BTC – LEVR: Leverage Efficiency & Volume RatioLEVR: Leverage Efficiency & Volume Ratio
Observation-only. Data: IntoTheBlock.
Overview
The Leverage Efficiency & Volume Ratio (LEVR) is a market structure oscillator designed to detect "Paper Bubbles" and "Organic Bottoms" by separating speculative greed from network utility. While most indicators analyze price action, LEVR analyzes market fragility. It operates on the thesis that Sustainable Rallies are driven by Spot/Network Activity, while Fragile Rallies are driven by Derivatives Leverage.
Synergy
How it works with VERI
LEVR is designed to be the tactical counterpart to the fundamental VERI Indicator (Valuation & Entity Ratio Index).
Use VERI for Strategy: To identify Value. (Is Bitcoin cheap? Are Whales buying?)
Use LEVR for Risk: To identify Structure. (Is the current price move real, or is it a leverage bubble about to pop?)
The "Perfect Setup"
The strongest buy signals occur when VERI is in the Accumulation Zone (Whales buying) AND LEVR is in the Organic Zone (Leverage is flushed out) (as it was the case in the Dec 2022 Bear Market Bottom).
Why LEVR is Unique
Standard indicators often fail to contextualize Open Interest:
vs. Raw Open Interest: Raw OI always trends up over time as the market grows. LEVR solves this by normalizing OI against Active Addresses. This reveals when leverage is outpacing actual adoption.
vs. ELR (Estimated Leverage Ratio): Classic ELR divides Open Interest by Exchange Reserves. However, Exchange Reserves are notoriously difficult to track accurately. LEVR uses Active Addresses (Network Utility) as a cleaner, more reliable denominator for network health.
Methodology
The Mathematics: The indicator calculates a normalized Z-Score ratio between two IntoTheBlock datasets:
The Numerator (Greed): Perpetual Open Interest. The total dollar value of all open futures contracts. This represents the "Gambling" capital.
The Denominator (Utility): Active Addresses. The number of unique addresses transacting on-chain. This represents the "Real" user base.
The Formula : LEVR = Z-Score ( Perpetual Open Interest / Active Addresses )
How to Interpret the Visuals
The line color changes dynamically to reflect the current risk regime:
🟥 Speculative Premium (Red Line > 2.0) :
Signal: "Leverage Bubble."
Context: Open Interest is rising significantly faster than User Growth. The rally is fueled by debt.
Risk: High probability of a "Long Squeeze" or liquidation cascade.
🟦 Organic Base (Blue Line < -1.5) :
Signal: "Spot Driven Market."
Context: Speculators have been flushed out, but active network usage remains high. The line turns Blue to signal a healthy opportunity zone.
Risk: Low. Historically marks robust bottoms where hands are strong.
🟧 Neutral (Orange Line) :
The market is in a transition phase between organic growth and speculation.
Settings & Inputs
Users can customize the sensitivity of the Z-Score to fit their trading style (in brackets their current standard value):
Lookback Period (365) : The rolling window used to establish the "Baseline." A 365-day window captures the yearly trend.
Signal Smoothing (7) : A short moving average to reduce daily data noise.
Bubble Zone Top/Bottom (3.0 / 2.0) : The thresholds for the Red Zone. Raising the "Top" value will only show the most extreme, generational leverage bubbles.
Organic Zone Top/Bottom (-1.5 / -2.5) : The thresholds for the Green Zone. Lowering these values requires a deeper "flush" to trigger a signal.
Optimization
This indicator is mathematically optimized for the Daily (1D) timeframe. Using it on lower timeframes may result in noise due to the daily resolution of on-chain data.
Important Note on Historical Data
Please be aware that aggregated global Perpetual Open Interest data only becomes reliable and widely available starting around 2020-2021.
Pre-2021: The indicator will show a flat line or empty values. This is not a bug; it reflects the lack of historical derivatives market data for that period.
2021-Present: The indicator functions fully as intended.
Credits
Concept inspired by the "Estimated Leverage Ratio" (ELR) popularised by CryptoQuant and analysts like Willy Woo. LEVR adapts this concept for TradingView by substituting Exchange Reserves with Network Activity for better reliability.
Disclaimer
This tool is for research purposes only. It visualizes market structure data and does not constitute financial advice.
Tags
bitcoin, btc, open interest, leverage, on-chain, intotheblock, risk, derivatives, levr, veri
M-oscillator
EdgeFlow: Momentum RibbonThought for 11s
EdgeFlow: Momentum Ribbon Indicator
Overview
EdgeFlow: Momentum Ribbon is a versatile momentum-based trading indicator for TradingView, developed by @jay555b on X. This overlay tool combines a simple EMA ribbon for trend identification with a selectable oscillator (Stochastic RSI or Regular Stochastic) for detecting overbought/oversold conditions, all enhanced by higher timeframe (HTF) logic and price confirmation for robust entry signals. It's designed to help traders spot potential momentum shifts and trend continuations in various markets and timeframes, such as stocks, forex, or cryptocurrencies.
The "meshup" (mashup) of components—EMA crossovers, oscillator extremes, HTF filtering, and strict price-based confirmation—creates a multi-layered system that reduces false signals common in single-indicator strategies. EMAs provide the core trend bias, the oscillator adds momentum sensitivity, HTF ensures alignment with broader market structure, and the price close condition (e.g., closing above previous high for longs) acts as a final filter for conviction. This integration aims to capture "edge flows" where momentum aligns with trend, making it suitable for swing trading, scalping on lower timeframes, or confirming entries in trend-following systems. Note: This is a technical tool for educational purposes only; it does not provide financial advice, guarantees of profitability, or trading recommendations. Past performance is not indicative of future results, and users should backtest and use at their own risk, in compliance with TradingView's house rules.
Key Features
• EMA Ribbon: A visual band between fast (9-period) and slow (21-period) EMAs, filled green for bullish trends (fast > slow) or red for bearish, offering an at-a-glance trend overview.
• Selectable Oscillator: Choose between Stochastic RSI (for RSI-smoothed momentum) or Regular Stochastic (matching TradingView's default formula), with customizable lengths and smoothing.
• Setup and Confirmation Signals: Plots tiny squares for "setups" (oscillator crosses at extremes aligned with EMA trend) and triangles with "L"/"S" labels for confirmed entries (setup + HTF close + price break).
• Higher Timeframe (HTF) Integration: Processes logic on a user-defined HTF (or chart TF if blank), with a "max opposite-stack bars" tolerance to allow minor counter-trend bars before disarming signals.
• Persistent Arming Logic: Setups "arm" the system, persisting until confirmed or invalidated, preventing rapid flipping in choppy markets.
• Alerts: Built-in conditions for bullish/bearish setups and confirmations, with clean messages for easy integration into TradingView alerts.
How It Works
• EMA Trend Logic: The fast EMA (default 9) is compared to the slow EMA (default 21) to determine bullish (fast > slow) or bearish trends. This forms the ribbon's color and biases all signals—bullish setups require a bullish EMA, and vice versa.
• Oscillator Calculation:
o Stochastic RSI: Computes RSI (default 14 on close), then applies Stochastic (default length 8, %K smoothing 3, %D smoothing 3) to it, creating a bounded oscillator sensitive to relative strength momentum.
o Regular Stochastic: Uses high/low/close sources (defaults unchanged for accuracy), with %K length (8), %K smoothing (3), and %D smoothing (3), exactly matching TradingView's built-in Stochastic for consistency.
o Shared levels: Overbought (80) for bearish setups (crossover above), Oversold (20) for bullish setups (crossunder below).
• Setup Conditions: A bullish setup occurs on an oversold crossunder during a bullish EMA trend; bearish on overbought crossover during bearish EMA. These arm the system persistently.
• Confirmation Logic: On HTF bar close, confirm if armed, trend-aligned, within max opposite bars (default 0 for strictness), and price confirms (close > previous high for long, close < previous low for short). This meshup filters noise: EMAs ensure trend context, oscillator spots extremes, HTF adds multi-TF confluence, and price break demands immediate strength.
• Projection and Plotting: Signals project onto the chart's TF from HTF, plotting only on new HTF bars for clarity. Ribbon fill uses semi-transparent green/red based on trend.
• Why This Meshup?: Isolated indicators often fail in ranging or volatile markets—e.g., EMAs lag, oscillators whipsaw. By meshing them:
o EMAs provide directional bias to avoid counter-trend trades.
o Oscillator adds timing at extremes, catching pullbacks in trends.
o HTF reduces lower-TF noise, ensuring signals align with bigger-picture structure.
o Price confirmation (close beyond prior bar's extreme) adds a candlestick-like filter for momentum conviction, mimicking breakout strategies. This creates a "flow" of edges: trend + momentum + structure + price action, potentially improving signal quality over standalone tools. It's inspired by classic momentum strategies but customized for modern volatility.
All calculations use request.security for HTF data with lookahead off, ensuring real-time accuracy without repainting.
Settings and Customization
Inputs are grouped for ease:
1. EMA Settings:
o Fast EMA Length: Period for fast EMA (default: 9).
o Slow EMA Length: Period for slow EMA (default: 21).
2. Oscillator Selection:
o Oscillator Type: "Stochastic RSI" (default) or "Regular Stochastic".
3. Stochastic RSI Settings (active when selected):
o RSI Source: Input source (default: close).
o RSI Length: RSI period (default: 14).
o Stoch RSI Length: Stochastic length on RSI (default: 8).
o %K Smoothing: Smoothing for %K (default: 3).
o %D Smoothing: Smoothing for %D (default: 3).
