Bootloader with arduino uno Rev3 as isp?

magagna:

here is what I got: Electronic Components and Parts Search | DigiKey Electronics

That's the one, although I think OptiLoader will burn the bootloader to both types of chips.

Yes, optiLoader will burn both the 328 and 328p chips.