MTF Data Core

Stop training your models on the future.

Every quant developer knows the nightmare: a beautiful backtest, then live trading falls apart. The number-one silent killer is lookahead bias — reading a higher-timeframe bar that has not closed yet, or labeling rows with information from the future. One wrong bar shift and your entire dataset is poisoned, and you will never see it in the backtest.

MTF Data Core is the multi-timeframe data engine behind kouaAlgo's data tools — now free for MQL5 developers. One include, one config struct, one call: clean, aligned market data with a hard no-lookahead guarantee.

Verified on live data: 75 columns per row — symbol, OHLCV, 7 indicators (MA20, RSI14, MACD, ATR14, Bollinger Bands, Stochastic, ADX) across 3 timeframes, 14 engineered features (log returns, wick ratios, volatility regime, sessions, news flags, spread...), plus post-hoc labels and a train/test split flag.

The guarantees that matter:

  • Closed bars only. Every market read references finished bars. Higher-timeframe values always come from the last completed HTF bar at-or-before the base bar time — never the forming bar.
  • Honest labels. Labels are computed post-hoc; rows near the right edge carry empty labels instead of invented values. No fake certainty, ever.
  • Fails loudly. If data is not ready, the call returns false — never a plausible-looking wrong row. Risk-first engineering, from kouaAlgo.

Built for:

  • EA and indicator developers who need multi-timeframe confirmation without writing bar-synchronization code
  • ML practitioners building datasets inside MetaTrader 5
  • Anyone who has been burned by lookahead bugs and never wants it again

Free. No DLL, no network calls, no trading. The same engine discipline behind our paid data tools — open to every developer


