Since the Import dialouge is different in Android Studio 1.0.1, I could't get Svyatoslav Lobachs version to work.
Instead I downloaded "Android Support Repository" in the SDK Manager. Then added
dependencies {
...
compile "com.android.support:appcompat-v7:18.0.+"
}
to build.gradle
. Worked for me.