Games like Cave Story+

If you finished Cave Story+, the closest matches are Celeste, Borderlands 3, Children of Morta, Momodora: Reverie Under the Moonlight and Forgotton Anne. All 6 share its adventure genre and are ranked by how closely their themes and modes overlap.