But it is valued in many the gardening of many cultures, such as that of the Japanese, who think rock moss adds an air of calm and stillness to gardens.Rock Cap Moss is a species of moss that grows in the wild on the tops of boulders and rocks. This type of moss is densely packed together and is a medium to dark green.