Minecraft anticheat guide
FairPlay AutoClicker Detection: Click Patterns and Timing Windows
Learn how FairPlay evaluates click intervals across timing windows and how staff can review alerts before choosing an enforcement response.
Interval evidence, not a single CPS cutoff
FairPlay's AutoClicker family reads click behavior as interval evidence: delay stability and skewness, distinct delay counts, phase locks, rounded-CPS artifacts, spike behavior, hit/miss consistency, outlier structure, and tick-aligned sequences. No single CPS number carries the decision, and this article states no CPS cutoff.
FairPlay AutoClicker checks review timing patterns, click stability, spikes, phase locks, and hit/miss consistency. Which checks are active depends on server configuration.
Why pattern windows expose randomized cheats
Click cheats often randomize rate to hide below caps. The reviewable question is whether the randomization still carries mechanical artifacts: too-few distinct delay values, synthetic stability across windows, repeated distributions, or suspicious rhythm that legitimate jitter does not reproduce consistently.
Staff should read pattern output together with packet timing and debug variables rather than treating one window as a verdict. Window evidence supports investigation; it does not self-certify a ban.
What the ML layer adds — and what it does not prove
FairPlay includes AutoClickerMachineLearning alongside a model registry and training workflows, plus /fp ml model and window actions. Treat the model as one more confidence layer beside explicit interval checks, not as a replacement for basic evidence.
Review machine-learning alerts alongside explicit check details and staff observations. Tune the response using cases from your server before enabling severe automatic punishments.
FAQ
What AutoClicker behavior can FairPlay review?
FairPlay checks can review click timing, stability, spikes, phase locks, patterns, and hit/miss consistency.
Should ML confidence alone trigger a ban?
No. Treat it as one confidence signal alongside explicit interval evidence and production data.