Hypixel RNG Analyzer

The Hypixel RNG Analyzer models random number events from user-defined probability distributions to estimate how often each outcome should occur in a given number of trials. It supports single and multiple loot pools, enabling analysts to describe both individual item chances and composite category distributions.
Conceptually, you provide the probability table (item names and p), the total number of trials N, and optional observed counts. The tool computes expected counts as p_i × N, then compares to observed data using chi-square or other statistics. It can run analytic calculations or Monte Carlo simulations for larger pools.
Who benefits include players validating loot fairness, server operators balancing drop rates, researchers studying randomness, and analysts evaluating RNG in competitive settings. Its unique value lies in structured, reproducible probability analysis with clear per-item results and statistical tests. Core features include multi-pool support, probability normalization checks, per-item expected counts, Chi-square statistics, optional observed data, seed-controlled reproducibility, and exportable results.
Use cases span balance validation, post-patch analysis, and investigation of RNG behavior across Hypixel game modes.