de-ai-ify

Remove AI-generated jargon from draft text and output a revised file with a change log.

Updated Apr 6, 2026
One-click install
npx skills add https://github.com/mohamednegm0/Musahm-Vault-GTM --skill de-ai-ify-mohamednegm0
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: de-ai-ify
Source: https://github.com/mohamednegm0/Musahm-Vault-GTM/tree/main/.claude/skills/ai-marketing-claude-code-skills/de-ai-ify
Command: npx skills add https://github.com/mohamednegm0/Musahm-Vault-GTM --skill de-ai-ify-mohamednegm0

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

AI-assisted drafts often include clichés, hedging language, robotic rhythm, and corporate buzzwords that make writing feel machine-generated and reduce reader engagement; this skill systematically removes those patterns while preserving facts and structure so content reads like a human wrote it.

Core Features & Use Cases

  • 47-pattern detection and removal that targets clichés, hedging, corporate buzzwords, and repetitive sentence structures.
  • Human-ness scoring (0–10) both before and after edits to validate improvement and set quality thresholds.
  • Change logs and output files that produce a cleaned -HUMAN.md version and a transparent list of edits for editorial review.
  • Multiple modes (quick, standard, deep) to support social copy, blog posts, white papers, technical docs, and ghostwriting workflows.
  • Offline, deterministic processing with no external API calls required, ideal for privacy-sensitive corporate content.

Quick Start

Run de-ai-ify on your draft file to produce a cleaned -HUMAN.md file, a post-edit human-ness score, and a detailed change log.

Frequently Asked Questions about de-ai-ify

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

FAQPage Schema
How do I make AI-generated writing sound more human?

To make AI-generated writing sound more human, you can process your drafts to remove robotic patterns and corporate buzzwords while preserving factual content. This approach targets 47 predefined AI markers and applies a human-ness score to validate readability improvements.

Can I remove AI detection markers from marketing copy without external API calls?

Yes, you can remove AI detection markers from marketing copy without external API calls by using offline, deterministic processing. This ensures privacy-sensitive corporate content remains secure while systematically eliminating hedging language and repetitive sentence structures.

What is the best way to edit technical documentation for AI jargon?

The best way to edit technical documentation for AI jargon is to apply a deep processing mode that detects and removes 47 specific AI patterns. This preserves your original structure and facts while outputting a revised file and a transparent change log.

How do I score the human-ness of a blog post before and after editing?

You score the human-ness of a blog post by running it through a 0–10 scale evaluation before and after edits. This validates that the removal of clichés and robotic rhythm actually improved the content's human-like readability.

Does this approach support different editing modes for social posts versus white papers?

Yes, this approach supports quick, standard, and deep editing modes tailored for different content types. You can use quick mode for social posts and deep mode for white papers or technical documentation to match the required editorial depth.

What are the limitations of using offline deterministic processing for de-AI-ifying content?

A limitation of offline deterministic processing is that it relies strictly on 47 predefined AI markers without adaptive learning from external APIs. It focuses on removing known corporate buzzwords and robotic patterns rather than dynamically generating new stylistic variations.