The Maurice `` Rocket '' Richard Trophy , sometimes known as the Maurice Richard Trophy is a trophy in the National Hockey League awarded to the leading goal scorer each year . The Maurice `` Rocket '' Richard Trophy , also known as the Maurice Richard Trophy is awarded annually to the leading goal scorer in the National Hockey League ( NHL ) .