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4.78 (9)
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Ian Nganga Comba
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Racheal Samson
5 (6)
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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
3.63 (8)
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.
This library will allow you to send your trades using your MT5 EA bot and its very easy to integrate on any EA which you can do yourself with the script code which is mentioned in documentation. This product allows trading operations via API For MEXC chart : Renting   Crypto Charting  for OHLC data or   Crypto Ticks with Order Book Depth  is optional - Supports MEXC API calls - Place Limit, SL Limit and Take Profit Limit Orders - Place Market, SL-Market, TP-Market orders - Modify Limit order - C
MT5 to Delta Exchange API Bridge EA Connector allows your expert advisor with mq5 file to integrate and communicate with Delta Exchange using API Keys You can place order, check balance and other order managements using Delta Exchange API - Place Limit, SL Limit and Take Profit Limit Orders - Place Market, SL-Market, TP-Market orders - Cancel Order - Query Orders - Change Leverage, margin - Get Position info and many more, details available at demo script Script Documentation 
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
The library is dedicated to help manage your trades, calculate lot, trailing, partial close and other functions. Lot Calculation Mode 0: Fixed Lot. Mode 1: Martingale Lot (1,3,5,8,13) you can use it in different way calculate when loss=1 ,when profit=0. Mode 2: Multiplier Lot (1,2,4,8,16) you can use it in different way calculate when loss=1 ,when profit=0. Mode 3: Plus Lot (1,2,3,4,5) you can use it in different way calculate when loss=1 ,when profit=0. Mode 4: SL/Risk Lot calculate based on s
Friends, join us! Ask questions and connect with like-minded traders: MetaCOT Public Group MetaCOT Information Channel: news, CFTC reports, and signals: MetaCOT Channel Here’s to successful trading and new profitable signals for us all! Attention! Recently, certain countries have been blocking access to the cftc.gov website. As a result, users in these countries are giving the product low ratings. MetaCOT has always adhered to the highest quality standards and is in no way associated with th
This is a simplified and effective version of the library for walk forward analysis of trading experts. It collects data about the expert's trade during the optimization process in the MetaTrader tester and stores them in intermediate files in the "MQL5\Files" directory. Then it uses these files to automatically build a cluster walk forward report and rolling walk forward reports that refine it (all of them in one HTML file). Using the WalkForwardBuilder MT5 auxiliary script allows building othe
Order Book, known also as Market Book, market depth, Level 2, - is a dynamically updated table with current volumes of orders to buy and to sell specific financial instument at price levels near Bid and Ask. MetaTrader 5 provides the means for receiving market book from your broker, but in real time only, without access to its history. The library OrderBook History Library reads market book state in the past from archive files, created by OrderBook Recorder . The library can be embedded into you
Cryptocurrency analysis has never been easier with Crypto Charts for MetaTrader 5. Now, trading on BitMEX has never been easier with BitMEX Trading API for MetaTrader 5. BitMEX Trading API library was built to be as easy to use as possible. Just include the library into your Expert Advisor or Script, call the corresponding methods and start trading! Features Trade on BitMEX and BitMEX Testnet. Build and automate your strategies. Concern more with the trading strategy logic and less with the co
Teclado trader, é uma BIBLIOTECA que você pode chamar no OnChartEvent para abrir posição de compra/venda/zerar, os botões padrões são: V = venda C = compra Z = zerar posições a mercado S = zerar posições opostas e depois a mercado X = zerar posições opostas Além da função de teclado, é possível mostrar os estados do ExpertAdvisor usando o MagicId, com informação de: lucro mensal, semanal, diario, e posição aberta, para isto use o OnTick, ou qualquer outro evento (OnTimer / OnTrade / OnBookEven
Goliath Mt5
Nicolokondwani Biscaldi
Goliath MT5 - scalper fully automated Expert Advisor for medium-volatile forex markets P roperties: The Library trades 10 currency pairs (USDCHF, EURCHF, EURGBP, AUDUSD, USDCAD, GBPUSD, EURUSD, NZDUSD, CADCHF, EURAUD, EURCAD, AUDJPY) The Library does not use martingale The Library sets a fixed stop loss and take profit for all orders The Library only trades a user input volume The Library can be installed on any currency pair and any timeframe Recommendations: Before using on a real account, t
Binance Library
Hadil Mutaqin SE
5 (1)
The library is used to develop automatic trading on Binance Spot Market from MT5 platform. Support all order types: Limit, Market, StopLimit and StopMarket Support Testnet mode Automatically display the chart on the screen Usage: 1. Open MQL5 demo account 2. Download Header   file and EA sample   https://drive.google.com/uc?export=download&id=1kjUX7Hyy02EiwTLgVi8qdaCNvNzazjln Copy Binance.mqh to folder \MQL5\Include Copy  BinanceEA-Sample.mq5 to folder \MQL5\Experts 3. Allow WebRequest from MT5
Gold plucking machine   Gold plucking machine is an Expert Advisor designed specifically for trading gold. The operation is based on opening orders using the Fast and Slow lines indicator, thus the EA works according to the "Trend Follow" strategy, which means following the trend. Use grid strategy to place orders without stop loss operation, so please make sure the account has sufficient funds. magic number      -  is a special number that the EA assigns to its orders. Lot Multiplier        - 
