What is the name of a short-legged thick set horse called?

A short-legged, thick-set horse is commonly referred to as a "cob." Cobs are known for their sturdy build, strength, and versatility, often used for riding, driving, and various other equestrian activities. They typically have a calm temperament and are popular among riders of all skill levels.