No you have to go through a "publisher" of some sort who has an agreement with Apple. Previously sites like CD Baby or Reverbnation offered this service to musicians but they charge annual fees to keep your stuff up on the store.
When Distrokid launched he said on Reddit that there was no need for people to pay these annual fees and he wanted to create a cheaper option.