While I agree reproducible builds are a huge part of the answer, if you get your builds from Google Play or the App Store you have no idea if anyone has reproduced the particular build that was served to your device.
A solution to this would be independent reproducible builds like F-Droid does, but Moxie rejected this citing it would cause them to lose control of the platform and install metrics Google and Apple provide. Always thought that was a weird position for a privacy tool.
Any community that cares could then at least make the right choice of client for their community. The masses never care, but what matters is that privacy is actually a choice.
A solution to this would be independent reproducible builds like F-Droid does, but Moxie rejected this citing it would cause them to lose control of the platform and install metrics Google and Apple provide. Always thought that was a weird position for a privacy tool.