In a large bowl or the bowl of your stand mixer combine the peanut butter and honey and beat until well incorporated. Stir in egg and vanilla. Add the salt, soda and flour and mix until it comes together to form a dough. Shape dough into small balls (about 1 tablespoon of dough each) and place on the prepared sheet. Use fork to lightly press each dough ball down. Press a few chocolate chips on the top of each dough cookie.