{"id":118561,"date":"2026-06-07T02:18:44","date_gmt":"2026-06-06T23:18:44","guid":{"rendered":"https:\/\/vpesports.com\/minecraft\/mods\/overwatch-ml\/"},"modified":"2026-06-07T02:18:44","modified_gmt":"2026-06-06T23:18:44","slug":"overwatch-ml","status":"publish","type":"mod","link":"https:\/\/vpesports.com\/minecraft\/mods\/overwatch-ml\/","title":{"rendered":"OverWatch-ML"},"content":{"rendered":"
\n

![OverWatch-ML Banner](https:\/\/placehold.co\/860×180\/0a0a0f\/00d4ff?text=OverWatch-ML&font=montserrat)<\/p>\n

# OverWatch-ML<\/p>\n

**Next-Generation Machine Learning Anti-Cheat for Minecraft**<\/p>\n

![Modrinth](https:\/\/modrinth.com)
\n![GitHub](https:\/\/github.com)
\n![Discord](https:\/\/discord.gg)
\n![License](LICENSE)<\/p>\n

![Paper](https:\/\/papermc.io)
\n![Java](https:\/\/adoptium.net)
\n![ProtocolLib](https:\/\/github.com\/dmulloy2\/ProtocolLib\/releases)<\/p>\n<\/div>\n

—<\/p>\n

**OverWatch-ML** is a next-generation anti-cheat for Paper 1.21+ that combines classical heuristic analysis with trained Machine Learning models to catch what traditional anti-cheats miss.<\/p>\n

Most anti-cheats look at individual packets. OverWatch-ML looks at *behavior* \u2014 building a persistent profile for every player and analyzing patterns across **Combat**, **Movement**, **Xray**, and **World Interactions** using dedicated ML models.<\/p>\n

—<\/p>\n

## How It Works<\/p>\n

At its core is a **Detection Orchestrator** \u2014 a centralized engine that weighs signals from internal ML analysis alongside data from external anti-cheats (Grim, Vulcan, Matrix, Spartan). No single flag triggers a punishment. The system reasons about the *full picture*.<\/p>\n

“`
\nPlayer Actions \u2192 Behavioral Profiler \u2192 ML Models \u2192 Orchestrator \u2192 Verdict
\n \u2191
\n External AC Scores (Grim, Vulcan…)
\n“`<\/p>\n

—<\/p>\n

## Features<\/p>\n

### \ud83e\udde0 Machine Learning Detection
\nEvery player builds a persistent behavioral profile over time. CPS, movement speed, mining efficiency, and dozens of other signals are tracked continuously and fed into dedicated ML models for **Combat**, **Movement**, **Xray**, and **World Interactions**.<\/p>\n

### \ud83d\udce1 Detection Orchestrator
\nA centralized “brain” that coordinates internal ML analysis with violation scores from external anti-cheats. Intelligent signal weighting means fewer false positives and smarter verdicts.<\/p>\n

### \ud83d\udcbb Staff Control Panel
\nA fully GUI-driven management interface. Monitor flagged players, stream live behavioral data, and issue punishments \u2014 no config editing required.<\/p>\n

### \ud83d\udd14 Real-time Staff Alerts
\nInstant notifications with one-click teleportation to the suspect. Your staff acts fast, every time.<\/p>\n

### \ud83d\udee1\ufe0f Smart Mode Detection
\nBuilt-in bypass logic for Creative and Spectator mode players. Zero false positives from your own team.<\/p>\n

### \u26a1 Zero TPS Impact
\nAll ML inference runs fully asynchronously on Java 21. Heavy computation never touches the main thread.<\/p>\n

—<\/p>\n

## Integrations<\/p>\n

OverWatch-ML is designed to *complement* your existing anti-cheat stack, not replace it.<\/p>\n

![GrimAC](https:\/\/modrinth.com\/plugin\/grimac)
\n![Vulcan](https:\/\/www.spigotmc.org\/resources\/83626)
\n![Matrix](https:\/\/matrix.rip)
\n![Spartan](https:\/\/www.spigotmc.org\/resources\/25638)<\/p>\n

—<\/p>\n

## Requirements<\/p>\n

| Requirement | Version |
\n|—|—|
\n| Server Software | Paper \/ Spigot 1.21+ |
\n| Java | 21 or newer |
\n| Dependency | ProtocolLib |<\/p>\n

—<\/p>\n

## Commands & Permissions<\/p>\n

| Command | Description |
\n|—|—|
\n| `\/owml` | Open the Staff Control Panel |
\n| `\/owml player ` | View a player’s ML profile |
\n| `\/owml staff` | Open staff management menu |<\/p>\n

| Permission | Access |
\n|—|—|
\n| `owml.staff` | Staff menu and live alerts |
\n| `owml.admin` | Full configuration and ML system access |<\/p>\n

—<\/p>\n

## Compatibility<\/p>\n

| Minecraft Version | Status |
\n|—|—|
\n| 1.21.x | \u2705 Fully Supported |<\/p>\n

—<\/p>\n

\n

*Developed with \u2764\ufe0f by the OverWatch Team \u00b7 Powered by Machine Learning*<\/p>\n

![Support on Ko-fi](https:\/\/ko-fi.com)
\n![Join Discord](https:\/\/discord.gg)<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

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