AI Prose Humanizer

Q: What is a Claude Code skill and how does the AI Prose Humanizer skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. AI Prose Humanizer is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Content category. Learn more at https://claudskills.com/learn/what-is-skill-md/.

Category: Content · Sub-category: writing · Last updated: 2026-05-21

Evidence-based editorial pipeline that detects and removes AI writing patterns using a research-grounded rubric, preserves author facts, and gates on high-severity issues.

About this skill (catalog notes)

AI Prose Humanizer includes worked examples; pricing or quota commentary; 15 code blocks for direct copy-paste. At roughly 1,553 words the SKILL.md is on the longer end of the catalog distribution.

Indexed lastmod: 2026-05-21
Catalog position: Content · writing
Indexed related skills: 10

How AI Prose Humanizer fits the catalog

AI Prose Humanizer sits in the Content category under the writing sub-topic in the ClaudSkills catalog. There are 10 related skills indexed alongside it; comparing a few before installing usually reveals which fits your workflow best.

These notes are auto-generated from features detected in the SKILL.md file and from this catalog's structure — they aren't part of the source repository.

From the source SKILL.md

Purpose: Replace the informal Humanizer two-pass flow with a deterministic three-pass editorial pipeline (Draft -> Expert Audit -> Final). Grounded in MIT Technology Review (2022) and ArXiv 1906.04043 lexical/statistical cues. Hard fact-lock: any preserve_facts token altered or removed sets blocked=true.

What this skill does

AI Prose Humanizer is a community-contributed Claude Code skill in the writing sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/ai-prose-humanizer/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The AI Prose Humanizer Claude Code skill is built for content creators, marketers, copywriters, SEO professionals, and editorial teams. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 116,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/ai-prose-humanizer
curl -L https://claudskills.com/skills/ai-prose-humanizer/SKILL.md \
  -o ~/.claude/skills/ai-prose-humanizer/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/ai-prose-humanizer/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/ai-prose-humanizer/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\ai-prose-humanizer\SKILL.md on Windows. See the full install guide for step-by-step instructions.

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

See pricing → Download desktop app

Frequently asked questions

How do I install the AI Prose Humanizer Claude Code skill?

Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/ai-prose-humanizer/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.

What does the AI Prose Humanizer skill do?

Evidence-based editorial pipeline that detects and removes AI writing patterns using a research-grounded rubric, preserves author facts, and gates on high-severity issues.

Is this skill free to install?

Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.

When should I use the AI Prose Humanizer skill?

Use AI Prose Humanizer when your Claude Code task falls under the Content category — specifically in the writing area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use AI Prose Humanizer" or describe the task and let Claude pick). Browse related skills at /category/content/.

What is a Claude Code skill and how does the AI Prose Humanizer skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. AI Prose Humanizer is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Content category. Learn more at /learn/what-is-a-claude-skill/.

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA

ClaudSkills. (2026). AI Prose Humanizer [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/ai-prose-humanizer/

BibTeX

@misc{ai-prose-humanizer-2026,
  author    = {ClaudSkills},
  title     = {AI Prose Humanizer [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/ai-prose-humanizer/}
}

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