MACD Long Strategy
Pairs Relative Strength Index extremes with MACD crossovers to capture pullbacks within a trend. After RSI reaches an extreme reading, the system waits for a confirming MACD crossover before entering. This approach filters noisy momentum shifts and focuses on high-probability reversals.
The strategy trades both directions and can quickly flip when opposite signals appear. MACD provides momentum confirmation while RSI highlights overbought and oversold zones. Protective stops can be added through the engine's risk controls.
Details
- Entry Criteria:
- Long: RSI falls below oversold, then MACD line crosses above signal.
- Short: RSI rises above overbought, then MACD line crosses below signal.
- Exit Criteria:
- Opposite crossover or stop triggered.
- Indicators:
- RSI (length 14, oversold 30, overbought 70)
- MACD (fast 12, slow 26, signal 9)
- Stops: Implement via StartProtection or external money management.
- Default Values:
RsiLength= 14Oversold= 30Overbought= 70MacdFast= 12MacdSlow= 26MacdSignal= 9
- Filters:
- Momentum reversal
- Works on various timeframes
- Indicators: RSI, MACD
- Stops: Optional
- Complexity: Basic
namespace StockSharp.Samples.Strategies;
using System;
using System.Collections.Generic;
using Ecng.Common;
using StockSharp.Algo.Indicators;
using StockSharp.Algo.Strategies;
using StockSharp.BusinessEntities;
using StockSharp.Messages;
/// <summary>
/// MACD Long Strategy.
/// Uses MACD crossover with RSI oversold/overbought lookback for timing.
/// Buys when RSI was recently oversold and MACD turns positive.
/// Sells when RSI was recently overbought and MACD turns negative.
/// </summary>
public class MacdLongStrategy : Strategy
{
private readonly StrategyParam<DataType> _candleTypeParam;
private readonly StrategyParam<int> _rsiLength;
private readonly StrategyParam<int> _rsiOversold;
private readonly StrategyParam<int> _rsiOverbought;
private readonly StrategyParam<int> _lookbackBars;
private readonly StrategyParam<int> _cooldownBars;
private RelativeStrengthIndex _rsi;
private MovingAverageConvergenceDivergence _macd;
private int _barsSinceOversold;
private int _barsSinceOverbought;
private decimal _prevMacd;
private int _cooldownRemaining;
public MacdLongStrategy()
{
_candleTypeParam = Param(nameof(CandleType), TimeSpan.FromMinutes(30).TimeFrame())
.SetDisplay("Candle type", "Candle type for strategy calculation.", "General");
_rsiLength = Param(nameof(RsiLength), 14)
.SetGreaterThanZero()
.SetDisplay("RSI Length", "RSI period", "RSI");
_rsiOversold = Param(nameof(RsiOversold), 40)
.SetDisplay("RSI Oversold", "Oversold level", "RSI");
_rsiOverbought = Param(nameof(RsiOverbought), 60)
.SetDisplay("RSI Overbought", "Overbought level", "RSI");
_lookbackBars = Param(nameof(LookbackBars), 20)
.SetDisplay("Lookback Bars", "Bars to look back for RSI conditions", "Strategy");
_cooldownBars = Param(nameof(CooldownBars), 10)
.SetDisplay("Cooldown Bars", "Bars to wait between trades", "Risk");
}
public DataType CandleType
{
get => _candleTypeParam.Value;
set => _candleTypeParam.Value = value;
}
public int RsiLength
{
get => _rsiLength.Value;
set => _rsiLength.Value = value;
}
public int RsiOversold
{
get => _rsiOversold.Value;
set => _rsiOversold.Value = value;
