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Daily stock picks powered by multiple AI-validated algorithms.
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- Not financial advice. This tool is for research and education only. It does not recommend, endorse, or advise any security or strategy.
- Past performance does not guarantee future results. Backtest and rankings are based on historical data and may not repeat.
- You can lose money. Investing involves risk. Only use capital you can afford to lose.
- No guarantee of accuracy. Scores, ratings, and data can be wrong, delayed, or incomplete.
- Consult a professional. For decisions about your finances, use a licensed financial or tax adviser.
By using this site you agree: use is at your own risk. The operators and data sources provide no warranty or guarantee and are not liable for any decisions or losses you may incur.
Based on historical performance of our picks so far…
We rank algorithm effectiveness from our backtest and suggest tweaks so each strategy can improve.
Run npm run stocks:backtest and load the backtest report to see which algorithm performed best and the data-driven ranking. Until then, based on research and our design:
Recommended tweaks (from research)
- CAN SLIM Growth can be improved by adding earnings (C/A) and a market-direction filter (M) so buys only run when the market is in an uptrend.
- Technical Momentum can be improved by adding an ATR/volatility filter to cut false breakouts and using volume thresholds from standard deviations.
- Composite Rating can be improved by upgrading regime detection (e.g. HMM) and estimating factor weights from rolling performance instead of fixed 40/20/20/20.
- ML Ensemble can be improved by tightening feature set, walk-forward validation, and input scaling so models stay robust.
- Statistical Arbitrage can be improved by using volume/liquidity in pair selection and reducing exposure in high-vol regimes.
Full details: STOCK_ALGORITHM_PROSCONS_AND_IMPROVEMENTS.md
Each algorithm produces a numeric score (e.g. 0–100) from its inputs (price, volume, RSI, fundamentals, etc.). We map score ranges to ratings (STRONG BUY, BUY, HOLD, SELL). The exact formula depends on the algorithm:
- CAN SLIM: RS Rating, stage-2 uptrend, price vs 52W high, RSI.
- Technical Momentum: volume surge, RSI, breakouts, Bollinger squeeze, by timeframe.
- Composite Rating: technicals, volume, fundamentals, regime — blended into one score.
- ML Ensemble: model outputs from technical/microstructure features.
- Statistical Arbitrage: pair z-score, Sharpe, return — relative value.
We do not guarantee that higher scores or "BUY" ratings will lead to profits. For a deep dive into our validation methodology, see Statistical Governance Research. Full technical notes: STOCK_ALGORITHMS.md.
- Backtest uses historical data; future performance may differ.
- Algorithm rankings can be based on small samples (<5 picks); interpret "low sample" with caution.
- Price and fundamental data can be delayed or incorrect.
- We do not adjust for survivorship bias, fees, or slippage in backtests.
- No single algorithm is best for all regimes or timeframes.
Algorithms
Each name below matches the All Algorithms dropdown. Full methodology, scoring, and implementation notes are in STOCK_ALGORITHMS.md (and in this repo’s root when using TORONTOEVENTS_ANTIGRAVITY).
CAN SLIM Growth
Long-term growth screener (O'Neil). RS Rating, Stage-2 Uptrend, price vs 52W high, RSI.
- • RS Rating ≥ 90
- • Stage-2 Uptrend (Minervini)
- • Price vs 52-week high
Best for: 3–12 month holds
Technical Momentum
Short-term momentum by timeframe (24h, 3d, 7d). Volume surge, RSI, breakouts, Bollinger squeeze.
- • Volume surge vs 10-day avg
- • RSI extremes / momentum
- • 20-day breakout, Bollinger squeeze
Best for: 24h–1 week
ML Ensemble
ML models (XGBoost, Gradient Boosting, etc.) for next-day or short-horizon returns; technical features.
- • Tree-based + linear models
- • Technical/microstructure features
- • MSE / R² / MAE evaluation
Best for: liquid large/mid caps, short horizon
Composite Rating
Multi-factor score: technicals, volume, fundamentals, regime. Overall attractiveness for swing/watchlist.
