Come visit your local Capital One branch in Gaithersburg, MD! Capital One is a diversified bank that offers a variety of checking, savings, mortgage and lending accounts and services to individuals, small businesses and commercial clients. Customers enjoy convenient access to their accounts though online banking, mobile and tablet apps, ATMs and in person at one of our 900 bank branches. Member FDIC. Equal Housing Lender.