DUCKQUANT / THE QUANT & AI DIRECTORY

Public strategy research

Compare measured returns, risk and cost sensitivity. Explore the rule and evidence behind every result.

100Reviewed rule versions
400Actual strategy / asset runs
2024–2025Fixed historical evaluation
15 bpsFee + slippage per side

Primary coverage: Bitcoin, gold via GLD and Nasdaq-100 via QQQ; ETH remains supplementary. Daily long/cash adapters, with completed-bar signals executed at the next open. Entry/exit rules can differ from the original platform. Review the protocol and limitations.

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Bitcoin · BTC / USDT · standardized daily test

96 rankable / 100 evaluated · 90 distinct execution paths. Sharpe rank remains the full-asset rank when another metric is selected.

Annual columns are separate cash-restarted subtests, not annual slices of the continuous two-year account. Double-cost stress doubles both fees and slippage.

Net returns include modeled fees and slippage. Annual columns restart cash. Double-cost stress doubles both modeled costs.
Strategy / sourceSharpe rankNet returnCAGRMax drawdownNet Sharpe2024 restarted2025 restartedDouble costOrdersExposure
Ehlers Fisher slope — daily rule variantOscillator / pattern reversal · FMZPublished variant 1 118.14%47.62%-20.66%1.30100.76%8.66%78.96%13252.12%
90-day momentumMomentum · DuckQuant referenceTransparent baseline 2 125.36%50.04%-20.13%1.2698.18%13.38%117.39%2467.03%
Smarter MACD — daily rule variantMomentum · FMZPublished variant 3 75.41%32.39%-16.55%1.2431.88%32.60%72.79%1035.16%
Turtle close-price breakout — daily rule variantBreakout / volatility expansion · FMZPublished variant 4 85.24%36.05%-27.54%1.2068.94%9.65%77.62%2838.58%
FMZ BB/Keltner squeeze — daily long/cashBreakout / volatility expansion · FMZPublished variant 5 52.69%23.53%-19.78%1.1640.36%8.79%47.73%2220.25%
Vortex crossover — daily referenceTrend following · Classic rule documentationIndicator-rule reference 6 97.30%40.40%-24.13%1.15117.18%-9.15%74.46%8254.58%
Freqtrade Average — signal adapterTrend following · FreqtradePublished variant 7 98.10%40.68%-25.48%1.1596.91%0.60%88.81%3253.76%
RAVI FX Fisher — daily rule variantTrend following · FMZPublished variant 8 92.77%38.78%-28.62%1.1280.88%6.57%82.64%3654.31%
DMI DPO Guard — daily rule variantMomentum · FMZPublished variant 9 107.33%43.92%-33.80%1.0992.96%7.45%104.24%1065.66%
Pring KST crossover — daily referenceMomentum · Classic rule documentationIndicator-rule reference 10 77.19%33.06%-25.74%1.0584.96%-4.20%66.37%4246.92%
ESSMA blended filter — daily rule variantTrend following · FMZPublished variant 11 86.53%36.52%-27.85%1.0573.76%7.35%75.66%4058.69%
ADXMomentum — daily signal variantMomentum · FreqtradePublished variant 12 78.78%33.66%-20.25%1.0367.44%6.45%77.18%653.08%
MFI / MA body reversal — daily rule variantPrice / volume confirmation · FMZPublished variant 13 100.50%41.53%-26.15%1.02120.64%-9.40%99.30%486.05%
TRIX signal crossover — daily referenceMomentum · Classic rule documentationIndicator-rule reference 14 66.83%29.12%-25.14%1.0070.96%-2.42%59.01%3245.28%
Buy and holdPassive reference · DuckQuant referenceTransparent baselineShared execution path · 6 peer(s) 15 106.67%43.69%-32.02%1.00120.64%-6.62%106.05%2100.00%
RSI of ROC — daily rule variantMomentum · FMZPublished variantShared execution path · 6 peer(s) 15 106.67%43.69%-32.02%1.00120.64%-6.62%106.05%2100.00%
MACDStrategy — daily signal variantMomentum · FreqtradePublished variantShared execution path · 6 peer(s) 15 106.67%43.69%-32.02%1.00120.64%-6.62%106.05%2100.00%
Quickie — daily signal variantOscillator / pattern reversal · FreqtradePublished variantShared execution path · 6 peer(s) 15 106.67%43.69%-32.02%1.00120.64%-6.62%106.05%2100.00%
Strategy001 — daily signal variantTrend following · FreqtradePublished variantShared execution path · 6 peer(s) 15 106.67%43.69%-32.02%1.00120.64%-6.62%106.05%2100.00%
