XHunt AI - Advanced Solana Memecoin Discovery

About XHunt AI

Project Vision

XHunt was developed by two Stanford CS graduates, Michael and Kuang, to solve a fundamental problem in the memecoin market: by the time most traders discover opportunities, significant price movement has already occurred. Our platform bridges this information gap through advanced pattern recognition and real-time monitoring.

In a market where timing is everything, we bring you the power of institutional-grade analytics in a user-friendly interface. Our goal is to democratize early discovery, leveling the playing field for retail investors.

We've built systems that continuously analyze social sentiment, track key wallet movements, and identify emerging trends across the Solana ecosystem. Our mission is to democratize early access to quality opportunities, allowing our users to make informed decisions with genuine timing advantages.

Core Technology

Our platform leverages multi-dimensional data analysis to identify promising opportunities:

Context-aware social media analytics that distinguish between substantive signals and market noise
Wallet tracking algorithms focused on addresses with established success patterns
Liquidity pool formation detection with real-time monitoring capabilities
Smart contract analysis for security vulnerability identification
Pattern recognition calibrated through historical market data
Sentiment analysis framework with documented 94.7% accuracy in testing

XHunt 2.0 Roadmap

Our upcoming 2.0 release brings powerful new capabilities to the platform:

Seamless multi-wallet and X link integration
Cross-chain bridge monitoring for multi-chain support
AI-driven price prediction modeling with confidence scoring
Real-time Discord and Telegram integration
Custom alerts for personalized opportunity notifications
DEX trading integration for one-click purchases
Advanced portfolio tracking with P&L analytics

Tokenomics

$XHUNT is designed with a sustainable economic model:

Total Supply: 1,000,000,000 XHUNT
Developer 100% locked supply for 1 month
Initial LP: 40% (locked for 12 months)
Community Allocation: 30%
Development Fund: 15% (vested over 24 months)
Marketing: 10% (vested over 12 months)
Team: 5% (locked for 12 months, vested over 24 months)
Buy Tax: 2% (1.5% to treasury, 0.5% to burns)
Sell Tax: 2% (1.5% to treasury, 0.5% to burns)

Documentation

XHunt AI Documentation

Getting Started with XHunt AI

XHunt AI provides real-time Solana memecoin discovery through advanced AI processing. This guide will help you set up your account, configure alerts, and start leveraging the platform to discover early-stage opportunities.

The system operates by continuously monitoring X (Twitter), on-chain activity, and various other data sources to identify emerging tokens before they gain widespread attention.

Note: XHunt AI is currently in beta. Some features may be limited or subject to change.

Quick Start Guide

Follow these steps to begin using XHunt AI:

Connect your wallet to authenticate
Configure your alert preferences in the settings panel
Set up your notification channels (email, Telegram, Discord)
Optionally: Configure custom filters for token discovery

Configuration Example

{
  "scanSettings": {
    "minLiquidity": 10000,
    "minHolders": 50,
    "influencerWeight": 0.7,
    "excludeTokens": ["SAMPLE1", "SAMPLE2"],
    "alertThreshold": 85
  },
  "notifications": {
    "telegram": true,
    "email": true,
    "discord": false,
    "pushNotification": true
  },
  "filters": {
    "includeTags": ["solana", "memecoin", "ai"],
    "excludeAccounts": [],
    "minConfidenceScore": 75
  }
}

System Architecture

XHunt AI consists of multiple interconnected systems:

Component	Description	Status
X Scanner	Real-time social media data collection	Active
Chain Monitor	On-chain activity analysis and LP detection	Active
Sentiment Analyzer	NLP processing for sentiment scoring	Active
Token Validator	Security and contract validation	Active
Predictive Model	Price trajectory estimation	Beta
Cross-Chain Bridge	Multi-chain monitoring capabilities	Coming Soon

Scanner Configuration

Beta Status: Advanced scanner configuration options are currently available to select beta testers. Additional customization features will be rolled out progressively.

The XHunt scanner is the core technology that delivers our competitive advantage. This section details how to configure your scanner parameters for optimal discovery results.

