GhostPlayer - Advanced Human-like Automation Framework

A sophisticated automation system that mimics human behavior patterns through state management, personality profiles, and organic input simulation.

Features

• Modular Activity System - Plug-and-play activity handlers
• State Pattern Architecture - Clean separation of behavioral states
• Personality Profiles - Configurable behavior templates
• Human Input Simulation - Natural delays and error injection
• Anti-Detection Systems - Pattern avoidance and entropy control
• SmartMouse Integration - Human-like mouse movements

Core Components

1. Activity Handlers

public interface ActivityHandler {
    int execute();
    String getCurrentStateName();
    int getItemCount();
    default int getBaseDelay() { return Calculations.random(600, 1200); }
}

Implemented Activities:

• CowKillerHandler: Kills cows, collects hides, banks
• TanningHandler: Tans hides into leather, manages inventory

2. State Management

private interface CowState {
    int execute();
    String name();
}

// Example State Transition
stateTransitions.put(new WalkingToCowsState(), new KillingCowState());

3. Personality System

Profiles:

Profile	Focus	Errors	Social	Description
EFFICIENT_WORKER	0.9	0.05	0.2	Minimal mistakes
DISTRACTED_NEWBIE	0.6	0.25	0.8	Frequent pauses/errors
CASUAL_PLAYER	0.75	0.15	0.5	Balanced behavior
AFK_LOVER	0.4	0.3	0.9	Long breaks, social focus

4. Humanizer System

public class Humanizer {
    public void performMicroActions() { /* Random UI interactions */ }
    public int calculateHumanizedDelay(int baseDelay) { /* Focus-based delay */ }
    public void simulateError(double errorRate) { /* Intentional mistakes */ }
}

Getting Started

Dependencies

<dependency>
    <groupId>com.github.bandit-haxunit</groupId>
    <artifactId>smartmouse</artifactId>
    <version>1.2.0</version>
</dependency>

Basic Usage

public class Main {
    public static void main(String[] args) {
        GhostPlayer player = new GhostPlayer()
            .registerActivity("cow_killing", new CowKillerHandler())
            .registerActivity("tanning", new TanningHandler())
            .setPersonality(PersonalityProfile.CASUAL_PLAYER)
            .start();
    }
}

Configuration

Personality Setup

personality.initialize();
personality.setProfile(PersonalityProfile.DISTRACTED_NEWBIE);

Activity Configuration

public class CustomHandler implements ActivityHandler {
    // Implement state pattern similar to CowKillerHandler
}

// Registration
activityRegistry.registerActivity("custom", new CustomHandler());

Anti-Detection Features

1. State Transition Variance

private boolean shouldChangeState() {
    return System.currentTimeMillis() - lastStateChangeTime > Calculations.random(6000, 20000)
        || Inventory.isFull()
        || (currentState instanceof LootingState && GroundItems.closest("Cowhide") == null);
}

2. Human Input Patterns

• SmartMouse integration for natural movements
• Randomized micro-breaks (1-5s)
• UI element hover simulation

3. Behavior Entropy Monitoring

public double getActionPatternEntropy() {
    // Calculates Shannon entropy of recent actions
    return entropy;
}

Development Guide

Creating New Activities

1. Implement ActivityHandler
2. Define state classes
3. Register in GhostPlayer:

public class GhostPlayer {
    public void registerActivity(String name, ActivityHandler handler) {
        activityRegistry.put(name, handler);
    }
}

Extending Personality System

public enum PersonalityProfile {
    ROLEPLAYER(0.5, 0.7, 0.2, 0.9)
    // Add new profiles here
}

Roadmap

Phase 1 - Core Systems (Current)

Component	Status	Features
State Management	✅	Hierarchical state transitions
Activity Handlers	✅	Cow killing, tanning implementations
Basic Humanization	✅	Delay variance, error injection

Phase 2 - Social Integration (Next)

• Context-aware chat responses
• Player interaction simulation
• Clan activity participation

Phase 3 - Advanced Features (Future)

• Machine learning behavior adaptation
• Cross-activity memory system
• Environmental awareness module

Best Practices

1. Session Management

// In GhostPlayer initialization
.setSessionLimits(4, 45) // Max 4 hours/day, 45min breaks

2. Pattern Avoidance

• Rotate activities every 30-90 minutes
• Vary walking paths
• Randomize banking patterns

3. Error Handling

// In activity execution
if(failedAction) {
    humanizer.simulateError(personality.getErrorRate());
}

Support

For issues and feature requests, please:

1. Check existing GitHub issues
2. Submit reproduction steps
3. Include behavior logs

License

GNU General Public License v3.0

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Acknowledgments

• SmartMouse by Bandit HaxUnit
• DreamBot API Team
• Open-source AI/ML community