If the current directory is empty, you can do that with:
git clone git@github:me/name.git .
(Note: '.' at the end is used to specify the current directory.) this also creates the .git directory in your current folder.
From documentation:
“It points out that cloning into an existing directory is only allowed if that directory is empty.”