WordNet records no synonym and no antonym for andante. It is the only member of each of its synsets, which is common for technical, taxonomic and single-sense vocabulary — there is no other English word that means the same thing. The broader and narrower terms below are the useful relations in that case.
Counts are distinct word forms across every sense. A synonym that appears under three senses is counted once here and shown three times below, under each sense it belongs to.
a moderately slow tempo (a walking pace)
a musical composition or musical passage to be performed moderately slow
2 of the 4 recorded senses carry no synonym, antonym or related term, so they are not shown above. Every sense, with its definition and examples, is on the full entry for andante.
Synonyms, antonyms and the broader and narrower relations for andante come from Princeton University’s WordNet. Full sources and licences.