I found the answer! Yes you do have to charge and pay Missouri sales tax. It says the organizer of the event should contact the state and get forms for the vendors to use and also give the state a list of vendors participating in the event. You can also get the tax forms individually yourself from the state.
Frequently Asked Questions - Sales Tax at Special Events