4. Regular Stochastic Settings (active when selected):
o High/Low/Close Sources: Defaults to high/low/close (do not change for accuracy, as per tooltip).
o %K Length: Period for Stochastic (default: 8, min 1).
o %K Smoothing: Smoothing for %K (default: 3, min 1).
o %D Smoothing: Smoothing for %D (default: 3, min 1).
5. Shared Oscillator Settings:
o Overbought Level: Threshold for bearish setups (default: 80).
o Oversold Level: Threshold for bullish setups (default: 20).
6. HTF Settings:
o Higher Timeframe: Blank uses chart TF; otherwise, specify (e.g., "1D").
o Max Opposite-Stack Bars: Tolerance for counter-trend bars while armed (default: 0; higher allows more flexibility).
No additional plots or tables; all visuals are shapes and fills for minimal chart clutter.
Usage Tips
• Trend Trading: Use the ribbon color as your primary filter—enter longs only in green, shorts in red. Confirmed triangles ("L"/"S") signal entries; setups (squares) as early warnings.
• Timeframe Strategy: Set HTF to 1-2 levels higher (e.g., 15m chart with 1H HTF) for confluence. Increase max opposite bars in trending markets to catch pullbacks.
• Oscillator Choice: Stochastic RSI for smoother, RSI-biased signals in volatile assets; Regular Stochastic for price-based purity in ranging markets.
• Alert Integration: Set up TradingView alerts for setups (potential watches) and confirmations (entries). Messages are concise for notifications.
• Combination Ideas: Pair with volume indicators or support/resistance for exits. Backtest on your asset/timeframe to optimize lengths.
• Chart Compatibility: Works on any chart type; signals plot small to avoid obstruction.
Limitations
• Reactive Nature: Signals confirm after HTF close and price break, so they may lag in fast markets. Not ideal for ultra-short scalps.
• False Signals in Ranges: Like all trend-momentum tools, performs best in trending conditions; chop can produce disarmed setups without confirmations.
• No Repainting: Uses lookahead off, but HTF projection means signals appear on new bars—test live.
• Customization Risks: Changing source inputs (e.g., in Regular Stochastic) may break accuracy; stick to tooltips.
• Disclaimer: This indicator is for informational use only. Trading involves risk; consult professionals. Abiding by TradingView rules, no claims of profitability are made—results vary by market conditions and user strategy.
IU Momentum OscillatorDESCRIPTION:
The IU Momentum Oscillator is a specialized trend-following tool designed to visualize the raw "energy" of price action. Unlike traditional oscillators that rely solely on closing prices relative to a range (like RSI), this indicator calculates momentum based on the ratio of bullish candles over a specific lookback period.
This "Neon Edition" has been engineered with a focus on visual clarity and aesthetic depth. It utilizes "Shadow Plotting" to create a glowing effect and dynamic "Trend Clouds" to highlight the strength of the move. The result is a clean, modern interface that allows traders to instantly gauge market sentiment—whether the bulls or bears are in control—without cluttering the chart with complex lines.
USER INPUTS:
- Momentum Length (Default: 20): The number of past candles analyzed to count bullish occurrences.
- Momentum Smoothing (Default: 20): An SMA filter applied to the raw data to reduce noise and provide a cleaner wave.
- Signal Line Length (Default: 5): The length of the EMA signal line used to generate crossover signals and the "Trend Cloud."
- Overbought / Oversold Levels (Default: 60 / 40): Thresholds that define extreme market conditions.
- Colors: Fully customizable Neon Cyan (Bullish) and Neon Magenta (Bearish) inputs to match your chart theme.
LONG CONDITION:
- Signal: A Buy signal is indicated by a small Cyan Circle.
- Logic: Occurs when the Main Momentum Line (Glowing) crosses ABOVE the Grey Signal Line.
- Visual Confirmation: The "Trend Cloud" turns Cyan and expands, indicating that bullish momentum is accelerating relative to the recent average.
SHORT CONDITIONS:
- Signal: A Sell signal is indicated by a small Magenta Circle.
- Logic: Occurs when the Main Momentum Line (Glowing) crosses BELOW the Grey Signal Line.
- Visual Confirmation: The "Trend Cloud" turns Magenta, indicating that bearish pressure is increasing.
WHY IT IS UNIQUE:
1. Candle-Count Logic: Most oscillators calculate price distance. This indicator calculates price participation (how many candles were actually green vs red). This offers a different perspective on trend sustainability.
2. Optimized Performance: The script uses math.sum functions rather than heavy for loops, ensuring it loads instantly and runs smoothly on all timeframes.
3. Visual Hierarchy: It uses dynamic gradients and transparency (Alpha channels) to create a "Glow" and "Cloud" effect. This makes the chart easier to read at a glance compared to flat, single-line oscillators.
HOW USER CAN BENEFIT FROM IT:
- Trend Confirmation: Traders can use the "Trend Cloud" to stay in trades longer. As long as the cloud is thick and colored, the trend is strong.
- Divergence Spotting: Because this calculates momentum differently than RSI, it can often show divergences (price goes up, but the count of bullish candles goes down) earlier than standard tools.
- Scalping: The crisp crossover signals (Circles) provide excellent entry triggers for scalpers on lower timeframes when combined with key support/resistance levels.
DISCLAIMER:
This source code and the information presented here are for educational and informational purposes only. It does not constitute financial, investment, or trading advice.
Trading in financial markets involves a high degree of risk and may not be suitable for all investors. You should not rely solely on this indicator to make trading decisions. Always perform your own due diligence, manage your risk appropriately, and consult with a qualified financial advisor before executing any trades.
Price Velocity TachometerA visual gauge that breaks price action into a tachometer-style display, showing how fast price is moving up or down in real time. It measures price velocity in ticks per second and converts that momentum into an easy-to-read, center-zero meter—green when price accelerates upward, red when it accelerates downward. Ideal for spotting microbursts of momentum, shifts in pressure, and real-time strength behind each move.
Disclaimer:
This indicator is provided for informational and educational purposes only. Trading involves risk, and the user assumes all responsibility for any decisions or outcomes resulting from its use. Use at your own risk.
RED-E Institutional Flow Tracker ProRED-E Institutional Flow Tracker Pro
A histogram-based institutional activity detector for swing traders and options traders. Identifies institutional buying/selling pressure through volume analysis, money flow calculations, and manipulation detection algorithms.
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OVERVIEW
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This indicator addresses two critical challenges in swing trading:
1. Exiting profitable positions prematurely due to normal market volatility
2. Holding positions during periods of market manipulation
The histogram display provides clear visual signals (BUY/HOLD/SELL) with educational tooltips explaining why each signal appeared and how to trade it.
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ORIGINALITY & METHODOLOGY
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Built from scratch using Pine Script v6, this indicator combines multiple analytical methods into a unified histogram system:
**Core Detection Methods:**
- **Dollar Volume Analysis** - Multiplies price by volume to identify institutional-sized trades. Default threshold: 3x average dollar volume over 20 periods.
- **Smart Money Flow Detection** - Combines three simultaneous conditions: unusual volume (1.5x+ average), large order size (3x+ average dollar volume), and directional price movement. All three must occur on the same bar for confirmation.
- **Money Flow Index Integration** - 14-period volume-weighted momentum indicator. Calculated as: typical price (HLC3) × volume, separated into positive flow (up bars) and negative flow (down bars), converted to 0-100 scale.
- **Manipulation Detection Algorithm** - Identifies suspicious patterns where volume spikes dramatically (>1.5x threshold) but price moves minimally (<0.5% volatility). This pattern is characteristic of spoofing, layering, and wash trading.
- **Market Regime Classification** - Uses Money Flow Index combined with flow strength to classify market state as Bullish (MFI >50 and positive flow), Bearish (MFI <50 and negative flow), or Neutral.
**Histogram Calculation:**
Formula: (Price Change % × Volume Ratio) × (1.5x multiplier if large order detected)
Smoothed with 3-period EMA for clean visualization
Values automatically scaled for optimal display
**21-Period Moving Average:**
Simple moving average of histogram values provides trend direction confirmation. Crossovers signal momentum shifts.
