It allows the player to be a little more creative with
weapons and not just to depend on
hugely powerful ones, in turn letting you save those same
weapons for bosses and larger enemies.
Collect enough of them, and the
weapon currently equipped will become
hugely powerful; take a hit, and you'll get a downgrade in firepower as well as health.