洁癖 literally means 'cleanliness addiction/fixation'. It ranges from a personality quirk (very neat) to a clinical condition resembling OCD or mysophobia. In casual speech it is often used with humor:
他有点洁癖 (He's a bit of a neat freak).
精神洁癖 extends the term to describe a person who is morally fastidious.