There are 26 cards total, one for each skill in the game. Upon winning a card from Treasure Hunter, the card was automatically placed into your deck. If you did not have a deck, one was created when you won a card. You can check the status of your deck by right clicking it in your inventory. This will tell you how many skill cards you have left to complete for your deck, and how many more cards you can draw.