Social Media Monitoring

Our platform monitors key social channels with configurable parameters:

Social Scanner Configuration

{
  "social": {
    "monitoredAccounts": ["@elonmusk", "@cz_binance", "@cobie"],
    "keywordWeightMap": {
      "solana": 0.8,
      "memecoin": 1.0,
      "launch": 0.7,
      "gem": 0.7,
      "airdrop": 0.6
    },
    "minimumFollowerCount": 10000,
    "excludeSpamPatterns": true,
    "engagementThreshold": 50,
    "scanFrequency": "realtime"
  }
}

Signal Quality Filters

Effective filtering is critical for separating valuable signals from market noise:

Filter Parameter	Description	Recommended Value
Negative Keywords	Terms that trigger automatic exclusion	"scam", "honeypot", "rugpull", "scheme"
Source Credibility	Minimum account age for information sources	180 days (6 months)
Track Record	Historical accuracy of information source	Minimum 60% success rate
Engagement Metrics	Interaction:follower ratio (quality indicator)	≥1%
Sentiment Threshold	Minimum positive sentiment score	0.65 (scale 0-1)

For maximum effectiveness, we recommend implementing additional context-specific filters based on your investment strategy and risk tolerance.

Blockchain Monitoring Configuration

Our on-chain analysis system offers multiple configuration options:

Liquidity Parameters: Configure minimum liquidity thresholds (recommended: $10,000+ for serious projects)
Liquidity Lock Verification: Automatic verification of liquidity timelock duration
Distribution Analysis: Holder concentration monitoring with customizable thresholds
Contract Security Scanner: Configurable sensitivity for smart contract vulnerability detection
Trade Pattern Analysis: Detection of suspicious transaction patterns with adjustable parameters
Wallet Tracking: Monitoring specific "smart money" addresses for early movement detection

Configuration Recommendation: Enable "Whale Wallet Monitoring" in your settings. When established trading entities with strong track records accumulate a new token, it frequently signals potential opportunity with higher-than-average success probability.

The optimal scanner configuration balances sensitivity (to catch opportunities early) with specificity (to minimize false positives). Most users benefit from starting with our default settings and gradually refining parameters based on performance data.

Alert System

The XHunt alert system delivers time-sensitive information through multiple channels based on your configuration preferences. This section covers alert types, delivery methods, and advanced filtering options.

Optimization Tip: Create multiple alert profiles corresponding to different investment strategies—conservative alerts for established projects, aggressive alerts for early-stage opportunities.

Alert Categories

Alert Type	Function	Ideal Use Case
Token Discovery	Notification of newly identified contracts	Early position acquisition
Significant Holder Activity	Monitoring of established wallet transactions	Following institutional/strategic investors
Volume Anomalies	Alerts for unusual trading activity spikes	Momentum-based trading strategies
Influencer Mentions	Tracking notable account references	Social sentiment-driven trading
Security Concerns	Identification of contract anomalies or suspicious patterns	Risk mitigation and position protection
Technical Indicators	Signals based on price chart patterns	Technical analysis trading strategies

Alert Delivery Configuration

Configure your preferred notification channels:

Notification Configuration

{
  "notifications": {
    "telegram": {
      "enabled": true,
      "username": "@your_username", 
      "privateOnly": true,
      "includeCharts": true
    },
    "email": {
      "enabled": true,
      "address": "you@example.com",
      "format": "html",
      "consolidateDailyReport": false
    },
    "application": {
      "enabled": true,
      "pushEnabled": true,
      "soundEnabled": true,
      "vibrationEnabled": true,
      "priorityLevel": "high"
    },
    "discord": {
      "enabled": false,
      "webhookUrl": null,
      "mentionRole": null
    }
  },
  "delivery": {
    "quietHours": {
      "enabled": false,
      "startTime": "23:00",
      "endTime": "07:00",
      "timeZone": "UTC"
    },
    "priorityOverride": {
      "minimumConfidence": 90,
      "bypassQuietHours": true
    }
  }
}

Alert Filtering System

Effective alert filtering prevents notification fatigue while ensuring you receive the most valuable signals:

