What attracts coders to open source libraries?

If you ever contributed to open source projects, what was the reason?
I am contributing to my supervisor’s package which is really handy for biophysicists (quantum mechanics). It is basically tons of code in python, it has okayish internal design, coverage 39% and B+ codefactor. I wish we could get more attention from scientists in our field and attract people to contribute to our project.