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Factory Humanizer

Category: Engineering  ·  Sub-category: engineering-misc  ·  Last updated:
type:audittype:scanner
Removes the cues that make prose read as AI-generated and forces a deliberate human voice, in English or Japanese. English runs a two-mode flow — Build (pin a register and a speaker before drafting) and Audit (a deterministic scanner, `scripts/unslop_text_scan.py`, with a scored/CI-gateable exit code) — grounded in an audited analysis of 89,239 Reddit posts. Japanese runs a 3-phase prompted rewrite (draft → mandatory self-critique "anti-AI pass" → final rewrite) against a 25-pattern catalog spanning symbol residue, vocabulary bias, and thought-structure — Japanese has no scanner in v1, audit is manual by design. Use when the user says "de-slop this", "humanize this text", "remove AI tells", "this reads like AI", "make it sound like me", or the Japanese equivalents ("AI臭い", "人間らしく書き直して", "AIっぽさを消して"), or when any other factory skill's content needs a de-AI pass before publishing.
Security AStatic scan found no risk patternsHow grading works ›

From the source SKILL.md

Two narrow jobs: remove the cues that make text read as machine-written, and — where it reads as AI because nobody chose a voice — force a deliberate one. It has no house style and does not write for you. A guardrail is not a writer.

What this skill does

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

When to invoke it: Use when the user says "de-slop this", "humanize this text", "remove AI tells", "this reads like AI", "make it sound like me", or the Japanese equivalents ("AI臭い", "人間らしく書き直して", "AIっぽさを消して"), or when any other factory skill's content needs a de-AI pass before publishing.

Who uses this skill

The Factory Humanizer Claude Code skill is built for software engineers, backend developers, full-stack teams, and technical leads building and maintaining production systems. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 196,000+ 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/factory-humanizer
curl -L https://claudskills.com/skills/factory-humanizer/SKILL.md \
  -o ~/.claude/skills/factory-humanizer/SKILL.md

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

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

Telegram

📱 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 Factory Humanizer Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/factory-humanizer/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Factory Humanizer skill do?
Removes the cues that make prose read as AI-generated and forces a deliberate human voice, in English or Japanese. English runs a two-mode flow — Build (pin a register and a speaker before drafting) and Audit (a deterministic scanner, `scripts/unslop_text_scan.py`, with a scored/CI-gateable exit code) — grounded in an audited analysis of 89,239 Reddit posts. Japanese runs a 3-phase prompted rewrite (draft → mandatory self-critique "anti-AI pass" → final rewrite) against a 25-pattern catalog spanning symbol residue, vocabulary bias, and thought-structure — Japanese has no scanner in v1, audit is manual by design. Use when the user says "de-slop this", "humanize this text", "remove AI tells", "this reads like AI", "make it sound like me", or the Japanese equivalents ("AI臭い", "人間らしく書き直して", "AIっぽさを消して"), or when any other factory skill's content needs a de-AI pass before publishing.
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 Factory Humanizer skill?
Use Factory Humanizer when your Claude Code task falls under the Engineering category — specifically in the engineering misc 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 Factory Humanizer" or describe the task and let Claude pick). Browse related skills at /category/engineering/.
What is a Claude Code skill and how does the Factory 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. Factory Humanizer is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Engineering category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

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

APA
MasonGeloso. (2026). Factory Humanizer [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/factory-humanizer/
BibTeX
@misc{factory-humanizer-2026,
  author    = {MasonGeloso},
  title     = {Factory Humanizer [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/factory-humanizer/}
}

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Security scan

Grade A · scanned 2026-09-28 — free static scan against the OWASP Agentic Skills Top 10.

No risk patterns were found in any of the ten OWASP-aligned categories. How grading works ›

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Browse all Engineering skills in the ClaudSkills registry, or explore these other picks from the same category:

Browse all Engineering skills → Top 100 skills
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