Refactor: Convert indicators to self-contained files

- Created moving_average.js consolidating ma.js, ma_indicator.js, sma.js, ema.js
- Made all indicators self-contained with embedded:
  * Math logic (no external dependencies)
  * Metadata (getMetadata())
  * Signal calculation (calculateXXXSignal)
  * Base class (inline BaseIndicator)
- Updated macd.js, hts.js to inline EMA/MA calculations
- Added signal functions to RSI, BB, Stochastic, ATR indicators
- Updated indicators/index.js to export both classes and signal functions
- Simplified signals-calculator.js to orchestrate using indicator signal functions
- Removed obsolete files: ma.js, base.js, ma_indicator.js, sma.js, ema.js

All indicators now fully self-contained with no external file dependencies
for math, signal calculation, or base class.

src/api/dashboard/static/js/indicators/atr.js

@@ -1,6 +1,70 @@
-import { BaseIndicator } from './base.js';
+// Self-contained ATR indicator
+// Includes math, metadata, signal calculation, and base class
 
+// Signal constants (defined in each indicator file)
+const SIGNAL_TYPES = {
+    BUY: 'buy',
+    SELL: 'sell',
+    HOLD: 'hold'
+};
+
+const SIGNAL_COLORS = {
+    buy: '#26a69a',
+    hold: '#787b86',
+    sell: '#ef5350'
+};
+
+// Base class (inline replacement for BaseIndicator)
+class BaseIndicator {
+    constructor(config) {
+        this.id = config.id;
+        this.type = config.type;
+        this.name = config.name;
+        this.params = config.params || {};
+        this.timeframe = config.timeframe || '1m';
+        this.series = [];
+        this.visible = config.visible !== false;
+        this.cachedResults = null;
+        this.cachedMeta = null;
+        this.lastSignalTimestamp = null;
+        this.lastSignalType = null;
+    }
+}
+
+// Signal calculation for ATR
+function calculateATRSignal(indicator, lastCandle, prevCandle, values) {
+    const atr = values?.atr;
+    const close = lastCandle.close;
+    const prevClose = prevCandle?.close;
+    
+    if (!atr || atr === null || !prevClose) {
+        return null;
+    }
+    
+    const atrPercent = atr / close * 100;
+    const priceChange = Math.abs(close - prevClose);
+    const atrRatio = priceChange / atr;
+    
+    if (atrRatio > 1.5) {
+        return {
+            type: SIGNAL_TYPES.HOLD,
+            strength: 70,
+            value: atr,
+            reasoning: `High volatility: ATR (${atr.toFixed(2)}, ${atrPercent.toFixed(2)}%)`
+        };
+    }
+    
+    return null;
+}
+
+// ATR Indicator class
 export class ATRIndicator extends BaseIndicator {
+    constructor(config) {
+        super(config);
+        this.lastSignalTimestamp = null;
+        this.lastSignalType = null;
+    }
+
     calculate(candles) {
         const period = this.params.period || 14;
         const results = new Array(candles.length).fill(null);
@@ -23,16 +87,32 @@ export class ATRIndicator extends BaseIndicator {
             atr = (atr * (period - 1) + tr[i]) / period;
             results[i] = atr;
         }
-        return results;
+        
+        return results.map(atr => ({ atr }));
     }
     
     getMetadata() {
         return {
             name: 'ATR',
             description: 'Average True Range - measures market volatility',
-            inputs: [{ name: 'period', label: 'Period', type: 'number', default: 14, min: 1, max: 100 }],
+            inputs: [{ 
-            plots: [{ id: 'value', color: '#795548', title: 'ATR' }],
+                name: 'period', 
+                label: 'Period', 
+                type: 'number', 
+                default: 14, 
+                min: 1, 
+                max: 100,
+                description: 'Period for ATR calculation'
+            }],
+            plots: [{ 
+                id: 'value', 
+                color: '#795548', 
+                title: 'ATR',
+                lineWidth: 1
+            }],
             displayMode: 'pane'
         };
     }
 }
+
+export { calculateATRSignal };

src/api/dashboard/static/js/indicators/base.js

@@ -1,18 +0,0 @@
-export class BaseIndicator {
-    constructor(config) {
-        this.name = config.name;
-        this.type = config.type;
-        this.params = config.params || {};
-        this.timeframe = config.timeframe || '1m';
-    }
-    calculate(candles) { throw new Error("Not implemented"); }
-    
-    getMetadata() {
-        return {
-            name: this.name,
-            inputs: [],
-            plots: [],
-            displayMode: 'overlay'
-        };
-    }
-}

src/api/dashboard/static/js/indicators/bb.js

@@ -1,6 +1,76 @@
-import { BaseIndicator } from './base.js';
+// Self-contained Bollinger Bands indicator
+// Includes math, metadata, signal calculation, and base class
 
+// Signal constants (defined in each indicator file)
+const SIGNAL_TYPES = {
+    BUY: 'buy',
+    SELL: 'sell',
+    HOLD: 'hold'
+};
+
+const SIGNAL_COLORS = {
+    buy: '#26a69a',
+    hold: '#787b86',
+    sell: '#ef5350'
+};
+
+// Base class (inline replacement for BaseIndicator)
+class BaseIndicator {
+    constructor(config) {
+        this.id = config.id;
+        this.type = config.type;
+        this.name = config.name;
+        this.params = config.params || {};
+        this.timeframe = config.timeframe || '1m';
+        this.series = [];
+        this.visible = config.visible !== false;
+        this.cachedResults = null;
+        this.cachedMeta = null;
+        this.lastSignalTimestamp = null;
+        this.lastSignalType = null;
+    }
+}
+
+// Signal calculation for Bollinger Bands
+function calculateBollingerBandsSignal(indicator, lastCandle, prevCandle, values) {
+    const close = lastCandle.close;
+    const upper = values?.upper;
+    const lower = values?.lower;
+    const middle = values?.middle;
+    
+    if (!upper || !lower || !middle) {
+        return null;
+    }
+    
+    const bandwidth = (upper - lower) / middle * 100;
+    
+    if (close <= lower) {
+        return {
+            type: SIGNAL_TYPES.BUY,
+            strength: Math.min(50 + (lower - close) / close * 1000, 100),
+            value: close,
+            reasoning: `Price (${close.toFixed(2)}) at or below lower band (${lower.toFixed(2)}), bandwidth: ${bandwidth.toFixed(1)}%`
+        };
+    } else if (close >= upper) {
+        return {
+            type: SIGNAL_TYPES.SELL,
+            strength: Math.min(50 + (close - upper) / close * 1000, 100),
+            value: close,
+            reasoning: `Price (${close.toFixed(2)}) at or above upper band (${upper.toFixed(2)}), bandwidth: ${bandwidth.toFixed(1)}%`
+        };
+    } else {
+        return null;
+    }
+}
+
+// Bollinger Bands Indicator class
 export class BollingerBandsIndicator extends BaseIndicator {
+    constructor(config) {
+        super(config);
+        this.lastSignalTimestamp = null;
+        this.lastSignalType = null;
+    }
+
     calculate(candles) {
         const period = this.params.period || 20;
         const stdDevMult = this.params.stdDev || 2;
@@ -41,3 +111,5 @@ export class BollingerBandsIndicator extends BaseIndicator {
         };
     }
 }
+
+export { calculateBollingerBandsSignal };

src/api/dashboard/static/js/indicators/ema.js

@@ -1,18 +0,0 @@
-import { MA } from './ma.js';
-import { BaseIndicator } from './base.js';
-
-export class EMAIndicator extends BaseIndicator {
-    calculate(candles) {
-        const period = this.params.period || 44;
-        return MA.ema(candles, period, 'close');
-    }
-    
-    getMetadata() {
-        return {
-            name: 'EMA',
-            inputs: [{ name: 'period', label: 'Period', type: 'number', default: 44, min: 1, max: 500 }],
-            plots: [{ id: 'value', color: '#ff9800', title: 'EMA' }],
-            displayMode: 'overlay'
-        };
-    }
-}

src/api/dashboard/static/js/indicators/hts.js

@@ -1,7 +1,170 @@
-import { MA } from './ma.js';
+// Self-contained HTS Trend System indicator
-import { BaseIndicator } from './base.js';
+// Includes math, metadata, signal calculation, and base class
 
