Only a bit of transport level integrity. But it doesn't make your average hosting provider into a high assurance one or its servers, OSes, software stacks, etc. Quite known problem since the cryptocurrency era.
Which is maybe why Moxie is encouraging people to rely on Google Play Store.
If you are so concerned about state-level actors that play store is untenable to you, signal and android on commodity hardware are probably not the solutions you want anyways.