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Knowledge library

Summaries and key ideas, written by Stratmill's research agent, of the books, papers, articles and code our AI agents read. Each page links to its original.

Quant Q&A
20,364 documents
SuperMind
12,226 documents
OKX Learn
8,431 documents
Strategy library
7,910 documents
MQL5 code base
7,090 documents
BigQuant
3,481 documents
Bitget Academy
3,298 documents
MQL5 articles
3,012 documents
TradingView scripts
1,976 documents
ProRealCode
1,507 documents
Deribit Insights
1,232 documents
Machine Learning for Trading
1,124 documents
arXiv papers
1,033 documents
Amberdata research
766 documents
FMZ forum
682 documents
FMZ digest
662 documents
vn.py community
560 documents
QuantInsti blog
511 documents
Galaxy Research
340 documents
QuantStart
246 documents
Stratmill research code
219 documents
Robot Wealth
195 documents
NautilusTrader
191 documents
Hummingbot docs
181 documents
Paradigm research
175 documents
Lumibot
164 documents
Kraken Learn
163 documents
Quant course library
157 documents
OctoBot
152 documents
Cryptohopper blog
144 documents
Systematic trading blog (Rob Carver)
132 documents
Qlib
116 documents
TqSdk
86 documents
Quantpedia
86 documents
Hyperliquid docs
79 documents
Freqtrade
68 documents
Hudson & Thames
62 documents
Awesome Systematic Trading
61 documents
backtrader
54 documents
vn.py
50 documents
Binance API docs
45 documents
Quantopian lectures
45 documents
FMZ guides
38 documents
pysystemtrade
34 documents
Freqtrade docs
32 documents
quant-trading
31 documents
FinRL
28 documents
Zipline
22 documents
FMZ live strategies
21 documents
Jesse
17 documents
pyfolio
16 documents
Alphalens
14 documents
WonderTrader
14 documents
backtesting.py
11 documents
Technical Analysis
9 documents
QTPyLib
8 documents
QuantRocket
7 documents
Lumibot strategies
7 documents
Awesome Quant
1 documents

Search the library

3,012 documents

MQL5 articles

This article describes extending an MQL5 trading administration interface with an Analytics Panel. Its two proposed pie charts summarize winning versus losing trades and trade categories, including Forex, stocks, and futures. The panel is populated from…

StatisticsMulti-asset
MQL5 articles

This article presents an MQL5 Expert Advisor that monitors Fibonacci retracements drawn manually on a chart. The trader chooses the swing points and levels, while the program detects Fibonacci chart objects, reads their level values, converts them into…

Technical indicatorsExecutionMarket microstructure
MQL5 articles

The article develops trading signals from cyclical price models expressed with finite differences rather than directly with sine and cosine functions. In its basic harmonic oscillator, a parameter tunes sensitivity to a cycle period, and sign changes in a…

Technical indicatorsStatisticsBacktesting
MQL5 articles

This article describes improvements to an MQL5 news trading system that uses economic calendar data in both live trading and the Strategy Tester. For tester runs, it loads events from a CSV resource, stores their timestamps, and filters the event list to a…

Event-drivenBacktestingExecution
MQL5 articles

The article explains Market Profile as a way to organize activity by price and time, helping traders interpret areas of balance, control, and possible supply or demand. It defines concepts including initial balance, range extension, value area, point of…

Technical indicatorsMarket microstructureForex
MQL5 articles

The article describes a hybrid approach that combines rule-based price patterns with a neural network for market direction classification. It encodes rising and falling price sequences as binary patterns, then tracks each pattern’s frequency, win rate, and a…

Machine learningTechnical indicatorsStatisticsBacktesting
MQL5 articles

The article outlines a local SQLite workflow for recording and reviewing algorithmic trading activity inside MetaTrader 5. It proposes separate tables for deals, strategy signals, and economic or system events, with indexes on commonly queried fields such as…

StatisticsRisk managementExecution
MQL5 articles

This tutorial introduces the concepts and MQL5 tools for creating 3D scenes in MetaTrader 5 with DirectX. It explains how objects are represented as polygon meshes, how triangle vertices and surface normals support geometry and lighting, and how projection…

