We examine a simple algorithm that uses simulated annealing to find molecules with a specific boiling point and melting point. For testing purposes, we consider molecules that contain only carbon, oxygen, nitrogen and hydrogen atoms. We represent these molecules as SMILES strings and use seven distinct operators to modify these strings.