AI-powered coin flip predictor with auto-training for Rugplay
// ==UserScript== // @name Rugplay Coin Flip Predictor // @version 1.0.0 // @description AI-powered coin flip predictor with auto-training for Rugplay // @author pompompur.in (pomsaddons.xyz) // @match https://rugplay.com/gambling // @grant GM_addStyle // @run-at document-idle // @namespace [email protected] // @license MIT // ==/UserScript== (function() { 'use strict'; // Create the UI container const coinFlipUI = document.createElement('div'); coinFlipUI.id = 'coinFlipPredictor'; coinFlipUI.style.cssText = ` position: fixed; top: 20px; right: 20px; width: 350px; background: #1a1a1a; border: 2px solid #333; border-radius: 12px; padding: 15px; z-index: 10000; font-family: Arial, sans-serif; color: white; box-shadow: 0 4px 20px rgba(0,0,0,0.5); `; coinFlipUI.innerHTML = ` <div style="display:flex; justify-content:space-between; align-items:center; margin-bottom:15px;"> <div style="font-weight:bold; font-size:18px; color:#FFD700;">🎲 Coin Flip Predictor</div> <button id="minimizeBtn" style="background:#444; color:white; border:none; padding:4px 8px; border-radius:6px; cursor:pointer; font-size:12px;">–</button> </div> <div id="botContent"> <div style="margin-bottom:15px;"> <div style="font-size:14px; color:#CCC; margin-bottom:8px;">Current Prediction:</div> <div id="prediction" style="font-size:24px; font-weight:bold; text-align:center; padding:10px; background:#222; border-radius:8px; margin-bottom:8px;">---</div> <div id="confidence" style="font-size:16px; text-align:center; color:#FFD700;">Confidence: ---</div> </div> <div style="margin-bottom:15px;"> <div style="font-size:14px; color:#CCC; margin-bottom:8px;">Record Result:</div> <div style="display:flex; gap:10px; margin-bottom:10px;"> <button id="headsBtn" style="flex:1; padding:12px; background:#4CAF50; color:white; border:none; border-radius:8px; cursor:pointer; font-size:16px; font-weight:bold;">HEADS</button> <button id="tailsBtn" style="flex:1; padding:12px; background:#2196F3; color:white; border:none; border-radius:8px; cursor:pointer; font-size:16px; font-weight:bold;">TAILS</button> </div> </div> <div style="margin-bottom:15px;"> <div style="font-size:14px; color:#CCC; margin-bottom:8px;">Statistics:</div> <div style="background:#222; padding:10px; border-radius:8px; font-size:12px;"> <div style="display:flex; justify-content:space-between; margin-bottom:5px;"> <span>Total Flips:</span> <span id="totalFlips">0</span> </div> <div style="display:flex; justify-content:space-between; margin-bottom:5px;"> <span>Heads:</span> <span id="headsCount">0</span> </div> <div style="display:flex; justify-content:space-between; margin-bottom:5px;"> <span>Tails:</span> <span id="tailsCount">0</span> </div> <div style="display:flex; justify-content:space-between; margin-bottom:5px;"> <span>Heads %:</span> <span id="headsPercent">0%</span> </div> <div style="display:flex; justify-content:space-between;"> <span>Tails %:</span> <span id="tailsPercent">0%</span> </div> </div> </div> <div style="margin-bottom:15px;"> <div style="font-size:14px; color:#CCC; margin-bottom:8px;">Recent History:</div> <div id="history" style="background:#222; padding:10px; border-radius:8px; font-size:12px; max-height:100px; overflow-y:auto; font-family:monospace;"> No history yet </div> </div> <div style="margin-bottom:15px;"> <div style="font-size:14px; color:#CCC; margin-bottom:8px;">Training Log:</div> <div id="logArea" style="background:#222; padding:10px; border-radius:8px; font-size:11px; max-height:120px; overflow-y:auto; font-family:monospace;"> Ready for training... </div> </div> <div style="margin-bottom:15px;"> <div style="font-size:14px; color:#CCC; margin-bottom:8px;">Auto Training:</div> <div style="display:flex; gap:10px; margin-bottom:10px;"> <button id="startTrainingBtn" style="flex:1; padding:10px; background:#4CAF50; color:white; border:none; border-radius:6px; cursor:pointer; font-size:14px; font-weight:bold;">Start Training</button> <button