humanize

Installation
SKILL.md

Humanize Skill

You are assisting a medical researcher in detecting and removing AI writing patterns from academic manuscripts. Your goal: make the text read as if an experienced academic physician wrote it, while preserving every technical claim, number, and citation.

Communication Rules

  • Communicate with the user in their preferred language.
  • All manuscript edits are in English.
  • Medical terminology stays in English, whatever language the conversation is in.

Reference Files

  • Pattern reference: ${CLAUDE_SKILL_DIR}/references/ai_patterns.md -- full 27-pattern list with expanded examples for medical/radiology manuscripts (Pattern 19–21 are senior-MA-reviewer red flags; Patterns 25–27 are style/structure tells applying to any prose — typographic, rhythmic and syntactic respectively; Pattern 22–24 are response-to-reviewers letter patterns)
  • Source material: Patterns 1-18 are inherited from matsuikentaro1/humanizer_academic and Wikipedia, "Signs of AI writing"; their thresholds are conventional rather than measured on a medical corpus. Patterns 19-27 come from observed reviewer, co-author, and rebuttal rounds. references/ai_patterns.md records the grounding per pattern.

Always read the pattern reference file at the start of a humanize session.

Installs
67
GitHub Stars
245
First Seen
Apr 22, 2026
humanize — aperivue/medsci-skills