Dice Roller & Coin Flipper
Roll 3D animated polyhedral dice (d4, d6, d8, d10, d12, d20, d100) or flip 3D coins with 100% cryptographic fairness. Supports D&D 5e Advantage, Disadvantage, Modifiers, Drop Lowest, and Roll History.
Click anywhere on the tray to re-roll
Session Statistics & Roll Log
Live running log of all rolls and coin flips with export capabilities.
The Mathematics of Polyhedral Dice, Probability Distributions & Cryptographic Fairness
Whether exploring dangerous dungeons in Dungeons & Dragons (D&D 5e), running tactical skirmishes in Warhammer, resolving critical skill checks in Call of Cthulhu, or making a clean 50/50 decision with a coin toss, understanding dice probability is the foundation of tabletop strategy.
Physical dice suffer from manufacturing imperfections, air bubbles, and edge wear that skew weight distributions. This tool uses cryptographically secure pseudo-random number generation (CSPRNG) via the Web Crypto API, guaranteeing that every side of every die has an exact, uniform mathematical probability.
Rolling a single die (like 1d20) has a flat uniform distribution (each face has exactly a 5% chance). Rolling multiple dice (like 3d6) creates a Gaussian bell curve where middle values (10 and 11) are exponentially more likely than extremes (3 or 18).
In D&D 5e, Advantage (rolling 2d20 and taking the higher) shifts your expected average roll from 10.5 up to 13.825 (equivalent to a passive +3.32 bonus) and boosts your Natural 20 critical chance from 5% to 9.75%!
Standard JavaScript Math.random() uses pseudo-random algorithms that can have subtle periodic cycles. We utilize window.crypto.getRandomValues, tapping into hardware system entropy for zero bias.
Polyhedral Dice Statistics & Usage Cheat Sheet
Frequently Asked Questions
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