AO Core

3.67

AO Core is the core of the optimization algorithm, it is a library built on the author's HMA (hybrid metaheuristic algorithm) algorithm.

Pay attention to the MT5 Optimization Booster product, which makes it very easy to manage the regular MT5 optimizer.

An example of using AO Core is described in the article:

https://www.mql5.com/ru/articles/14183

https://www.mql5.com/en/blogs/post/756510

This hybrid algorithm is based on a genetic algorithm and contains the best qualities and properties of population algorithms. 

High-speed calculation in HMA guarantees unsurpassed accuracy and high search capabilities, allows you to save the total time for optimization, where the best solution will be found in fewer iterations. The performance of this algorithm exceeds all known population optimization algorithms.

Which projects can use this library and improve the results:

1. Automatic self-optimization in Expert Advisors.

2. Search for the optimal profit/risk ratio for the implementation of flexible money management.

3. Portfolio optimization, including portfolio self-optimization.

4. The use of already found solutions as part of the optimizer.

5. Application in machine learning and in conjunction with neural networks.

Technical specifications:

1. The number of optimized parameters: unlimited.

2. The step of optimized parameters: unlimited, starting from 0.0.

3. High scalability and stability of results.

Important!

Please do not buy the library if you do not fully understand what to do with it and how to use it. 

The library has no tuning parameters at all (reducing the degrees of freedom increases the stability of the results). It is only necessary to set the population size (it can be very useful when organizing parallelization of historical runs on OpenCL devices).

Exported library functions:

//——————————————————————————————————————————————————————————————————————————————
#import "MQL5\\Scripts\\Market\\AO Core.ex5"
bool   Init (int colonySize, double &range_min [] , double &range_max [] , double &range_step []);
//------------------------------------------------------------------------------
void   Preparation ();
void   GetVariantCalc (double &variant [], int pos);
void   SetFitness (double value, int pos);
void   Revision ();
//------------------------------------------------------------------------------
void   GetVariant (double &variant [], int pos);
double GetFitness (int pos);
#import
//——————————————————————————————————————————————————————————————————————————————


Published articles by the author:

Genetic algorithms are easy!: https://www.mql5.com/ru/articles/55
Population optimization algorithms: https://www.mql5.com/en/articles/8122
Population optimization algorithms: Particle Swarm (PSO): https://www.mql5.com/ru/articles/11386
Population optimization algorithms: Ant Colony Optimization (ACO): https://www.mql5.com/en/articles/11602
Population optimization algorithms: Artificial Bee Colony (ABC): https://www.mql5.com/ru/articles/11736
Population optimization algorithms: Gray Wolf Optimizer (GWO): https://www.mql5.com/en/articles/11785
Population optimization algorithms: Cuckoo Optimization Algorithm (COA): https://www.mql5.com/en/articles/11786
Population Optimization Algorithms: Fish School Search (FSS): https://www.mql5.com/ru/articles/11841
Population Optimization Algorithms: Firefly Algorithm (FA): https://www.mql5.com/ru/articles/11873
Population Optimization Algorithms: Bat algorithm (BA): https://www.mql5.com/ru/articles/11915


리뷰 3
LUIS ALBERTO BIANUCCI
1113
LUIS ALBERTO BIANUCCI 2024.01.15 02:03 
 

Hello, I have to congratulate you for allowing me to purchase this application, excellent service from every point of view. Thank you.!!!

Loritos
184
Loritos 2023.07.15 21:09 
 

Excellent library, well organised and useful.The HMA algorithm is amazing. I recommend this library. Andrey provides support for all my questions.

