"the bomb" isn't too common, but it isn't seen as strange. it's only strange when you use it completely out of nowhere with too much emphasis.

Hey man, that party was THE BOMB!!!!
....
....
.....the fuck did you just say to me kid?


No no no, the proper way to use it is how he has.