The library is used to develop automatic trading on Binance Futures Market from MT5 platform. Support Binance Futures USD-M and COIN-M Support Testnet mode Support all order types: Limit, Market, StopLimit, StopMarket, StopLoss and TakeProfit Automatically display the chart on the screen Usage: 1. Open MQL5 demo account 2. Download Header file and EA sample https://drive.google.com/uc?export=download&id=17fWrZFeMZoSvH9-2iv4WDJhcyxG2eW17 Copy BinanceFutures.mqh to folder \MQL5\Include Copy  Bina
MT4/5通用交易库(  一份代码通用4和5 ) #ifdef __MQL5__      #define KOD_TICKET ulong      #define KOD_MAGIC   long #else        #define KOD_TICKET long      #define KOD_MAGIC   int #endif class ODLIST; #import "K Trade Lib Pro 5.ex5"       //祝有个美好开始,运行首行加入    void StartGood() ;    //简单开单    long OrderOpen( int type, double volume, int magic, string symbol= "" , string comment= "" , double opprice= 0 , double sl= 0 , double tp= 0 , int expiration= 0 , bool slsetmode= false , bool tpsetmode= false );    //复杂开单
Binance Library MetaTrader 5 connects your Expert Advisors, indicators, and scripts to Binance.com and Binance.US directly from MetaTrader 5. It is a developer library for building custom Binance integrations inside MT5, not a standalone trading robot or copier. The library helps you add Binance instruments to Market Watch, read symbol specifications, load current and historical market data, check wallet balances, manage orders, and track open positions. It supports Spot, USD-M futures, and COI
1. What is this The MT5 system comes with very few optimization results. Sometimes we need to study more results. This library allows you to output more results during backtest optimization. It also supports printing more strategy results in a single backtest. 2. Product Features The results of the optimized output are quite numerous. CustomMax can be customized. The output is in the Common folder. It is automatically named according to the name of the EA, and the name of the same EA will be au
T5L Library is necessary to use the EAs from TSU Investimentos, IAtrader and others. It contains all the functions framework needed to Expert Advisors working properly.  ツ - The Expert Advisors from  TSU Investimentos does not work without this library,  the T5L library can have updates during the year - At this Library you will find several funcionalities like order sends, buy and sell, trigger entry points check, candlestick analyses, supply and demmand marking and lines, and much more. 
AO Core
Andrey Dik
3.67 (3)
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 p
EA Toolkit
Esteban Thevenon
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
Want to get all events like Previous/Forecast/Actual values for each news to analyze/predict it? By this simple library you can do it easily,Just import/integrate the library into your system,then get all possible values for each news   Even In Strategy Tester   . Note: Please add the address " https://www.forexfactory.com/ " of news feed at your MT5 tab > Tools > Options > Expert Advisors > Check Allow web request for listed URL. Since the WebRequest() function can't be called from indicator ba
A Simple Moving Average (SMA) is a statistical indicator used in time series analysis. This indicator represents the arithmetic mean of a sequence of values over a specific period of time. SMA is used to smooth short-term fluctuations in data, helping to highlight the overall trend or direction of changes. This aids analysts and traders in better understanding the general dynamics of the time series and identifying potential trends or changes in direction.  More information you can find in Wiki 
이 라이브러리를 사용하면 EA를 사용하여 거래를 관리할 수 있으며 설명에 언급된 스크립트 코드와 전체 프로세스를 보여주는 비디오의 데모 예제를 사용하여 모든 EA에 통합하기가 매우 쉽습니다. - Place Limit, SL Limit, Take Profit Limit 주문 - 플레이스 마켓, SL-마켓, TP-마켓 주문 - 지정가 주문 수정 - 주문 취소 - 쿼리 주문 - 레버리지, 마진 변경 - 위치 정보 얻기 그리고 더... MT5에 바이낸스 차트가 없는 경우를 제외하고 암호화폐 차트 대여는 선택 사항입니다. 스크립트 데모를 보려면 여기를 클릭하세요. 트레이딩 패널과 거래하고 싶다면 이 제품에 관심이 있으실 것입니다. 이 제품은 Crypto Charting의 애드온입니다. 이 라이브러리를 사용하면 EA를 사용하여 거래를 관리할 수 있으며 설명에 언급된 스크립트 코드와 전체 프로세스를 보여주는 비디오의 데모 예제를 사용하여 모든 EA에 통합하기가 매우 쉽습니
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
Introducing "TG Risk Service Manager" — your comprehensive toolkit for swift and precise risk management and lot size calculations in the dynamic world of trading. Designed to streamline development processes and enhance trading strategies, this indispensable library equips developers with essential tools for optimizing risk assessment and trade profitability. Metatrader4 Version |  All Products  |  Contact   Key Features: Efficient Lot Size Calculation : Harness the power of precise lot size c
Introducing "TG Trade Service Manager" — your all-in-one solution for seamless trade management in both MQL4 and MQL5 environments. With a focus on speed, reliability, and convenience, this powerful library simplifies the complexities of trade execution and management, empowering developers with a single interface for enhanced efficiency. Metatrader4 Version   |   All Products   |   Contact   Key Features: Unified Interface : TG Trade Service Manager" provides a unified interface for   MQL4   an
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
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## PulseBoard v2.25 — Multi-Timeframe Signal Board with SMC Order Blocks Funded challenges are not lost on strategy — they are lost on discipline. One impulsive entry against the higher timeframe, one trade without a predefined stop, one revenge trade after a red day: that is how a $200 challenge fee evaporates. PulseBoard is the dashboard we built to enforce the opposite behavior: no setup, no trade — and every setup arrives with its risk already defined. A 9-pillar consensus (EMA, MACD, ADX
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Your model is only as good as your data — and in machine learning, data preparation is 80% of the work. The unglamorous, error-prone 80%: aligning timeframes, engineering features, building labels without leaking the future, flagging news events, measuring true spread. Most quant projects die here, quietly, before the first model ever trains. Multi-TF Data Grabber PRO does that 80% for you in one click — and exports it as a clean, deterministic, ML-ready CSV. This is the professional pipeline b
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