Thank you for your answers.
@mocacinno
I think "Bitcoin Wallet" should fulfill my requirements.
It doesn't require any centralized external server. So I will try that wallet.
@Untermood
you linked page is a really good way to get a short description of all the available wallets. Thank you for that!