Prose

Stop Slop helps improve writing by teaching Claude to identify and eliminate common AI writing patterns. It provides comprehensive lists of phrases, structures, and rhythms to avoid, along with before/after examples and a scoring rubric for evaluating prose quality.

Beautiful Prose is a writing style contract that produces clean, muscular, timeless English prose. It enforces strict prohibitions on AI writing tics like em dashes, filler transitions, therapeutic language, and meta commentary, while promoting concrete nouns, strong verbs, and varied sentence rhythms across four distinct registers.