Content

humanize

Helps agents draft, edit, and audit prose for 41 patterns associated with AI-generated writing while preserving source information, matching voice, and avoiding fabricated facts.

★ 297 GitHub Stars
86 Quality score
1 Files

About this Skill

Remove signs of AI-generated writing from prose, and keep it out of a repo. Use when drafting, editing, or reviewing text to make it sound natural and human, or when auditing a whole docs folder for AI slop. Detects 41 patterns across content, language, style, communication, filler, and rhetoric, including: significance inflation, promotional language, -ing tails, vague attributions, AI vocabulary, copula avoidance, negative parallelisms, false agency, em dash overuse, chatbot artifacts, hedging stacks, staccato drama, and aphorism formulas. Includes voice calibration, a no-fabrication rule, statistical tells, and a draft -> audit -> final rewrite loop.

Use cases

  • Humanizing drafted prose
  • Editing text for natural voice
  • Auditing documentation for AI writing patterns
  • Rewriting content without adding facts
  • Calibrating rewrites to a writing sample

Features

  • Catalog of 41 AI writing patterns
  • Voice calibration from user-provided samples
  • No-fabrication rule
  • Statistical tell checks
  • Draft, audit, and final rewrite workflow

Supported Agents

Not specified

Skill files

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