#Probability MCP Servers

S&

Sigmoid & Softmax Calculator MCP

1 tools

Convert raw neural network logits into flawless, numerically stable probability distributions instantly.

GP

Gacha Pity Simulator MCP

3 tools

Analyze gacha mechanics including base rates, soft pity ramps, and hard pity guarantees to predict player costs.

LT

Loot Table Balancer MCP

4 tools

Precision utility for calculating, normalizing, and auditing loot table probabilities and economic expected values.

DC

D&D Character Stat Roller MCP

4 tools

Statistical simulation engine for evaluating D&D attribute generation methods.

DP

Dice Probability Calculator MCP

3 tools

Calculate exact and simulated probabilities for any dice combination, including sums, face frequencies, and drop mechanics.

IP

Implied Probability Extractor MCP

3 tools

Convert American odds to true implied probability by removing the bookmaker margin.

CD

Card Draw Probability Calculator MCP

4 tools

Calculate the mathematical likelihood of drawing specific cards in TCGs like Magic: The Gathering or Yu-Gi-Oh.

LD

Loot Drop Simulator MCP

3 tools

A probabilistic engine for simulating and analyzing randomized item distribution patterns in RPG loot systems.

RD

RPG Damage Engine MCP

4 tools

Calculate and analyze TTRPG damage distributions, critical hits, and encounter probabilities.

LB

Loot Box Expectation Calculator MCP

3 tools

Calculate gacha success probabilities, expected costs, and bad luck streak risks.