The main perspectives of this work is to implement the use of Metal-FP2 and Metal-FP3 to study specific datasets, to corroborate their clustering and virtual screening capacities. Additionally, we will continue the development most robust metal-based fingerprints capable of codifying tridimensionality and reactivity-based descriptors of metal-based compounds, for specific applications in non-biological areas, like material and polymer chemistry, inorganics chemistry, catalysis, and/or electrochemistry. However, a key issue to solve before this is the creation of new metal-based compound databases that condense relevant information for these areas.