}
public int RsiOverbought
{
get => _rsiOverbought.Value;
set => _rsiOverbought.Value = value;
}
public int LookbackBars
{
get => _lookbackBars.Value;
set => _lookbackBars.Value = value;
}
public int CooldownBars
{
get => _cooldownBars.Value;
set => _cooldownBars.Value = value;
}
/// <inheritdoc />
public override IEnumerable<(Security sec, DataType dt)> GetWorkingSecurities()
=> [(Security, CandleType)];
/// <inheritdoc />
protected override void OnReseted()
{
base.OnReseted();
_rsi = null;
_macd = null;
_barsSinceOversold = int.MaxValue;
_barsSinceOverbought = int.MaxValue;
_prevMacd = 0;
_cooldownRemaining = 0;
}
/// <inheritdoc />
protected override void OnStarted2(DateTime time)
{
base.OnStarted2(time);
_rsi = new RelativeStrengthIndex { Length = RsiLength };
_macd = new MovingAverageConvergenceDivergence();
var subscription = SubscribeCandles(CandleType);
subscription
.Bind(_rsi, _macd, OnProcess)
.Start();
var area = CreateChartArea();
if (area != null)
{
DrawCandles(area, subscription);
DrawOwnTrades(area);
}
}
private void OnProcess(ICandleMessage candle, decimal rsi, decimal macdVal)
{
if (candle.State != CandleStates.Finished)
return;
if (!_rsi.IsFormed || !_macd.IsFormed)
{
_prevMacd = macdVal;
return;
}
// Track RSI oversold/overbought
if (rsi <= RsiOversold)
_barsSinceOversold = 0;
else
_barsSinceOversold = Math.Min(_barsSinceOversold + 1, int.MaxValue - 1);
if (rsi >= RsiOverbought)
_barsSinceOverbought = 0;
else
_barsSinceOverbought = Math.Min(_barsSinceOverbought + 1, int.MaxValue - 1);
if (!IsFormedAndOnlineAndAllowTrading())
{
_prevMacd = macdVal;
return;
}
if (_cooldownRemaining > 0)
{
_cooldownRemaining--;
_prevMacd = macdVal;
return;
}
var wasOversold = _barsSinceOversold <= LookbackBars;
var wasOverbought = _barsSinceOverbought <= LookbackBars;
// MACD zero cross
var macdCrossUp = macdVal > 0 && _prevMacd <= 0 && _prevMacd != 0;
var macdCrossDown = macdVal < 0 && _prevMacd >= 0 && _prevMacd != 0;
// Buy: RSI was recently oversold + MACD crosses above zero
if (wasOversold && macdCrossUp && Position <= 0)
{
if (Position < 0)
BuyMarket(Math.Abs(Position));
BuyMarket(Volume);
_cooldownRemaining = CooldownBars;
}
// Sell: RSI was recently overbought + MACD crosses below zero
else if (wasOverbought && macdCrossDown && Position >= 0)
{
if (Position > 0)
SellMarket(Math.Abs(Position));
SellMarket(Volume);
_cooldownRemaining = CooldownBars;
}
// Exit long on MACD cross down
else if (Position > 0 && macdCrossDown)
{
SellMarket(Math.Abs(Position));
_cooldownRemaining = CooldownBars;
}
// Exit short on MACD cross up
else if (Position < 0 && macdCrossUp)
{
BuyMarket(Math.Abs(Position));
_cooldownRemaining = CooldownBars;
}
_prevMacd = macdVal;
}
}
import clr
clr.AddReference("StockSharp.Messages")
clr.AddReference("StockSharp.Algo")
clr.AddReference("StockSharp.Algo.Indicators")
clr.AddReference("StockSharp.Algo.Strategies")
from System import TimeSpan, Math
from StockSharp.Messages import DataType, CandleStates
from StockSharp.Algo.Indicators import RelativeStrengthIndex, MovingAverageConvergenceDivergence
from StockSharp.Algo.Strategies import Strategy
import sys
class macd_long_strategy(Strategy):
"""MACD Long Strategy. RSI lookback + MACD zero crossover."""
