We present KAFE, the Keywords of Astronomical FITS-Images Explorer - a web-based FITS images post-processing analysis tool designed to be applicable in the radio to sub-mm wavelength domain. KAFE was developed to enrich selected FITS files with metadata based on a uniform image analysis approach as well as to provide advanced image diagnostic plots. It is ideally suited for data mining purposes and multi-wavelength/multi-instrument data samples that require uniform data diagnostic criteria.