✅ Quant researchers • ✅ Strategy developers • ✅ Algorithmic traders • ✅ Crypto/stocks/forex traders • ✅ Live automation users • ✅ Data-driven traders

❌ High-leverage gamblers • ❌ Get-rich-quick seekers • ❌ Signal copiers

All tiers tested using identical data, execution logic, and fee assumptions. Only unlocked modules differ.

*Profit Factor capped at 99.99 for low sample sizes Enterprise tier includes live trading - backtest results same as Ultimate

• Dataset: BTC/USDT | 1h candles | 12-month period (2023)
• Execution: Spot trades only (no leverage or shorting)
• Fees: 0.10% realistic exchange fees included
• Risk Model: Fixed position sizing with controlled exposure

Backtests shown are for demonstration of engine realism, not predictive forecasts.

Our dynamic stop-loss system uses Fibonacci retracement levels that trail price movement:

Why this matters: Stop-Loss exits ≠ Losses! The dynamic SL locks in profits as price moves favorably, acting as a trailing stop that protects gains. Dynamic SL reduces average losing trade size and increases reward-to-risk expectancy.

Generated from Ultimate tier using BTC/USDT, 1h timeframe, 2023.

• ✅ High-fidelity market simulation (fees, slippage, execution delays)
• ✅ 12+ Technical Indicators included:
  • Moving Averages: SMA (10, 30, 50, 200), EMA (10, 30)
  • Oscillators: RSI, MACD, ADX
  • Volatility: Bollinger Bands, ATR
  • Volume: OBV (On-Balance Volume)
• ✅ Fibonacci Retracement Levels (0.236, 0.382, 0.5, 0.618, 0.786)
• ✅ Multi-indicator strategy combining all signals
• ✅ High-confidence signal filtering
• ✅ Quant-grade performance metrics (Sharpe, Drawdown, Profit Factor)
• ✅ Data fetching with intelligent caching
• ✅ Equity curve visualization

Everything in Standard, plus:

• ✅ Pattern Recognition Engine (50+ chart & candlestick patterns)
• ✅ Pattern reliability scoring (Bulkowski research-based)
• ✅ Classical target calculations (Edwards & Magee formulas)
• ✅ Combined Indicators + Patterns strategy
• ✅ Server deployment guide

Everything in Pro, plus:

• ✅ Elliott Wave Analysis (automatic wave counting)
• ✅ Fair Value Gap (FVG) Strategy (institutional order flow)
• ✅ Machine Learning Pipeline (XGBoost, RandomForest, LightGBM, MLP)
• ✅ Intelligent Dynamic Stop-Loss (Fibonacci-based trailing)
• ✅ Pre-trained ML models included
• ✅ Structure-based signal confirmation
• ✅ train_model.py - Train your own ML models
• ✅ optimize.py - Optimize strategy parameters

Everything in Ultimate, plus:

Live Trading Infrastructure (14 production files):

• ✅ Live Trading Engine (107 KB - full bot infrastructure)
• ✅ Order Executor (79 KB - real exchange order management)
• ✅ Safety Monitor (65 KB - risk management & circuit breakers)
• ✅ Graceful Shutdown Handler (54 KB - safe exit handling)
• ✅ Professional Dashboard (real-time terminal monitoring)
• ✅ Telegram Notifications (live alerts to your phone - EXCLUSIVE!)
• ✅ Working Example Strategy (uses all toolkit features)
• ✅ Memory & Log Management (production optimization)

Complete Documentation (11 guides, 160+ KB):

• ✅ SSH Deployment Guide - Deploy on DigitalOcean/AWS 24/7
• ✅ API Rate Limits - Exchange limits & handling
• ✅ Emergency Shutdown - Safety procedures
• ✅ Order Management - Order flow & execution
• ✅ Position Sizing - Dynamic position management
• ✅ Telegram Setup - Notification configuration
• ✅ Multi-Wallet Trading - Trade multiple assets

Enterprise Exclusive Features:

• ✅ Paper trading mode (test without risk)
• ✅ Bybit exchange integration
• ✅ Run 24/7 on cloud servers
• ✅ Risk Gates - Safety monitors ensure drawdown limits are respected before execution continues
• ✅ Production-ready, stress tested for 24/7 unattended operation

Real-time terminal monitoring with signals, market data, positions & performance

Real-time BUY/SELL signal detection with multi-component analysis

Get instant alerts on your phone: signals, trade entries, exits with P&L

📲 More Telegram Examples (click to expand)

pip install -r requirements.txt

Edit config.py to customize your backtest:

# Trading Settings
TRADING_PAIR = "BTC/USDT"
TIMEFRAME = "1h"
START_DATE = "2023-01-01"
END_DATE = "2023-12-31"

# Simulation Settings
INITIAL_CAPITAL = 10000.0
TRADING_FEE_PERCENT = 0.001  # 0.1% fee
SIMULATE_SLIPPAGE = True

python run_backtest.py

============================================================
                    BACKTEST RESULTS
============================================================
  Total Trades:        100
  Winning Trades:      54
  Losing Trades:       46
  Win Rate:            54.0%
  Total Return:        +45.56%
  Final Capital:       $14,556.42
  Max Drawdown:        23.60%
  Profit Factor:       3.09
  Sharpe Ratio:        0.21
============================================================

--- Exit Reasons ---
  Stop Loss: 94
  Take Profit: 5

  Note: 49/94 Stop Loss exits were PROFITABLE.
  Dynamic SL uses Fibonacci levels that trail price,
  locking in gains as the trade moves favorably.