SwingHighToSky — daily signal variantMean reversion · FreqtradePublished variantShared execution path · 6 peer(s) 15 106.67%43.69%-32.02%1.00120.64%-6.62%106.05%2100.00%
Freqtrade MACD/CCI — signal adapterMomentum · FreqtradePublished variantShared execution path · 6 peer(s) 15 106.67%43.69%-32.02%1.00120.64%-6.62%106.05%2100.00%
FMZ EMA50/200 + MACD — daily long/cashMomentum · FMZPublished variant 22 103.45%42.57%-32.02%0.99120.64%-8.07%102.84%295.90%
Bollinger RSI OBV — daily rule variantPrice / volume confirmation · FMZPublished variant 23 74.38%32.00%-32.77%0.9886.21%-6.35%61.30%5252.80%
Chande Momentum regime — daily referenceMomentum · Classic rule documentationIndicator-rule reference 24 69.71%30.22%-29.65%0.9668.17%0.91%47.39%9454.04%
Momentum 2.0 — daily rule variantMomentum · FMZPublished variant 25 77.61%33.22%-25.04%0.9369.47%4.81%69.80%3061.83%
Freqtrade Simple — signal adapterMomentum · FreqtradePublished variant 26 72.59%31.32%-28.10%0.9139.12%23.68%66.48%2467.85%
CMCWinner — daily signal variantOscillator / pattern reversal · FreqtradePublished variant 27 42.93%19.52%-19.04%0.910.00%42.93%42.07%424.21%
RedK Momentum Bars — daily rule variantMomentum · FMZPublished variant 28 65.88%28.75%-40.01%0.8949.03%11.31%61.46%1855.40%
EMASkipPump — daily signal variantMean reversion · FreqtradePublished variant 29 57.96%25.64%-22.36%0.8836.39%15.81%52.83%2243.50%
Stochastic Pop — daily referenceBreakout / volatility expansion · Classic rule documentationDocumented strategy reference 30 33.77%15.64%-16.00%0.8834.62%-0.63%32.17%811.35%
Moving Momentum — daily referenceTrend pullback · Classic rule documentationDocumented strategy reference 31 73.76%31.77%-32.55%0.88115.14%-19.48%72.20%672.91%
Bandtastic — daily signal variantMean reversion · FreqtradePublished variant 32 66.41%28.96%-26.42%0.8737.29%20.85%59.57%2857.87%
Connors RSI(2) — daily referenceMean reversion · Classic rule documentationDocumented strategy reference 33 20.22%9.63%-9.69%0.8612.66%6.71%15.28%286.43%
Causal DPO reversal — daily referenceOscillator / pattern reversal · Classic rule documentationIndicator-rule reference 34 64.76%28.31%-25.28%0.8661.64%1.93%25.77%18050.07%
FMZ Hull55 — daily long/cashTrend following · FMZPublished variant 35 55.15%24.52%-34.11%0.8262.19%-4.34%47.43%3450.21%
FMZ SMA8/21 angle — daily long/cashTrend following · FMZPublished variant 36 67.43%29.35%-40.03%0.8151.22%10.38%64.93%1078.80%
Matrix Series oscillator — daily rule variantMomentum · FMZPublished variant 37 68.37%29.71%-31.96%0.8081.85%-7.69%66.86%688.51%
CombinedBinHAndCluc — daily signal variantMean reversion · FreqtradePublished variant 38 37.66%17.30%-20.07%0.7920.57%14.18%32.80%2417.65%
Ichimoku cloud breakout — daily referenceTrend following · Classic rule documentationIndicator-rule reference 39 53.22%23.74%-40.16%0.7739.31%9.66%48.69%2058.41%
Lambert CCI trend — daily referenceMomentum · Classic rule documentationIndicator-rule reference 40 34.27%15.85%-17.57%0.7427.78%5.08%22.71%6022.30%
RSI centerline regime — daily referenceMomentum · Classic rule documentationIndicator-rule reference 41 48.09%21.66%-40.29%0.7450.60%-1.67%32.93%7254.72%
3EMA pullback zone — daily rule variantTrend pullback · FMZPublished variant 42 55.95%24.84%-33.52%0.7387.58%-17.11%54.09%871.96%
Ehlers Fisher level — daily rule variantMomentum · FMZPublished variant 43 46.35%20.94%-34.85%0.7370.89%-14.36%34.56%5656.50%
Bollinger lower-band recovery — daily referenceMean reversion · Classic rule documentationIndicator-rule reference 44 27.75%13.01%-20.07%0.7015.86%10.27%22.50%2819.02%
CMF EMA delayed cross — daily rule variantPrice / volume confirmation · FMZPublished variant 45 47.41%21.38%-34.66%0.6836.82%7.74%46.09%667.31%
CCI Correction — daily referenceTrend pullback · Classic rule documentationDocumented strategy reference 46 43.70%19.84%-37.75%0.6535.18%6.30%42.84%468.95%
Percent B Money Flow — daily referencePrice / volume confirmation · Classic rule documentationDocumented strategy reference 47 40.99%18.71%-41.08%0.6558.68%-11.15%38.47%1259.23%