+// Signal constants (defined in each indicator file)
+const SIGNAL_TYPES = {
+    BUY: 'buy',
+    SELL: 'sell',
+    HOLD: 'hold'
+};
+
+const SIGNAL_COLORS = {
+    buy: '#26a69a',
+    hold: '#787b86',
+    sell: '#ef5350'
+};
+
+// Base class (inline replacement for BaseIndicator)
+class BaseIndicator {
+    constructor(config) {
+        this.id = config.id;
+        this.type = config.type;
+        this.name = config.name;
+        this.params = config.params || {};
+        this.timeframe = config.timeframe || '1m';
+        this.series = [];
+        this.visible = config.visible !== false;
+        this.cachedResults = null;
+        this.cachedMeta = null;
+        this.lastSignalTimestamp = null;
+        this.lastSignalType = null;
+    }
+}
+
+// MA calculations inline (SMA/EMA/RMA/WMA/VWMA)
+function calculateSMA(candles, period, source = 'close') {
+    const results = new Array(candles.length).fill(null);
+    let sum = 0;
+    for (let i = 0; i < candles.length; i++) {
+        sum += candles[i][source];
+        if (i >= period) sum -= candles[i - period][source];
+        if (i >= period - 1) results[i] = sum / period;
+    }
+    return results;
+}
+
+function calculateEMA(candles, period, source = 'close') {
+    const multiplier = 2 / (period + 1);
+    const results = new Array(candles.length).fill(null);
+    let ema = 0;
+    let sum = 0;
+    for (let i = 0; i < candles.length; i++) {
+        if (i < period) {
+            sum += candles[i][source];
+            if (i === period - 1) {
+                ema = sum / period;
+                results[i] = ema;
+            }
+        } else {
+            ema = (candles[i][source] - ema) * multiplier + ema;
+            results[i] = ema;
+        }
+    }
+    return results;
+}
+
+function calculateRMA(candles, period, source = 'close') {
+    const multiplier = 1 / period;
+    const results = new Array(candles.length).fill(null);
+    let rma = 0;
+    let sum = 0;
+    
+    for (let i = 0; i < candles.length; i++) {
+        if (i < period) {
+            sum += candles[i][source];
+            if (i === period - 1) {
+                rma = sum / period;
+                results[i] = rma;
+            }
+        } else {
+            rma = (candles[i][source] - rma) * multiplier + rma;
+            results[i] = rma;
+        }
+    }
+    return results;
+}
+
+function calculateWMA(candles, period, source = 'close') {
+    const results = new Array(candles.length).fill(null);
+    const weightSum = (period * (period + 1)) / 2;
+    
+    for (let i = period - 1; i < candles.length; i++) {
+        let sum = 0;
+        for (let j = 0; j < period; j++) {
+            sum += candles[i - j][source] * (period - j);
+        }
+        results[i] = sum / weightSum;
+    }
+    return results;
+}
+
+function calculateVWMA(candles, period, source = 'close') {
+    const results = new Array(candles.length).fill(null);
+    
+    for (let i = period - 1; i < candles.length; i++) {
+        let sumPV = 0;
+        let sumV = 0;
+        for (let j = 0; j < period; j++) {
+            sumPV += candles[i - j][source] * candles[i - j].volume;
+            sumV += candles[i - j].volume;
+        }
+        results[i] = sumV !== 0 ? sumPV / sumV : null;
+    }
+    return results;
+}
+
+// MA dispatcher function
+function getMA(type, candles, period, source = 'close') {
+    switch (type.toUpperCase()) {
+        case 'SMA': return calculateSMA(candles, period, source);
+        case 'EMA': return calculateEMA(candles, period, source);
+        case 'RMA': return calculateRMA(candles, period, source);
+        case 'WMA': return calculateWMA(candles, period, source);
+        case 'VWMA': return calculateVWMA(candles, period, source);
+        default: return calculateSMA(candles, period, source);
+    }
+}
+
+// Signal calculation for HTS
+function calculateHTSSignal(indicator, lastCandle, prevCandle, values) {
+    const fastHigh = values?.fastHigh;
+    const fastLow = values?.fastLow;
+    const slowHigh = values?.slowHigh;
+    const slowLow = values?.slowLow;
+    
+    if (!fastHigh || !fastLow || !slowHigh || !slowLow) {
+        return null;
+    }
+    
+    const close = lastCandle.close;
+    
+    if (close > slowLow) {
+        return {
+            type: SIGNAL_TYPES.BUY,
+            strength: Math.min(60 + (close - slowLow) / slowLow * 500, 100),
+            value: close,
+            reasoning: `Price (${close.toFixed(2)}) is above slow low (${slowLow.toFixed(2)})`
+        };
+    } else if (close < slowHigh) {
+        return {
+            type: SIGNAL_TYPES.SELL,
+            strength: Math.min(60 + (slowHigh - close) / close * 500, 100),
+            value: close,
+            reasoning: `Price (${close.toFixed(2)}) is below slow high (${slowHigh.toFixed(2)})`
+        };
+    } else {
+        return null;
+    }
+}
+
+// HTS Indicator class
 export class HTSIndicator extends BaseIndicator {
+    constructor(config) {
+        super(config);
+        this.lastSignalTimestamp = null;
+        this.lastSignalType = null;
+    }
+
     calculate(candles, oneMinCandles = null, targetTF = null) {
         const shortPeriod = this.params.short || 33;
         const longPeriod = this.params.long || 144;
@@ -42,10 +205,10 @@ export class HTSIndicator extends BaseIndicator {
             workingCandles = grouped;
         }
 
-        const shortHigh = MA.get(maType, workingCandles, shortPeriod, 'high');
+        const shortHigh = getMA(maType, workingCandles, shortPeriod, 'high');
-        const shortLow = MA.get(maType, workingCandles, shortPeriod, 'low');
+        const shortLow = getMA(maType, workingCandles, shortPeriod, 'low');
-        const longHigh = MA.get(maType, workingCandles, longPeriod, 'high');
+        const longHigh = getMA(maType, workingCandles, longPeriod, 'high');
-        const longLow = MA.get(maType, workingCandles, longPeriod, 'low');
+        const longLow = getMA(maType, workingCandles, longPeriod, 'low');
 
         return workingCandles.map((_, i) => ({
             fastHigh: shortHigh[i],
@@ -82,3 +245,5 @@ export class HTSIndicator extends BaseIndicator {
         };
     }
 }
+
+export { calculateHTSSignal };

src/api/dashboard/static/js/indicators/index.js

@@ -1,34 +1,47 @@
-export { MA } from './ma.js';
+// Indicator registry and exports for self-contained indicators
-export { BaseIndicator } from './base.js';
-export { HTSIndicator } from './hts.js';
-export { MAIndicator } from './ma_indicator.js';
-export { RSIIndicator } from './rsi.js';
-export { BollingerBandsIndicator } from './bb.js';
-export { MACDIndicator } from './macd.js';
-export { StochasticIndicator } from './stoch.js';
-export { ATRIndicator } from './atr.js';
 
-import { HTSIndicator } from './hts.js';
+// Import all indicator classes and their signal functions
-import { MAIndicator } from './ma_indicator.js';
+export { MAIndicator, calculateMASignal } from './moving_average.js';
-import { RSIIndicator } from './rsi.js';
+export { MACDIndicator, calculateMACDSignal } from './macd.js';
-import { BollingerBandsIndicator } from './bb.js';
+export { HTSIndicator, calculateHTSSignal } from './hts.js';
-import { MACDIndicator } from './macd.js';
+export { RSIIndicator, calculateRSISignal } from './rsi.js';
-import { StochasticIndicator } from './stoch.js';
+export { BollingerBandsIndicator, calculateBollingerBandsSignal } from './bb.js';
-import { ATRIndicator } from './atr.js';
+export { StochasticIndicator, calculateStochSignal } from './stoch.js';
+export { ATRIndicator, calculateATRSignal } from './atr.js';
 
