This is a position paper proposing the idea of managing the entire research process on GitHub. The current machine learning research community faces a variety of problems, such as poor quality and low reproducibility of peer review at international conferences. These problems are caused by a lack of transparency in the research process and a lack of accessibility, where not everyone can participate in any given process of research. Thus, we propose that any information that arises in the researc…