How to Get Starter Pins
Yes. Any local bike shop should have them in stock, and they should cost no more than 5 dollars. You need to know the brand and type of your chain. (i.e. Shimano 10 speed or Campag 11 speed) If you know the model (i.e. Ultegra or Dura Ace Shimano, that is a bonus.

By the way, Shimano refers to it only as a reinforced connecting pin, or replacement connecting pin.