F-Droid is quite restrictive about what kinds of app they accept, they build the app from source code themselves, and the source code must be published under a FLOSS license. They have some checks that have to pass for each new version of an app.
Although it's possible for a developer to transfer their accounts and private keys to someone shady, F-Droid's checks and open source requirements limit the damage the new developer can do.
