Newer versions for macOS can be downloaded from GitHub (despite the link name):
https://github.com/celestiamobile/MobileCelestia/releases
That's the iOS repo.
Despite the link name, you can find macOS downloads there.
That's the iOS repo.
Despite the link name, you can find macOS downloads there.