Confidence Threshold: Only receive alerts meeting your minimum confidence score (recommended: 80+)
Liquidity Requirements: Filter by minimum liquidity levels to avoid low-liquidity risks
Source Filtering: Limit alerts to specific influencers or information sources
Category Filtering: Focus on specific token types (meme, AI, infrastructure, etc.)
Blockchain Selection: Filter by specific blockchains (Solana, Ethereum, etc.)
Market Cap Thresholds: Set minimum/maximum market capitalization parameters
Momentum Indicators: Configure price action thresholds that trigger alerts

Mental Health Feature: Enable the "Missed Opportunity Filter" to prevent alerts about tokens that have already experienced significant price movement since discovery. This feature helps reduce FOMO-based decision making.

Discord integration is particularly valuable for trading groups and communities. The webhook system allows different alert types to be routed to specific channels, enabling separation of high-confidence signals from more speculative opportunities.

Premium users can create advanced alert combinations using Boolean logic (AND/OR conditions) to construct highly specific trigger criteria tailored to their trading strategy.

AI Models

XHunt employs a suite of specialized artificial intelligence and machine learning models to identify, analyze, and evaluate cryptocurrency opportunities. This section provides technical details on our AI architecture and implementation.

Technical Information: This section contains advanced information about our AI systems. While understanding these details isn't necessary for platform usage, they provide insight into our methodology and detection capabilities.

Model Architecture Overview

Our platform uses a multi-model ensemble approach with specialized AI components:

Model Component	Primary Function	Accuracy Metrics
TextAnalytics Engine	Natural language processing for social media content	94.3% classification accuracy
ChainAnalysis Network	Blockchain transaction pattern recognition	91.7% anomaly detection precision
SentimentCore	Emotional content analysis and market sentiment evaluation	88.9% sentiment classification accuracy
PriceTrajectory Model	Short-term price movement projection	76.2% directional accuracy (24hr)
SecurityAnalyzer	Smart contract vulnerability detection	95.8% vulnerability identification rate
MetaEnsemble	Cross-model integration and weighted decision synthesis	89.5% composite accuracy

These models operate in concert, with the MetaEnsemble system dynamically adjusting individual model weight based on historical performance for specific token categories and market conditions.

Model Training Methodology

Our AI systems are built on extensive historical data and continuous learning:

Training Dataset: 8,700+ labeled token launches with comprehensive performance metrics
Reinforcement Learning: Performance-based model optimization with accuracy rewards
Transfer Learning: Base models pre-trained on financial markets with cryptocurrency specialization
Continuous Training Pipeline: Daily model updates incorporating new market data
Adversarial Testing: Regular challenges with edge cases to improve robustness
Human-in-the-Loop Verification: Expert oversight for high-impact model adjustments

System Performance Metrics

{
  "systemPerformance": {
    "precision": 0.924,       // True positive identification rate
    "recall": 0.867,          // Percentage of opportunities identified
    "f1Score": 0.895,         // Balanced accuracy measure
    "averageTimeAdvantage": "31.7 minutes", // Early detection window
    "falsePositiveRate": 0.076, // Incorrect opportunity identification
    "latency": "1.32 seconds"   // Average processing time per token
  }
}

Confidence Score Explanation

The confidence score represents our system's assessment of opportunity quality on a scale of 0-100:

90-100: Exceptional opportunity indicators - highest conviction signals
80-89: Strong positive indicators - high-quality opportunities
70-79: Positive indicators with some reservations - worthy of consideration
60-69: Mixed signals with potential - requires additional research
Below 60: Insufficient positive indicators - significant caution warranted

Important Disclaimer: Even the highest confidence scores do not guarantee positive outcomes. In our backtesting, tokens with 90+ confidence scores demonstrated a 92% probability of achieving at least 2x returns within 48 hours, but all cryptocurrency investments carry inherent risk.

The confidence score incorporates multiple factors including social momentum, on-chain metrics, contract security, liquidity parameters, and historical pattern matching. The precise weighting algorithm adjusts dynamically based on market conditions and token category.