id="stopTrainingBtn" style="flex:1; padding:10px; background:#F44336; color:white; border:none; border-radius:6px; cursor:pointer; font-size:14px; font-weight:bold;" disabled>Stop Training</button> </div> <div style="background:#222; padding:10px; border-radius:8px; font-size:12px;"> <div style="display:flex; justify-content:space-between; margin-bottom:5px;"> <span>Training Status:</span> <span id="trainingStatus">Stopped</span> </div> <div style="display:flex; justify-content:space-between; margin-bottom:5px;"> <span>Total Bets:</span> <span id="totalBets">0</span> </div> <div style="display:flex; justify-content:space-between; margin-bottom:5px;"> <span>Wins:</span> <span id="winsCount">0</span> </div> <div style="display:flex; justify-content:space-between;"> <span>Win Rate:</span> <span id="winRate">0%</span> </div> </div> </div> <div style="display:flex; gap:10px;"> <button id="clearBtn" style="flex:1; padding:8px; background:#F44336; color:white; border:none; border-radius:6px; cursor:pointer; font-size:12px;">Clear Data</button> <button id="exportBtn" style="flex:1; padding:8px; background:#9C27B0; color:white; border:none; border-radius:6px; cursor:pointer; font-size:12px;">Export Data</button> </div> </div> `; document.body.appendChild(coinFlipUI); // Data storage let flipHistory = []; let totalFlips = 0; let headsCount = 0; let tailsCount = 0; // Auto training variables let isTraining = false; let trainingInterval = null; let totalBets = 0; let winsCount = 0; // Load data from localStorage function loadData() { const saved = localStorage.getItem('coinFlipData'); if (saved) { const data = JSON.parse(saved); flipHistory = data.history || []; totalFlips = data.totalFlips || 0; headsCount = data.headsCount || 0; tailsCount = data.tailsCount || 0; totalBets = data.totalBets || 0; winsCount = data.winsCount || 0; updateDisplay(); } } // Save data to localStorage function saveData() { const data = { history: flipHistory, totalFlips: totalFlips, headsCount: headsCount, tailsCount: tailsCount, totalBets: totalBets, winsCount: winsCount }; localStorage.setItem('coinFlipData', JSON.stringify(data)); } // Update all display elements function updateDisplay() { // Update statistics document.getElementById('totalFlips').textContent = totalFlips; document.getElementById('headsCount').textContent = headsCount; document.getElementById('tailsCount').textContent = tailsCount; const headsPercent = totalFlips > 0 ? ((headsCount / totalFlips) * 100).toFixed(1) : '0'; const tailsPercent = totalFlips > 0 ? ((tailsCount / totalFlips) * 100).toFixed(1) : '0'; document.getElementById('headsPercent').textContent = headsPercent + '%'; document.getElementById('tailsPercent').textContent = tailsPercent + '%'; // Update training statistics document.getElementById('totalBets').textContent = totalBets; document.getElementById('winsCount').textContent = winsCount; const winRate = totalBets > 0 ? ((winsCount / totalBets) * 100).toFixed(1) : '0'; document.getElementById('winRate').textContent = winRate + '%'; // Update history display updateHistoryDisplay(); // Update prediction updatePrediction(); } // Update history display function updateHistoryDisplay() { const historyDiv = document.getElementById('history'); if (flipHistory.length === 0) { historyDiv.innerHTML = 'No history yet'; return; } const recentHistory = flipHistory.slice(-20); // Show last 20 flips const historyText = recentHistory.map(flip => flip.result).join(' '); historyDiv.innerHTML = historyText; } // Predict next outcome based on patterns function predictNextOutcome() { if (flipHistory.length < 3) { return { prediction: 'INSUFFICIENT DATA', confidence: 0 }; } // Analyze recent patterns const recentFlips = flipHistory.slice(-10); // Last 10 flips const headsInRecent = recentFlips.filter(f => f.result === 'H').length; const tailsInRecent = recentFlips.filter(f => f.result === 'T').length; // Check for current streak let currentStreak = 0; let lastResult = flipHistory[flipHistory.length - 1].result; // Count consecutive