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HOW IT WORKS - TECHNICAL DETAILS
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**1. Volume Analysis Foundation**
- 50-period SMA of volume establishes baseline
- Current volume compared to baseline creates Volume Ratio
- Unusual volume threshold (default 1.5x) flags institutional interest
**2. Money Flow Index (14-period default)**
- Typical price = (High + Low + Close) / 3
- Raw Money Flow = Typical Price × Volume
- Positive Flow = Raw Money Flow when price up
- Negative Flow = Raw Money Flow when price down
- MFI = 100 -
**3. Large Order Detection**
- Dollar Volume = Close Price × Volume
- 20-period average establishes baseline
- Orders exceeding 3x baseline flagged as institutional
**4. Smart Money Logic**
- Buying Signal: Positive price change AND large order AND volume >1.5x average (all simultaneous)
- Selling Signal: Negative price change AND large order AND volume >1.5x average (all simultaneous)
- Must occur on same bar for confirmation
**5. Flow Magnitude Tracking**
- Dollar volume tracked cumulatively
- Automatically resets daily at market open
- Formatted in readable units: K (thousands), M (millions), B (billions), T (trillions)
- Displayed in dashboard for easy monitoring
**6. Signal Classification**
- Strong Buy: Histogram >0.3 AND bullish regime AND unusual volume
- Buy: Histogram >0.15 AND bullish regime
- Hold: Histogram between ±0.15 OR neutral regime
- Sell: Histogram <-0.15 AND bearish regime
- Strong Sell: Histogram <-0.3 AND bearish regime AND unusual volume
**7. Manipulation Detection**
- Triggers when: Volume Ratio > threshold AND price volatility < 0.5%
- This pattern suggests large volume without corresponding price impact
- Common in spoofing (fake orders), layering (multiple false orders), and wash trading
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HISTOGRAM DISPLAY & INTERPRETATION
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**Color-Coded Bars:**
- **Bright Green** - Strong institutional buying (>0.3 momentum + bullish regime + unusual volume)
- **Light Green** - Institutional buying (>0.15 momentum + bullish regime)
- **Gray** - Neutral/Hold zone (±0.15 momentum or neutral regime)
- **Light Red** - Institutional selling (<-0.15 momentum + bearish regime)
- **Bright Red** - Strong institutional selling (<-0.3 momentum + bearish regime + unusual volume)
**Visual Signals:**
- **BUY labels** - Appear above bright green bars with detailed tooltip
- **SELL labels** - Appear below bright red bars with detailed tooltip
- **HOLD labels** - Appear on most recent bar during consolidation with educational tooltip
- **Yellow warning dots (⚠)** - Mark manipulation periods at zero line with explanation tooltip
- **Blue 21-period MA** - Shows overall trend direction
**Interactive Tooltips:**
Hover over any signal to see:
- Why the signal appeared (exact metrics)
- What the data shows (momentum, MFI, volume values)
- How to trade it (entry, exit, position sizing)
- Risk management recommendations
**Plot Style Options:**
Users can choose from 5 display styles:
- Columns (default) - Traditional histogram bars
- Area - Filled area chart
- Line - Simple line chart
- Step Line - Step-style line
- Histogram - Alternative histogram style
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DASHBOARD METRICS EXPLAINED
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12-row real-time dashboard displays:
**Current Flow** - Institutional money flow for current bar (M/B/T units)
**Daily Flow** - Cumulative activity since market open (resets daily)
**Flow Strength** - Intensity percentage (0-100%)
- >70% = Extreme pressure
- 40-70% = Moderate activity
- <40% = Weak/absent activity
**Money Flow Index** - Volume-weighted momentum (0-100 scale)
- >60 = Strong buying pressure
- 40-60 = Neutral/mixed
- <40 = Strong selling pressure
**Volume Ratio** - Current vs 50-day average
- >2.0x = Highly unusual
- 1.5-2.0x = Unusual
- <1.5x = Normal
**Market Regime** - Current classification
- Bullish: MFI >50 AND histogram >0
- Bearish: MFI <50 AND histogram <0
- Neutral: All other conditions
**Activity Status** - Real-time assessment
- HEAVY BUYING: Unusual volume + buying + MFI >60
- BUYING: Large orders + positive movement
- HEAVY SELLING: Unusual volume + selling + MFI <40
- SELLING: Large orders + negative movement
- NEUTRAL: No significant activity
**Unusual Volume** - Binary alert when exceeds threshold
**Large Orders** - Binary alert when dollar volume >3x average
**Manipulation Warning** - Binary alert for suspicious patterns
**Swing Signal** - Primary recommendation
- HOLD LONG: Bullish regime + Flow Strength >60%
- HOLD SHORT: Bearish regime + Flow Strength >60%
- CAUTION: Manipulation detected
- MONITOR: All other conditions
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HOW TO USE FOR SWING TRADING
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**ENTRY CONFIRMATION (Long Positions):**
Wait for multiple confirmations:
1. Histogram shows bright green bars
2. Histogram crosses above 21-period MA
3. Flow Strength >60%
4. Dashboard shows "BUYING" or "HEAVY BUYING"
5. Volume Ratio >1.5x
6. No yellow manipulation warnings
7. Regime shows "BULLISH"
**HOLDING POSITIONS (Primary Use Case):**
The indicator's strength is helping traders stay in winning trades. Continue holding when:
- Dashboard displays "HOLD LONG" or "HOLD SHORT"
- Histogram bars remain same color as position direction
- Histogram stays on correct side of 21-period MA
- Daily Flow continues trending in your direction
- Market regime supports position
- No "CAUTION" signals appear
This prevents premature exits during normal volatility when institutions are still supporting the move.
**EXIT SIGNALS:**
Consider closing positions when:
- Histogram crosses 21-period MA against position
- Histogram color changes from green to red (or vice versa)
- Dashboard changes to "CAUTION"
- Yellow manipulation warnings appear
- Market regime flips
- Flow Strength drops below 40%
**ENTRY CONFIRMATION (Short Positions):**
Wait for multiple confirmations:
1. Histogram shows bright red bars
2. Histogram crosses below 21-period MA
3. Flow Strength >60%
4. Dashboard shows "SELLING" or "HEAVY SELLING"
5. Volume Ratio >1.5x
6. No manipulation warnings
7. Regime shows "BEARISH"
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CUSTOMIZATION OPTIONS
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**Flow Detection Settings:**
- Unusual Volume Threshold (1.0-5.0x, default 1.5x)
- Large Order Multiplier (2.0-10.0x, default 3.0x)
- Flow Analysis Period (5-50 bars, default 14)
**Histogram Display:**
- Histogram Style (5 options: Columns/Area/Line/Step/Histogram)
- Histogram Width (1-10, default 4)
**Moving Average:**
- Show 21-Period MA (toggle)
- MA Line Color (customizable)
- MA Line Width (1-5, default 2)
**Visual Settings:**
- Show Buy/Hold/Sell Labels (toggle)
- Label Size (Tiny/Small/Normal/Large/Huge)
- Label Distance from Bars (0.1-2.0x, prevents overlap)
- Show Manipulation Warnings (toggle)
- Show Watermark (toggle)
**Dashboard:**
- Position (4 corners)
- Size (Small/Normal/Large)
- Background Color (fully customizable)
- Border Color (fully customizable)
**Alerts:**
- Toggle institutional activity alerts
- Three types: Strong Buy, Strong Sell, Manipulation Detection
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RECOMMENDED SETTINGS BY TRADING STYLE
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**Day Trading (15min-1H):**
- Volume Threshold: 1.3x
- Large Order Multiplier: 2.5x
- Flow Period: 7-10
- Label Distance: 0.3-0.4x
**Swing Trading (4H-Daily) - DEFAULT:**
- Volume Threshold: 1.5x
- Large Order Multiplier: 3.0x
- Flow Period: 14
- Label Distance: 0.5x
**Position Trading (Daily-Weekly):**
- Volume Threshold: 2.0x
- Large Order Multiplier: 5.0x
- Flow Period: 21
- Label Distance: 0.7-1.0x
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BEST MARKETS & TIMEFRAMES
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**Optimal Performance:**
- Timeframes: 1-hour, 4-hour, Daily
- Markets: Liquid stocks and ETFs (avg volume >1M shares/day)
- Market Cap: >$500M (ensures institutional participation)
- Examples: SPY, QQQ, AAPL, MSFT, NVDA, TSLA, major sector ETFs
**Less Effective:**
- Penny stocks (<$500M market cap)
- Low-volume securities
- Cryptocurrency (different volume dynamics)
- Timeframes below 15 minutes (excessive noise)
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EDUCATIONAL FEATURES
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**Interactive Learning:**
Every signal includes a hover tooltip that explains:
- **Why** - The specific conditions that triggered the signal
- **What** - The exact metric values (momentum, MFI, volume)
- **How** - Specific trading actions to take
- **When** - Exit conditions to monitor
- **Risk** - Management recommendations
**Example Tooltips:**
**BUY Signal:** "Institutions actively accumulating. Momentum: X.XX | MFI: XX | Volume: X.Xx avg. Large orders detected. Consider LONG positions or CALL options. Place stops below support."
**HOLD Signal:** "Consolidation phase. No clear direction. HOLD profitable positions. DO NOT enter new trades. Many traders exit too early during consolidation - institutions accumulate before next move."
**Manipulation Warning:** "High volume with minimal price movement. Possible spoofing, layering, or wash trading. STAY OUT. Tighten stops. Expect whipsaw. Wait for warning to clear."
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LIMITATIONS & DISCLOSURES
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**What This Indicator DOES:**
✓ Analyzes publicly available price and volume data
✓ Identifies patterns consistent with institutional activity
✓ Detects suspicious volume/price relationships
✓ Provides statistical money flow analysis
✓ Helps traders hold through normal volatility
**What This Indicator DOES NOT DO:**
✗ Access external APIs or institutional order flow data
✗ Track actual institutional orders (infers from patterns)
✗ Guarantee profitable trades
✗ Replace risk management
✗ Work reliably on illiquid securities
✗ Provide financial advice
**Technical Limitations:**
- Uses confirmed bar data only (no repainting)
- Requires minimum 50 bars for volume baseline
- Daily Flow resets at market open
- Manipulation detection can have false positives during low liquidity
- Label positioning may overlap on extreme values
**Trading Disclaimers:**
- Infers institutional activity through statistical analysis
- Should complement, not replace, fundamental analysis
- Past performance does not guarantee future results
- Always use proper position sizing and stop losses
- Not a registered investment advisor
**Risk Warning:**
Options trading carries substantial risk. This indicator is provided for educational purposes. Users should conduct due diligence and consult licensed professionals before trading.
