The paper presents an approach to describe the semantics of reusable software components by specifiably chosen input-output tuples.  The initial data basis for such tuples are test cases. We discuss, how test cases can serve as descriptors for software components.  Further, it is shown how an optimal search structure can be obtained from such tuples by means of supervised learning.