Selected work and case studies

Custom IBKR trading bots, MT5 Expert Advisors, TradingView automation, and Solana/Ethereum smart contracts — built by Team NAK for clients worldwide.

Featured systems

Production systems we built for clients, in one line each.

S&P 500 Statistical Arbitrage Engine

Market-neutral pairs trading on S&P 500 stocks, in production on Interactive Brokers.

  • 550 automated tests before going live
  • No overnight risk
  • No martingale
  • Python
  • IBKR
  • Databento
  • Kalman filter

SPY Intraday Execution Engine

Fully automated SPY day trading. No one has to click buy.

  • Hard daily-loss stop
  • Trailing take-profit tiers
  • Forced end-of-day flatten
  • Python
  • asyncio
  • IBKR TWS API

Multi-Account Signal-to-Execution Bridge

Email trade alerts turned into risk-checked orders across several IBKR accounts.

  • Approve or reject each trade on Telegram
  • Sizing per account
  • Real fill confirmation
  • Python
  • ib_insync
  • Telegram
  • SQLite
Client code, private. Walkthrough on request.

Cross-Account Trade Copier

Mirrors a master IBKR account's trades to client accounts in real time.

  • Unlimited follower accounts
  • Independent position sizing
  • One-click installer for clients
  • Python
  • ib_insync
  • Flask
  • PyInstaller
IBKR Modular Execution Engine with Flask UI

IBKR Modular Execution Engine with Flask UI

PythonFlaskIBKR TWSBracket OrdersRisk Sizing

Modular Interactive Brokers execution engine with bracket orders, dynamic risk sizing, and a Flask control panel. Clean separation of strategy logic and execution makes it easy to plug in any trading strategy.

IBKR Daily Stock Scanner Bot

IBKR Daily Stock Scanner Bot

PythonIBKRPandasExcelTechnical Analysis

Post-market technical analysis scanner powered by Interactive Brokers. Filters and scores 100+ US stocks using custom conditions, exports timestamped CSV and Excel reports for next-day trading review.

Flash Loan Arbitrage Smart Contract

Flash Loan Arbitrage Smart Contract

SolidityAaveHardhatEthereumDeFi

Solidity-based flash loan arbitrage smart contract using Aave V3 and Hardhat. Scans DEX price differences across Uniswap and SushiSwap, then executes profitable arbitrage trades atomically with zero capital risk.

Trillex MT5 Scalping EA — XAUUSD Gold

Trillex MT5 Scalping EA — XAUUSD Gold

MQL5MT5XAUUSDEMAPSAR

High-performance MT5 scalping Expert Advisor for XAUUSD Gold. Uses triple EMA and Parabolic SAR with an aggressive 10-second Insane Mode for ultra-fast entries. Live-ready with full risk management.

MT5 LSTM Neural Network Trading Bot — GBPUSD

MT5 LSTM Neural Network Trading Bot — GBPUSD

PythonMT5LSTMTensorFlowMQL5

Complete trading automation using MetaTrader 5 and LSTM Neural Networks. Detects engulfing patterns, combines volume and pivot signals, trades GBPUSD with trailing stop-loss, partial take-profit, and live MT5 execution.

STAR EA — ICT-Based MT5 Expert Advisor

STAR EA — ICT-Based MT5 Expert Advisor

MQL5MT5ICTOrder BlocksFVG

Advanced MT5 Expert Advisor with a 12-scenario market classification engine implementing ICT concepts: Order Blocks, Fair Value Gaps, OTE, Liquidity Sweeps, CRT, Judas Swing, Silver Bullet, and AMD market cycles.

IBKR Copy Trade Engine

IBKR Copy Trade Engine

PythonIBKR TWS APIMulti-AccountRisk Management

Production-ready trade replication engine for Interactive Brokers. Copies trades from a master account to multiple follower accounts with position sizing, risk controls, and real-time execution monitoring.

IBKR AI Trading Bot with OpenAI Integration

IBKR AI Trading Bot with OpenAI Integration

PythonIBKROpenAIib_insyncAI

Python trading bot connecting to Interactive Brokers via ib_insync for live market data and automated order execution. Integrates OpenAI GPT for advanced signal generation and market analysis.

TradingView to IBKR Bridge Bot

TradingView to IBKR Bridge Bot

Pythonib_insyncFlaskWebhooksIBKR

Production-hardened webhook bridge connecting TradingView Pine Script alerts to Interactive Brokers for automated order execution. Supports paper and live trading, Buy/Sell/Stop-Loss, and multi-strategy management.

IBKR Algorithmic Trading Bot with React Dashboard

IBKR Algorithmic Trading Bot with React Dashboard

PythonFastAPIReactIBKR TWS APIWebSocket

Full-stack algorithmic trading system for Interactive Brokers. Features automated trading with EMA, RSI, MACD, and Bollinger Bands strategies. Includes a real-time React dashboard with WebSocket updates, 6 trading modes, and FastAPI backend.