No, you need to reserve a spot online. It's becoming pretty commercialized with RV camping across the street. I'd gather it's been a few years since you've been there. http://www.bigbaytownpark.com/
Ryan is correct; they've done a lot of development at the Town Park in recent years and you will need to reserve a site online.
Thanks! Your answer is awaiting moderation.