Humanize AI Prose & Docs
Rewrites technical prose, documentation, and review comments to eliminate robotic AI writing patterns while strictly preserving code and meaning.
The Humanize skill strips artificial intelligence writing artifacts—such as excessive em-dashes, filler openers, conversational padding, and over-structured formatting—from documentation, pull request comments, and technical files. Using a rigorous four-pass editing pipeline (Cut, Voice, Check, and deterministic CLI Scrub), it transforms wordy or robotic explanations into concise, natural engineer-to-engineer prose without altering fenced code blocks, inline identifiers, or technical accuracy.
主な機能
01Eliminates AI tells such as filler openers, hedge phrases, and unnecessary list structures
0216 GitHub stars
03Integrates with the klaussy CLI scrubber as a deterministic safety backstop
04Executes a dedicated 4-pass pipeline (Cut, Voice, Meaning Check, Deterministic Scrub)
05Supports in-place file updates or pasted conversation text and PR review threads
06Strictly preserves code blocks, inline code, file paths, and technical identifiers
ユースケース
01Polishing AI-generated README files, architectural design records (ADRs), and technical documentation
02Auditing and cleaning committed documentation files for synthetic AI writing patterns
03De-robotizing code review comments and pull request explanations before posting to team threads