Corebird is a Twitter client for Linux. This is what I had to do to install it on Debian Jessie (assuming you already have Git installed):
git clone git://github.com/baedert/corebird.git
sudo make install
I don't think I've forgotten any steps - if you find I have, please let me know.
Edit: thanks to Ben @ tuxclouds for noting autoconf as a dependency too.