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While I agree with most people here that finding a keyboard and screen would be the easiest option, you do have a couple of other options:
Use a preseed file A preseed lets the installer run completely automatically, without user intervention. Get it to install a basic system with SSH and take it from there. You'll want to test the install in a VM, where you can see what's going on before letting it run on the real server. More information here: https://wiki.debian.org/DebianInstaller/Preseed
Boot from a live image with SSH Take a look at https://wiki.debian.org/LiveCD in particular 'Debian Live'. It looks like ssh is included, but you'd want to check the service comes up on boot. You can then SSH to the machine and install to the harddrive that way. Again, test on a VM until you know you have the image working, and know how to run the install, then write it to a USB key and boot the tsrget server from that.
This all assumes the target server has USB or CD at the top of its boot order. If it doesn't you'll have to change that first, either with a keyboard and screen, or via a remote management interface sych as IPMI.
Once upon a time you could use a thing called
debootstrap
to install Debian on the hard disk in a chroot on another machine, then switch the hdd to the target machine. Not sure if that thing is still around.Yes, that'll work too, it does involve adding the disk to your machine temporarily though, so just be carefully which disk you format to do it. Please don't ask why I say that, it brings back painful memories...