Most any hardware store will carry it. Some don't have it out front, but I've bought it at Ace, True Value, Lowe's, Home Depot and Menard's.

You don't want to pour straight muriatic in the skimmer. It will eat concrete in its undiluted state. I fill a bucket with pool water and add about a cup of acid to that, then pour the bucket in the pool.