Discard any mussels with cracked or open shells. Rinse the mussels under cold running water to remove loose dirt. Use a stiff brush to scrub the shells and remove any barnacles or other debris. Pull off the beards. Place the cleaned mussels in a bowl of cold water for a few minutes to let them filter out any remaining sand or grit. Repeat the rinsing process if necessary.