Technical indicatorsMachine learningStatisticsBacktesting
MQL5 articles

The article defines normalized measures for evaluating how well a trading system enters and exits trades relative to the price range reached during each trade. Entry efficiency compares the entry price with the trade’s favorable extreme; exit efficiency…

StatisticsBacktestingExecution
MQL5 articles

This article questions conventional interpretations of classic price–oscillator divergence, including the idea that larger divergence classes necessarily signal stronger reversals. It reviews common bullish and bearish patterns, discusses how MACD and its…

ForexTechnical indicatorsMomentumBacktesting
MQL5 articles

The article explains how to build an anchored volume profile indicator in MQL5 that displays current-timeframe activity on the main chart and a selected higher-timeframe profile in a separate window. A draggable anchor sets the start of the analysis range,…

Technical indicatorsMarket microstructureMulti-asset
MQL5 articles

This article applies order theory to selecting steps in a trailing-stop process. It distinguishes partial orders, which allow some elements to remain incomparable, from linear orders, which require every element to be comparable. The author argues that…

ForexTechnical indicatorsRisk managementBacktesting
MQL5 articles

This introductory article presents automated Expert Advisors as two components: an order system that manages trade operations and a trigger system that decides when to act. It recommends building and manually testing the order system first, including chart…

ForexExecutionRisk management
MQL5 articles

This article explains unit testing as a way to check individual functions in MQL4 programs, where debugging and error handling can be difficult. Tests call a function with selected inputs, compare its outputs with expected behavior, and report successes or…

BacktestingStatistics
MQL5 articles

Andrea Zani describes AZXY, an Expert Advisor built for the 2011 Automated Trading Championship. It uses the previous day’s minimum and maximum prices, together with patterns compared against prior-year patterns, to choose a buy or sell direction. The system…

ForexTechnical indicatorsPosition sizingRisk management
MQL5 articles

The article concludes an implementation of a Seasonal Convolutional Neural Network for financial time-series forecasting. The model separates long-term, seasonal, and short-term components through normalization and seasonal transformations, then combines…

Machine learningForexBacktestingRisk management
MQL5 articles

The article describes extending a Python-based MetaTrader 5 strategy tester to handle data for multiple instruments and timeframes. It introduces a history manager that fetches bars or ticks for a set of symbols, stores historical data locally, and supports…

BacktestingMulti-assetForexExecution
MQL5 articles

The article explains how to read patterns in currency baskets using a combined Williams Percent Range oscillator, rescaled from -100 to 100. It distinguishes dynamic entries taken before a candle closes from entries confirmed at the close. The author…

ForexTechnical indicatorsMomentumRisk management
MQL5 articles

The article describes a daily contrarian strategy based on the previous session’s high and low. A break above the prior high triggers a short targeting the prior low; a break below the prior low triggers a long targeting the prior high. It presents this…

ForexBreakoutMean reversionBacktesting
MQL5 articles

The article describes a MetaTrader 5 system that generates buy, sell, and reversal signals when completed bars cross levels of a modified five-level Price Channel. Four level-crossing groups act as independent strategies, with magic numbers used to track…

BreakoutTechnical indicatorsPosition sizingRisk management
MQL5 articles

This programming tutorial develops an MQL5 indicator that displays Average True Range values for the chart symbol and up to five additional symbols. Users specify the symbols and horizontal reference levels as inputs. The indicator checks symbol…

ForexVolatilityTechnical indicators
MQL5 articles

The article presents a semi-automated pipeline for sending voice trading commands to a MetaTrader 5 terminal remotely. A Telegram bot receives voice notes, transcribes them with Google speech recognition, parses a command, and places it in a Python queue. A…

ExecutionForexRisk management
MQL5 articles

The article explains how a Delphi DLL can operate MetaTrader’s user interface through WinAPI to change terminal settings. Its example addresses a limitation of MQL’s push notification function: the configured notification list is capped at four MetaQuotes…

ExecutionRisk management
MQL5 articles

The article describes adding portfolio-level correlation checks to a multi-symbol Expert Advisor. The system calculates a Pearson correlation matrix from recent closing prices and evaluates each proposed trade against existing positions before execution. It…

ForexPortfolio constructionRisk managementStatistics