In debian the default configuration for installing recommendations in apt is set to true.
If you edit
/etc/apt/apt.conf
and add the line
apt::install-recommends "false";
recommendations are not installed by default anymore.
You can also achieve this by adding the option
apt-get install --no-install-recommends ...
Why is this default set to true?