- • Price vs SMAs, RSI
- • Volume, PE, market cap
- • Regime (normal/low-vol/high-vol)
Best for: 1–3 month swing
Statistical Arbitrage
Pairs mean reversion: correlated pairs, z-score spread, Sharpe/return. Market-neutral, relative value.
- • Correlated pairs
- • Z-score entry/exit
- • Sharpe, total return
Best for: sector pairs, mean reversion
Scientific Methodology
The "Bet-Your-Life" Protocol
"We have eliminated hindsight bias by establishing an append-only JSON ledger system in STOCKSUNIFY2. Every pick is recorded with a permanent hash, making results falsifiable and verifiable by anyone."
Read Verification Manifesto →Core V2 Advancements
Re-score with another algorithm
Run any symbol through a chosen algorithm to see its live rating. When this site is built as a static export, re-score is unavailable—use By symbol and Cross-algorithm above to see ratings from the daily dataset.
AMD
STRONG BUYMedium RiskAdvanced Micro Devices, Inc.
Score Breakdown
Based on technical indicators (RSI, SMA), volume dynamics, and fundamental data. V2 Engine applies stricter penalties for risk.
INTC
STRONG BUYMedium RiskIntel Corporation
Score Breakdown
Based on technical indicators (RSI, SMA), volume dynamics, and fundamental data. V2 Engine applies stricter penalties for risk.
CAT
STRONG BUYMedium RiskCaterpillar Inc.
Score Breakdown
Based on technical indicators (RSI, SMA), volume dynamics, and fundamental data. V2 Engine applies stricter penalties for risk.
STX
STRONG BUYMedium RiskSeagate Technology Holdings plc
Score Breakdown
Based on technical indicators (RSI, SMA), volume dynamics, and fundamental data. V2 Engine applies stricter penalties for risk.
WDC
STRONG BUYMedium RiskWestern Digital Corporation
Score Breakdown
Based on technical indicators (RSI, SMA), volume dynamics, and fundamental data. V2 Engine applies stricter penalties for risk.
SOXL
STRONG BUYMedium RiskDirexion Daily Semiconductor Bull 3X Shares
Score Breakdown
Based on technical indicators (RSI, SMA), volume dynamics, and fundamental data. V2 Engine applies stricter penalties for risk.
LABU
STRONG BUYMedium RiskDirexion Daily S&P Biotech Bull 3X Shares
Score Breakdown
Based on technical indicators (RSI, SMA), volume dynamics, and fundamental data. V2 Engine applies stricter penalties for risk.
PLUG
STRONG BUYMedium RiskPlug Power Inc.
Score Breakdown
Based on technical indicators (RSI, SMA), volume dynamics, and fundamental data. V2 Engine applies stricter penalties for risk.
HUT
STRONG BUYMedium RiskHut 8 Corp.
Score Breakdown
Based on technical indicators (RSI, SMA), volume dynamics, and fundamental data. V2 Engine applies stricter penalties for risk.
MGM
STRONG BUYHigh RiskMGM Resorts International
Score Breakdown
Based on technical indicators (RSI, SMA), volume dynamics, and fundamental data. V2 Engine applies stricter penalties for risk.
CLF
STRONG BUYVery High RiskCleveland-Cliffs Inc.
Score Breakdown
Based on technical indicators (RSI, SMA), volume dynamics, and fundamental data. V2 Engine applies stricter penalties for risk.
APA
STRONG BUYMedium RiskAPA Corporation
Score Breakdown
Based on technical indicators (RSI, SMA), volume dynamics, and fundamental data. V2 Engine applies stricter penalties for risk.
SMH
STRONG BUYMedium RiskVanEck Semiconductor ETF
Score Breakdown
Based on technical indicators (RSI, SMA), volume dynamics, and fundamental data. V2 Engine applies stricter penalties for risk.
FCEL
STRONG BUYMedium RiskFuelCell Energy, Inc.
Score Breakdown
Based on technical indicators (RSI, SMA), volume dynamics, and fundamental data. V2 Engine applies stricter penalties for risk.
AA
BUYMedium RiskAlcoa Corporation
Score Breakdown
Based on technical indicators (RSI, SMA), volume dynamics, and fundamental data. V2 Engine applies stricter penalties for risk.
