Home Depot and Lowes as well. My stepbrother picked up a sweet set of 4 for around $6 and the bottoms were octagonal shaped, so a large crescent wrench could turn them if need be.
I bought some at a local appliance parts store. They use them to balance refrigerators and washing machines. Just take a metal one in so they know the proper thread size....