Had the same research issue from multiple models. The website it linked existed and was relevant but often the specific page was hallucinated or just didn’t say what it said it did.

In the end it probably created more work than it saved.

Also a programmer and i find it OK for small stuff but anything beyond 1 function and it’s just unmaintainable slop. I tried vibe coding a project just to see what i was missing. Its fine, it did the job, but only if I dont look at the code. Its insecure, inefficient, and unmaintainable.

Obtainium can solve that. It will check websites for updates and then download the new apk and install it. I use it more than fdroid now, can get apk straight from the developers github repo usually.