def __init__(self):
super(macd_long_strategy, self).__init__()
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromMinutes(30))) \
.SetDisplay("Candle type", "Candle type for strategy calculation.", "General")
self._rsi_length = self.Param("RsiLength", 14) \
.SetDisplay("RSI Length", "RSI period", "RSI")
self._rsi_oversold = self.Param("RsiOversold", 40) \
.SetDisplay("RSI Oversold", "Oversold level", "RSI")
self._rsi_overbought = self.Param("RsiOverbought", 60) \
.SetDisplay("RSI Overbought", "Overbought level", "RSI")
self._lookback_bars = self.Param("LookbackBars", 20) \
.SetDisplay("Lookback Bars", "Bars to look back for RSI conditions", "Strategy")
self._cooldown_bars = self.Param("CooldownBars", 10) \
.SetDisplay("Cooldown Bars", "Bars to wait between trades", "Risk")
self._rsi = None
self._macd = None
self._bars_since_oversold = sys.maxsize
self._bars_since_overbought = sys.maxsize
self._prev_macd = 0.0
self._cooldown_remaining = 0
@property
def candle_type(self):
return self._candle_type.Value
def OnReseted(self):
super(macd_long_strategy, self).OnReseted()
self._rsi = None
self._macd = None
self._bars_since_oversold = sys.maxsize
self._bars_since_overbought = sys.maxsize
self._prev_macd = 0.0
self._cooldown_remaining = 0
def OnStarted2(self, time):
super(macd_long_strategy, self).OnStarted2(time)
self._rsi = RelativeStrengthIndex()
self._rsi.Length = int(self._rsi_length.Value)
self._macd = MovingAverageConvergenceDivergence()
subscription = self.SubscribeCandles(self.candle_type)
subscription.Bind(self._rsi, self._macd, self._on_process).Start()
area = self.CreateChartArea()
if area is not None:
self.DrawCandles(area, subscription)
self.DrawOwnTrades(area)
def _on_process(self, candle, rsi_val, macd_val):
if candle.State != CandleStates.Finished:
return
if not self._rsi.IsFormed or not self._macd.IsFormed:
self._prev_macd = float(macd_val)
return
rsi = float(rsi_val)
macd = float(macd_val)
rsi_os = int(self._rsi_oversold.Value)
rsi_ob = int(self._rsi_overbought.Value)
# Track RSI oversold/overbought
if rsi <= rsi_os:
self._bars_since_oversold = 0
else:
self._bars_since_oversold = min(self._bars_since_oversold + 1, sys.maxsize - 1)
if rsi >= rsi_ob:
self._bars_since_overbought = 0
else:
self._bars_since_overbought = min(self._bars_since_overbought + 1, sys.maxsize - 1)
if not self.IsFormedAndOnlineAndAllowTrading():
self._prev_macd = macd
return
if self._cooldown_remaining > 0:
self._cooldown_remaining -= 1
self._prev_macd = macd
return
cooldown = int(self._cooldown_bars.Value)
lookback = int(self._lookback_bars.Value)
was_oversold = self._bars_since_oversold <= lookback
was_overbought = self._bars_since_overbought <= lookback
macd_cross_up = macd > 0 and self._prev_macd <= 0 and self._prev_macd != 0
macd_cross_down = macd < 0 and self._prev_macd >= 0 and self._prev_macd != 0
if was_oversold and macd_cross_up and self.Position <= 0:
if self.Position < 0:
self.BuyMarket(Math.Abs(self.Position))
self.BuyMarket(self.Volume)
self._cooldown_remaining = cooldown
elif was_overbought and macd_cross_down and self.Position >= 0:
if self.Position > 0:
self.SellMarket(Math.Abs(self.Position))
self.SellMarket(self.Volume)
self._cooldown_remaining = cooldown
elif self.Position > 0 and macd_cross_down:
self.SellMarket(Math.Abs(self.Position))
self._cooldown_remaining = cooldown
elif self.Position < 0 and macd_cross_up:
self.BuyMarket(Math.Abs(self.Position))
self._cooldown_remaining = cooldown
self._prev_macd = macd
def CreateClone(self):
return macd_long_strategy()