This upload contains all the code and software used in the manuscript "Profiling the baseline performance and limits of machine learning models for adaptive immune receptor repertoire classification". The README file provides guidance on how to execute the code to reproduce the findings. Note that the software wrapped inside this upload have their own license statements, but included in this upload just for the sake of freezing the versions used in this study.