same results from the end for (let i = flipHistory.length - 1; i >= 0; i--) { if (flipHistory[i].result === lastResult) { currentStreak++; } else { break; } } // Calculate probabilities const overallHeadsProb = headsCount / totalFlips; const overallTailsProb = tailsCount / totalFlips; const recentHeadsProb = headsInRecent / recentFlips.length; const recentTailsProb = tailsInRecent / recentFlips.length; // Initialize scores let headsScore = 0; let tailsScore = 0; // Overall probability weight headsScore += overallHeadsProb * 0.3; tailsScore += overallTailsProb * 0.3; // Recent probability weight headsScore += recentHeadsProb * 0.4; tailsScore += recentTailsProb * 0.4; // Streak analysis - bet on current streak continuing let streakWeight = 0.3; if (currentStreak > 3) { // Bet on current streak continuing (same result) if (lastResult === 'H') { headsScore += streakWeight; } else { tailsScore += streakWeight; } } else { // For shorter streaks, still bet on continuation but with less weight const streakContinuationProb = Math.min(0.6, currentStreak * 0.15); if (lastResult === 'H') { headsScore += streakContinuationProb * streakWeight; } else { tailsScore += streakContinuationProb * streakWeight; } } // Determine prediction let prediction, confidence; if (headsScore > tailsScore) { prediction = 'HEADS'; confidence = Math.min(95, (headsScore / (headsScore + tailsScore)) * 100); } else { prediction = 'TAILS'; confidence = Math.min(95, (tailsScore / (headsScore + tailsScore)) * 100); } // Adjust confidence based on data amount const dataConfidence = Math.min(1, totalFlips / 50); confidence *= dataConfidence; return { prediction, confidence: Math.round(confidence) }; } // Update prediction display function updatePrediction() { const predictionDiv = document.getElementById('prediction'); const confidenceDiv = document.getElementById('confidence'); if (totalFlips < 3) { predictionDiv.textContent = 'NEED MORE DATA'; predictionDiv.style.color = '#FFA500'; confidenceDiv.textContent = 'Confidence: Low (Need at least 3 flips)'; confidenceDiv.style.color = '#FFA500'; return; } const { prediction, confidence } = predictNextOutcome(); predictionDiv.textContent = prediction; confidenceDiv.textContent = 'Confidence: ' + confidence + '%'; // Color coding based on confidence if (confidence >= 70) { predictionDiv.style.color = '#4CAF50'; confidenceDiv.style.color = '#4CAF50'; } else if (confidence >= 50) { predictionDiv.style.color = '#FFD700'; confidenceDiv.style.color = '#FFD700'; } else { predictionDiv.style.color = '#FFA500'; confidenceDiv.style.color = '#FFA500'; } } // Record a flip result function recordFlip(result) { const timestamp = new Date().toLocaleTimeString(); flipHistory.push({ result, timestamp }); if (result === 'H') { headsCount++; } else { tailsCount++; } totalFlips++; saveData(); updateDisplay(); // Show feedback const predictionDiv = document.getElementById('prediction'); const originalText = predictionDiv.textContent; const originalColor = predictionDiv.style.color; predictionDiv.textContent = result === 'H' ? 'HEADS' : 'TAILS'; predictionDiv.style.color = result === 'H' ? '#4CAF50' : '#2196F3'; setTimeout(() => { updatePrediction(); }, 1500); } // Auto training functions async function makeCoinFlipBet() { try { // Get prediction before betting let betSide = "tails"; // default let confidence = 0; if (totalFlips >= 3) { const prediction = predictNextOutcome(); betSide = prediction.prediction.toLowerCase(); confidence = prediction.confidence; } const response = await fetch("https://rugplay.com/api/gambling/coinflip", { "credentials": "include", "headers": { "User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64; rv:140.0) Gecko/20100101 Firefox/140.0", "Accept": "*/*", "Accept-Language": "en-US,en;q=0.5", "Content-Type": "application/json", "Sec-Fetch-Dest": "empty", "Sec-Fetch-Mode": "cors", "Sec-Fetch-Site": "same-origin", "Priority": "u=0" }, "referrer": "https://rugplay.com/gambling", "body": JSON.stringify({"side": betSide, "amount": 1}), "method": "POST", "mode": "cors" }); if (!response.ok) { logMsg('Bet failed: ' + response.status); return; } const result = await response.json(); totalBets++; // Determine the actual result from the API response const actualResult = result.result; // "heads" or "tails" const won = result.won; if (won) { winsCount++; } // Convert to our format (H/T) and record const resultCode = actualResult === 'heads' ? 