content-humanize

Detect AI-writing signatures and rewrite drafts with an eight-dimension scoring and seven-pass process.

3|Updated Mar 14, 2026
One-click install
npx skills add https://github.com/Muvon/octomind-tap --skill content-humanize
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: content-humanize
Source: https://github.com/Muvon/octomind-tap/tree/main/skills/content-humanize
Command: npx skills add https://github.com/Muvon/octomind-tap --skill content-humanize

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

It helps you detect why your writing reads like AI and then rewrites it into genuinely human-sounding content while preserving your facts, citations, and data.

Core Features & Use Cases

  • 8-Dimension Humanization Diagnostic: Scores a draft across perplexity, burstiness, vocabulary hygiene, contraction density, grammatical humanity, voice & personality, structural unpredictability, and transition quality.
  • Risk-Level Assessment: Produces a clear Pass / Borderline / Flagged / Critical result based on a total score out of 80.
  • 7-Pass Rewrite Technique: Transforms your draft step-by-step (vocabulary, contractions, rhythm, transitions, grammar, voice injection, and structure) without changing meaning.
  • Use Cases: Improving blog posts, articles, and long-form drafts that get flagged as AI-generated; refining internal narratives and thought-leadership pieces for natural readability.

Quick Start

Run content-humanize on your draft and request a full diagnostic report plus a 7-pass rewrite that preserves every fact and data point.

Frequently Asked Questions about content-humanize

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I rewrite AI-generated text to sound more human?

You can rewrite AI text to sound human by applying an eight-dimension diagnostic scoring model that evaluates perplexity and burstiness, followed by a deterministic seven-pass transformation process replacing dead phrases and rebuilding rhythm without changing meaning.

Why does my writing get flagged as AI-generated and how do I fix it?

Writing gets flagged as AI-generated due to robotic phrasing, formulaic structure, and over-formal vocabulary. You can fix it by scoring the text across eight dimensions like contraction density and transition quality, then applying sequential rewrite passes to correct grammar humanity patterns and vary structure.

What is the best way to humanize a blog post without losing citations?

The best way to humanize a blog post without losing citations is to run a seven-pass rewrite technique that sequentially adjusts vocabulary, contractions, rhythm, and transitions while preserving every fact, citation, and data point from the original draft.

How does AI detection scoring work for content humanization?

AI detection scoring for content humanization works by evaluating text across eight dimensions—perplexity, burstiness, vocabulary hygiene, contraction density, grammatical humanity, voice, structural unpredictability, and transition quality—scoring each from 1 to 10 to produce a total risk threshold out of 80.

Can I use content humanization for long-form articles with technical data?

Yes, you can use content humanization for long-form articles with technical data. The process applies a seven-pass transformation that injects first-person voice and varies structure intentionally while ensuring every fact, citation, and data point remains completely preserved.