Common electronic parts to have on hand

For resistors, I'd say 330R (for LEDs), 1K, 4k7, 10k, and 1M.

For Caps, I'd say around .01uF, .1uF, etc. I don't use caps very often except for decoupling.

Diodes, just get some basic diodes, it's not vital.