A very small, bare-bones software that does exactly what you need, is called (rather obviously) "Audio Recorder", installed like this:

sudo add-apt-repository ppa:audio-recorder/ppa
sudo apt-get update && sudo apt-get install audio-recorder

Files are saved automatically to the ~/Audio directory.