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🛡️ OverWatch-ML

Next-Generation Machine Learning powered Anti-Cheat for Minecraft 1.21+

OverWatch-ML is a sophisticated security solution that combines traditional heuristic checks with advanced Behavioral Analysis and Machine Learning to protect your server from complex cheats that traditional anti-cheats often miss.

✨ Key Features

  • 🧠 ML-Driven Detection: Dedicated models for Xray, Combat, Movement, and World Interactions. Our system learns from player behavior patterns rather than just looking at individual packets.
  • 📡 Detection Orchestrator: A centralized "brain" that coordinates internal ML analysis with data from external providers like Grim, Vulcan, Matrix, and Spartan.
  • 📊 Real-time Behavioral Profiling: Every player has a persistent behavioral profile. View a live stream of their actions (CPS, movement speed, mining efficiency) directly in the GUI.
  • 💻 Modern Staff Interface: A stunning, intuitive GUI management system. Monitor suspicious players, review live alerts, and manage punishments without ever touching a config file.
  • 🛡️ Smart Bypasses: Built-in protection against false positives for players in Creative and Spectator modes.
  • 🔔 Interactive Staff Alerts: Real-time notifications for staff members with one-click teleportation to the suspect.
  • ⚡ High Performance: Built on Java 21 and optimized for Paper 1.21+. All heavy ML computations run asynchronously to ensure zero impact on your server's TPS.

🚀 Getting Started

Requirements

  • Minecraft Version: 1.21 or newer (Paper/Spigot)
  • Java Version: 21+
  • Dependency: ProtocolLib

Commands

  • /owml - Open the central Staff Control Panel.
  • /owml player <name> - View a specific player's detailed ML profile.
  • /owml staff - Explicitly open the staff management menu.

Permissions

  • owml.staff - Access to the staff menu and live alerts.
  • owml.admin - Full access to configuration and ML system tools.

🤝 Integrations

OverWatch-ML works best when paired with packet-based anti-cheats. It currently supports cross-referencing scores from:

  • GrimAC
  • Vulcan
  • Matrix
  • Spartan

Developed with ❤️ by the OverWatch Team. Powered by Machine Learning.