open secret

noun2

1. •
   Information that is widely known, but not acknowledged openly.

   • At that time, the corruption in the mayor's office was an open secret.
2. •
   Information that is not widely known, despite being freely available.

   • The wonderful dining options in this city are hidden gems — an open secret.