What do we need to build NE555 sound generator? Traditionally NE555, one capacitor, two resistors and one speaker (besides power supply). Can this be simplified? Yes! 
Schematic:
Speaker acts like sound transducer and part of frequency setting RC network in multivibrator. It's simpliest circuit, isn't? 