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ALERT CONDITIONS
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Three built-in alert types:
1. **Strong Buy Signal** - Bright green bars appear (>0.3 momentum + bullish regime + unusual volume)
2. **Strong Sell Signal** - Bright red bars appear (<-0.3 momentum + bearish regime + unusual volume)
3. **Manipulation Detected** - Suspicious volume/price patterns occur
To enable:
- Click three dots next to indicator name
- Select "Create Alert"
- Choose alert condition
- Configure notifications
- Set frequency to "Once Per Bar Close"
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TECHNICAL SPECIFICATIONS
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- **Pine Script Version:** v6
- **Type:** Oscillator (separate pane)
- **Repainting:** None - uses confirmed bar data only
- **Lookahead Bias:** None
- **Max Bars Back:** 500
- **Computational Load:** Low to moderate
- **Bar Replay Compatible:** Yes
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VERSION HISTORY
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**v1.0** (Initial Release)
- Histogram-based institutional momentum display
- 5 customizable plot styles
- 12-metric comprehensive dashboard
- Flow magnitude tracking (M/B/T units)
- 21-period moving average overlay
- Manipulation detection algorithm
- Educational tooltip system on all signals
- BUY/HOLD/SELL label system with positioning
- Market regime classification
- Three alert conditions
- Fully customizable dashboard (size, colors, position)
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CREDITS
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Developed from scratch using Pine Script v6 and standard TradingView built-in functions. No code copied from other scripts. Methodology combines classical volume analysis with modern institutional flow detection.
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This indicator helps swing traders answer: "Should I hold or exit?" By analyzing institutional activity and warning of manipulation, it provides the framework to stay in winning trades while protecting against adverse conditions.
Published open-source to contribute to the TradingView community.
Questions or feedback? Leave a comment below.
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Disclaimer: Provided "as-is" without warranty. Use at your own risk. Past performance does not guarantee future results.
Indicador de divergencias RSI (confirmación EMA12)RSI divergence indicator on the 5-period timescale for BTC. It includes a filter for the first RSI peak in extreme zones (overbought for long positions, overbought for short positions). It also features optional confirmation of a 12-period EMA breakout after the divergence.
EMA Smoothed Standard Error Bands-zrbb-EMA Smoothed Standard Error Bands-zrbb-
The Standard Error Bands (SEM) indicator is primarily used in market analysis to measure price volatility, assess trend strength, and identify potential market reversals or consolidation zones. Similar to Bollinger Bands, it is typically based on linear regression lines rather than simple moving averages, providing traders with a visual range of price fluctuations around its average trend.
Specific functions include:
* Measuring Volatility: The width of the SEM directly reflects market volatility. When price trends are stable, the bandwidth typically contracts, indicating that data points are clustered around the mean; conversely, when market volatility increases, the bandwidth expands, indicating greater price dispersion.
* Assessing Trend Strength and Direction: This indicator can show the direction of the current trend and assess its strength by observing the price's position within the bands. If the price consistently touches or trades near the boundary on one side of the band, it usually indicates a strong trend in that direction.
* Identifying Overbought/Oversold Signals: While not a strictly overbought/oversold indicator, when the price touches or breaks through the upper or lower band, it may indicate that the market is in a state of extreme volatility in the short term, potentially leading to a price pullback or reversal.
Predicting Potential Trend Ends or Consolidation: When the standard error band begins to expand significantly, it can be a signal that the momentum of the current trend is weakening, and the market may be about to enter a consolidation phase or the trend may be about to reverse.
Assisting Decision Making and Risk Management: Traders use the boundary lines as potential support and resistance levels to help determine entry and exit points or set stop-loss levels, thereby managing trading risk.
In summary, the standard error band is a dynamic volatility tool that helps traders better understand market behavior by quantifying the degree to which prices deviate from their predicted trend, providing an important reference, especially in judging the continuation of trends and potential turning points.
标准误差带(Standard Error Bands)指标在市场分析中主要用于衡量价格波动性、判断趋势强度以及识别潜在的市场反转或盘整区域。它类似于布林带(Bollinger Bands),但通常基于线性回归线而不是简单的移动平均线,为交易者提供了价格围绕其平均趋势波动的视觉范围。
具体作用包括:
衡量波动性:标准误差带的宽度直接反映了市场的波动性。当价格趋势稳定时,带宽通常会收缩,表明数据点聚集在均值附近;相反,当市场波动加剧时,带宽会扩张,表明价格离散程度增大。
判断趋势强度和方向:该指标可以显示当前趋势的方向,并通过观察价格在带内的位置来评估趋势的强度。如果价格持续触及或运行在某一侧的边界附近,通常意味着该方向的趋势强劲。
识别超买/超卖信号:虽然不是严格意义上的超买/超卖指标,但当价格触及或突破上轨或下轨时,可能预示着市场短期内处于极端的波动状态,可能会出现价格回调或反转。
预测潜在的趋势结束或盘整:当标准误差带开始显著扩张时,这可能是一个信号,表明当前趋势的动能正在减弱,市场可能即将进入盘整期或趋势即将反转。
辅助决策和风险管理:交易者利用边界线作为潜在的支撑位和阻力位,帮助确定进场、出场点位或设置止损水平,从而管理交易风险。
总之,标准误差带是一个动态的波动率工具,它通过量化价格偏离其预测趋势的程度,帮助交易者更清晰地理解市场行为,尤其是在判断趋势的持续性和潜在转折点方面提供了重要参考。
PurpleAlgo: Execution ModuleThis indicator is based on the Smart Money Concept. It analyzes price and volume data to identify the current trend direction.
Smoothed Heiken Ashi - Thrust Body HighlightSmoothed Heiken Ashi – Thrust Body Highlight is a price–action visualization tool designed to make strong directional “thrust” candles stand out and filter out noisy, wick-heavy bars.
Instead of using raw OHLC data, this script first applies an EMA smoothing (user-defined length) to open, high, low, and close, then builds a smoothed Heiken Ashi candle from those values. It then measures the total range of each HA candle and compares the wick size to that range. When the lower wick is small and the candle closes above its open, the bar is highlighted as a bull thrust (green). When the upper wick is small and the candle closes below its open, the bar is highlighted as a bear thrust (red). All other candles are shown as neutral (gray), helping you visually focus only on strong, decisive moves.
Use this indicator to:
Quickly spot momentum thrusts in the current trend
Filter out choppy, indecisive price action
Refine entries/exits when combined with your existing strategy (structure, EMAs, volume, etc.)
Inputs
Smoothing Length: EMA length used to smooth price before building Heiken Ashi candles.
Max Lower Wick % for Bull Thrust: Maximum lower wick as a percentage of total range for a candle to qualify as a bullish thrust.
Max Upper Wick % for Bear Thrust: Maximum upper wick as a percentage of total range for a candle to qualify as a bearish thrust.
This tool is intended as an aid to visual analysis, not as a standalone buy/sell signal.
Accumulation/Distribution Oscillator# Short description
A clean, volume-weighted Accumulation/Distribution Oscillator (ADO) that highlights buying/selling pressure by comparing cumulative AD to its EMA — ideal for confirming trends, spotting divergences, and timing entries with volume context.
# Full description
**Overview**
The Accumulation/Distribution Oscillator (ADO) measures the relationship between price and volume by taking a cumulative Accumulation/Distribution value and subtracting its exponential moving average. The resulting oscillator emphasizes recent shifts in accumulation (buying) and distribution (selling), making it easier to spot momentum changes and volume-driven confirmations or divergences.
**How it works (brief)**
* Computes the standard accumulation/distribution contribution each bar using price position within the range and multiplies it by volume.
* Builds a cumulative AD series and smooths it with an EMA.
* The oscillator = cumulative AD − EMA(cumulative AD). Positive values indicate rising accumulation relative to the trend, negative values indicate rising distribution.
**Inputs**
* `length` — EMA smoothing period (default: 20). Adjust to tune sensitivity: lower values = faster signals, higher values = smoother trend.
**Interpretation & signals**
* **Above zero**: recent accumulation momentum — bullish bias.
* **Below zero**: recent distribution momentum — bearish bias.
* **Crosses of zero**: simple entry/exit trigger (cross above = potential long, cross below = potential short).
* **Divergences**: price making new highs while ADO fails to make new highs → bearish divergence (sell signal). Price making new lows while ADO fails to make new lows → bullish divergence (buy signal).
* **Slope and magnitude**: steep, growing positive readings suggest strong buying pressure; steep, growing negative readings suggest strong selling pressure.
**Suggested usage**
* Use ADO to confirm breakout strength: a price breakout with ADO rising above zero has higher probability.
* Combine with trend filters (e.g., moving averages) to trade in the direction of the main trend.
* Use divergence with price action or candles for higher-probability reversal setups.
* Best applied on intraday and swing timeframes where volume data is reliable. May be less effective on low-volume or synthetic data.
**Alert examples (copy into TradingView alert message)**
* `ADO Bullish: Oscillator crossed above 0`
* `ADO Bearish: Oscillator crossed below 0`
* `ADO Momentum Up: Oscillator turned positive and rising`
* `ADO Divergence: Price made new high but ADO did not — check for potential reversal`
**Practical tips**
* Shorten `length` (e.g., 8–12) for more responsive signals on lower timeframes; lengthen (e.g., 30–50) for smoother, long-term signals.
* Confirm signals with volume profile or volume spike filters to avoid false breakouts.
* Always validate with support/resistance and manage risk with stops sized to your strategy.
**Disclaimer**
This indicator is a technical tool intended to assist analysis — not a standalone trading system. Backtest and paper-trade any strategy before using real capital. The author and publisher are not responsible for trading outcomes.
ASI Momentum CloudASI Momentum Cloud (AMC) — a scaled Accumulative Swing Index (ASI) momentum indicator with an EMA cloud for visual trend context, signal smoothing, and configurable scaling for any instrument.