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EA Toolkit   is a library that allows any developer to quickly and easily program Advisor experts. It includes many functions and enumerations such as trailing stop, lot, stop loss management, market trading authorisations, price table updates, trading conditions and many more. Installation + Documentation : You will find all the information to install this library and the documentation of its functions on this GitHub : https://github.com/Venon282/Expert-Advisor-Toolkit WARNING : The installat
Hello everyone! I am a professional MQL programmer , Making EAs, Indicators and Trading Tools for my clients all over the world. I build 3-7 programs every week but I seldomly sell any ready-made Robots. Because I am fastidious and good strategy is so few...  this EA is the only one so far I think its good enough to be published here.  As we all know, the Ichimoku indicator has become world popular for decades, but still, only few people knows the right way of using it, and if we check the clo
Applying these methods, I managed to arrive at a nuanced conclusion that is crucial to understanding the importance of unique strategies in contemporary trading. Although the neural network advisor showed impressive efficiency in the initial stages, it proved to be highly unstable in the long run. Various factors such as market fluctuations, trend changes, external events, etc. cause its operation to be chaotic and eventually lead to instability. With these experiences, I accepted the challenge
The following library is proposed as a means of being able to use the OpenAI API directly on the metatrader, in the simplest way possible. For more on the library's capabilities, read the following article: https://www.mql5.com/en/blogs/post/756098 The files needed to use the library can be found here: Manual IMPORTANT: To use the EA you must add the following URL to allow you to access the OpenAI API as shown in the attached images In order to use the library, you must include the following Hea
Kaseki
Ben Mati Mulatya
The Hybrid Metaheuristic Algorithm (HMA) is a cutting-edge optimization approach that combines the strengths of genetic algorithms with the best features of population-based algorithms. Its high-speed computation ensures unparalleled accuracy and efficient search capabilities, significantly reducing the total time required for optimization while identifying optimal solutions in fewer iterations. HMA outperforms all known population optimization algorithms in both speed and accuracy. Use Cases AO
* * * * * * * 주로 XAUUSD를 거래하고 테스트할 때 XAUUSD로 조정하는 것을 권장하며 다른 거래 대상은 수익 효과를 보장할 수 없습니다 * * * * * * * * * * * * 테스트가 필요한 경우 메모 (본 후 가장 먼저 회신) 를 남겨 주십시오. 작업 성과를 보호하기 위해 특정한 매개 변수를 입력해야 합니다. 시스템의 기본 매개 변수는 캡처하여 철회하는 효과를 실현할 수 없습니다! 테스트가 필요한 경우 메모 (본 후 가장 먼저 회신) 를 남겨 주십시오. 작업 성과를 보호하기 위해 특정한 매개 변수를 입력해야 합니다. 시스템의 기본 매개 변수는 캡처하여 철회하는 효과를 실현할 수 없습니다! 테스트가 필요한 경우 메모 (본 후 가장 먼저 회신) 를 남겨 주십시오. 작업 성과를 보호하기 위해 특정한 매개 변수를 입력해야 합니다. 시스템의 기본 매개 변수는 캡처하여 철회하는 효과를 실현할 수 없습니다! *******************************
이 제품은 지난 3년 동안 개발되었습니다. 이는 MQL5 프로그래밍 언어에서 모든 유형의 인공지능 및 머신러닝 코드를 다룰 수 있는 가장 진보된 코드베이스입니다. MetaTrader 5에서 많은 AI 기반의 트레이딩 로봇과 인디케이터를 만드는 데 사용되었습니다. 이 제품은 MQL5용 머신러닝에 대한 무료 오픈 소스 프로젝트의 프리미엄 버전입니다. 프로젝트 링크:  https://github.com/MegaJoctan/MALE5 . 무료 버전은 기능이 제한적이며, 문서화가 부족하고 유지보수가 원활하지 않습니다. 소규모 AI 모델을 위한 제품입니다. 이 프리미엄 제품은 AI 기반 트레이딩 로봇을 효과적으로 개발하는 데 필요한 모든 기능을 제공합니다. 이 라이브러리를 구매해야 하는 이유? 사용이 매우 간편하며, 코드 문법이 Python의 인기 있는 AI 라이브러리인 Scikit-learn, TensorFlow, Keras와 유사합니다. 잘 문서화됨 – 시작을 돕기 위한 다양한 동영상, 예
Shawrie
Kevin Kipkoech
