When you place the mouse pointer over any Qt function/class it shows a pop-up with short description of what it does, taken from the docs in the comment above the function/c
Unfortunately it's not possible for Qt Creator (as of the recently release 2.4) to pick up the tags on-the-fly. However, what might work is to let doxygen run, and tell it to create qch files. If you register the created qch file, you should get mouse-over and even a proper help file. See http://www.ogre3d.org/tikiwiki/Integrating+API+documentation+into+Qt+Creator+Help for how Ogre3D does it. YMMV if that's worth it for a fast-changing project. It's certainly a good idea for a (semi-)stable library.
Relevant bug report: https://bugreports.qt.io/browse/QTCREATORBUG-4557
Qt Creator requires the generated docs to have some special markers in order to retrieve the tooltip text. I couldn't find a way to insert these markers with Doxygen so I've created a simple script to do it:
https://github.com/mmmarcos/doxygen2qtcreator
It's not bulletproof but it allows us to integrate our classes and methods briefs into Qt Creator tooltips.