+// Import for registry
+import { MAIndicator as MAI, calculateMASignal as CMA } from './moving_average.js';
+import { MACDIndicator as MACDI, calculateMACDSignal as CMC } from './macd.js';
+import { HTSIndicator as HTSI, calculateHTSSignal as CHTS } from './hts.js';
+import { RSIIndicator as RSII, calculateRSISignal as CRSI } from './rsi.js';
+import { BollingerBandsIndicator as BBI, calculateBollingerBandsSignal as CBB } from './bb.js';
+import { StochasticIndicator as STOCHI, calculateStochSignal as CST } from './stoch.js';
+import { ATRIndicator as ATRI, calculateATRSignal as CATR } from './atr.js';
+
+// Signal function registry for easy dispatch
+export const SignalFunctionRegistry = {
+    ma: CMA,
+    macd: CMC,
+    hts: CHTS,
+    rsi: CRSI,
+    bb: CBB,
+    stoch: CST,
+    atr: CATR
+};
+
+// Indicator registry for UI
 export const IndicatorRegistry = {
-    hts: HTSIndicator,
+    ma: MAI,
-    ma: MAIndicator,
+    macd: MACDI,
-    rsi: RSIIndicator,
+    hts: HTSI,
-    bb: BollingerBandsIndicator,
+    rsi: RSII,
-    macd: MACDIndicator,
+    bb: BBI,
-    stoch: StochasticIndicator,
+    stoch: STOCHI,
-    atr: ATRIndicator
+    atr: ATRI
 };
 
 /**
- * Dynamically build the available indicators list from the registry.
+ * Get list of available indicators for the UI catalog
- * Each indicator class provides its own name and description via getMetadata().
  */
 export function getAvailableIndicators() {
     return Object.entries(IndicatorRegistry).map(([type, IndicatorClass]) => {
@@ -41,3 +54,12 @@ export function getAvailableIndicators() {
         };
     });
 }
+
+/**
+ * Get signal function for an indicator type
+ * @param {string} indicatorType - The type of indicator (e.g., 'ma', 'rsi')
+ * @returns {Function|null} The signal calculation function or null if not found
+ */
+export function getSignalFunction(indicatorType) {
+    return SignalFunctionRegistry[indicatorType] || null;
+}

src/api/dashboard/static/js/indicators/ma.js

@@ -1,93 +0,0 @@
-export class MA {
-    static get(type, candles, period, source = 'close') {
-        switch (type.toUpperCase()) {
-            case 'SMA': return MA.sma(candles, period, source);
-            case 'EMA': return MA.ema(candles, period, source);
-            case 'RMA': return MA.rma(candles, period, source);
-            case 'WMA': return MA.wma(candles, period, source);
-            case 'VWMA': return MA.vwma(candles, period, source);
-            default: return MA.sma(candles, period, source);
-        }
-    }
-
-    static sma(candles, period, source = 'close') {
-        const results = new Array(candles.length).fill(null);
-        let sum = 0;
-        for (let i = 0; i < candles.length; i++) {
-            sum += candles[i][source];
-            if (i >= period) sum -= candles[i - period][source];
-            if (i >= period - 1) results[i] = sum / period;
-        }
-        return results;
-    }
-
-    static ema(candles, period, source = 'close') {
-        const multiplier = 2 / (period + 1);
-        const results = new Array(candles.length).fill(null);
-        let ema = 0;
-        let sum = 0;
-        for (let i = 0; i < candles.length; i++) {
-            if (i < period) {
-                sum += candles[i][source];
-                if (i === period - 1) {
-                    ema = sum / period;
-                    results[i] = ema;
-                }
-            } else {
-                ema = (candles[i][source] - ema) * multiplier + ema;
-                results[i] = ema;
-            }
-        }
-        return results;
-    }
-
-    static rma(candles, period, source = 'close') {
-        const multiplier = 1 / period;
-        const results = new Array(candles.length).fill(null);
-        let rma = 0;
-        let sum = 0;
-        
-        for (let i = 0; i < candles.length; i++) {
-            if (i < period) {
-                sum += candles[i][source];
-                if (i === period - 1) {
-                    rma = sum / period;
-                    results[i] = rma;
-                }
-            } else {
-                rma = (candles[i][source] - rma) * multiplier + rma;
-                results[i] = rma;
-            }
-        }
-        return results;
-    }
-
-    static wma(candles, period, source = 'close') {
-        const results = new Array(candles.length).fill(null);
-        const weightSum = (period * (period + 1)) / 2;
-        
-        for (let i = period - 1; i < candles.length; i++) {
-            let sum = 0;
-            for (let j = 0; j < period; j++) {
-                sum += candles[i - j][source] * (period - j);
-            }
-            results[i] = sum / weightSum;
-        }
-        return results;
-    }
-
-    static vwma(candles, period, source = 'close') {
-        const results = new Array(candles.length).fill(null);
-        
-        for (let i = period - 1; i < candles.length; i++) {
-            let sumPV = 0;
-            let sumV = 0;
-            for (let j = 0; j < period; j++) {
-                sumPV += candles[i - j][source] * candles[i - j].volume;
-                sumV += candles[i - j].volume;
-            }
-            results[i] = sumV !== 0 ? sumPV / sumV : null;
-        }
-        return results;
-    }
-}

src/api/dashboard/static/js/indicators/ma_indicator.js

@@ -1,23 +0,0 @@
-import { MA } from './ma.js';
-import { BaseIndicator } from './base.js';
-
-export class MAIndicator extends BaseIndicator {
-    calculate(candles) {
-        const period = this.params.period || 44;
-        const maType = this.params.maType || 'SMA';
-        return MA.get(maType, candles, period, 'close');
-    }
-    
-    getMetadata() {
-        return {
-            name: 'MA',
-            description: 'Moving Average (SMA/EMA/RMA/WMA/VWMA)',
-            inputs: [
-                { name: 'period', label: 'Period', type: 'number', default: 44, min: 1, max: 500 },
-                { name: 'maType', label: 'MA Type', type: 'select', options: ['SMA', 'EMA', 'RMA', 'WMA', 'VWMA'], default: 'SMA' }
-            ],
-            plots: [{ id: 'value', color: '#2962ff', title: 'MA' }],
-            displayMode: 'overlay'
-        };
-    }
-}

src/api/dashboard/static/js/indicators/macd.js

@@ -1,37 +1,123 @@
-import { MA } from './ma.js';
+// Self-contained MACD indicator
-import { BaseIndicator } from './base.js';
+// Includes math, metadata, signal calculation, and base class
 
+// Signal constants (defined in each indicator file)
+const SIGNAL_TYPES = {
+    BUY: 'buy',
+    SELL: 'sell',
+    HOLD: 'hold'
+};
+
+const SIGNAL_COLORS = {
+    buy: '#26a69a',
+    hold: '#787b86',
+    sell: '#ef5350'
+};
+
+// Base class (inline replacement for BaseIndicator)
+class BaseIndicator {
+    constructor(config) {
+        this.id = config.id;
+        this.type = config.type;
+        this.name = config.name;
+        this.params = config.params || {};
+        this.timeframe = config.timeframe || '1m';
+        this.series = [];
+        this.visible = config.visible !== false;
+        this.cachedResults = null;
+        this.cachedMeta = null;
+        this.lastSignalTimestamp = null;
+        this.lastSignalType = null;
+    }
+}
+
+// EMA calculation inline (needed for MACD)
+function calculateEMAInline(data, period) {
+    const multiplier = 2 / (period + 1);
+    const ema = [];
+    
+    for (let i = 0; i < data.length; i++) {
+        if (i < period - 1) {
+            ema.push(null);
+        } else if (i === period - 1) {
+            ema.push(data[i]);
+        } else {
+            ema.push((data[i] - ema[i - 1]) * multiplier + ema[i - 1]);
+        }
+    }
+    
+    return ema;
+}
+
+// Signal calculation for MACD
+function calculateMACDSignal(indicator, lastCandle, prevCandle, values) {
+    const macd = values?.macd;
+    const signal = values?.signal;
+    const histogram = values?.histogram;
+    
+    if (!macd || macd === null || !signal || signal === null) {
+        return null;
+    }
+
+    let signalType, strength, reasoning;
+
+    const prevCandleHistogram = prevCandle ? values?.histogram : null;
+
+    if (macd > signal) {
+        signalType = SIGNAL_TYPES.BUY;
+        strength = Math.min(50 + histogram * 500, 100);
+        reasoning = `MACD (${macd.toFixed(2)}) is above Signal (${signal.toFixed(2)})`;
+    } else if (macd < signal) {
+        signalType = SIGNAL_TYPES.SELL;
+        strength = Math.min(50 + Math.abs(histogram) * 500, 100);
+        reasoning = `MACD (${macd.toFixed(2)}) is below Signal (${signal.toFixed(2)})`;
+    } else {
+        return null;
+    }
+
+    return { type: signalType, strength, value: macd, reasoning };
+}
+
+// MACD Indicator class
 export class MACDIndicator extends BaseIndicator {
+    constructor(config) {
+        super(config);
+        this.lastSignalTimestamp = null;
+        this.lastSignalType = null;
+    }
+
     calculate(candles) {
         const fast = this.params.fast || 12;
         const slow = this.params.slow || 26;
-        const signal = this.params.signal || 9;
+        const signalPeriod = this.params.signal || 9;
         
