The hailstorm of August 18, 2011 was the worst storm of any kind to hit Maryville in terms of dollar damage (although other storms killed people). There were follow up storms through August 20. Here’s the NOAA report. Here’s the KMBC report, missouriskies report with amazing photos.
There are several youtube videos.