KNN Machine Learning Momentum Stop lagging. Start predicting. Institutional-grade K-Nearest Neighbors analytics.
Default parameters optimized for XAUUSD. Works on any timeframe β choose based on your trading style. Higher timeframes deliver cleaner, higher-probability signals. Lower timeframes generate more signals with slightly more noise. See the Timeframe Guide below.
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π KNN XAGUSD Bot β View on cTrader Market
β± Timeframe Guide
TimeframeSignal VolumeNotes
M5
Very High
More noise β requires stricter discipline and filtering to avoid overtrading.
M8
High (DEFAULT)
The optimized baseline. Best balance between signal frequency and accuracy for XAUUSD.
M15
Medium
Cleaner, higher-quality signals with fewer entries per session.
M30 / H1
Low
Highest accuracy β best suited for swing-style setups with more patience required.
Default parameters were backtested on M8. If you switch timeframes, consider adjusting ATR Period and SL/TP multipliers accordingly.
βοΈ Default Parameters
Learning Window (350) β Number of historical candles the KNN engine scans for pattern matches.
Prediction Threshold (0.5) β Minimum confidence score required before a signal is generated.
ATR Period (6) β Period used to calculate Average True Range for SL/TP sizing.
Stop Loss Multiplier (3.4) β SL distance = ATR Γ 3.4. Wider to give Gold's volatility room to breathe.
Take Profit Multiplier (1.6) β TP distance = ATR Γ 1.6. Tighter to lock in profits quickly and maintain a high win rate.
Trend Filter EMA (20) β Period of the EMA used as the trend filter β the Blue Line on your chart.
π€ Predictive KNN Engine Compresses RSI and MA deviation into a historical matching algorithm. On every candle, it scans the last 350 bars and finds the 5 most similar past moments to forecast direction.
π Strict EMA Trend Filter Suppresses low-probability counter-trend setups automatically. Only signals aligning with the broader trend are marked high-probability.
π¦ Dynamic ATR Target Zones Projects transparent colored boxes for your Take Profit and Stop Loss zones, adapting in real-time to current market volatility via ATR.
π§Ή UI Memory Manager Keeps your chart clean by automatically removing old zones. Only the 5 most recent setups are displayed at any time.
π² Telegram Push Alerts Built-in webhook integration sends instant trade alerts with exact Entry, TP, and SL prices directly to your phone.
π Reading the Signals
π’ Bright Green Arrow β High-Probability BUY KNN predicts price will rise AND price is above the EMA. Full trend alignment. These are the premium setups to trade.
π΄ Bright Red Arrow β High-Probability SELL KNN predicts price will fall AND price is below the EMA. Full trend alignment. Enter at the close of the signal candle.
βͺ Gray Arrow β Counter-Trend (DO NOT TRADE) Momentum shift detected, but against the broader trend. Printed for awareness only β significantly lower probability.
βΆοΈ Execution Guide
- Wait for a Bright Green or Bright Red Arrow β ignore gray signals entirely.
- Wait for the signal candle to fully close before entering.
- Set SL and TP at the outer horizontal edge of each box β the edge furthest from your entry price.
β FAQ
Why does an arrow appear? Every candle, the algorithm snapshots current RSI and MA momentum, scans the last 350 bars for the 5 most mathematically similar moments, and forecasts direction based on where price went from those moments.
What makes an arrow Bright vs. Gray? Bright arrows = AI signal and EMA trend in full agreement β highest probability. Gray arrows = momentum detected but counter-trend β flagged as too risky to trade.
Which timeframe should I use? M8 is the optimized default. Higher timeframes (M15, M30, H1) give fewer but cleaner signals. M5 gives more signals but demands sharper filtering discipline.
Where exactly do I place SL and TP? At the outer horizontal edge of each colored box β the edge furthest from your entry price.
Can I use this on assets other than Gold? Yes β applicable to any asset on cTrader. However, parameters were backtested specifically for XAUUSD. Other instruments will benefit from a parameter tuning period.
β οΈ Risk Disclaimer Trading foreign exchange, commodities, and CFDs on margin carries a high level of risk and may not be suitable for all investors. This indicator is a quantitative analysis tool for educational and informational purposes only β it does not constitute financial advice. Past performance is not indicative of future results. Always test on a demo account before risking live capital.