---
## Overview
The ASI Momentum Cloud visualizes ASI-based momentum while providing a three-EMA cloud that highlights trend bias and momentum strength. The indicator scales ASI values for better visibility across different instruments and adds an SMA signal line for entry/exit clarity. Designed for traders who want a momentum oscillator with trend context and simple alertable signals.
## Key features
* Scaled ASI value (`ASI Multiplier`) for improved chart readability.
* Configurable `Daily Limit` to adapt the ASI calculation to different asset volatilities.
* SMA signal line to smooth ASI and provide clear cross signals.
* Three-EMA cloud (Fast / Mid / Slow) to show bullish/bearish bias and momentum shifts.
* Lightweight, low-latency computation — suitable for multiple timeframes.
* Built-in cloud coloring: green tint when Fast EMA > Slow EMA, red tint otherwise.
## How it works (brief)
1. ASI is calculated each bar using price movement components (high/low/close relationships) and normalized by the `Daily Limit`.
2. `ASI Multiplier` scales the values for visual clarity.
3. A short SMA (`Period Length`) acts as the indicator’s signal/smoother.
4. Three EMAs (Fast / Mid / Slow) form a cloud — their relative positions determine the cloud color and trend bias.
## Inputs (as shown in settings)
* **Daily Limit** — numeric; adjusts ASI normalization (default: `10000`). Tune to instrument volatility.
* **ASI Multiplier** — numeric; scales the ASI for visibility (default: `100`).
* **Period Length** — SMA length for the signal line (default: `14`).
* **EMA Cloud Fast Length** — fast EMA (default: `7`).
* **EMA Cloud Mid Length** — middle EMA (default: `14`).
* **EMA Cloud Slow Length** — slow EMA (default: `28`).
## How to interpret signals
* **Bullish bias:** EMA Fast > EMA Slow → cloud green (favour long bias).
* **Bearish bias:** EMA Fast < EMA Slow → cloud red (favour short bias).
* **Momentum entry:** ASI line crossing **above** the Signal SMA — momentum turning positive.
* **Momentum exit / short entry:** ASI line crossing **below** the Signal SMA — momentum turning negative.
* **Confirmation:** Prefer entries that align with cloud bias (e.g., take long crossovers when cloud is green).
* **Divergence:** Watch for price making new highs/lows while ASI fails to confirm — possible momentum exhaustion.
## Suggested alert messages (copy/paste)
* `ASI Momentum Cloud — ASI crossed above Signal (potential buy)`
* `ASI Momentum Cloud — ASI crossed below Signal (potential sell)`
* `ASI Momentum Cloud — Cloud turned bullish (EMA Fast > EMA Slow)`
* `ASI Momentum Cloud — Cloud turned bearish (EMA Fast < EMA Slow)`
Use these messages in TradingView alert conditions tied to the corresponding cross or condition.
## Recommended usage & timeframes
* Works on any timeframe; commonly useful on 1H, 4H, Daily for trend-following, and lower timeframes for intra-day momentum signals.
* Adjust **Daily Limit** and **ASI Multiplier** for low-volatility instruments (smaller limit, higher multiplier) or high-volatility instruments (larger limit, lower multiplier).
* Combine with price action, support/resistance, or higher-timeframe trend for better signal quality.
## Notes & credits
* Version: 1.0 — initial release.
* If you adapt or redistribute, please credit the original script.
* Built for clarity and practical trading signals — tweak the input values to match your instrument and trading style.
## Risk disclaimer
This indicator is a technical tool and not investment advice. Backtest and paper-trade any strategy before using real capital. Use proper risk management.
The Alchemist's Trend [wjdtks255]📊 The Alchemist's Trend - Filtered Trading Guide
This indicator, named The Alchemist's Trend, is a High-Confidence Trend-Following Strategy designed to maximize reliability. It generates a final entry signal only when the QQE (Quantitative Qualitative Estimation) momentum signal is validated by four robust filters: Long-Term Trend (MA200), Mid-Term Trend (HMA), Momentum Strength (CCI), and Higher Timeframe (HTF) Trend.
1. Indicator Mechanism and Core Components
A. Chart Visualization and Trend Identification
Trend Line (HMA): Appears as a Yellow or Purple Thick Line. It represents the direction of the current short/mid-term market trend. Candle colors follow this line.
MA 200: Appears as a Dotted Line (color configurable in settings). It is the Long-Term Trend Line. Price above it suggests a long-term bullish view; below it, a long-term bearish view.
Candle Background: Appears as Light Yellow or Purple. It matches the Trend Line direction, providing a visual cue of the trend's strength.
B. The Four-Filter System
For a confirmed entry signal ('L' or 'S') to fire, the following four conditions must all align in the same direction:
QQE (Momentum Base): Generates the primary Long/Short crossover signal.
MA & HMA (Trend Alignment):
For Long Entries: Price must be above both the MA200 and the HMA Trend Line.
For Short Entries: Price must be below both the MA200 and the HMA Trend Line.
CCI (Momentum Strengthening):
For Long Entries: CCI value must be above +50. (Confirms strong buying momentum)
For Short Entries: CCI value must be below -50. (Confirms strong selling momentum)
HTF (Higher Timeframe Trend): Checks if the price on the set higher timeframe (default 4H) is above its own Trend Line, confirming alignment with the broader market direction.
2. Trading Strategy and Usage Rules
This indicator aims to maximize signal reliability over frequency.
🔔 Entry Rule
Enter a trade only when the 'L' or 'S' label appears on the chart AND the Action panel on the dashboard displays LONG SIGNAL or SHORT SIGNAL.
Long Entry (L):
Condition: 'L' label appears (All Long conditions met).
Verification: Confirm the Trend Line and candle color are in the yellow range.
Short Entry (S):
Condition: 'S' label appears (All Short conditions met).
Verification: Confirm the Trend Line and candle color are in the purple range.
🛡️ Risk and Position Management
Stop-Loss (SL): A common practice is to place the Stop-Loss below the low of the signal candle (for Long) or above the high of the signal candle (for Short), or beyond a recent significant support/resistance level.
Exit Strategy (Three Options):
Opposite Signal: Close the position immediately if the opposite signal ('S' during a Long, or 'L' during a Short) occurs.
RSI Extremes: Consider taking partial profits if the RSI reaches 70 (for Long) or 30 (for Short), indicating potential exhaustion.
Trend Line Crossover: Exit the position if the price breaks or crosses the Trend Line, causing the candle color to change.
🖥️ Dashboard Utilization Tips
The dashboard provides contextual information to validate the signal:
RSI: Signals occurring within the neutral 30-70 zone suggest a stronger developing trend. If near 70/30, consider the risk of reversal.
Vol Status ('High'): If the volume status is 'High' when the signal fires, the signal's power is likely high, indicating a higher probability of significant movement.
Day High/Low: Use these values as a secondary reference for setting initial Stop-Loss or Take-Profit targets.
Trend Flow & Volatility Guard Strategy [ROSTOK V5]Description:
This strategy is a comprehensive trend-following system designed to identify high-probability entries by aligning long-term market direction with short-term momentum, while strictly filtering out low-quality "choppy" market conditions.
How it Works:
The strategy operates on a multi-stage logic system:
Trend Identification: The core direction is determined by a customizable Main Trend Line (selectable between a long-period EMA or Supertrend). Trades are only taken in the direction of the dominant trend.
Signal Generation: Entries are triggered when a fast-moving Signal Line crosses the Main Trend Line, confirmed by specific candlestick price action (Close > Open).
Advanced Filtering (Confluence): To avoid false signals, the strategy employs a robust set of filters. A trade is only valid if:
Momentum: RSI is within safe operating zones (avoiding extreme overbought/oversold unless a strong trend override is active).
Cycle: CCI and MACD histograms align with the trade direction.
Volatility: The ADX is analyzed to ensure sufficient trend strength, while a Choppiness Index filter blocks trades during sideways/ranging markets.
Risk Management & Recovery: The strategy features built-in money management tools, including:
ADR (Average Daily Range) Filter: Prevents entering trades when the asset has already moved its expected daily distance.
Daily Limits: Hard stops for Max Daily Loss and Target Daily Profit to preserve capital.
Recovery Logic: An optional mechanism to manage drawdowns on difficult days using calculated recovery targets.
Settings & Customization: Users can toggle individual filters (Volume, Choppiness, ADX) and adjust the sensitivity of the trend lines to fit different assets and timeframes (e.g., EURAUD 15m).
Disclaimer: Past performance is not indicative of future results. This script is for educational purposes and backtesting analysis.
REMS - Deep SynergyThis is a more flexible version of the REMS Synergy indicator. Like other indicators in the REMS family, it builds upon the foundations assessing the relationships between RSI, EMAs, MACDs, and Stochastic RSI across multiple timeframes. Designed to help traders identify less frequent, but high probability entries across 2 time frames. Uses 3 levels of confluence indicators for both long and short moves.
Features 3 levels of confluence across 2 timeframes. All 3 levels allow filtering of any combination of REMS filters. Features more options and customization than previous REMS Synergy.
Includes VWAP and 4 EMAs as optional visual representations.
Includes 'Enhanced Candles' than can colour code candlesticks for better visual identification. (off by default)
Originally designed with 5 minute and 2 minute timeframes in mind, and pairs well with REMS First Strike and/or REMS Snap Shot indicators.
This version features no hard-coded inputs and allows for more freedom than previous version. With the added flexibility comes the ability for the indicator to be more easily stacked.