TechnicalExampleStrategy — daily signal variantMean reversion · FreqtradePublished variant 48 27.93%13.09%-26.03%0.6340.10%-8.96%15.18%7027.77%
CCI / EMA / RSI Cross — daily rule variantMomentum · FMZPublished variant 49 27.70%12.98%-24.37%0.6328.52%-0.64%23.92%2021.48%
55 / 20-day breakoutBreakout / volatility expansion · DuckQuant referenceTransparent baseline 50 34.58%15.98%-21.69%0.6251.28%-11.31%32.18%1241.31%
Hull local pivot levels — daily rule variantOscillator / pattern reversal · FMZPublished variant 51 30.80%14.35%-30.57%0.6137.70%-5.01%26.56%2244.87%
Freqtrade Rockwell MACD — signal adapterMomentum · FreqtradePublished variant 52 28.03%13.13%-20.56%0.6024.10%3.16%19.49%4631.60%
Chandelier reversal reference — daily referenceTrend following · Classic rule documentationIndicator-rule reference 53 34.10%15.78%-36.98%0.5986.19%-27.98%27.43%3454.86%
SMA 50 / 200Trend following · DuckQuant referenceTransparent baseline 54 36.35%16.74%-37.34%0.5791.56%-29.03%35.13%676.88%
Aroon crossover — daily referenceTrend following · Classic rule documentationIndicator-rule reference 55 30.43%14.19%-32.02%0.5650.63%-13.41%24.32%3251.16%
PPO signal crossover — daily referenceMomentum · Classic rule documentationIndicator-rule reference 56 28.24%13.22%-33.61%0.5670.19%-24.65%17.55%5845.96%
FMZ Williams reversal — daily long/cashOscillator / pattern reversal · FMZPublished variant 57 29.79%13.90%-31.91%0.5659.67%-18.72%12.72%9445.14%
Tenkan/Kijun crossover — daily referenceTrend following · Classic rule documentationIndicator-rule reference 58 30.93%14.40%-35.24%0.5554.64%-15.34%24.42%3454.58%
Bollinger / EMA9 — daily rule variantMean reversion · FMZPublished variant 59 17.97%8.60%-11.62%0.538.86%8.37%12.78%3010.12%
Fibonacci Timing — daily rule variantOscillator / pattern reversal · FMZPublished variant 60 26.30%12.37%-25.71%0.533.66%21.84%25.17%650.89%
FMZ King Keltner — daily long/cashBreakout / volatility expansion · FMZPublished variant 61 28.08%13.15%-44.43%0.5240.03%-8.81%25.05%1667.44%
FMZ money-flow oscillator — daily long/cashPrice / volume confirmation · FMZPublished variant 62 26.98%12.67%-42.23%0.5231.02%-3.08%11.28%8852.80%
HLHB — daily signal variantMomentum · FreqtradePublished variant 63 21.91%10.40%-32.28%0.5059.82%-23.72%21.18%430.64%
Chaikin Money Flow regime — daily referencePrice / volume confirmation · Classic rule documentationIndicator-rule reference 64 25.43%11.98%-40.13%0.4836.68%-8.23%12.25%7469.63%
Parabolic SAR reversal — daily referenceTrend following · Classic rule documentationIndicator-rule reference 65 23.03%10.91%-37.07%0.4834.62%-8.60%11.77%6450.48%
FMZ MA21 crossover — daily long/cashTrend following · FMZPublished variant 66 23.14%10.95%-33.56%0.4753.77%-19.92%8.88%8252.80%
Crabel NR7 expansion — daily referenceBreakout / volatility expansion · Classic rule documentationDocumented strategy reference 67 20.43%9.73%-34.77%0.4739.94%-13.94%12.74%4431.05%
Slow Stochastic recovery — daily referenceOscillator / pattern reversal · Classic rule documentationIndicator-rule reference 68 18.80%8.98%-16.90%0.4714.76%3.52%16.33%1422.44%
ClucMay72018 — daily signal variantMean reversion · FreqtradePublished variant 69 16.68%8.01%-20.07%0.4614.87%1.58%13.92%1612.86%
Published Alligator SMA stack — daily rule variantTrend following · FMZPublished variant 70 22.94%10.86%-32.02%0.4549.53%-18.03%21.84%677.29%
Freqtrade Awesome/MACD — signal adapterMomentum · FreqtradePublished variant 71 22.48%10.65%-37.67%0.4565.05%-26.02%20.65%1073.19%
Keltner channel crossing — daily rule variantBreakout / volatility expansion · FMZPublished variant 72 19.27%9.20%-36.00%0.4347.22%-18.99%13.68%3247.88%
Freqtrade BB/RSI — signal adapterMean reversion · FreqtradePublished variant 73 17.83%8.54%-20.93%0.4314.15%3.22%16.77%631.19%
EMA20 Stochastic — daily rule variantTrend pullback · FMZPublished variant 74 17.47%8.37%-38.01%0.4324.54%-5.67%11.30%3635.70%