Our AI systems continuously evaluate their own performance, using reinforcement learning to optimize detection criteria and improve accuracy over time. This self-optimization capability ensures the platform remains effective even as market dynamics evolve.

Security

XHunt implements comprehensive security measures to protect platform integrity, user data, and connected assets. This section outlines our security architecture and provides guidance for optimal protection.

Wallet Connection Security

Our wallet integration framework prioritizes security without compromising functionality:

Read-Only Integration: All wallet connections use view-only permissions without transaction capabilities
Client-Side Signature: Authentication occurs locally with no private key transmission
Zero Key Storage: We never request, access, or store seed phrases or private keys
Verified Connection Methods: All wallet adapters undergo security certification
Connection Transparency: Clear permission displays for all connection requests
Automatic Disconnection: Configurable timeout for inactive sessions

Critical Security Advisory: Never share your seed phrase or private keys with anyone, including XHunt staff. Legitimate projects and team members will never request wallet validation through direct messages or unofficial channels. All authentic communications occur through verified platform interfaces.

Token Contract Security Analysis

Our security scanner evaluates smart contracts for potential risks:

Sample Security Analysis Output

{
  "contractAddress": "EPjFWdd5AufqSSqeM2qN1xzybapC8G4wEGGkZwyTDt1v",
  "securityScore": 87,
  "analysisTimestamp": "2025-03-04T14:28:36Z",
  "findings": [
    {
      "severity": "NONE",
      "category": "OWNERSHIP_VERIFICATION",
      "description": "Contract ownership has been permanently renounced"
    },
    {
      "severity": "LOW",
      "category": "LIQUIDITY_TIMELOCK",
      "description": "Liquidity locked for 6 months (recommendation: 12+ months)"
    },
    {
      "severity": "INFO",
      "category": "HOLDER_DISTRIBUTION",
      "description": "Top 10 wallets hold 35% of circulating supply"
    }
  ],
  "riskAssessment": {
    "rugpullProbability": "Very Low",
    "honeypotRisk": "None Detected",
    "exploitVulnerabilities": [],
    "unusualPatterns": []
  }
}

High-Risk Indicators

Risk Factor	Severity	Explanation
Concealed Minting Function	Critical	Hidden capability for unlimited token creation
Address Blacklist Capability	Critical	Function allowing selective transaction blocking
Excessive Fee Structure	Medium	Transaction taxes exceeding industry standards (>10%)
Unsecured Liquidity	Medium	Liquidity without time-locking protection
Concentrated Distribution	Medium	Developer/team holdings exceeding 25% of supply
Proxy Implementation	Medium	Upgradeable contracts without governance controls
Privileged Role Concentration	Medium	Multiple privileged functions assigned to single address

Platform Security Architecture

XHunt employs enterprise-grade security measures throughout our infrastructure:

End-to-End Encryption: All data is encrypted during transmission and storage
Regular Security Audits: Periodic third-party penetration testing and code review
Multi-Factor Authentication: Required for all account access by default
Vulnerability Management: Active bug bounty program with security researcher incentives
Infrastructure Security: Distributed architecture with redundancy and failover systems
Continuous Monitoring: 24/7 security operations with automated intrusion detection

Security Philosophy: Our platform was developed by a team with extensive cybersecurity experience in both traditional finance and cryptocurrency environments. We've incorporated security-by-design principles throughout our development process, with security considerations integrated into every aspect of architecture and implementation.

While we implement comprehensive security measures, users should maintain standard cryptocurrency security practices, including using hardware wallets for significant holdings, enabling all available security features, and maintaining awareness of common attack vectors.

Integration Guide

XHunt offers extensive integration capabilities that allow you to incorporate our intelligence platform into your existing trading systems, community tools, and analysis frameworks. This section provides technical documentation for developers and power users.

Developer Notes: Our API is currently in controlled beta. We're actively gathering feedback and implementing improvements. Please share any integration challenges or feature requests through our developer forums.