DOGE Stochastic RSI Pro System📌 Strategy Overview
The DOGE Stochastic RSI Pro System is a high-precision algorithm designed specifically for DOGEUSDT on the 1-hour timeframe.
It combines the power of Stochastic RSI momentum, EMA trend direction, and VWAP price positioning to generate high-probability long and short entries.
This system was optimized through multi-year backtesting and short-term adaptive tuning, showing strong performance during trending and volatility-rich periods.
📌 Technical Logic
✔ 1. Stochastic RSI Core
Entry when %K crosses %D
Detects momentum reversals early
Works effectively on DOGE volatility cycles
✔ 2. EMA Trend Filter
EMA50 above EMA150 → long-bias signals allowed
EMA50 below EMA150 → short-bias signals allowed
Prevents trading against the dominant trend
Improves signal accuracy
✔ 3. VWAP Institutional Filter
Price above VWAP → only long entries
Price below VWAP → only short entries
Avoids low-quality trades in mean-reversion zones
📌 Money Management
✔ Starting Amount: 5 USDT
✔ Take Profit: 3%
✔ Stop Loss: 3%
✔ Both Long & Short
✔ No Martingale — Clean, stable system
The strategy opens one position at a time to avoid overexposure.
📌 Recommended Settings
Pair: DOGEUSDT
Timeframe: 1H
Leverage (Bybit): 5–10× (optional, system does not enforce leverage)
Broker Execution: Bybit derivatives or spot with position sizing
📌 Backtesting Results (User Verified)
1 Year Backtest: ~57–58% win rate
2 Year Backtest: ~56% win rate
Last 3 Months: ~61% win rate
Last 30 Days: ~64% win rate
Profit Factor Range: 1.32 – 1.70
This system performs best in moderate trending + volatility expansion cycles.
📌 Notes for Users
Strategy does not repaint.
Behavior may vary depending on exchange price feeds.
Use proper risk management and test before going live.
Performance may change over time as markets shift.
📌 Access
This is an Invite-Only script.
Access is granted only to approved users.
If you'd like access, send a private request.
📌 Disclaimer
This script is for educational and research purposes only.
Not financial advice. Trading involves risk.
Past performance does not guarantee future results.
Aroon + Chaiki OscillatorThis is an Chaiki Oscillator that facilitates more straightforward trendline analysis utilizing the Aroon setup for bars.
This is a simple Pinescript designed for incorporation into your charting analysis.
As always, none of this is investment or financial advice. Please do your own due diligence and research.
Volume Pressure OscillatorThe Volume Pressure Oscillator (VPO) is a momentum-based indicator that measures the directional pressure of cumulative volume delta (CVD) combined with price efficiency. It oscillates between 0 and 100, with readings above 50 indicating net buying pressure and readings below 50 indicating net selling pressure.
The indicator is designed to identify the strength and sustainability of volume-driven trends while remaining responsive during consolidation periods.
How the Indicator Works
The VPO analyzes volume flow by examining price action at lower timeframes to build a Cumulative Volume Delta (CVD). For each chart bar, the indicator looks at intrabar price movements to classify volume as either buying volume or selling volume. These classifications are accumulated into a running total that tracks net directional volume.
The indicator then measures the momentum of this CVD over both short-term and longer-term periods, providing responsiveness to recent changes while maintaining awareness of the broader trend. These momentum readings are normalized using percentile ranking, which creates a stable 0-100 scale that works consistently across different instruments and market conditions.
A key feature is the extreme zone persistence mechanism. When the indicator enters extreme zones (above 80 or below 20), it maintains elevated readings as long as volume pressure continues in the same direction. This allows the VPO to stay in extreme zones during strong trends rather than quickly reverting to neutral, making it useful for identifying sustained volume pressure rather than just temporary spikes.
What Makes This Indicator Different
While many indicators measure volume or volume delta, the VPO specifically measures how aggressively CVD is currently changing and whether that pressure is being sustained. It's the difference between knowing "more volume has accumulated on the buy side" versus "buying pressure is intensifying right now and shows signs of continuation."
1. Focus on CVD Momentum, Not CVD Levels
Most CVD indicators display the cumulative volume delta as a line that trends up or down indefinitely. The VPO is fundamentally different - it measures the slope of CVD rather than the absolute level. This transforms CVD from an unbounded cumulative metric into a bounded 0-100 oscillator that shows the intensity and direction of current volume pressure, not just the historical accumulation.
2. Designed to Stay in Extremes During Trends
Unlike traditional oscillators that treat extreme readings (above 80 or below 20) as overbought/oversold reversal signals, the VPO is engineered to oscillate within extreme zones during strong trends. When sustained buying or selling pressure exists, the indicator remains elevated (e.g., 80-95 or 5-20) rather than quickly reverting to neutral. This makes it useful for trend continuation identification rather than exclusively for reversal trading.
3. Percentile-Based Normalization
The VPO uses percentile ranking over a lookback window, which provides consistent behavior across different instruments, timeframes, and volatility regimes without constant recalibration.
4. Dual-Timeframe Momentum Synthesis
The indicator simultaneously considers short-term CVD momentum (responsive to recent changes) and longer-term CVD momentum (tracking trend direction), weighted and combined with a slow-moving trend bias. This multi-timeframe approach helps it stay responsive in ranging markets while maintaining context during trends.
How to Use the Indicator
Understanding the Zones:
80-100 (Strong Buying Pressure): CVD momentum is strongly positive. In trending markets, the indicator oscillates within this zone rather than immediately reverting to neutral. This suggests sustained accumulation and trend continuation probability.
60-80 (Moderate Buying): Positive volume pressure but not extreme. Suitable for identifying pullback entry opportunities within uptrends.
40-60 (Neutral Zone): Volume pressure is balanced or unclear. No strong directional edge from volume. Often seen during consolidation or trend transitions.
20-40 (Moderate Selling): Negative volume pressure developing. May indicate distribution or downtrend continuation setups.
0-20 (Strong Selling Pressure): CVD momentum is strongly negative. During downtrends, sustained readings in this zone suggest continued distribution and downside follow-through probability.
Practical Applications:
Trend Confirmation: When price makes new highs/lows, check if VPO confirms with similarly elevated readings. Divergences (price making new highs while VPO fails to reach prior highs) may indicate weakening momentum.
Range Trading: During consolidation, the VPO typically oscillates between 30-70. Readings toward the low end of the range (30-40) may present accumulation opportunities, while readings at the high end (60-70) may indicate distribution zones.
Extreme Persistence: If VPO reaches 90+ or drops below 10, this indicates exceptional volume pressure. Rather than fading these extremes immediately, monitor whether the indicator stays elevated. Sustained extreme readings suggest strong trend continuation potential.
Context with Price Action: The VPO is most effective when combined with price action or other orderflow indicators. Use the indicator to gauge whether volume is confirming or contradicting.
What the Indicator Does NOT Do:
It does not provide specific entry or exit signals
It does not predict future price direction
It does not guarantee profitable trades
It should not be used as a standalone trading system
Settings Explanation
Momentum Period (Default: 14)
This parameter controls the lookback period for CVD rate-of-change calculations.
Lower values (5-10): Make the indicator more responsive to recent volume changes. Useful for shorter-term trading and more active oscillation. May produce more whipsaws in choppy markets.
Default value (14): Provides balanced responsiveness while filtering out most noise. Suitable for swing trading and daily timeframe analysis.
Higher values (20-50): Create smoother readings and focus on longer-term volume trends. Better for position trading and reducing false signals, but with slower reaction to genuine changes in volume pressure.
Important Notes:
This indicator requires intrabar data to function properly. On some instruments or timeframes where lower timeframe data is not available, the indicator may not display.
The indicator uses request.security_lower_tf() which has a limit of intrabars. On higher timeframes, this provides extensive history, but on very low timeframes (<1-minute charts), the indicator may only cover limited historical bars.
Volume data quality varies by exchange and instrument. The indicator's effectiveness depends on accurate volume reporting from the data feed.
PyTai Top/Bottom Finder v0.1When the average StochRSI line rises high (near or above 80), it often signals the asset's price is approaching the peak or end of an uptrend, as momentum becomes overextended across multiple timeframes—aligning with your view on run endings. Conversely, a low average (near or below 20) suggests exhaustion in a downtrend, hinting at potential bottoms. The cluster columns amplify this: wide green bars (high positive netScore) show broad oversold agreement for bullish reversals, while red bars indicate overbought consensus for bearish turns. However, StochRSI can remain extreme in strong trends, so combine with price action or volume to avoid false signals; backtest on your assets to refine thresholds, as shorter smoothing (e.g., 1-3) increases sensitivity but noise.
RSI-ma Wave Sensor (Free ver.)RSI-ma Wave Sensor is a 3-line RSI-based oscillator (Main / Middle / Wave) that shows trend direction, momentum and higher timeframe context in a single pane.
Compared with many classic MA/RSI tools it aims to:
• react with very low lag (almost real-time feeling)
• detect trend direction early
• avoid “overbought/oversold sticking” so you can hold calmly until the trend really starts to end
This Free version is a DAY trade preset for the 15m chart:
• Main = 14, Middle = EMA 9, Wave = EMA 28
• 1h higher timeframe wave sensor included
• good for learning / testing how to read trends with RSI waves
Multi-factor momentum & flow confluence oscillator
MarketExploiter
Momentum–flow confluence oscillator.
Overview
This indicator combines momentum structure, money-flow behavior, trend context, and divergence detection into a single visual tool. It helps highlight when momentum is strengthening, weakening, or beginning to shift direction.
Components
• A smoothed momentum curve that visualizes acceleration and exhaustion.