Williams VIX Fix / Stochastic — daily rule variantOscillator / pattern reversal · FMZPublished variant 75 16.52%7.93%-28.10%0.4111.44%4.55%14.44%1238.30%
True Strength Index crossover — daily referenceMomentum · Classic rule documentationIndicator-rule reference 76 16.75%8.04%-31.76%0.4036.09%-14.21%5.74%6647.47%
Donchian distance oscillator — daily rule variantMomentum · FMZPublished variant 77 16.39%7.87%-38.41%0.4031.51%-11.49%9.28%4248.02%
OBV signal crossover — daily referencePrice / volume confirmation · Classic rule documentationIndicator-rule reference 78 14.46%6.98%-45.16%0.3731.11%-12.70%-2.07%10445.55%
Wilder RSI recovery — daily referenceOscillator / pattern reversal · Classic rule documentationIndicator-rule reference 79 13.45%6.51%-20.93%0.368.69%4.38%12.44%630.64%
Chaikin A/D oscillator — daily referencePrice / volume confirmation · Classic rule documentationIndicator-rule reference 80 12.22%5.92%-42.98%0.3466.04%-32.42%-1.37%8664.57%
Money Flow Index recovery — daily referenceOscillator / pattern reversal · Classic rule documentationIndicator-rule reference 81 10.78%5.24%-32.02%0.3217.05%-5.36%9.79%645.69%
Bollinger Awesome Alert — daily rule variantMomentum · FMZPublished variant 82 10.63%5.17%-36.78%0.3242.26%-22.23%4.82%3646.92%
RSI2 recovery timed exit — daily rule variantMean reversion · FMZPublished variant 83 9.42%4.60%-22.15%0.3224.43%-12.06%-1.49%7019.02%
Published two-horizon momentum — daily rule variantMomentum · FMZPublished variant 84 10.16%4.95%-42.20%0.3138.05%-20.20%-3.17%8654.86%
Bollinger upper-band breakout — daily referenceBreakout / volatility expansion · Classic rule documentationIndicator-rule reference 85 7.05%3.46%-25.39%0.2623.01%-12.98%1.72%3433.11%
Swing Hull / EMA / RSI — daily rule variantTrend pullback · FMZPublished variant 86 6.11%3.00%-31.63%0.266.21%-0.09%4.21%1257.05%
EMA21/55/200 with RSI exit — daily rule variantTrend following · FMZPublished variant 87 6.14%3.02%-24.47%0.240.23%5.90%5.19%625.58%
FMZ SuperTrend — daily long/cashTrend following · FMZPublished variant 88 5.06%2.50%-40.72%0.2439.94%-24.92%1.65%2251.98%
Donchian centerline regime — daily referenceTrend following · Classic rule documentationIndicator-rule reference 89 0.30%0.15%-41.90%0.1828.80%-22.13%-11.31%8255.13%
Freqtrade ADX/SMA — signal adapterTrend following · FreqtradePublished variant 90 -3.44%-1.73%-35.68%0.1125.20%-23.11%-6.57%2239.40%
Ultimate Oscillator recovery — daily referenceOscillator / pattern reversal · Classic rule documentationIndicator-rule referenceShared execution path · 1 peer(s) 91 -6.00%-3.04%-8.98%-0.280.00%-6.00%-6.28%25.88%
Stochastic + RSI Double — daily rule variantOscillator / pattern reversal · FMZPublished variantShared execution path · 1 peer(s) 91 -6.00%-3.04%-8.98%-0.280.00%-6.00%-6.28%25.88%
SmoothScalp — daily signal variantOscillator / pattern reversal · FreqtradePublished variant 93 -8.59%-4.38%-11.49%-0.420.00%-8.59%-8.86%26.29%
Dual Stochastics — daily rule variantMomentum · FMZPublished variant 94 -4.91%-2.48%-8.07%-0.44-4.91%0.00%-5.20%22.33%
CofiBitStrategy — daily signal variantOscillator / pattern reversal · FreqtradePublished variant 95 -8.32%-4.24%-11.88%-0.690.00%-8.32%-8.87%42.33%
Scalp — daily signal variantOscillator / pattern reversal · FreqtradePublished variant 96 -8.88%-4.54%-11.49%-0.880.00%-8.88%-9.15%21.37%
Keltner border bounce — daily rule variantMean reversion · FMZPublished variantShared execution path · 3 peer(s) Unranked 0.00%0.00%0.00%N/A0.00%0.00%0.00%00.00%
Strategy003 — daily signal variantMean reversion · FreqtradePublished variantShared execution path · 3 peer(s) Unranked 0.00%0.00%0.00%N/A0.00%0.00%0.00%00.00%
Strategy004 — daily signal variantOscillator / pattern reversal · FreqtradePublished variantShared execution path · 3 peer(s) Unranked 0.00%0.00%0.00%N/A0.00%0.00%0.00%00.00%
Strategy005 — daily signal variantOscillator / pattern reversal · FreqtradePublished variantShared execution path · 3 peer(s) Unranked 0.00%0.00%0.00%N/A0.00%0.00%0.00%00.00%
Asset and return conventions

