Rail passes can be purchased prior to arriving in Tokyo. In fact, this is preferred for tourists. If a pass is purchased prior to arriving in Tokyo, you can ride the JR trains as much as you'd like while in the country. A lot of money will also be saved if purchasing prior to arriving. Where cities have you visited while riding on the rail in Japan?