Comprehending the Rummy scoring system is also essential. When a player goes out, points are awarded according to the 51 bonuscards that remain in their hand. Face cards, such as Kings, Queens, & Jacks, are worth ten points each, but numbered cards retain their face value. Depending on the rules being followed, an ace can be worth one point or eleven points.