I gave Janitor a spin and it ended up deleting programs that I was using, among them VirtualBox and Skype! Alright, a large part of it was my fault, because I should have read the instructions and the options carefully. But still...
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...use Janitor with care. Or don't use it at all.
Apparently, I'm not the only one who feels this way.