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OverWatch-ML

Intelligent Cheat Detection Powered by Behavior

OverWatch-ML is a next-generation cheat detection system designed for modern Minecraft servers. Traditional anti-cheats rely on simple heuristics and threshold checks, which are easily bypassed by sophisticated clients. OverWatch-ML takes a completely different approach by analyzing player behavior over time and applying advanced machine learning algorithms to distinguish between legitimate players and cheaters.

Quick Links

• Installation
• Commands
• Permissions
• Configuration
• Features
• FAQ
• Admin Guide

Key Features

• Xray Detection - Identifies hidden ore mining patterns and unnatural block interaction behavior
• Combat Cheat Detection - Advanced heuristics for identifying kill-aura, reach, and aim-assist modifications
• Three-Tier ML Pipeline - Sophisticated tiered approach balancing performance and accuracy
• Behavioral Profiling - Builds long-term profiles for players to detect sudden behavior changes
• Server-Adaptive Learning - Automatically adjusts detection thresholds based on your server
• Staff GUI - Comprehensive graphical interface for moderators and administrators
• Discord Integration - Real-time alerts and logs to your Discord server

Requirements

Requirement	Specification
Minecraft Server	Paper 1.21+
Java Version	Java 21+
Dependencies	ProtocolLib (Required)

Quick Start

1. Install ProtocolLib in your plugins folder
2. Install OverWatch-ML.jar in your plugins folder
3. Restart your server
4. Run /owml to open the staff GUI