This Pine Script implements a Gaussian Channel + Stochastic RSI Strategy for TradingView . It calculates a Gaussian Weighted Moving Average (GWMA) and its standard deviation to form an upper and lower channel. A Stochastic RSI is also computed to determine momentum. A long position is entered when the price closes above the upper Gaussian band and the Stoch RSI K-line crosses above D-line . The position is exited when the price falls back below the upper band. The script includes commission, cap
Bookeepr
Marvellous Peace Kiragu
Bookeepr is an advanced MQL5 trading bookkeeping software that automates trade logging, tracks real-time P&L, and integrates a ledger-style financial system for deposits, withdrawals, and expenses. It supports multi-currency assets , generates detailed performance reports , and provides risk management tools to help traders optimize their strategies. With secure cloud storage, exportable reports, and seamless MetaTrader 5 integration , Bookeepr ensures accurate, transparent, and hassle-free fina
快速关仓,无需任何操作。 当前版本的一键关仓主要针对的是来不及手动关仓的情况,目前是不分交易标的类别,是对所有的持仓进行关仓。 未来可能升级的方向: 1、分类别、分标的关仓。 适用场景:开了多个标的的仓位,并且波动不一,快速频繁的波动影响了整体的判断。 2、增加只关闭盈利仓位、只关闭亏损仓位。 适用场景:持仓较多,趋势发生变化。 个人建议:一般建议选择一键全部关仓,因为如果行情与持仓方向一致,只关闭盈利仓位无形就是扩大了亏损。如果行情方向与持仓方向相反,只关闭亏损仓位,当前已盈利的后面又会变为亏损,盈利无法变现。 3、按照仓位顺序由大到小关仓、按照仓位顺序由小到大关仓。 适用 场景:行情发生波动,对于未来行情判断把握不确定的,可根据自己需求选择仓位关仓顺序,由大到小关仓的话,可以避免亏损的进一步扩大。 4、减小仓位量,保持绝对的安全距离。 适用 场景:对未来趋势相对确定,不想错过当前行情,但是认为当前持仓体量又有点大,想降低仓位。
[Gold Intelligent Trading EA | Risk Control is Steady, Profit Breakthrough] The intelligent trading EA, which is customized for the fluctuation characteristics of gold, takes the hard-core trading system as the core, and each order is derived from the accurate judgment of market trends and supporting pressures by quantitative models, so as to eliminate subjective interference and make trading decisions more objective and efficient. Equipped with multi-dimensional risk control system, dynamic s
Questo Expert Advisor (EA) è stato progettato per offrire un'esperienza di trading automatizzata di alto livello, adatta sia ai trader principianti che a quelli esperti. Utilizzando algoritmi avanzati e tecniche di analisi del mercato, l'EA è in grado di identificare opportunità di trading redditizie con precisione e velocità. L'EA è configurabile per operare su vari strumenti finanziari, tra cui forex, indici e materie prime, garantendo una flessibilità senza pari. Le caratteristiche princip
LSTM Library
Thalles Nascimento De Carvalho
LSTM Library - MetaTrader 5용 고급 신경망 알고리즘 트레이딩을 위한 전문 신경망 라이브러리 LSTM Library는 MQL5 트레이딩 전략에 순환 신경망의 힘을 가져다줍니다. 이 전문적인 구현에는 일반적으로 특수 기계 학습 프레임워크에서만 볼 수 있는 고급 기능을 갖춘 LSTM, BiLSTM 및 GRU 네트워크가 포함되어 있습니다. "트레이딩을 위한 기계 학습의 성공 비결은 적절한 데이터 처리에 있습니다. 쓰레기를 넣으면 쓰레기가 나옵니다 – 예측의 품질은 절대 훈련 데이터의 품질을 넘을 수 없습니다." — 마르코스 로페즈 데 프라도 박사, Advances in Financial Machine Learning 주요 기능 LSTM, BiLSTM 및 GRU의 완전한 구현 더 나은 일반화를 위한 재귀 드롭아웃 다양한 최적화 알고리즘(Adam, AdamW, RAdam) 고급 정규화 기술 포괄적인 지표 평가 시스템 훈련 진행 시각화 클래스 가중치를 통한 불균형 데이터 지
Automatic Replenishment Trading Within a Defined Range The EA operates only within the predefined price range . When an order is closed, filled, or cancelled (reducing the total number of orders), the EA will automatically place new orders to maintain the continuous operation of the trading strategy. This EA is designed for ranging / sideways market conditions . You can control the total number of orders using Max Orders . Example: Max Orders: 8 Active trades: 2 Pending Buy Limit orders: 6 In t
Automatic Replenishment Trading Within a Defined Range The EA operates   only within the predefined price range . When an order is   closed, filled, or cancelled   (reducing the total number of orders), the EA will   automatically place new orders   to maintain the continuous operation of the trading strategy. This EA is   designed for ranging / sideways market conditions . You can control the total number of orders using   Max Orders . Example: Max Orders:   8 Active trades:   2 Pending Sell L
