The mythical beast known for having the features of a lion, horse, and goat is the Chimera. This creature, stemming from Greek mythology, is often depicted as fire-breathing, with a lion's head, a goat protruding from its back, and a serpent or dragon as its tail, symbolizing chaos and the blending of different beings.