Easydoneit Desktop is a task management app for Windows, MacOS and Linux with a readable and easy to use interface that works offline on a single machine.
For debian apt setup, add this source to your /etc/apt/sources.list:
deb http://spartatek.se/packages/ unstable/
Then:
apt-get install easydoneit-desktop
Run edi_desktop in a terminal to start it