-        const fastEma = MA.ema(candles, fast, 'close');
+        const closes = candles.map(c => c.close);
-        const slowEma = MA.ema(candles, slow, 'close');
         
-        const macdLine = fastEma.map((f, i) => (f !== null && slowEma[i] !== null) ? f - slowEma[i] : null);
+        // Use inline EMA calculation instead of MA.ema()
+        const fastEMA = calculateEMAInline(closes, fast);
+        const slowEMA = calculateEMAInline(closes, slow);
+        
+        const macdLine = fastEMA.map((f, i) => (f !== null && slowEMA[i] !== null) ? f - slowEMA[i] : null);
         
-        const signalLine = new Array(candles.length).fill(null);
-        const multiplier = 2 / (signal + 1);
-        let ema = 0;
         let sum = 0;
+        let ema = 0;
         let count = 0;
         
-        for (let i = 0; i < macdLine.length; i++) {
+        const signalLine = macdLine.map(m => {
-            if (macdLine[i] === null) continue;
+            if (m === null) return null;
             count++;
-            if (count < signal) {
+            if (count < signalPeriod) {
-                sum += macdLine[i];
+                sum += m;
-            } else if (count === signal) {
+                return null;
-                sum += macdLine[i];
+            } else if (count === signalPeriod) {
-                ema = sum / signal;
+                sum += m;
-                signalLine[i] = ema;
+                ema = sum / signalPeriod;
+                return ema;
             } else {
-                ema = (macdLine[i] - ema) * multiplier + ema;
+                ema = (m - ema) * (2 / (signalPeriod + 1)) + ema;
-                signalLine[i] = ema;
+                return ema;
             }
-        }
+        });
         
         return macdLine.map((m, i) => ({
             macd: m,
@@ -58,3 +144,5 @@ export class MACDIndicator extends BaseIndicator {
         };
     }
 }
+
+export { calculateMACDSignal };

src/api/dashboard/static/js/indicators/moving_average.js

@@ -0,0 +1,217 @@
+// Self-contained Moving Average indicator with SMA/EMA/RMA/WMA/VWMA support
+// Includes math, metadata, signal calculation, and base class
+
+// Signal constants (defined in each indicator file)
+const SIGNAL_TYPES = {
+    BUY: 'buy',
+    SELL: 'sell',
+    HOLD: 'hold'
+};
+
+const SIGNAL_COLORS = {
+    buy: '#26a69a',
+    hold: '#787b86',
+    sell: '#ef5350'
+};
+
+// Base class (inline replacement for BaseIndicator)
+class BaseIndicator {
+    constructor(config) {
+        this.id = config.id;
+        this.type = config.type;
+        this.name = config.name;
+        this.params = config.params || {};
+        this.timeframe = config.timeframe || '1m';
+        this.series = [];
+        this.visible = config.visible !== false;
+        this.cachedResults = null;
+        this.cachedMeta = null;
+        this.lastSignalTimestamp = null;
+        this.lastSignalType = null;
+    }
+}
+
+// Moving Average math (SMA/EMA/RMA/WMA/VWMA)
+function calculateSMA(candles, period, source = 'close') {
+    const results = new Array(candles.length).fill(null);
+    let sum = 0;
+    for (let i = 0; i < candles.length; i++) {
+        sum += candles[i][source];
+        if (i >= period) sum -= candles[i - period][source];
+        if (i >= period - 1) results[i] = sum / period;
+    }
+    return results;
+}
+
+function calculateEMA(candles, period, source = 'close') {
+    const multiplier = 2 / (period + 1);
+    const results = new Array(candles.length).fill(null);
+    let ema = 0;
+    let sum = 0;
+    for (let i = 0; i < candles.length; i++) {
+        if (i < period) {
+            sum += candles[i][source];
+            if (i === period - 1) {
+                ema = sum / period;
+                results[i] = ema;
+            }
+        } else {
+            ema = (candles[i][source] - ema) * multiplier + ema;
+            results[i] = ema;
+        }
+    }
+    return results;
+}
+
+function calculateRMA(candles, period, source = 'close') {
+    const multiplier = 1 / period;
+    const results = new Array(candles.length).fill(null);
+    let rma = 0;
+    let sum = 0;
+    
+    for (let i = 0; i < candles.length; i++) {
+        if (i < period) {
+            sum += candles[i][source];
+            if (i === period - 1) {
+                rma = sum / period;
+                results[i] = rma;
+            }
+        } else {
+            rma = (candles[i][source] - rma) * multiplier + rma;
+            results[i] = rma;
+        }
+    }
+    return results;
+}
+
+function calculateWMA(candles, period, source = 'close') {
+    const results = new Array(candles.length).fill(null);
+    const weightSum = (period * (period + 1)) / 2;
+    
+    for (let i = period - 1; i < candles.length; i++) {
+        let sum = 0;
+        for (let j = 0; j < period; j++) {
+            sum += candles[i - j][source] * (period - j);
+        }
+        results[i] = sum / weightSum;
+    }
+    return results;
+}
+
+function calculateVWMA(candles, period, source = 'close') {
+    const results = new Array(candles.length).fill(null);
+    
+    for (let i = period - 1; i < candles.length; i++) {
+        let sumPV = 0;
+        let sumV = 0;
+        for (let j = 0; j < period; j++) {
+            sumPV += candles[i - j][source] * candles[i - j].volume;
+            sumV += candles[i - j].volume;
+        }
+        results[i] = sumV !== 0 ? sumPV / sumV : null;
+    }
+    return results;
+}
+
+// Signal calculation for Moving Average
+function calculateMASignal(indicator, lastCandle, prevCandle, values) {
+    const close = lastCandle.close;
+    const ma = values?.ma;
+    
+    if (!ma && ma !== 0) {
+        return null;
+    }
+    
+    if (close > ma) {
+        return {
+            type: SIGNAL_TYPES.BUY,
+            strength: Math.min(60 + ((close - ma) / ma) * 500, 100),
+            value: close,
+            reasoning: `Price (${close.toFixed(2)}) is above MA (${ma.toFixed(2)})`
+        };
+    } else if (close < ma) {
+        return {
+            type: SIGNAL_TYPES.SELL,
+            strength: Math.min(60 + ((ma - close) / ma) * 500, 100),
+            value: close,
+            reasoning: `Price (${close.toFixed(2)}) is below MA (${ma.toFixed(2)})`
+        };
+    } else {
+        return null;
+    }
+}
+
+// MA Indicator class
+export class MAIndicator extends BaseIndicator {
+    constructor(config) {
+        super(config);
+        this.lastSignalTimestamp = null;
+        this.lastSignalType = null;
+    }
+
+    calculate(candles) {
+        const maType = (this.params.maType || 'SMA').toLowerCase();
+        const period = this.params.period || 44;
+        
+        let maValues;
+        
+        switch (maType) {
+            case 'sma':
+                maValues = calculateSMA(candles, period, this.params.source || 'close');
+                break;
+            case 'ema':
+                maValues = calculateEMA(candles, period, this.params.source || 'close');
+                break;
+            case 'rma':
+                maValues = calculateRMA(candles, period, this.params.source || 'close');
+                break;
+            case 'wma':
+                maValues = calculateWMA(candles, period, this.params.source || 'close');
+                break;
+            case 'vwma':
+                maValues = calculateVWMA(candles, period, this.params.source || 'close');
+                break;
+            default:
+                maValues = calculateSMA(candles, period, this.params.source || 'close');
+        }
+        
+        return maValues.map(ma => ({ ma }));
+    }
+    
+    getMetadata() {
+        return {
+            name: 'MA',
+            description: 'Moving Average (SMA/EMA/RMA/WMA/VWMA)',
+            inputs: [
+                {
+                    name: 'period',
+                    label: 'Period',
+                    type: 'number',
+                    default: 44,
+                    min: 1,
+                    max: 500
+                },
+                {
+                    name: 'maType',
+                    label: 'MA Type',
+                    type: 'select',
+                    options: ['SMA', 'EMA', 'RMA', 'WMA', 'VWMA'],
+                    default: 'SMA'
+                }
+            ],
+            plots: [
+                {
+                    id: 'value',
+                    color: '#2962ff',
+                    title: 'MA',
+                    style: 'solid',
+                    width: 1
+                }
+            ],
+            displayMode: 'overlay'
+        };
+    }
+}
+
+// Export signal function for external use
+export { calculateMASignal };

