The bioNMF API uses Non-negative Matrix Factorization (NMF) to analyze biomedical data. Users can choose from three variations of the algorithm; standard, divergence, and non-smooth NMF. This API can be used to find cluster genes and highly related samples, to determine the most suitable number of sample clusters in a given dataset, or just to perform an NMF. This API is accessible via SOAP protocols.