What do you put over spray paint so it won't chip off?

A clear coat or more depending on what you have painted. This will chip the clear coat not your colour coat. For best protection a two pack clear that when cured ends up as hard as nails to protect the finished products colour from damage. It also will chip but gives a good protection for the colour coat. !