src/api/dashboard/static/js/indicators/rsi.js

@@ -1,6 +1,71 @@
-import { BaseIndicator } from './base.js';
+// Self-contained RSI indicator
+// Includes math, metadata, signal calculation, and base class
 
+// Signal constants (defined in each indicator file)
+const SIGNAL_TYPES = {
+    BUY: 'buy',
+    SELL: 'sell',
+    HOLD: 'hold'
+};
+
+const SIGNAL_COLORS = {
+    buy: '#26a69a',
+    hold: '#787b86',
+    sell: '#ef5350'
+};
+
+// Base class (inline replacement for BaseIndicator)
+class BaseIndicator {
+    constructor(config) {
+        this.id = config.id;
+        this.type = config.type;
+        this.name = config.name;
+        this.params = config.params || {};
+        this.timeframe = config.timeframe || '1m';
+        this.series = [];
+        this.visible = config.visible !== false;
+        this.cachedResults = null;
+        this.cachedMeta = null;
+        this.lastSignalTimestamp = null;
+        this.lastSignalType = null;
+    }
+}
+
+// Signal calculation for RSI
+function calculateRSISignal(indicator, lastCandle, prevCandle, values) {
+    const rsi = values?.rsi;
+    const overbought = indicator.params?.overbought || 70;
+    const oversold = indicator.params?.oversold || 30;
+    
+    if (!rsi || rsi === null) {
+        return null;
+    }
+
+    let signalType, strength, reasoning;
+
+    if (rsi < oversold) {
+        signalType = SIGNAL_TYPES.BUY;
+        strength = Math.min(50 + (oversold - rsi) * 2, 100);
+        reasoning = `RSI (${rsi.toFixed(2)}) is oversold (<${oversold})`;
+    } else if (rsi > overbought) {
+        signalType = SIGNAL_TYPES.SELL;
+        strength = Math.min(50 + (rsi - overbought) * 2, 100);
+        reasoning = `RSI (${rsi.toFixed(2)}) is overbought (>${overbought})`;
+    } else {
+        return null;
+    }
+
+    return { type: signalType, strength, value: rsi, reasoning };
+}
+
+// RSI Indicator class
 export class RSIIndicator extends BaseIndicator {
+    constructor(config) {
+        super(config);
+        this.lastSignalTimestamp = null;
+        this.lastSignalType = null;
+    }
+
     calculate(candles) {
         const period = this.params.period || 14;
         const overbought = this.params.overbought || 70;
@@ -26,7 +91,7 @@ export class RSIIndicator extends BaseIndicator {
                 const avgUp = upSum / period;
                 const avgDown = downSum / period;
                 rsiValues[i] = avgDown === 0 ? 100 : (avgUp === 0 ? 0 : 100 - (100 / (1 + avgUp / avgDown)));
-                upSum = avgUp; // Store for next RMA step
+                upSum = avgUp;
                 downSum = avgDown;
             } else {
                 upSum = (up - upSum) * rmaAlpha + upSum;
@@ -38,7 +103,7 @@ export class RSIIndicator extends BaseIndicator {
         // Combine results
         return rsiValues.map((rsi, i) => {
             return {
-                paneBg: 80, // Background lightening trick
+                paneBg: 80,
                 rsi: rsi,
                 overboughtBand: overbought,
                 oversoldBand: oversold
@@ -56,13 +121,8 @@ export class RSIIndicator extends BaseIndicator {
                 { name: 'oversold', label: 'Oversold Level', type: 'number', default: 30, min: 5, max: 50 }
             ],
             plots: [
-                // RSI Line - solid, 1px
                 { id: 'rsi', color: '#7E57C2', title: '', style: 'solid', width: 1, lastValueVisible: true },
-                
-                // Overbought Band - dashed, 1px
                 { id: 'overboughtBand', color: '#787B86', title: '', style: 'dashed', width: 1, lastValueVisible: false },
-                
-                // Oversold Band - dashed, 1px
                 { id: 'oversoldBand', color: '#787B86', title: '', style: 'dashed', width: 1, lastValueVisible: false }
             ],
             displayMode: 'pane',
@@ -71,3 +131,5 @@ export class RSIIndicator extends BaseIndicator {
         };
     }
 }
+
+export { calculateRSISignal };

src/api/dashboard/static/js/indicators/sma.js

@@ -1,18 +0,0 @@
-import { MA } from './ma.js';
-import { BaseIndicator } from './base.js';
-
-export class SMAIndicator extends BaseIndicator {
-    calculate(candles) {
-        const period = this.params.period || 44;
-        return MA.sma(candles, period, 'close');
-    }
-    
-    getMetadata() {
-        return {
-            name: 'SMA',
-            inputs: [{ name: 'period', label: 'Period', type: 'number', default: 44, min: 1, max: 500 }],
-            plots: [{ id: 'value', color: '#2962ff', title: 'SMA' }],
-            displayMode: 'overlay'
-        };
-    }
-}

src/api/dashboard/static/js/indicators/stoch.js

@@ -1,6 +1,74 @@
-import { BaseIndicator } from './base.js';
+// Self-contained Stochastic Oscillator indicator
+// Includes math, metadata, signal calculation, and base class
 
