Search "best stud finder app" and you get a wall of listicles ranking apps that are mostly ad-loaded clones of each other. The honest answer is simpler: the best stud finder app is the one that tells you the truth about what a phone can and cannot do, and costs you nothing to find out.
StudFinder is free, ad-free, open-source, and offline. It uses your Android magnetometer to find the screws and nails in a stud and lights up LEDs as you sweep across them. The source is public on GitHub and built by F-Droid, so the no-ads, no-tracking claim is verifiable rather than marketing.
For load-bearing jobs - heavy mirrors, TVs, shelving with weight on it - a physical electronic stud finder beats any app, because it has a density (capacitive) sensor that reads the wood stud directly through the drywall. Phones do not have that sensor. The smart move is to use the free app for quick checks and own one good physical finder for the jobs that matter.
Related guides: Free stud finder app · Stud finder online · iPhone stud finder · Stud finder vs stud detector