MX Anticheat | ML Killaura/Aim detection (1.8-1.21) -----
Complex anticheat for detection of aim-based hacksMX provides a number of combat automation checks, from basic Aim checks to analysis, to detect advanced Killaura/AimAssist.
Completely open source
Open to everyone - use wherever you want
(We'd love it if you could make improvements to the code).
How detection works?
We apply different approaches ranging from basic flaw detector to unique heuristic approaches by using complex mathematical logic.
Bstat
bstats.org/plugin/bukkit/MX-Based%20Anticheat/25612
Usage:
mx.admin - admin permission
mx.personal - for moderation
mx.bypass - bypass permission (can be changed)
/mx alert - anti-cheat alerts
/mx log - get pastebin log
/mx activity - check mouse movements in the MX panel. How it works?
/mx debug - verbose
/mx info - info about player
/mx bc - broadcast message
/mx ban - force ban
/mx stat - punishment statistics
/mx reload - config reload
/mx fun - funny items
Other:
Some issues? Report here!
P.s. The plugin will serve as a great addition to another anti-cheat plugin!
ProtocolLib is required to run!
Completely open source
Open to everyone - use wherever you want
(We'd love it if you could make improvements to the code).
How detection works?
We apply different approaches ranging from basic flaw detector to unique heuristic approaches by using complex mathematical logic.
Bstat
bstats.org/plugin/bukkit/MX-Based%20Anticheat/25612
Usage:
mx.admin - admin permission
mx.personal - for moderation
mx.bypass - bypass permission (can be changed)
/mx alert - anti-cheat alerts
/mx log - get pastebin log
/mx activity - check mouse movements in the MX panel. How it works?
/mx debug - verbose
/mx info - info about player
/mx bc - broadcast message
/mx ban - force ban
/mx stat - punishment statistics
/mx reload - config reload
/mx fun - funny items
Other:
Aim (amount: 28)
Simple heuristic (block hits only, can be changed in config)
Aim Component (Smooth rotation)
Sync Component (Similar average)
Constant Component (Very smooth rotation)
Aggressive Component (Too smooth rotations with quick rotation)
Snap/Randomizer Component (Suspicious pattern)
Interpolation Flaw (Suspicious dragging)
Constant rotations [1/2/3] (Constant yaw change/gcd check)
Inconsistent [Too low/Zero] (Invalid outliers)
Perfect/Similar shannon entropy (Suspicious entropy)
Standart heuristic ( gives VL)
Randomizer flaw [Heuristic] (Invalid pitch change)
Randomizer flaw [Simple analysis] (Invalid rotations)
Invalid (Too low/Invalid pitch)
Distinct (Invalid rotation distinct)
Smooth (Invalid smoothing angle)
Factor (Suspicious yaw change factor)
Statistics (25 ticks, 1.25 second of pvp)
Pattern [Statistics] (Suspicious pattern)
IQR (Suspicious IQR)
zFactor (Suspicious zFactor)
Improbable (Suspicious zFactor, ksTest and IQR)
Analysis (100 ticks, 5 seconds of pvp)
Linear (Invalid outliers)
Rank (Suspicious distinct rank)
Pattern [Analysis] (Suspicious pattern)
Long-term Analysis (1000 ticks, 50 seconds of pvp)
Rank (Suspicious average distinct rank and normal factor)
Machine Learning (600 ticks, 30 seconds of pvp)
001-premium-complex-18k model
AutoClicker*
Kurtosis (negative)
Entropy (similar shannon entropy)
Velocity*
Horizontal (XZ)
Vertical (Y)
* - experimental
Simple heuristic (block hits only, can be changed in config)
Aim Component (Smooth rotation)
Sync Component (Similar average)
Constant Component (Very smooth rotation)
Aggressive Component (Too smooth rotations with quick rotation)
Snap/Randomizer Component (Suspicious pattern)
Interpolation Flaw (Suspicious dragging)
Constant rotations [1/2/3] (Constant yaw change/gcd check)
Inconsistent [Too low/Zero] (Invalid outliers)
Perfect/Similar shannon entropy (Suspicious entropy)
Standart heuristic ( gives VL)
Randomizer flaw [Heuristic] (Invalid pitch change)
Randomizer flaw [Simple analysis] (Invalid rotations)
Invalid (Too low/Invalid pitch)
Distinct (Invalid rotation distinct)
Smooth (Invalid smoothing angle)
Factor (Suspicious yaw change factor)
Statistics (25 ticks, 1.25 second of pvp)
Pattern [Statistics] (Suspicious pattern)
IQR (Suspicious IQR)
zFactor (Suspicious zFactor)
Improbable (Suspicious zFactor, ksTest and IQR)
Analysis (100 ticks, 5 seconds of pvp)
Linear (Invalid outliers)
Rank (Suspicious distinct rank)
Pattern [Analysis] (Suspicious pattern)
Long-term Analysis (1000 ticks, 50 seconds of pvp)
Rank (Suspicious average distinct rank and normal factor)
Machine Learning (600 ticks, 30 seconds of pvp)
001-premium-complex-18k model
AutoClicker*
Kurtosis (negative)
Entropy (similar shannon entropy)
Velocity*
Horizontal (XZ)
Vertical (Y)
* - experimental
Some issues? Report here!
P.s. The plugin will serve as a great addition to another anti-cheat plugin!
ProtocolLib is required to run!
Resource Information
Author:
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Total Downloads:
2,527
First Release:
Mar 17, 2025
Last Update:
Nov 1, 2025
Category:
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All-Time Rating:
22 ratings
Version
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Released:
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Downloads:
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Version Rating:
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-- ratings