1. Realistic Simulation - Most free tools ignore fees, slippage, and execution delays
2. Production-Ready Code - Extracted from a real trading system, not a tutorial
3. Time Savings - Building this from scratch takes 100+ hours
4. Academic-Grade Patterns - Based on Bulkowski's research & Edwards & Magee

• Professional metrics (Sharpe, Sortino, Calmar ratios)
• Transparent sample size disclosures
• Exit reason breakdown with profit analysis
• Institutional-level stop-loss management

├── run_backtest.py          # Main orchestration script
├── config.py                # All configuration settings
├── requirements.txt         # Python dependencies
├── core/
│   ├── market_simulator.py  # Trade execution engine
│   ├── performance_analyzer.py
│   └── enhanced_realism.py
├── data/
│   └── data_manager.py      # Data fetching & caching
├── analysis/                # [Pro/Ultimate only]
│   ├── patterns.py          # Chart pattern detection
│   ├── technical.py         # Technical indicators
│   ├── elliott.py           # Elliott Wave [Ultimate]
│   ├── fvg.py               # Fair Value Gap [Ultimate]
│   └── ml.py                # Machine Learning [Ultimate]
└── backtest_results/        # Generated reports & charts

This is a backtesting engine, not a collection of profitable trading strategies. Past performance does not guarantee future results. The included strategies are for demonstration purposes. Always do your own research and risk management.

✅ All toolkits include: Lifetime access, commercial use rights, and free version updates.

� One-time purchase — no subscriptions.

�� Building this from scratch typically takes 120–210 development hours. The toolkit costs less than 0.5% of that engineering effort.

Standard  →  Pro  →  Ultimate  →  Enterprise
    |           |         |            |
Indicators   Patterns   ML/FVG    24/7 Live
+ Fibonacci  + Charts   + Elliott  + Telegram

🌟 Save when upgrading — upgrading costs less than buying separate tiers.

📩 Enterprise includes: Onboarding assistance + priority email support.

🔐 Licensed distributions include traceable signatures to prevent unauthorized resale.

Contact for bundle deals and custom integrations: algo.toolkitt@gmail.com

👉 Get the Toolkit on Gumroad

Most "bots" sold on Telegram and Gumroad fail because they lack:

This toolkit exists to solve those engineering gaps.

"I used the Ultimate tier to test 120+ strategy variations in two weeks without writing execution code from scratch." — Crypto quant researcher

"Deployed Enterprise tier on DigitalOcean with Telegram alerts. Now I have fully unattended signal monitoring running 24/7." — System trader

"The pattern recognition saved me months of development. Edwards & Magee formulas are implemented correctly with proper target calculations." — Strategy developer

Q: Is this a guaranteed-profit trading bot? A: No. This is a professional backtesting and research toolkit, not an auto-profit strategy. Past performance does not guarantee future results.

Q: Can I deploy strategies live? A: Yes — Enterprise tier includes full live trading infrastructure with safety monitors and risk gates.

Q: Can I train my own ML models? A: Yes — Ultimate includes a full ML pipeline (train_model.py) plus 4 pre-trained models.

Q: Can I run this on a cloud server? A: Yes — we include full SSH deployment guides and 24/7 server operation instructions.

Q: Which tier should I start with? A:

• Standard → Best for learning & testing ideas
• Pro → Best for pattern-based automation
• Ultimate → Best for quant research & ML
• Enterprise → Best for live trading operations

This toolkit is not for:

• ❌ High-leverage gamblers
• ❌ Plug-and-play profit seekers
• ❌ Get-rich-quick users
• ❌ Those unwilling to learn

This toolkit IS for:

• ✅ Developers building trading systems
• ✅ Quants and analysts doing research
• ✅ System traders validating ideas
• ✅ Professionals who understand risk

This software is sold under a single-user commercial license. See LICENSE.txt for full terms.

• ✅ Use for personal/commercial trading
• ✅ Modify for your own use
• ✅ Deploy on your servers
• ❌ Resale, redistribution, or sharing is strictly prohibited
• ❌ Unauthorized distribution = DMCA takedown + legal action

⚠️ All licensed distributions contain unique watermark signatures. Unauthorized resale or sharing can be traced and prosecuted.

Email: algo.toolkitt@gmail.com

This is a commercial product. Source code is not included in this public repository. Full source code is delivered upon purchase via Gumroad.

Refund Policy: Refunds are evaluated case-by-case for technical access issues, not performance guarantees.

Built with ❤️ for serious traders who demand quant-grade tools.

👉 Get the Toolkit on Gumroad