Your Name (2016) is the one everyone knows. Weathering With You (2019) is the messiest and the bravest. Suzume (2022) is the most grown-up: a road trip about loss and doors.
My ranking: Your Name, Suzume, Weathering. RADWIMPS worked on all three, which is why I tear up at train sounds now.