Edkt
Pitiphum Noikhieo
ตัวชี้วัดการกลับตัวของราคาแบบมืออาชีพสำหรับ MetaTrader 5 PA Reversal Sniper เป็นตัวชี้วัดแบบกำหนดเองสำหรับ MT5 ที่ออกแบบมาโดยเฉพาะสำหรับ XAUUSD ในกรอบเวลา M5 โดยเน้นที่การเคลื่อนไหวของราคา โครงสร้างการกลับตัว การกวาดสภาพคล่อง การแตกหักของโครงสร้างตลาด สภาวะโมเมนตัม และการยืนยันความผันผวน ตัวชี้วัดนี้ให้สัญญาณซื้อและขายที่ชัดเจน พร้อมด้วยจุดเข้าซื้อ จุดหยุดขาดทุน และจุดทำกำไรหลายระดับ คุณสมบัติหลัก XAUUSD M5 ปรับแต่งแล้ว การตรวจจับการกลับตัวของราคา การตรวจจับแท่งเทียน Pin Bar ขาขึ้นและขาลง การตร
Auto trading so strong mt5 trading script so rich and running amazing auto trading trades with so high quality performance and results Look that is the best trading script that will help you to make good results like in screenshots i built that strategy depend on Envelopes indicator to make that script trading in that area excellent scalping trades and gain maximum good results per trade so i built that strategy manually then I make it auto trading  so to start use that script add to scripts aft
Nexus Quant Matrix
Syarief Azman Bin Rosli
Nexus Quant Matrix MT5 Nexus Quant Matrix 는 MetaTrader 5 플랫폼을 위해 네이티브로 설계된 기관 투자자급 퀀트 연산 및 실시간 스트리밍 통계 분석 라이브러리입니다. 퀀트 시스템 개발자, 헤지펀드 아키텍트, 알고리즘 트레이더를 위해 제작되었으며, 외부 DLL, 파이썬 또는 C++ 의존성 없이 순수 MQL5 런타임 환경에서 초고속 수치 연산을 직접 수행합니다. 본 라이브러리는 엄격한 O(1) 시간 복잡도를 준수하며, 사전 할당된 링 버퍼를 활용하여 메모리 재할당에 따른 오버헤드를 원천 차단합니다. 적응형 1차원 칼만 필터(Kalman Filter), 롤링 피어슨 상관계수(Pearson Correlation), OLS 선형 회귀, 팻 테일(Fat-tail) 보정 코니시-피셔 VaR(Value-at-Risk), 조건부 VaR(CVaR / Expected Shortfall), 증거금 사전 검증 기능이 통합된 켈리 기준(Kelly Criterion)
MetaTrader 5용 DhanHQ v2 API 브리지 MetaTrader 5를 DhanHQ 거래 계좌에 연결하여 MQL5에서 직접 주문, 포지션, 자금 및 포트폴리오를 관리하세요. 이 라이브러리는 공식 DhanHQ v2 REST API(NSE, BSE, MCX)를 래핑(wrap)하여 Dhan 플랫폼 기반의 EA(Expert Advisor), 스크립트 및 자동화 전략을 구축할 수 있도록 지원합니다. 주요 기능 - 전체 주문 수명 주기 관리: 주문 제출, 수정, 취소, 분할(slice), 주문장(order book), ID별 주문 조회, 상관관계 ID(correlation ID)별 주문 조회, 체결 내역(trade book) 및 주문별 체결 내역 조회. - 주문 보조 기능: 시장가(Market), 지정가(Limit), 스탑로스(Stop-Loss), 스탑로스 시장가(Stop-Loss-Market) 주문. - 슈퍼 주문(Super Orders/Bracket): 주문 제출, 레그(le
XAUUSD BREAKOUT EA — Stop Predicting the Market. Trade the Breakout. You do not need to sit in front of the chart all day waiting for gold to break support or resistance. This XAUUSD Breakout EA is designed to identify market consolidation, detect meaningful price expansion, and automatically execute trades when predefined breakout conditions are met. BACKTEST RESULTS — 99% QUALITY Initial Deposit: $1,000 Total Net Profit: +$21,115 Profit Factor: 2.37 Expected Payoff: $213 per trade Total Tr
Preppy
Ruben Ardenas Torres
MCR ADAUSD — Python local para MT5 mcr_adausd_python.py es un script independiente para Windows con el terminal MetaTrader 5 abierto y conectado . No usa credenciales ni conexiones MT5 en Replit. El modo predeterminado solo observa ; no llama a order_send . Reproduce la dirección R de 15 barras diarias cerradas y las presiones de volumen de ticks de M1/M5/M15/M30 del EA experimental de fases. No utiliza datos de volumen institucional. Advertencia: aún no hay backtest de ADAUSD ni ejecución demo
MetaTrader 5용 ModernUI 라이브러리 ModernUI는 MetaTrader 5 차트 위에서 동작하는 사용자 인터페이스 라이브러리입니다. MQL5 개발자가 MT5 차트 환경 안에서 더 깔끔한 EA 패널, 대시보드, 설정 창, 폼, 테이블, 다이얼로그, 드로어, 컴팩트한 트레이딩 스타일 인터페이스를 만들 수 있도록 도와줍니다. 흩어진 차트 객체보다 더 전문적인 인터페이스 레이어를 원하면서도, 자신의 EA, 인디케이터 또는 유틸리티 로직은 계속 완전히 직접 제어하고 싶은 개발자를 위해 만들어졌습니다. Modern UI - 사용자 가이드   | EA 예제 데모 무엇을 만들 수 있나요? ModernUI는 한 가지 유형의 패널에만 제한되지 않습니다. MetaTrader 5 차트 위에 배치할 거의 모든 도구를 만들 수 있는 재사용 가능한 인터페이스 레이어를 제공합니다. 간단한 설정 화면, 컴팩트한 트레이딩 패널, 전체 대시보드, 데이터 뷰, 컨트롤 패널, 계정 도구, 워크플로
WalkForwardOptimizer MT5
Stanislav Korotky
