Yes, the games are scored. The score should show up in a little high score window at the end of a game. The game ends when you win, or when you click the "give up" button. Some games (pyramid and golf) also end automatically when you run out of stock. The score is also kept track of when you go click "new game", or "replay", but in those cases the high score table is not shown.
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-David