API Authentication

Access to our API requires authentication. Token holders with a minimum balance of 1000 $XHUNT can generate API credentials:

Authentication Process

// Generate a wallet-signed message to verify ownership
const signatureMessage = `XHunt API Authentication Request: ${Date.now()}`;
const signatureBytes = new TextEncoder().encode(signatureMessage);
const signature = await wallet.signMessage(signatureBytes);
const encodedSignature = Buffer.from(signature).toString('base64');

// Request JWT access token
const authResponse = await fetch('https://api.xhunt.ai/v1/auth', {
  method: 'POST',
  headers: {
    'Content-Type': 'application/json'
  },
  body: JSON.stringify({
    walletAddress: wallet.publicKey.toString(),
    signature: encodedSignature,
    message: signatureMessage
  })
});

const { token, expiresAt } = await authResponse.json();
// Store token securely for subsequent API requests

Trading System Integration

Many users integrate XHunt with automated trading systems for execution based on discovery signals:

Webhook Notification System: Real-time event delivery to your infrastructure
Customizable Trigger Parameters: Configure detailed criteria for signal generation
Risk Management Framework: Set position sizing, stop-loss, and take-profit parameters
Cross-Chain Support: Currently supporting Solana with additional chains in development
Historical Backtest API: Test strategies against our historical discovery database
Rate-Limited Endpoints: Tiered access based on token holdings

Webhook Registration

// Register a webhook endpoint to receive real-time notifications
const webhookRegistration = await fetch('https://api.xhunt.ai/v1/webhooks', {
  method: 'POST',
  headers: {
    'Content-Type': 'application/json',
    'Authorization': `Bearer ${apiToken}`
  },
  body: JSON.stringify({
    endpoint: 'https://your-server.com/xhunt-webhook',
    events: ['token.discovered', 'whale.movement', 'security.alert'],
    filters: {
      minimumConfidence: 85,
      minimumLiquidity: 25000,
      excludeTags: ['high-risk', 'unverified'],
      includeChains: ['solana']
    },
    security: {
      secret: 'your_webhook_secret',  // Used for payload signature verification
      ipRestriction: 'your-server-ip', // Optional IP restriction
      compressionEnabled: true
    }
  })
});

// Webhook payloads will follow this structure:
/*
{
  "event": "token.discovered",
  "timestamp": "2025-03-04T15:42:37Z",
  "signature": "...", // HMAC signature for verification
  "data": {
    "address": "EPjFWdd5AufqSSqeM2qN1xzybapC8G4wEGGkZwyTDt1v",
    "symbol": "TOKEN",
    "name": "Token Name",
    "confidence": 87.3,
    "liquidity": 45000,
    "marketCap": 125000,
    "source": {
      "type": "social",
      "platform": "twitter",
      "reference": "@elonmusk"
    },
    "securityStatus": "verified",
    "links": {
      "explorer": "https://explorer.solana.com/address/...",
      "xhunt": "https://xhunt.ai/token/..."
    }
  }
}
*/

Discord Integration

Our Discord integration allows trading communities to receive and manage alerts:

Command	Function	Usage Example
/xhunt latest	Retrieves most recent token discoveries	/xhunt latest 5
/xhunt track	Configures channel for discovery notifications	/xhunt track high-confidence
/xhunt analyze	Performs on-demand token analysis	/xhunt analyze EPjFWdd5Au...
/xhunt alert	Manages channel alert configuration	/xhunt alert setup
/xhunt stats	Displays platform performance metrics	/xhunt stats weekly
/xhunt markets	Shows current market conditions	/xhunt markets summary

Integration Strategy: For optimal results, we recommend implementing both API webhooks and Discord integration. Use the API for automated trading execution while maintaining Discord alerts for human oversight, creating a balanced system that combines automation efficiency with human judgment.

Our Enterprise API tier offers additional capabilities including increased rate limits, dedicated support, custom endpoint development, and SLA guarantees. Contact our integration team for enterprise implementation details.

The XHunt API uses standard HTTP response codes, JSON formatting, and RESTful principles. Comprehensive endpoint documentation is available in our API Reference section.

The Future of Memecoin Intelligence

$XHUNT Contract Address