<checks box> Indeed it is Get the Macguffin. 2-11 players, 5-10 minutes, lots of fun and very little thought required. Just the thing to relax with after a 3-hour game of Terraforming Mars.
Another recent game that’s pretty, easy to learn, and a lot harder than it looks is Azul.