There is no such thing as universal preprocessing because the range of problems that can occur before, during and after sequencing is very large. In addition the magnitude of data also strongly influences the choice of tools. For example prinseq is a neat tool but it has been written in perl and thus may be (many) orders of magnitude times slower on some operations than other tools. That may immediately exclude it from some considerations.
Use of this site constitutes acceptance of our User Agreement and Privacy Policy.
I don't think you'll find a perfect magic wand. There are just too many use cases. A better question might be, "What is your preprocessing tool of choice and for what situations do you use it"? If there isn't a forum post on this (I haven't searched extensively) then perhaps there should be :)