There are better ways to access remote servers than using a jump box. If you’ve gone to the lengths to tie SSH auth into a web based SSO then you should have at least set up you’re other infra to manage network access already (since that’s a far bigger security concern).

Plus, as others have said, you can jump through SSH sessions with on the client ssh command (ie without having to manually invoke ssh on the jump box).