BBBY
BUYHigh RiskBed Bath & Beyond, Inc.
Score Breakdown
Based on technical indicators (RSI, SMA), volume dynamics, and fundamental data. V2 Engine applies stricter penalties for risk.
CGC
BUYVery High RiskCanopy Growth Corporation
Score Breakdown
Based on technical indicators (RSI, SMA), volume dynamics, and fundamental data. V2 Engine applies stricter penalties for risk.
AMC
BUYVery High RiskAMC Entertainment Holdings, Inc.
Score Breakdown
Based on technical indicators (RSI, SMA), volume dynamics, and fundamental data. V2 Engine applies stricter penalties for risk.
HIVE
BUYVery High RiskHIVE Digital Technologies Ltd.
Score Breakdown
Based on technical indicators (RSI, SMA), volume dynamics, and fundamental data. V2 Engine applies stricter penalties for risk.
JPM
BUYMedium RiskJPMorgan Chase & Co.
Score Breakdown
Based on technical indicators (RSI, SMA), volume dynamics, and fundamental data. V2 Engine applies stricter penalties for risk.
TGT
BUYMedium RiskTarget Corporation
Score Breakdown
Based on technical indicators (RSI, SMA), volume dynamics, and fundamental data. V2 Engine applies stricter penalties for risk.
YUM
BUYMedium RiskYum! Brands, Inc.
Score Breakdown
Based on technical indicators (RSI, SMA), volume dynamics, and fundamental data. V2 Engine applies stricter penalties for risk.
NEE
BUYMedium RiskNextEra Energy, Inc.
Score Breakdown
Based on technical indicators (RSI, SMA), volume dynamics, and fundamental data. V2 Engine applies stricter penalties for risk.
AEP
BUYMedium RiskAmerican Electric Power Company, Inc.
Score Breakdown
Based on technical indicators (RSI, SMA), volume dynamics, and fundamental data. V2 Engine applies stricter penalties for risk.
ALLY
BUYMedium RiskAlly Financial Inc.
Score Breakdown
Based on technical indicators (RSI, SMA), volume dynamics, and fundamental data. V2 Engine applies stricter penalties for risk.
CF
BUYMedium RiskCF Industries Holdings, Inc.
Score Breakdown
Based on technical indicators (RSI, SMA), volume dynamics, and fundamental data. V2 Engine applies stricter penalties for risk.
DVN
BUYMedium RiskDevon Energy Corporation
Score Breakdown
Based on technical indicators (RSI, SMA), volume dynamics, and fundamental data. V2 Engine applies stricter penalties for risk.
HAL
BUYMedium RiskHalliburton Company
Score Breakdown
Based on technical indicators (RSI, SMA), volume dynamics, and fundamental data. V2 Engine applies stricter penalties for risk.
XLI
BUYMedium RiskState Street Industrial Select Sector SPDR ETF
Score Breakdown
Based on technical indicators (RSI, SMA), volume dynamics, and fundamental data. V2 Engine applies stricter penalties for risk.
KRE
BUYMedium RiskState Street SPDR S&P Regional Banking ETF
Score Breakdown
Based on technical indicators (RSI, SMA), volume dynamics, and fundamental data. V2 Engine applies stricter penalties for risk.
Retroactive Pick Performance
Picks are timestamped with pickedAt when generated. This section shows whether our "guess" was right over the predicted timeframe: did the price hit growth we expected? What was the range during the timeline? Performance since prediction date and during the prediction timeframe. Algorithm effectiveness ranking from this data is shown at the top in Based on historical performance of our picks so far…
with recommended tweaks per algorithm.
Learn More
Analysis Documents
- • STOCK_ALGORITHMS.md — full reference for every algorithm (names match the dropdown)
- • STOCK_ALGORITHM_PROSCONS_AND_IMPROVEMENTS.md — pros/cons, effectiveness research, and improvement ideas per algorithm
- • Stock Repository Analysis
- • Algorithm Summary
- • Google Gemini Analysis
- • Comet Browser AI Analysis
- • ChatGPT Analysis