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I feel like you made it sound a bit backwards :)
There's nothing to install on a "git server", git doesn't have a server component. You can point your git client to a remote place where it can store its files using SSH. But you don't install anything on the server for this.
Which is why self hosting a git remote is super easy. All you need is a server with ssh and a little bit of storage.
If you just want to sync code between different computers and have a backup, that's all you need.
Git does have a server component. When git connects to an ssh remote it executes an ssh command that needs to be present.
You are right! I was fooled by my server already having git installed and this requirement not being mentioned anywhere. I guess that explains why it uses SSH rather than SCP/SFTP.