When you merge items on your boards, Level 1 Mystery Pass items will randomly appear. You can merge these items up to level 4, which grants the highest amount of Mystery Pass points.

To claim the points, double-tap a Mystery Pass item. The progress bar fills as you keep collecting these items. There are rewards after completing each milestone, and even more, if you have the Super or Premium Pass.