3.78 (9)
WalkForwardOptimizer library allows you to perform rolling and cluster walk-forward optimization of expert advisers (EA) in MetaTrader 5. To use the library include its header file WalkForwardOptimizer.mqh into your EA source code, add call provided functions as appropriate. Once the library is embedded into EA, you may start optimization according to the procedure described in the User guide . When it's finished, intermediate results are saved into a CSV file and some special global variables.
EX5 시그널 카피어 라이브러리 — MetaTrader용 전문가급 거래 이벤트 엔진 복잡한 거래 추적 로직을 작성할 필요 없이, 모든 Expert Advisor를 강력한 거래 카피어, 시그널 프로세서 또는 자동화 엔진으로 전환하세요. EX5 시그널 카피어 라이브러리는 MetaTrader 5의 모든 거래 활동을 포착하여 다음과 같은 용도로 활용할 수 있는 구조화된 시그널로 변환하는 고성능 이벤트 기반 시스템입니다. 거래 카피어 (MT5 → MT5 / MT5 → 외부 플랫폼) 리스크 관리 엔진 분석 대시보드 맞춤 실행 브리지 (Binance, API 등) 이 라이브러리를 선택해야 하는 이유 실시간 거래 감지 구조화된 신호 대기열 이벤트 분류(개시, 청산, 수정, 부분 청산) 내장 복사 엔진(선택 사항) 사용자 정의 로직을 통한 완벽한 제어 주요 기능 실시간 거래 포착 OnTradeTransaction을 사용하여 모든 거래를 즉시 감지합니다. 백업
Native Websocket
Racheal Samson
5 (6)
An   easy to use, fast,  asynchronous   WebSocket library  for MQL5. It supports: ws://   and   wss://  (Secure "TLS" WebSocket) text   and   binary   data It handles: fragmented message  automatically (large data transfer) ping-pong   frames  automatically (keep-alive handshake) Benefits: No DLL required. No OpenSSL installation required. Up to 128 Web Socket Connections from a single program. Various Log Levels for error tracing Can be synchronized to MQL5 Virtual Hosting . Completely native t
제작자의 제품 더 보기
Renko Box
Andrey Dik
5 (1)
Description. The basis for the formation of the Renko chart is the price range. If the price goes beyond its limits, the chart shows a box above or below the previous one. As a result, we see price movement without additional "noise" and important support and resistance levels. Features. For use in conjunction with the Expert Advisor, an additional buffer is implemented-a box counter. For convenience and to increase the speed of testing, the user can use the "new box" event, which the indicator
FREE
RSI Divergence F
Andrey Dik
5 (3)
A professional tool for trading - the divergence indicator between the RSI and the price, which allows you to receive a signal about a trend reversal in a timely manner or catch price pullback movements (depending on the settings). The indicator settings allow you to adjust the strength of the divergence due to the angle of the RSI peaks and the percentage change in price, which makes it possible to fine-tune the signal strength. The indicator code is optimized and is tested very quickly as par
FREE
AO Divergence F
Andrey Dik
5 (2)
A professional tool for trading - the divergence indicator between the AO and the price, which allows you to receive a signal about a trend reversal in a timely manner or catch price pullback movements (depending on the settings). The indicator settings allow you to adjust the strength of the divergence due to the angle of the AO peaks and the percentage change in price, which makes it possible to fine-tune the signal strength. The indicator code is optimized and is tested very quickly as part
FREE
Dear traders and investors! We present to you the MT5 Optimization Booster – an innovative product that will revolutionize your optimization experience on MetaTrader 5! The MT5 Optimization Booster is based on the innovative Quantum Swap Protocol (QSP) algorithm – a unique proprietary optimization strategy that forms the core of the product and elevates the process of finding optimal solutions to a new level. After the purchase , be sure to contact me . The product is designed to enhance the ca
필터:
Javier Orlando Gomez Martinez
361
Javier Orlando Gomez Martinez 2024.01.22 08:36 
 

