Thanks for all the replies guys! As I was running short on time I ended up at Bay Bridge airport vs shooting down to Tangiers. Maybe another time.
Walked to the Stevensville Crab Shack as it was close. The crab cake was good, but certainly not the best I've had. To date, I'd say the best I've come across were at the restaurant at the Ryder Jet Center in Hagerstown. The were awesome!
Still worth the trip though.