The GemClus package provides simple tools to perform discriminative clustering using the generalised mutual information (GEMINI). The package was written to be a scikit-learn compatible extension. GEMINI is a clustering-dedicated function derived from information theory that allows to do clustering without hypotheses on the data distributions. We try to provide overall some implementations of small-scale discriminative clustering methods in this package.