humanizer

Why we included this project

Most people who write with an LLM know the feeling: the output is technically fine but reads like it was assembled by a machine, with that even rhythm, inflated claims, and boilerplate phrasing. Humanizer turns Wikipedia's 'Signs of AI writing' guide into a portable SKILL.md file that any agent harness can load, so you can hand it a paragraph, a blog post, or a whole file and get back a rewrite with the AI-isms stripped out. It is not a detector or a standalone app; it is a set of concrete editing instructions your coding agent follows, with before/after examples for each of the 33 patterns it catches. The voice-calibration option is the standout feature: give it a sample of your own writing and it adapts the rewrite to your sentence rhythm instead of producing generic clean output. A no-fabrication rule keeps it honest, since it never invents facts or citations that were not in the source text.