Welcome to the Hangar Open Beta. Please report any issue you encounter on GitHub!
Avatar for SoMax1soft

neural-network anticheat for combat: catches KillAura, aim assist, triggerbot and reach that rule-based checks miss.

Report mlsac?

MLSAC — AI anticheat for Minecraft

MLSAC catches combat cheats with neural networks instead of hand-written rules. The plugin watches how players fight — aim, clicks, movement around the target — and sends compact feature windows to the MLSAC cloud, where models trained on hundreds of recorded fights with dozens of cheat clients score them.

What it catches: KillAura, aim assist, triggerbot, reach, hits through walls.

Use it next to a movement anticheat (for example a Grim fork): Grim handles movement and packets, MLSAC handles combat.

Why ML

Modern auras rotate smoothly, randomise clicks and stay inside reach — they slip past fixed checks or force you to tune thresholds until honest players get flagged. MLSAC's models look at the whole fight and how the aim behaves around each hit.

On our held-out benchmark (cheat recordings the model never saw in training) MLS Ultra caught 98.9% of aura windows, vs 65–70% for our previous models. Methodology: https://mlsac.net/benchmark

Features

  • Models: Ultra (aura, triggerbot, aim assist, reach, walls), Pulse, Pro, Mini
  • Violation buffer — one detection never bans anyone
  • Suppression before the ban: damage cut, lag, tricks, flag ladder, ban animations
  • Staff tools: alerts, live monitor, holograms over suspects, suspects menu
  • Everything is configured on the website: presets, messages (7 languages), menus, holograms
  • Paper, Purpur, Spigot, Folia, 1.16.5 – 1.21.x, Java 17+. PacketEvents bundled.

Important

  • Requires a licence key from mlsac.net. There is a free plan.
  • The plugin sends combat data (rotations, clicks, positions relative to the target) to the MLSAC cloud for analysis. No chat, no IPs of players, no world data.
  • Source is available to read: https://github.com/SoMax1soft/mls-network-plugin

Install

  1. Drop the jar into plugins/, start the server.
  2. Paste your key into plugins/MLSAC/config.yml → api-key, run /mlsac reload.
  3. Set up a preset in Configs on mlsac.net.

Guide: https://mlsac.net/wiki/start/install


🇷🇺 MLSAC — ИИ-античит. Ловит KillAura, аим-ассист, триггербот, ричи и удары сквозь стены нейросетями. Ставится рядом с Grim. Нужен ключ с mlsac.net (есть бесплатный тариф). Вики на русском: https://mlsac.net/wiki

Information

Category
Admin Tools
Published
October 10, 2026
7Downloads
0Stars
Supports Folia

Pinned Versions

Members

1