Gecko2vec is an embedding software based on mol2vec. It is an application of word2vec algorithm to atmospheric molecules representation. It builds a large and unique database of atmospheric molecules, where embedding representations retain information on molecular structures (i.e. functional groups distribution) and chemical compositions. It allows further investigation of molecular properties via machine learning algorithms.