and risk ma
All explainations about the strategy:  https://www.mql5.com/en/blogs/post/747470 Live signals:  Main account:  https://www.mql5.com/en/signals/1416185 Second account:  https://www.mql5.com/en/signals/2111323 Here I will explain only the EA inputs part. This EA will be consistently updated with new and unpredictable things that can bring its performance to a better level every day! Buying this EA you will not only got a powerful automatic trading system, but also all knowledge and experience I'v
Strong mt5
Andriy Sydoruk
2 (1)
Strong: Мощный Форекс-бот для Мультивалютной Торговли Strong — это автоматизированный инструмент для торговли на рынке Форекс, использующий современные технологии и алгоритмы. Он разработан для трейдеров, которые хотят улучшить эффективность своей торговли и снизить риски в условиях изменяющегося рынка. Основные особенности Strong Многопрофильная торговля: Strong поддерживает работу с множеством валютных пар, включая как основные, так и экзотические активы. Это позволяет трейдерам диверсифицир
XAUUSD Liquid AI – M1 Momentum Scalping Expert Advisor ORIGINAL PRICE $2500 TAKE THE OPPORTUNITY NOW WHILE OFFER LASTS XAUUSD Liquid AI is an automated trading system that analyses short-term price momentum using micro-trend analysis, volatility filters and adaptive trade management. The Expert Advisor combines momentum analysis, exponential moving averages, candle structure, tick volume and Average True Range (ATR) calculations to determine trade entries according to its configured rules. The
Gold Hedge Pro v11 Для достижения лучших результатов рекомендуется запускать Gold Hedge Pro v11 в течение 3–6 месяцев. Продвинутый советник по хеджированию золота и прогрессивному восстановлению для MetaTrader 5 Gold Hedge Pro v11 — это автоматизированный экспертный советник (EA) для MetaTrader 5 , разработанный для трейдеров, которым необходимы структурированное первоначальное хеджирование, подтверждение направления движения, постепенное увеличение объёма, управление этапами на основе прибыли и
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BB Trend Pro Monitor — Bollinger Bands Trend Analysis Indicator for MetaTrader 5 For MT4 version: https://www.mql5.com/en/market/product/165648 Value Tip:   Get Unlimited Lifetime Access for   $169   (Best Value — Equivalent to just 2 years of annual rental!) BB Trend Pro Monitor is a multi-timeframe trend tracking indicator designed for the MetaTrader 5 platform based on the Bollinger Bands mathematical formula. The system automatically evaluates asset price action relative to the upper, midd
SuperTrend EA v4.06 MT5 — Automated Multi-Currency Trend-Following System Automated trend-following trading system designed for robust, continuous multi-currency operation on the MetaTrader 5 platform. SuperTrend EA v4.06 is a fully automated technical trading system developed for MetaTrader 5. The core strategy identifies and executes high-probability trades based on confirmed trend reversals from the SuperTrend calculation engine, combined with multi-timeframe trend filters and dynamic moving
SMC Institutional Suite v3.7 Professional Smart Money Concept Indicator for MetaTrader 5 What is New in Version 3.7 - Visual Stability Update This release focuses entirely on one goal: making every zone, label, and line on your chart rock-solid stable. There is no more flickering, no more zones disappearing on a new candle, and no more duplicate drawings. Order Block (OB) zones no longer flicker or disappear. Once drawn, they stay permanently on the chart. Equal Highs and Equal Lows (EQH / EQL)
SMC Pro EA MT5 SMC Pro EA is a fully automated Expert Advisor built on the foundation of Smart Money Concepts (SMC) and Inner Circle Trader (ICT) methodology. This is the framework used by institutional traders and professional market participants to identify market trends. The EA features a Hybrid AI Engine , which is a proprietary multi-model artificial intelligence system acting as a trade filter to evaluate trade setups. The Core Philosophy: Follow Institutional Trends SMC Pro EA is design
Advanced OrderFlow TPO Delta Monitor v1.30 Advanced OrderFlow TPO Delta Monitor is a professional quantitative trading tool for MetaTrader 5. It integrates Market Profile (TPO), Footprint Volume Clusters (Ask x Bid), Cumulative Volume Delta, and an advanced non-repainting Divergence Engine into a unified chart interface. Engineered with a smart multi-asset auto-detection engine, the indicator automatically calculates optimal price row sizes for Forex majors, JPY pairs, Gold, Cryptocurrencies,
LogicFlow Scanner Dashboard MT5 Professional Multi-Symbol and Multi-Timeframe Signal Dashboard for MetaTrader 5 What is LogicFlow Scanner? If you trade multiple symbols, you already know the problem. You open one chart, check it, switch to another, check that one too — and by the time you finish, you may have already missed the signal on the first chart. It is exhausting, slow, and easy to miss opportunities. LogicFlow Scanner Dashboard MT5 solves this problem completely. It continuously scans
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