ETF bars follow the US trading calendar, raw traded prices and accrued/paid cash dividends without automatic reinvestment. Sharpe annualizes 252 ETF sessions or 365 crypto days; CAGR uses elapsed calendar days. USD and USDT are not FX-normalized.

Maximum drawdown is negative; “higher first” shows smaller losses first. No trades or undefined Sharpe stays unranked. Different rules can share the same execution path during this sample.

Evaluation protocol

  • Bitcoin and supplementary Ethereum: official Binance spot archives, 2022–2025, monthly ZIPs verified against published SHA256. Gold and Nasdaq-100: GLD and QQQ ETF raw daily OHLCV from Nasdaq, independently cross-checked against Yahoo for the retained Jun 2021–2025 window. Crypto warms up in 2022–2023; ETFs in Jun 2021–2023. Source response digests are local integrity hashes, not issuer-published checksums.
  • Signals on completed bars execute at the next available asset-session open. Every strategy starts the evaluation in cash and liquidates at the final close, with costs. Short signals become cash, never borrowed short positions.
  • Fractional units, all-in available-cash targets, no leverage or cash interest. ETF dividends accrue for prior-close holders on ex-date and settle on official payment date; paid cash is not automatically reinvested. ETF prices are raw, without back-adjusted future factors. Reviewed ETF snapshots contain no split events. No funding, taxes, lot-size constraints or order-book simulation. Fee/slippage are modeled assumptions.
  • Daily close equity includes unrealized gains. Maximum drawdown uses the running daily equity peak, including initial capital and final liquidation. Sharpe uses sample daily return volatility, zero risk-free rate; Sharpe annualizes 365 crypto days or 252 ETF sessions. CAGR uses actual calendar elapsed days, 731 for the two-year window. USD and USDT are not FX-normalized. Orders count entries and exits.
  • Common risk/execution rules replace source-platform protections where stated; original exchange, timeframe and portfolio allocation are not replicated. EMA starts from the first observation; warm-up reduces but does not certify identical platform indicators.
  • Three primary assets (Bitcoin, GLD gold ETF and QQQ Nasdaq-100 ETF), supplementary ETH and two historical years do not establish robustness. No backtest is a live return or independently sealed test.

Source snapshots: asset definitions, Binance public data documentation. Engine dq-daily-multiasset-1.3; generated 2026-10-25T04:00:44.435928+00:00.

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