I wear no underwear under my bike shorts, however, when I am riding "around town" or commuting, I often will wear a pair of loose fitting cargo capris OVER my bike shorts. The cargo pockets hold everything, and the bike shorts serve as the "underwear."

Sports bras - I use the cheapo fruit-of-the-loom but I need to buy better ones, because wicking fabric is DEFINITELY better on long rides.