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Kolf is part of the KDE project http://www.kde.org/.
Kolf can be found on the download site of the KDE project.
For information on how to compile and install KDE applications visit the KDE Techbase
Since KDE uses cmake you should have no trouble compiling it. Should you run into problems please report them to the KDE mailing lists.