mudder

/ˈmʌdər/
noun
  1. A horse that runs well on a wet, muddy track.
    • Trainers look for a mudder when the forecast calls for heavy showers.
    • The horse was a true mudder, winning easily in the rain.
    • That mare is known as a mudder because she always performs best on soft ground.