Yes, those are jelly jars in the picture. You can find them at most big-box stores (WalMart, Target, K-Mart) but you can also find them at smaller hardware stores (like Tru-Value and ACE) and many times they are cheaper there along with the rest of the canning supplies.
If this is your first time canning PLEASE follow the directions for sterilizing your jars and equipment and processing the jars. This recipe, to me, is a bit loose/rambling with it's instructions. I'd look up the FDA instructions and read those as well.