Not everywhere, not even amongst Indo-European languages :) I just checked, in Irish forget-me-not is called lus míonla. If I understand correctly, it means something like "gentle herb".
It's the same in a couple of languages, so is in Hungarian:nefelejcs. It lacks the object though.
Bluebell is similar too, meaning' bell flower'.