If you have the time, I'd also recommend Elephant Rocks State Park in Missouri.
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Main thing: Enjoy the trip and Branson!
I finally got the atlas out and found that. It might be a little too far off our route for this trip. Since we'll have only five days in Missouri this time, it might have to wait for another visit. Haven't been in the state since our son's graduation two years ago.