Till date, different papers are available on survey of clustering algorithms. The novel approach used in this paper is use of Mind Maps to present key details about clustering algorithms in visual form. This paper spans from Mind Maps for basic clustering process, similarity and distance indices, evaluation indices, conventional clustering algorithms, recent clustering algorithms, recent parallel and distributed clustering algorithms and key learning's about development of parallel and distributed clustering algorithms.