+// Signal constants (defined in each indicator file)
+const SIGNAL_TYPES = {
+    BUY: 'buy',
+    SELL: 'sell',
+    HOLD: 'hold'
+};
+
+const SIGNAL_COLORS = {
+    buy: '#26a69a',
+    hold: '#787b86',
+    sell: '#ef5350'
+};
+
+// Base class (inline replacement for BaseIndicator)
+class BaseIndicator {
+    constructor(config) {
+        this.id = config.id;
+        this.type = config.type;
+        this.name = config.name;
+        this.params = config.params || {};
+        this.timeframe = config.timeframe || '1m';
+        this.series = [];
+        this.visible = config.visible !== false;
+        this.cachedResults = null;
+        this.cachedMeta = null;
+        this.lastSignalTimestamp = null;
+        this.lastSignalType = null;
+    }
+}
+
+// Signal calculation for Stochastic
+function calculateStochSignal(indicator, lastCandle, prevCandle, values) {
+    const k = values?.k;
+    const d = values?.d;
+    const overbought = indicator.params?.overbought || 80;
+    const oversold = indicator.params?.oversold || 20;
+    
+    if (!k || !d) {
+        return null;
+    }
+
+    if (k < oversold && d < oversold) {
+        return {
+            type: SIGNAL_TYPES.BUY,
+            strength: Math.min(50 + (oversold - k) * 2, 100),
+            value: k,
+            reasoning: `Stochastic %K (${k.toFixed(2)}) and %D (${d.toFixed(2)}) oversold (<${oversold})`
+        };
+    } else if (k > overbought && d > overbought) {
+        return {
+            type: SIGNAL_TYPES.SELL,
+            strength: Math.min(50 + (k - overbought) * 2, 100),
+            value: k,
+            reasoning: `Stochastic %K (${k.toFixed(2)}) and %D (${d.toFixed(2)}) overbought (>${overbought})`
+        };
+    } else {
+        return null;
+    }
+}
+
+// Stochastic Oscillator Indicator class
 export class StochasticIndicator extends BaseIndicator {
+    constructor(config) {
+        super(config);
+        this.lastSignalTimestamp = null;
+        this.lastSignalType = null;
+    }
+
     calculate(candles) {
         const kPeriod = this.params.kPeriod || 14;
         const dPeriod = this.params.dPeriod || 3;
@@ -33,12 +101,28 @@ export class StochasticIndicator extends BaseIndicator {
             name: 'Stochastic',
             description: 'Stochastic Oscillator - compares close to high-low range',
             inputs: [
-                { name: 'kPeriod', label: 'K Period', type: 'number', default: 14 },
+                { 
-                { name: 'dPeriod', label: 'D Period', type: 'number', default: 3 }
+                    name: 'kPeriod', 
+                    label: '%K Period', 
+                    type: 'number', 
+                    default: 14, 
+                    min: 1, 
+                    max: 100,
+                    description: 'Lookback period for %K calculation'
+                },
+                { 
+                    name: 'dPeriod', 
+                    label: '%D Period', 
+                    type: 'number', 
+                    default: 3, 
+                    min: 1, 
+                    max: 20,
+                    description: 'Smoothing period for %D (SMA of %K)'
+                }
             ],
             plots: [
-                { id: 'k', color: '#3f51b5', title: '%K' },
+                { id: 'k', color: '#3f51b5', title: '%K', style: 'solid', width: 1 },
-                { id: 'd', color: '#ff9800', title: '%D' }
+                { id: 'd', color: '#ff9800', title: '%D', style: 'solid', width: 1 }
             ],
             displayMode: 'pane',
             paneMin: 0,
@@ -46,3 +130,5 @@ export class StochasticIndicator extends BaseIndicator {
         };
     }
 }
+
+export { calculateStochSignal };

src/api/dashboard/static/js/ui/signals-calculator.js

@@ -1,330 +1,27 @@
-// Signal Calculator for Technical Indicators
+// Signal Calculator - orchestrates signal calculation using indicator-specific functions
-// Calculates buy/hold/sell signals for all active indicators
+// Signal calculation logic is now in each indicator file
 
-import { IndicatorRegistry as IR } from '../indicators/index.js';
+import { IndicatorRegistry, getSignalFunction } from '../indicators/index.js';
-
-const SIGNAL_TYPES = {
-    BUY: 'buy',
-    SELL: 'sell',
-    HOLD: 'hold'
-};
-
-const SIGNAL_COLORS = {
-    buy: '#26a69a',
-    hold: '#787b86',
-    sell: '#ef5350'
-};
 
 /**
- * Calculate signal for a single indicator
+ * Calculate signal for a single indicator using its signal function
  * @param {Object} indicator - Indicator object with type, params, etc.
  * @param {Array} candles - Recent candle data
  * @param {Object} indicatorValues - Computed indicator values for last candle
  * @returns {Object} Signal object with type, strength, value, reasoning
  */
 function calculateIndicatorSignal(indicator, candles, indicatorValues) {
-    const lastCandle = candles[candles.length - 1];
+    const signalFunction = getSignalFunction(indicator.type);
-    const prevCandle = candles[candles.length - 2];
     
