Login via ssh to last used folder

I suppose you are using bash as shell.

edit .bash_logout in you home dir, add a line like

pwd > $HOME/.last-pwp

edit .bash_profile, add a line like

cd $(< $HOME/.last-pwp )

note that if you run many session in parallel, only one directory will be remembered.