Ceviche is what you stay for while in the capital - Lima.
Hands down, Punto Azul is the place to be. There may be a waiting list but it will definitely be worth the wait, but don't just take my word for it, give it a try!
Other locations worth checking out:
... and do not miss out on trying their Pisco sour: