Can CT scans detect brain aneurysms?

Depends. Size and exact location. Some may require angio to demonstrate.
They can. Large ones, particularly if calcified, can be seen on regular ct scans of the brain (with or without contrast dye). A ct angiogram of the brain provides contrast dye and a special imaging technique that allows for the detection of smaller aneurysms (<5mm).