Psignifit is a free toolbox for psychometric function estimation. The current version - psignifit 4 - provides a full Bayesian analysis of a beta-binomial model of the psychometric function, providing a tool for robust inference for the psychometric function even for overdispersed (“noisy”) data. The toolbox is available as MATLAB code and in addition we provide a clone of it in python.