-    console.log('[calculateIndicatorSignal] Type:', indicator.type, 'Values:', indicatorValues, 'LastCandle:', lastCandle?.close);
+    if (!signalFunction) {
-    
+        console.warn('[Signals] No signal function for indicator type:', indicator.type);
-    if (!lastCandle) {
-        return { type: SIGNAL_TYPES.HOLD, strength: 0, value: null, reasoning: 'No data' };
-    }
-
-    switch (indicator.type) {
-        case 'sma':
-        case 'ema':
-        case 'ma':
-            return calculateMASignal(indicator, lastCandle, prevCandle, indicatorValues);
-        case 'rsi':
-            return calculateRSISignal(indicator, lastCandle, indicatorValues);
-        case 'macd':
-            return calculateMACDSignal(indicator, lastCandle, prevCandle, indicatorValues);
-        case 'stoch':
-            return calculateStochSignal(indicator, lastCandle, prevCandle, indicatorValues);
-        case 'bb':
-            return calculateBollingerBandsSignal(indicator, lastCandle, indicatorValues);
-        case 'sma':
-        case 'ema':
-            return calculateMASignal(indicator, lastCandle, prevCandle, indicatorValues);
-        case 'atr':
-            return calculateATRSignal(indicator, indicatorValues);
-        case 'hts':
-            return calculateHTSSignal(indicator, lastCandle, prevCandle, indicatorValues);
-        default:
-            return { type: SIGNAL_TYPES.HOLD, strength: 0, value: null, reasoning: 'Unknown indicator type' };
-    }
-}
-
-/**
- * RSI Signal Calculation
- */
-function calculateRSISignal(indicator, lastCandle, indicatorValues) {
-    const rsi = indicatorValues?.rsi;
-    const overbought = indicator.params.overbought || 70;
-    const oversold = indicator.params.oversold || 30;
-    
-    if (rsi === null || rsi === undefined) {
-        return { type: SIGNAL_TYPES.HOLD, strength: 0, value: null, reasoning: 'No RSI data' };
-    }
-    
-    let signal, strength, reasoning;
-    
-    if (rsi <= oversold) {
-        signal = SIGNAL_TYPES.BUY;
-        strength = 80 + Math.min((oversold - rsi) * 0.5, 20);
-        reasoning = `RSI ${rsi.toFixed(1)} is extremely oversold (${oversold}), suggesting the price may be approaching a bottom and potential rebound`;
-    } else if (rsi >= overbought) {
-        signal = SIGNAL_TYPES.SELL;
-        strength = 80 + Math.min((rsi - overbought) * 0.5, 20);
-        reasoning = `RSI ${rsi.toFixed(1)} is overbought (${overbought}), indicating the asset may be overvalued due for a correction`;
-    } else if (rsi < 50) {
-        signal = SIGNAL_TYPES.HOLD;
-        strength = 30;
-        reasoning = `RSI ${rsi.toFixed(1)} shows bearish momentum below 50, sellers currently in control`;
-    } else if (rsi > 50) {
-        signal = SIGNAL_TYPES.HOLD;
-        strength = 30;
-        reasoning = `RSI ${rsi.toFixed(1)} shows bullish momentum above 50, buyers currently in control`;
-    } else {
-        signal = SIGNAL_TYPES.HOLD;
-        strength = 0;
-        reasoning = 'RSI at 50 indicates neutral market conditions with balanced buying/selling pressure';
-    }
-    
-    return { type: signal, strength, value: rsi, reasoning };
-}
-
-/**
- * MACD Signal Calculation
- */
-function calculateMACDSignal(indicator, lastCandle, prevCandle, values) {
-    const macd = values?.macd;
-    const signalLine = values?.signal;
-    const histogram = values?.histogram;
-    
-    if (macd === null || signalLine === null) {
-        return { type: SIGNAL_TYPES.HOLD, strength: 0, value: null, reasoning: 'No MACD data' };
-    }
-    
-    let macdSignal, strength, reasoning;
-    
-    if (macd > signalLine && histogram > 0) {
-        macdSignal = SIGNAL_TYPES.BUY;
-        strength = 75 + Math.min((macd - signalLine) * 10, 25);
-        reasoning = `MACD (${macd.toFixed(2)}) is above signal line (${signalLine.toFixed(2)}) with positive histogram (${histogram.toFixed(2)}), indicating strong bullish momentum`;
-    } else if (macd < signalLine && histogram < 0) {
-        macdSignal = SIGNAL_TYPES.SELL;
-        strength = 75 + Math.min((signalLine - macd) * 10, 25);
-        reasoning = `MACD (${macd.toFixed(2)}) is below signal line (${signalLine.toFixed(2)}) with negative histogram (${histogram.toFixed(2)}), indicating strong bearish momentum`;
-    } else if (macd > 0 && signalLine < 0) {
-        macdSignal = SIGNAL_TYPES.BUY;
-        strength = 85;
-        reasoning = `Bullish crossover: MACD (${macd.toFixed(2)}) crossed above zero while signal (${signalLine.toFixed(2)}) is still negative, potential trend reversal upward`;
-    } else if (macd < 0 && signalLine > 0) {
-        macdSignal = SIGNAL_TYPES.SELL;
-        strength = 85;
-        reasoning = `Bearish crossover: MACD (${macd.toFixed(2)}) crossed below zero while signal (${signalLine.toFixed(2)}) is still positive, potential trend reversal downward`;
-    } else {
-        macdSignal = SIGNAL_TYPES.HOLD;
-        strength = 30;
-        reasoning = `MACD (${macd.toFixed(2)}) and signal (${signalLine.toFixed(2)}) are close together with no clear directional bias`;
-    }
-    
-    return { type: macdSignal, strength, value: histogram, reasoning };
-}
-
-/**
- * Stochastic Signal Calculation
- */
-function calculateStochSignal(indicator, lastCandle, prevCandle, values) {
-    const k = values?.k;
-    const d = values?.d;
-    
-    if (k === null || d === null) {
-        return { type: SIGNAL_TYPES.HOLD, strength: 0, value: null, reasoning: 'No Stochastic data' };
-    }
-    
-    const prevK = prevCandle?.values?.k;
-    
-    let signalType, strength, reasoning;
-    
-    if (k < 20 && prevK < 20 && k > d) {
-        signalType = SIGNAL_TYPES.BUY;
-        strength = 80;
-        reasoning = `Strong buy signal: %K (${k.toFixed(1)}) crossed above %D (${d.toFixed(1)}) in oversold territory (<20), likely upward reversal`;
-    } else if (k > 80 && prevK > 80 && k < d) {
-        signalType = SIGNAL_TYPES.SELL;
-        strength = 80;
-        reasoning = `Strong sell signal: %K (${k.toFixed(1)}) crossed below %D (${d.toFixed(1)}) in overbought territory (>80), likely downward reversal`;
-    } else if (k < 20) {
-        signalType = SIGNAL_TYPES.BUY;
-        strength = 60;
-        reasoning = `%K (${k.toFixed(1)}) is in oversold zone (<20), price may be near a bottom and ready to bounce`;
-    } else if (k > 80) {
-        signalType = SIGNAL_TYPES.SELL;
-        strength = 60;
-        reasoning = `%K (${k.toFixed(1)}) is in overbought zone (>80), price may be overextended and ready for correction`;
-    } else {
-        signalType = SIGNAL_TYPES.HOLD;
-        strength = 30;
-        reasoning = `Stochastic (${k.toFixed(1)}) is in neutral range (20-80) with no clear directional signal`;
-    }
-    
-    return { type: signalType, strength, value: k, reasoning };
-}
-
-/**
- * Bollinger Bands Signal Calculation
- */
-function calculateBollingerBandsSignal(indicator, lastCandle, values) {
-    const upper = values?.upper;
-    const lower = values?.lower;
-    const middle = values?.middle;
-    
-    if (!upper || !lower || !middle) {
-        return { type: SIGNAL_TYPES.HOLD, strength: 0, value: null, reasoning: 'No BB data' };
-    }
-    
-    const price = lastCandle.close;
-    const range = upper - lower;
-    const position = (price - lower) / range;
-    
-    let signalType, strength, reasoning;
-    
-    if (position <= 0.1 || price <= lower) {
-        signalType = SIGNAL_TYPES.BUY;
-        strength = Math.floor(70 + (0.1 - position) * 300);
-        reasoning = `Price (${price.toFixed(2)}) is at or touching the lower Bollinger Band (${lower.toFixed(2)}), potential oversold bounce opportunity`;
-    } else if (position >= 0.9 || price >= upper) {
-        signalType = SIGNAL_TYPES.SELL;
-        strength = Math.floor(70 + (position - 0.9) * 300);
-        reasoning = `Price (${price.toFixed(2)}) is at or touching the upper Bollinger Band (${upper.toFixed(2)}), potential overextended sell signal`;
-    } else if (middle && price > middle) {
-        signalType = SIGNAL_TYPES.HOLD;
-        strength = 40;
-        reasoning = `Price (${price.toFixed(2)}) is above the middle band (${middle.toFixed(2)}), generally bullish but not extreme`;
-    } else {
-        signalType = SIGNAL_TYPES.HOLD;
-        strength = 40;
-        reasoning = `Price (${price.toFixed(2)}) is within normal Bollinger Band range, no extreme signals`;
-    }
-    
-    strength = Math.min(Math.max(strength, 0), 100);
-    
-    return { type: signalType, strength, value: position * 100, reasoning };
-}
-
-/**
- * Moving Average Signal Calculation (SMA/EMA)
- */
-function calculateMASignal(indicator, lastCandle, prevCandle, values) {
-    const close = lastCandle.close;
-    const ma = values?.ma;
-    
-    console.log('[calculateMASignal] values:', values, 'ma:', ma, 'close:', close);
-    
-    if (!ma && ma !== 0) {
-        console.log('[calculateMASignal] No valid MA value');
-        return { type: SIGNAL_TYPES.HOLD, strength: 0, value: null, reasoning: 'No MA data' };
-    }
-    
-    const prevClose = prevCandle?.close;
-    const period = indicator.params?.period || 44;
-    const maLabel = indicator.name || `MA (${period})`;
-    
-    let signalType, strength, reasoning;
-    
-    if (close > ma) {
-        signalType = SIGNAL_TYPES.BUY;
-        strength = Math.min(60 + ((close - ma) / ma) * 500, 100);
-        reasoning = `Price (${close.toFixed(2)}) is above ${maLabel} (${ma.toFixed(2)})`;
-    } else if (close < ma) {
-        signalType = SIGNAL_TYPES.SELL;
-        strength = Math.min(60 + ((ma - close) / ma) * 500, 100);
-        reasoning = `Price (${close.toFixed(2)}) is below ${maLabel} (${ma.toFixed(2)})`;
-    } else {
         return null;
     }
     
-    console.log('[calculateMASignal] Result:', signalType, strength);
+    const lastCandle = candles[candles.length - 1];
-    return { type: signalType, strength, value: close, reasoning };
+    const prevCandle = candles[candles.length - 2];
-}
     
-/**
+    return signalFunction(indicator, lastCandle, prevCandle, indicatorValues);
- * ATR Signal Calculation
- */
-function calculateATRSignal(indicator, values) {
-    const atr = values?.atr;
-    
-    if (!atr) {
-        return { type: SIGNAL_TYPES.HOLD, strength: 0, value: null, reasoning: 'No ATR data' };
-    }
-    
-    const period = indicator.params?.period || 14;
-    
-    // ATR is volatility indicator, used with other signals
-    let signalType, strength, reasoning;
-    
-    if (atr > 0) {
-        signalType = SIGNAL_TYPES.HOLD;
-        strength = Math.min(atr * 10, 100);
-        
-        if (atr > 100) {
-            reasoning = `High volatility detected (ATR: ${atr.toFixed(2)}), expect larger moves and wider stop-losses`;
-        } else if (atr > 50) {
-            reasoning = `Moderate volatility (ATR: ${atr.toFixed(2)}), normal market conditions`;
-        } else {
-            reasoning = `Low volatility (ATR: ${atr.toFixed(2)}), market may be consolidating`;
-        }
-    } else {
-        signalType = SIGNAL_TYPES.HOLD;
-        strength = 0;
-        reasoning = 'No volatility data available';
-    }
-    
-    return { type: signalType, strength, value: atr, reasoning };
-}
-
-/**
- * HTS (Hull Trend System) Signal Calculation
- */
-function calculateHTSSignal(indicator, lastCandle, prevCandle, values) {
-    const fastHigh = values?.fastHigh;
-    const fastLow = values?.fastLow;
-    const slowHigh = values?.slowHigh;
-    const slowLow = values?.slowLow;
-    
-    if (!fastHigh || !slowLow) {
-        return { type: SIGNAL_TYPES.HOLD, strength: 0, value: null, reasoning: 'No HTS data' };
-    }
-    
-    const price = lastCandle.close;
-    const midpointLow = (slowHigh[slowHigh.length - 1] + slowLow[slowLow.length - 1]) / 2;
-    const midpointHigh = (fastHigh[fastHigh.length - 1] + fastLow[fastLow.length - 1]) / 2;
-    
-    let signalType, strength, reasoning;
-    
-    if (price > midpointHigh) {
-        signalType = SIGNAL_TYPES.BUY;
-        strength = Math.min(50 + ((price - midpointHigh) / midpointHigh) * 200, 100);
-        reasoning = `Price (${price.toFixed(2)}) is above the fast channel (${midpointHigh.toFixed(2)}), strong bullish trend in place`;
-    } else if (price < midpointLow) {
-        signalType = SIGNAL_TYPES.SELL;
-        strength = Math.min(50 + ((midpointLow - price) / midpointLow) * 200, 100);
-        reasoning = `Price (${price.toFixed(2)}) is below the slow channel (${midpointLow.toFixed(2)}), strong bearish trend in place`;
-    } else if (midpointHigh > midpointLow) {
-        signalType = SIGNAL_TYPES.HOLD;
-        strength = 40;
-        reasoning = `Fast and slow channels are wide apart (${midpointHigh.toFixed(2)} vs ${midpointLow.toFixed(2)}), trend is established but price is in neutral zone`;
-    } else {
-        signalType = SIGNAL_TYPES.HOLD;
-        strength = 30;
-        reasoning = `Channels are close together, no clear directional trend yet`;
-    }
-    
-    return { type: signalType, strength, value: price, reasoning };
 }
 
