attraction has 8 distinct synonyms spread across 4 of its 5 senses. Each sense below keeps its own list, because a synonym belongs to a meaning and not to a word: swapping one sense's substitute into another sense's sentence is how a thesaurus makes writing worse. Its one recorded opposite is repulsion.
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.
an entertainment that is offered to the public
the quality of arousing interest; being attractive or something that attracts
“her personality held a strange attraction for him”
a characteristic that provides pleasure and attracts
“flowers are an attractor for bees”
an entertainer who attracts large audiences
“he was the biggest drawing card they had”
Synonyms, antonyms and the broader and narrower relations for attraction come from Princeton University’s WordNet. Full sources and licences.