Zero support. Zero user interface. Zero documentation. Product not suitable for the end user, only for advanced programmers.

Andrey Dik
75166
개발자의 답변 Andrey Dik 2024.02.16 12:18
You have previously contacted me in personal correspondence. I'm glad I could assist you with testing the library. In our previous conversation, I mentioned the following: "The AO Core library assumes that the user has programming skills and can integrate the algorithm into their trading strategies and other programs." You expressed a desire for me to do another task for you and connect the library to your advisor. I recommend that you submit this request on a freelancing platform where someone can help you with this work. I'm sorry to hear that you had a negative impression of my support. I always strive to provide the best assistance to my clients. In light of this, I am preparing a video with detailed instructions that I hope will be helpful to you. Additionally, we are developing an additional product that will greatly simplify the usage of the AO Core library. Please keep in mind that just because something is unclear or requires additional guidance doesn't mean that the product is bad. It's possible that some features may need further explanation or getting accustomed to. I'm confident that with our help, you will be able to successfully utilize the AO Core library. If you have any further questions or need additional assistance, please don't hesitate to reach out. I'm always ready to help you. An article with an example of connecting and using the AO Core library:
https://www.mql5.com/ru/articles/14183
LUIS ALBERTO BIANUCCI
1113
LUIS ALBERTO BIANUCCI 2024.01.15 02:03 
 

Hello, I have to congratulate you for allowing me to purchase this application, excellent service from every point of view. Thank you.!!!

Loritos
184
Loritos 2023.07.15 21:09 
 

Excellent library, well organised and useful.The HMA algorithm is amazing. I recommend this library. Andrey provides support for all my questions.

Andrey Dik
75166
개발자의 답변 Andrey Dik 2023.07.15 21:40
Thank you so much for your feedback!
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