If I married 3 years ago and it was never consummated and we never co-habitated, can I get an annulment?

Depends on your state law. An annulment is a legal process to void the marriage because there was a flaw in the marriage, such as you never registered the marriage with the state, etc. If your state allows common law marriage, then you may have to file for a divorce.