For small and intermittently-active ones, the primary development constraint is the OSS maintainer having free time, and doing dev or builds on an air-gapped machine is a big time sink. I maintain very little open-source software and I have still tried to at least use a separate machine for builds + PGP signatures and not my day-to-day machine, and maintaining this machine is just overhead that eats into my, what, one evening every two months that I get to spend on my project.
The solution I'd like to see is a) better tracking of community code reviews/audits; if every line of code has been read by multiple people (perhaps identified with a PGP key, but something simpler would be fine), you're more confident that there are no subtle backdoors than if you make one person stare at the entire diff between major versions on an air-gappped machine until their eyes glaze over, and b) better ways to do builds on multiple clouds and verify that they're identical. The Reproducible Builds effort is a good approach here; if you do that plus a CI infrastructure that runs on two different clouds with two different signing keys, and client systems require both signatures, you can be reasonably assured that the build process wasn't compromised.
Also, how secure is the kernel on the air-gapped machine against malicious filesystems on the USB stick? (If it's running Linux, the answer is almost certainly "not;" I could imagine FreeBSD is better but I don't know how much people have explored that.)
To be clear I'm not opposed to air-gapping if the maintainer is excited about it, I just suspect there are many much weaker links on the way to/from the air-gapped system, and fixing those is a much harder project that almost nobody is excited about.
Or a virtual throw away machine just for mounting a USB filesystem, extracting the files, place them in some dump directory and then the whole virtual machine is wiped.
Heck, the virtual machine for copying should run BSD. :)
I verify that the source code being compiled is the source code which is published in a signed tarball. Yes, someone could have tampered with the internet-connected system where I do Tarsnap development, but their tampering would be visible in the source code.
Build dependencies are verified to be the packages shipped by Debian. If someone has tampered with the Debian gcc package, we've lost even without Tarsnap binary packages.
Also, how secure is the kernel on the air-gapped machine against malicious filesystems on the USB stick? (If it's running Linux, the answer is almost certainly "not;" I could imagine FreeBSD is better but I don't know how much people have explored that.)
I don't use a filesystem on the USB stick I use for sneakernet, for exactly this reason -- I write and read files to it using tar. (Yes, you can write to a USB stick as a raw device just like you would write to a tape drive.)
For secure airgapped computers I'd use one way low tech comm channels with no side bands, maybe IR or sound? (if you trust the device drivers)