Try Apache with mod_perl for running the scripts, and SSH for managing the server. Use keypair SSH authentication and a strong passphrase on your key for security.

No, this does not give you "point-and-click" server management — I doubt that any of those are actually secure. Yes, you will have to learn your way around a POSIX CLI.