Yu-Gi-Oh! Legacy of the Duelist

I would recommend this game if you are an old-time fan of Yu-Gi-Oh and are looking to relive the old days.
The game has a long campaign which goes through all of the seasons of the anime, featuring the most important duels with the respective decks used in the show. You can also play them in reverse, e.g. play from the villain's point of view.

Don't expect more than that though. It's essentially a competent, but simple simulation of the card game and very little else. The UI looks cheap and dated. The multiplayer is dead. You get new cards by buying booster packs, which is kind of a nice idea, but in practice there are thousands of cards and opening the packs to get them takes forever. Also, the controls in this game are kind of weird. For example, if you accidentally click on the wrong monster to summon, you can't cancel the summon and choose a different monster, which is super annoying.
The game also isn't updated with new cards, but if you're someone who keeps up with Yu-Gi-Oh then this isn't the game for you anyways.