Apparently, many fellow R/Cers use this Simple Green product. It is mostly unknown in Europe, so I went check the website. It does contain water, alcohol, a buffer and a chelating agent. Looks safe (I'm chemist).
I thought water wasn't a good idea, for the bearings and the steel parts, but if many of you use it with satisfaction I will look for something similar (instead of nasty solvents).