Your tax is based on the vehicles you owned on January 1st of the tax year. Even if you no longer own the vehicles, you still pay tax based on what you owned the first day of the year. You would then take off any sold vehicles from your next years Assessment List.
Even if you move out of the county or the state, you are still responsible for the tax that was assessed to you by Missouri law.