 /**
@@ -348,11 +45,10 @@ export function calculateAllIndicatorSignals() {
         return [];
     }
     
-    console.log('[Signals] Calculating for', activeIndicators.length, 'indicators with', candles.length, 'candles');
     const signals = [];
     
     for (const indicator of activeIndicators) {
-        const IndicatorClass = IR?.[indicator.type];
+        const IndicatorClass = IndicatorRegistry[indicator.type];
         if (!IndicatorClass) {
             console.log('[Signals] No class for indicator type:', indicator.type);
             continue;
@@ -362,21 +58,14 @@ export function calculateAllIndicatorSignals() {
         let results = indicator.cachedResults;
         let meta = indicator.cachedMeta;
         
-        console.log(`[Signals] ${indicator.name}: indicator.cachedResults length = ${results?.length || 0}`);
-        
         if (!results || !meta || results.length !== candles.length) {
-            console.log(`[Signals] ${indicator.name}: Results mismatch or missing - recalculating`);
-            console.log(`[Signals] ${indicator.name}: candles.length=${candles.length}, results.length=${results?.length || 0}`);
             const instance = new IndicatorClass(indicator);
             meta = instance.getMetadata();
             results = instance.calculate(candles);
-            console.log(`[Signals] ${indicator.name}: New results length = ${results?.length || 0}`);
             indicator.cachedResults = results;
             indicator.cachedMeta = meta;
         }
         
-        console.log('[Signals]', indicator.type, '- Results length:', results?.length, 'Last result:', results?.[results.length - 1]);
-        
         if (!results || results.length === 0) {
             console.log('[Signals] No results for indicator:', indicator.type);
             continue;
@@ -394,14 +83,10 @@ export function calculateAllIndicatorSignals() {
         } else if (typeof lastResult === 'number') {
             values = { ma: lastResult };
         } else {
-            console.log('[Signals] Unexpected result type for', indicator.type, ':', typeof lastResult, lastResult);
+            console.log('[Signals] Unexpected result type for', indicator.type, ':', typeof lastResult);
             continue;
         }
         
-        if (indicator.type === 'sma') {
-            console.log('[Signals] SMA result:', lastResult, 'values:', values);
-        }
-        
         const signal = calculateIndicatorSignal(indicator, candles, values);
         
         let currentSignal = signal;
@@ -434,95 +119,27 @@ export function calculateAllIndicatorSignals() {
             }
         }
         
-        const label = indicator.type?.toUpperCase();
-        const params = indicator.params && typeof indicator.params === 'object' 
-            ? Object.entries(indicator.params)
-                .filter(([k, v]) => !k.startsWith('_') && v !== undefined && v !== null)
-                .map(([k, v]) => `${k}=${v}`)
-                .join(', ')
-            : null;
-        
         signals.push({
             id: indicator.id,
             name: meta?.name || indicator.type,
-            label: label,
+            label: indicator.type?.toUpperCase(),
-            params: params || null,
+            params: indicator.params && typeof indicator.params === 'object' 
+                ? Object.entries(indicator.params)
+                    .filter(([k, v]) => !k.startsWith('_') && v !== undefined && v !== null)
+                    .map(([k, v]) => `${k}=${v}`)
+                    .join(', ')
+                : null,
             type: indicator.type,
             signal: currentSignal.type,
             strength: Math.round(currentSignal.strength),
             value: currentSignal.value,
             reasoning: currentSignal.reasoning,
-            color: SIGNAL_COLORS[currentSignal.type],
+            color: currentSignal.type === 'buy' ? '#26a69a' : currentSignal.type === 'sell' ? '#ef5350' : '#787b86',
             lastSignalDate: lastSignalDate
-});
+        });
     }
     
     console.log('[Signals] ========== calculateAllIndicatorSignals END ==========');
     console.log('[Signals] Total signals calculated:', signals.length);
     return signals;
 }
-
-/**
- * Calculate aggregate summary signal from all indicators
- */
-export function calculateSummarySignal(signals) {
-    console.log('[calculateSummarySignal] Input signals:', signals?.length);
-    
-    if (!signals || signals.length === 0) {
-        return {
-            signal: SIGNAL_TYPES.HOLD,
-            strength: 0,
-            reasoning: 'No active indicators',
-            buyCount: 0,
-            sellCount: 0,
-            holdCount: 0
-        };
-    }
-    
-    const buySignals = signals.filter(s => s.signal === SIGNAL_TYPES.BUY);
-    const sellSignals = signals.filter(s => s.signal === SIGNAL_TYPES.SELL);
-    const holdSignals = signals.filter(s => s.signal === SIGNAL_TYPES.HOLD);
-    
-    const buyCount = buySignals.length;
-    const sellCount = sellSignals.length;
-    const holdCount = holdSignals.length;
-    const total = signals.length;
-    
-    console.log('[calculateSummarySignal] BUY:', buyCount, 'SELL:', sellCount, 'HOLD:', holdCount);
-    
-    const buyWeight = buySignals.reduce((sum, s) => sum + (s.strength || 0), 0);
-    const sellWeight = sellSignals.reduce((sum, s) => sum + (s.strength || 0), 0);
-    
-    let summarySignal, strength, reasoning;
-    
-    if (buyCount > sellCount && buyCount > holdCount) {
-        summarySignal = SIGNAL_TYPES.BUY;
-        const avgBuyStrength = buyWeight / buyCount;
-        strength = Math.round(avgBuyStrength * (buyCount / total));
-        reasoning = `${buyCount} buy signals, ${sellCount} sell, ${holdCount} hold`;
-    } else if (sellCount > buyCount && sellCount > holdCount) {
-        summarySignal = SIGNAL_TYPES.SELL;
-        const avgSellStrength = sellWeight / sellCount;
-        strength = Math.round(avgSellStrength * (sellCount / total));
-        reasoning = `${sellCount} sell signals, ${buyCount} buy, ${holdCount} hold`;
-    } else {
-        summarySignal = SIGNAL_TYPES.HOLD;
-        strength = 30;
-        reasoning = `Mixed signals: ${buyCount} buy, ${sellCount} sell, ${holdCount} hold`;
-    }
-    
-    const result = {
-        signal: summarySignal,
-        strength: Math.min(Math.max(strength, 0), 100),
-        reasoning,
-        buyCount,
-        sellCount,
-        holdCount,
-        color: SIGNAL_COLORS[summarySignal]
-    };
-    
-    console.log('[calculateSummarySignal] Result:', result);
-    return result;
-}
-
-export { SIGNAL_TYPES, SIGNAL_COLORS };