• Money-flow bias reflecting underlying buying or selling pressure.
• Momentum-shift dots that appear only when several factors align, such as momentum inflection, curve behavior, and supportive flow.
• Bullish and bearish divergence detection between price and the momentum curve.
• A trend panel offering broader directional context.
How to Use
Signals are most effective when they appear in the direction of the trend panel and when money-flow conditions support the move. Divergence signals may highlight early strength or weakness relative to price action. The indicator is intended for context and confirmation rather than standalone entries. Works across all liquid markets and timeframes.
Notes
Non-repainting. Suitable for momentum assessment, trend reading, and identifying potential inflection zones.
Best Metal to Sell → More BTCWhichever precious metal has outperformed Bitcoin the most over the last 21 days (by >4%) is showing short-term strength → sell a small slice of that metal and rotate into BTC.
Orange = trim some gold → buy BTC
Grey = trim some silver → buy BTC
Black = no clear edge → hold
This is a gradual, disciplined rebalancing tool for anyone holding physical gold & silver who wants to slowly increase their BTC exposure on relative strength spikes — without ever going “all-in”.
You decide the pace: 1% per signal, pause anytime, or stop when you’ve reached your personal comfort level of BTC allocation.
2020–2025 backtest (weekly 1% rotations):
$200k metals → 18.4 BTC + $0 metals left = $1.68 million
HODL metals only = $320k
HODL BTC from day one = ~$1.4 million
It’s not about beating BTC every cycle — it’s about turning stagnant metals into more sats, at your own pace.
Logic Flow Signals & Backtest [bercutiatia]To understand the advanced logic of the tool, it is essential that you carefully read each topic and check the visual examples in this presentation.
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Who is the Logic Flow Signals & Backtest tool recommended for?
Ideal for traders looking to increase the reliability and level of their operations. Recommended for those who want to create rigorous confluences, validate strategies with backtesting, and transform emotional management into systematic and measurable processes.
How can the Logic Flow Signals & Backtest tool help me?
High-confidence signals! You combine TradingView indicators and create a single robust signal, eliminating the frustration of having to spend hours in front of the chart and still clicking at the wrong time. This ensures that your entry is validated by logic, not emotional impulse.
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Logic Flow Signals & Backtest is a versatile and powerful tool designed to test and validate your trading ideas with indicators from the TradingView community.
Extreme flexibility: Allows you to combine indicators available on TradingView (EMAs, RSI, MACD, SMC, etc.) to create custom entry and exit logics.
Sequential Logic: Goes far beyond simple crossovers. You can define rules where signal A must occur before signal B — and, if desired, before signal C or D — to validate an entry. Add time, order, and context filters, creating truly intelligent sequential logic that generates a single final alert only when all conditions align.
With Stages (Stage 1, Stage 2, etc.), your entries follow the exact sequence you define. And the best part: you no longer need to spend hours in front of the chart waiting for confluences. Simply set up your stages once, create an alert in TradingView, and the system will automatically notify you when the ideal combination of signals occurs.
Sequence Invalidation: Offers the option to define conditions that, if they occur, immediately cancel an ongoing entry sequence, helping to avoid entries in unfavorable scenarios.
Explaining the first image example (chart below):
LONG INDICATOR 1 (Stage 1): The market confirms a change in character (CHoCH Bullish). The system enters an alert state awaiting the confluence of the next indicators.
LONG INDICATOR 2 and 3 (Stage 2): Entry is only released when the SMA17 crosses above the SMA72 (indicator 2), but with one condition: The SMA72 must be ABOVE the SMA305 (indicator 3); Without this alignment of indicator 3, the signal of indicator 2 does not occur.
LONG INDICATOR 4 (Invalidation Rule): If at any point in the sequence the SMA72 crosses below the SMA305, the setup is immediately canceled and no entry signal is generated. The sequence restarts with indicator 1.
EXIT LONG (Hybrid Exit TP + SIGNAL): The trade seeks a TP target of 1000 ticks, but has a technical "Trailing Stop": if the trend reverses (Exit Long Indicator 1 = SMA72 crosses below the SMA305) before the target, the position is closed to protect capital.
SHORT INDICATOR 1 (Stage 1): Identification of weakness in the market with a Bearish CHoCH.
SHORT INDICATOR 2 and 3 (Stage 2): Entry is only released when the SMA17 crosses below the SMA72 (indicator 2), but with a strict condition: The SMA72 must be BELOW the SMA305 (indicator 3); Without this STATE of indicator 3, the signal from indicator 2 does not occur.
SHORT INDICATOR 4 (Invalidation Rule): If at any point in the sequence the SMA72 crosses above the SMA305, the setup is immediately canceled and no entry signal is generated. The sequence starts again with indicator 1.
EXIT SHORT (Hybrid Exit TP + SIGNAL): The trade seeks a target of 1000 ticks, but has a technical "Trailing Stop": if the downtrend reverses (Exit Short Indicator 1 = SMA72 crosses above the SMA305) before the target, the position is closed to protect capital.
In this strategy, we use the external indicators: Multiple MTF MA and Smart Money Concepts (Advanced)
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Stage Duration: In STAGE DURATION , you control the maximum time (in candles) allowed for each transition between stages to occur. If the time limit expires before the next stage is reached, the sequence is reset. Keep it at 0 to disable the time limit.
The "Stage Duration" function is available in four separate blocks on the settings panel:
- LONG - STAGE DURATION: Controls the time limit (in candles) between Long entry stages (for example from Stage 1 to Stage 2).
- LONG EXIT - STAGE DURATION: Controls the time limit between Long exit stages.
- SHORT - STAGE DURATION: Controls the time limit between Short entry stages.
- SHORT EXIT - STAGE DURATION: Controls the time limit between Short exit stages.
Explaining the second image example (chart below):
Stage 1 (INDICATOR 1): New Fair Value Gap (FVG) Bullish Confirmed.
- Meaning: The move starts with a bullish FVG (Fair Value Gap), indicating a confirmed imbalance where buyers were much more aggressive than sellers.
Stage 2 (INDICATOR 2): EMA10 crossing above the EMA50.
- Meaning: Immediately after the FVG trigger, the fast moving average (10 periods) crosses the intermediate moving average (50 periods). This confirms that the initial FVG impulse was not an isolated event but the beginning of a short-term trend.
Stage 3: In this final stage, we require two simultaneous confirmations to validate the entry:
- INDICATOR 3: The EMA10 crosses above the EMA100, indicating that the movement has enough strength to break through larger barriers.
- INDICATOR 4: The RSI must be above its own moving average (SMA14). This ensures the asset is gaining momentum at the exact moment the averages are broken, avoiding entries in "tired" markets.
Stage Duration: The most important feature of this setup is the restricted time window.
- Rule: From Stage 1 to 2, and from Stage 2 to 3, the maximum interval to accept confluences is only 3 candles.
- Why this is vital? If the market took 20 candles to align these conditions, it would indicate weakness or indecision. By demanding that everything happens within a maximum of 3 candles per step, the setup filters only the moves where buying pressure is urgent and aggressive, increasing the probability of an explosive move in favor of the trade.
Asymmetric Risk Management: To complement a high-probability and high-pressure setup, we use aggressive risk management:
- Stop Loss (Technical/Short): 200 Ticks. If the buying pressure fails quickly, we exit early with a small loss.
- Take Profit (Long Target): 1000 Ticks. We aim to ride the impulse "leg" that the setup identified.
- Risk/Reward: 5:1. This means a single winning trade covers five losing trades, making the strategy mathematically viable in the long term.
In this strategy, we use the external indicators: Multiple MTF MA , Smart Money Concepts (Advanced) and Relative Strength Index (RSI) .
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Multiple Operating Modes
It is not limited to sequences. It can operate by confluence (where all signals must be valid at the same time), by single trigger (only one signal is required), or by "OR" logic (any one of the defined signals).
- If you use only Stage 1 in more than one indicator session, the entry will only occur if all enabled conditions are true simultaneously.
- Any condition defined as OR can trigger the entry by itself.
- If only one condition block is enabled, the single indicator will function as a simple signal.
Multiple and Simultaneous Exits
It allows for the configuration of exits by both indicators and TP/SL targets. The strategy will close the trade as soon as any of these conditions are met first (indicator signal, profit target, or loss limit
Integrated Risk Management
It includes Stop Loss and Take Profit exits by percentage and ticks, which are easy to configure and essential for risk management. The strategy calculates the exact TP and SL prices based on your entry price and monitors the market on every tick.
Explaining the Third Image Example (Chart Below)
The move was validated by a 4-step logical sequence (Stage 1) and managed by a hybrid exit system.
Short Indicator 1, 2, and 3: The price (Close) crossed below the SMA200, SMA72, and SMA17 averages simultaneously.
- What this means: When a single candle has the strength to break below the short-term (17), mid-term (72), and long-term (200) averages, it indicates a high probability for the price to seek lower levels.
To reinforce Indicators 1 through 3, we added an extra layer of confirmation.
Short Indicator 4: The Positive Volume Index (PVI) needed to be below its own long-term average (EMA300).
- Why this is important: PVI below the average confirms that selling volume is dominant, validating that the break of the averages was not just noise.
Triple Exit Management (Maximum Security)
The great advantage of this tool is the ability to manage risk dynamically. In this trade, we configured three simultaneous exit conditions, where the first one to be met closes the position:
1. Financial Target (TP): A fixed Take Profit of 15%.
2. Exit Short Indicator 1 (Technical Exit 1): If the average (SMA72) crosses above the average (SMA200), the trade is closed.
