simcluster-alignment

enter a handle. we download everything โ€” your posts, your mutuals, your mutuals' posts โ€” sum your whole SimCluster into one communal mind, and measure how spiritually aligned you are with it. real math (word frequency, hashtags, tone, posting rhythm), unserious conclusions.

works on any handle โ€” yours, a friend's, someone you suspect is a plant.

alignment with the SimCluster

how the reading actually works

your recent posts and every SimCluster member's recent posts (mutuals, widened to follows if you don't have enough) each become a word-frequency vector, a hashtag set, an average post length / reply ratio / emoji rate, and a 24-bucket UTC hour-of-day histogram. the cluster's vectors get summed, not averaged one-to-one, into a single communal-mind signal, and your vector is scored against that sum with cosine similarity on vocabulary and rhythm, Jaccard overlap on hashtags, and a normalized distance on posting style โ€” a weighted average of whichever axes have data, 0โ€“100. the dominant axis picks an element (Air vocabulary, Fire hashtags, Water style, Earth rhythm) and a chakra, because a percentage alone doesn't feel very spiritual. it's real math. the spirituality part we made up.