'H' : 'T'; recordFlip(resultCode); // Log the result with prediction info const status = won ? 'WON' : 'LOST'; const predictionText = totalFlips >= 3 ? ' (Prediction: ' + betSide.toUpperCase() + ' @ ' + confidence + '%)' : ' (No prediction yet)'; logMsg(status + ' - Result: ' + actualResult.toUpperCase() + predictionText); // Update training status document.getElementById('trainingStatus').textContent = 'Training (' + totalBets + ' bets)'; } catch (error) { logMsg('Training error: ' + error.message); } } function startTraining() { if (isTraining) return; isTraining = true; document.getElementById('startTrainingBtn').disabled = true; document.getElementById('stopTrainingBtn').disabled = false; document.getElementById('trainingStatus').textContent = 'Training (0 bets)'; // Start making bets every 500ms trainingInterval = setInterval(() => { if (isTraining) { makeCoinFlipBet(); } }, 500); logMsg("Auto training started - betting based on predictions every 500ms"); } function stopTraining() { if (!isTraining) return; isTraining = false; if (trainingInterval) { clearInterval(trainingInterval); trainingInterval = null; } document.getElementById('startTrainingBtn').disabled = false; document.getElementById('stopTrainingBtn').disabled = true; document.getElementById('trainingStatus').textContent = 'Stopped'; logMsg("Auto training stopped"); } // Add log function for training messages function logMsg(msg) { const log = document.getElementById("logArea"); const time = new Date().toLocaleTimeString(); log.innerHTML = '[' + time + '] ' + msg + '<br>' + log.innerHTML; // Keep only last 50 messages const messages = log.innerHTML.split('<br>'); if (messages.length > 50) { log.innerHTML = messages.slice(0, 50).join('<br>'); } } // Event handlers document.getElementById("minimizeBtn").onclick = () => { const content = document.getElementById("botContent"); const btn = document.getElementById("minimizeBtn"); if (content.style.display === "none") { content.style.display = "block"; btn.textContent = "–"; } else { content.style.display = "none"; btn.textContent = "+"; } }; document.getElementById("headsBtn").onclick = () => { recordFlip('H'); }; document.getElementById("tailsBtn").onclick = () => { recordFlip('T'); }; document.getElementById("clearBtn").onclick = () => { if (confirm('Are you sure you want to clear all data?')) { flipHistory = []; totalFlips = 0; headsCount = 0; tailsCount = 0; saveData(); updateDisplay(); } }; document.getElementById("exportBtn").onclick = () => { const data = { history: flipHistory, totalFlips: totalFlips, headsCount: headsCount, tailsCount: tailsCount, totalBets: totalBets, winsCount: winsCount, exportDate: new Date().toISOString() }; const blob = new Blob([JSON.stringify(data, null, 2)], { type: 'application/json' }); const url = URL.createObjectURL(blob); const a = document.createElement('a'); a.href = url; a.download = 'coinflip-data-' + new Date().toISOString().split('T')[0] + '.json'; a.click(); URL.revokeObjectURL(url); }; document.getElementById("startTrainingBtn").onclick = () => { startTraining(); }; document.getElementById("stopTrainingBtn").onclick = () => { stopTraining(); }; // Initialize loadData(); updateDisplay(); // Add some styling to make it look better const style = document.createElement('style'); style.textContent = ` #headsBtn:hover { background: #45a049 !important; } #tailsBtn:hover { background: #1976D2 !important; } #clearBtn:hover { background: #d32f2f !important; } #exportBtn:hover { background: #7B1FA2 !important; } #minimizeBtn:hover { background: #666 !important; } `; document.head.appendChild(style); })();