3. Exit Short Indicator 2 (Technical Exit 2): If the PVI crosses above the EMA300, indicating an entry of buying strength, the trade is closed.
"OR" Logic: The tool monitors these conditions in real-time. Whichever occurs first triggers the exit, ensuring you lock in profit (TP) or protect your capital at the first sign from the indicators.
In this strategy, we use the external indicators: Multiple MTF MA and Positive Volume Index .
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Reversal Mode (Stop and Reverse)
The Reversal Mode (Stop and Reverse) allows a new signal in the opposite direction (e.g., a SELL signal) to automatically close an existing position (e.g., BUY) and open a new one (sell). This "stop and reverse" function can be enabled or disabled in the settings, giving you full control over whether the strategy should only exit (awaiting a new signal) or immediately reverse the position.
Explaining the Fourth Image Example (Chart Below)
In this example, we demonstrate a setup focused on capturing every market "flip," keeping the trader positioned 100% of the time ("Always-in"), a technique widely used in automation.
- Long Entry: Occurs immediately upon confirming a bullish change of character (New CHoCH Bullish).
- Short Entry: Occurs immediately upon confirming a bearish change of character (New CHoCH Bearish).
- Exit (The Differentiator): We are not using fixed TP or SL here. The exit is triggered by Automatic Reversal.
The Power of "Exit by Opposite Signal"
Notice the labels on the chart: "Close Short" followed immediately by a "Long." This happens because the Allow Reversal function is enabled in the tool's settings.
When the market generates a buy signal, the tool understands that the sell thesis has been invalidated. It simultaneously sends an order to close the Short position and open a new Long position.
When to use this exit rule?
- Capturing Long Trends / Directional Movements: Ideal for volatile assets where you want to ride the trend until the market structure effectively changes.
- Operational Simplification: Eliminates the need to guess profit targets and acts as a loss limiter when the price moves against your position. The market dictates when to enter and when to exit.
Hybrid Flexibility:
The strongest point of Logic Flow is that you don't have to choose just one method. Reversal can be used in two ways:
1. Individually (as in the image): Reversal is the only form of exit. You stay in the move until the opposite signal.
2. Combined (Hybrid): You can enable Reversal and configure a safety Stop Loss + technical Take Profit (Exit Long/Short Indicator).
- Example: If the price hits your TP/SL first, you exit. If the market turns before the TP, the Reversal takes you out of the trade and generates a new trend alert.
In this strategy, we use the external indicators: Smart Money Concepts .
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Backtesting: Far beyond creating logic and generating signals, Logic Flow Signals stands out due to its Integrated Backtest.
Backtesting serves as a reality check for the trader. It takes the strategy out of the realm of "imagination" and puts it to the test against historical data.
Here are the 4 main practical uses:
1. Verifying Feasibility (Proof of Concept): The most obvious use is to answer: "Does this idea make money?". Many strategies look visually perfect on the chart, but when you run the backtest, you discover that brokerage fees or frequent "stops" consume all the profit.
2. Knowing the "Worst-Case Scenario" (Drawdown): Maximum Drawdown: It shows you what the largest accumulated drop the strategy has ever experienced was. By identifying a Drawdown that exceeds the desired risk tolerance, the backtest allows for parameter optimization in search of a more efficient balance between risk and return.
3. Fine-Tuning (Optimization): It allows you to make changes such as: Increasing the profit target, changing the stop, removing an indicator, changing the chart timeframe, among other actions. You can test various variations instantly to find the most efficient configuration.
4. Expectation Management and Discipline: Backtesting does not eliminate fear nor guarantee that the future will repeat the past, but it serves as a reference map.
The Real Role: Aligning expectation with reality.
In the image below, you can check out how a backtest result is generated:
To understand the backtest results shown above, check the chart and the detailed operational logic below:
This operational example seeks to identify altcoins that are demonstrating an explosive decorrelation relative to Bitcoin. The logic is: we want to buy only the assets that are outperforming the market leader, precisely at the moment when speculative money (Open Interest) heavily enters the market.
For the buy signal (Long) to be triggered, three conditions must be simultaneously true (Stage 1):
Long Indicator 1 (Altcoin Strength): The asset's RSI must be above the 70 level (Overbought), indicating extremely strong bullish momentum.
Long Indicator 2 (Bitcoin Weakness): Bitcoin's RSI must be below the 50 level. This confirms that the Altcoin's rally is genuine and independent.
Long Indicator 3 (Money Flow): The Open Interest (open contracts) must be above the Extreme level of the OI DELTA indicator. This validates that new money is aggressively entering the asset to sustain the rally.
Risk Management: In this example, we configured an aggressive target to capture the altcoin volatility:
- Take Profit: 100%
- Stop Loss: 20%
- Risk/Reward: 5:1
In this strategy, we use the external indicators: RSI Crypto Strength (Asset vs BTC) and Open Interest Delta .
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Configuring an Indicator Block
Each block (BUY INDICATOR 1, BUY INDICATOR 2, ...) allows you to define a complete condition.
- Enable (Activate): Simply turns this indicator block on or off.
- Source A: The first value you want to analyze.
example: The Closing Price (Close), Opening Price (Open), or another TradingView indicator.
- Condition: How 'Source A' will be compared.
example: Crossover/Crossunder, Greater Than, Less Than, Cross Up.
- Comparison Type: The option that defines whether you will compare 'Source A' with a fixed number or with another indicator.
- Fixed Value: Used if you selected "Fixed Value".
example: For an RSI greater than 70 condition, Source A would be the RSI, the Condition would be Greater Than, and the Fixed Value would be 70.
- Source B: Used if you selected "Source B".
example: For a condition where the EMA10 crosses above the EMA200, Source A would be the EMA10, the Condition would be 'Cross Up', and Source B would be the EMA200.
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Configurable Alert Signals
Configurable Alert Signals: The tool allows for the creation of fully customized alerts for different types of events, such as entries, signal-based exits, take profit, and stop loss. These alerts can be used for both strategy automation and manual, real-time notifications.
The message field is highly flexible: it accepts dynamic placeholders, JSON structure, UUID identifiers, or any custom text, allowing integration with other external tools and systems via webhook.
Configuring Your Messages:
- LONG/SHORT - ALERTS: Defines the message for new entries.
- LONG/SHORT INDICATOR EXIT - ALERTS: Defines the message for signal-based exits (e.g., moving average cross).
- REVERSAL - ALERTS: Defines the message for when a position is closed by an opposite signal (stop-and-reverse).
- LONG/SHORT TP/SL EXIT - ALERTS: Defines the message for exits triggered by take profit (TP) or stop loss (SL), via percentage or ticks.
A Single Alert to Control Everything
You don't need to create separate alerts for "Buy," "Sell," or "Exits." On a single screen, you can create strategies by defining entries, signal-based exits, profit targets, or stop limits.
Alert Times (Operating Window)
In the Alert Times section, you can define a specific time (and time zone) for the strategy to generate entry or exit signals.
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To create your alert, simply follow these steps:
- Condition: Select the script name: "Logic Flow Signals & Backtest".
- Message: Insert only the placeholder: {{strategy.order.alert_message}}
Once this single alert is active, it will "listen" to all orders executed by the strategy.
This means you can have your Long-Term, Short-Term, Signal-Based Exits, and TP/SL strategies active simultaneously. When any of these events are plotted on the chart, the script will send the customized message (which you wrote in the fields) to your single alert.
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Advanced period filters: Allow you to test the strategy in specific date ranges, over the last X days, or over the last X bars, facilitating performance analysis in different market environments.
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Status Panel: Displays a clear summary of all active rules and settings directly on the chart, facilitating the visualization and confirmation of the running logic.
Additionally, it has a settings box where you can activate or deactivate the panel, choose its position (such as at the bottom or side), and adjust its size.
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The Thumbnail strategy uses the following external indicators: Multiple MTF MA and Breakout Finder .
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Final Considerations:
The Logic Flow Signals & Backtest tool is a versatile and powerful system, designed to test and apply trading ideas based on multiple indicators from TradingView.
Its differential is being a customization environment: the script does not have integrated graphical indicators, as the objective is precisely to allow the user to combine and integrate multiple existing indicators in the TradingView community to build unique entry and exit logics.
It offers flexibility and precision, but the true value emerges when the trader integrates the tool into a consistent trading plan, with efficient risk management (Stop Loss and Take Profit), leverage control, and a professional mindset.
Important: Risk of Repainting (Unstable Data): Avoid indicators that 'repaint' (those that change their values in past bars after the closing of new candles). The backtest will be invalidated, and the actual performance of the strategy will fail.
Legal Warning and Didactic Purpose:
It is fundamental to understand that all visual examples, charts, and texts contained in this description do not constitute financial advice, buy or sell recommendations, nor a promise of easy or guaranteed gains.
This is an advanced support tool, not an automatic profit system. Use the integrated backtesting to evaluate the historical behavior of strategies before real execution and understand how different market conditions impact your results. The sole purpose of this material is to demonstrate the logical and execution capacity of the script, serving as a didactic guide for you to test and validate your own ideas.
Conclusion and Risk Warning:
Success in financial markets comes not only from a set of charting indicators, but from the trader's understanding, practice, and discipline. Our objective is to provide a robust, customizable, and intuitive solution, created to enhance your technical analysis and broaden your strategic vision, without replacing critical thinking and conscious decision-making.
Finally, remember: past results do not guarantee future performance. The real differentiator lies in continuous learning, testing, and evolution.






















