There are several bike renting companies in Stockholm, e.g. City Bikes and Rent a bike.
City Bikes offer several renting locations in and around the city centre, while Rent a bike has one office in the city centre. They both offer flexible renting schedules, from hours to weeks (or seasons, in the case of City Bikes).
Below is a map of City Bike's locations.
