How do I remove/uninstall a program that I have complied from source?

A lot of people has asked me how can they remove from their boxes a program they compiled and installed from source. Some times -very few- the program’s author adds an uninstall rule to their Makefile, but that’s not usually the case. This is my primary reason to write CheckInstall. After you ./configure; make your program, CheckInstall will run make install (or whatever you tell it to run) and keep track of every file modified by this installation.