# AI Writing Humanizer

> Automatically strip AI writing patterns and stock phrases from user-facing prose before sending. Use when preparing longer texts to ensure a natural, human tone without obvious AI tells.

- Skill: `knownasnaffy/ai-writing-humanizer-3` (Agent Skill, multi-file: 5 files)
- Install (CLI): `npx skillmds@latest add knownasnaffy/ai-writing-humanizer-3`
- Raw SKILL.md: https://api.skillmd.com/api/skills/knownasnaffy/ai-writing-humanizer-3/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: AI & ML
- Author: knownasnaffy (https://skillmd.com/u/knownasnaffy)
- Updated: 2026-09-22
- Page: https://skillmd.com/skills/knownasnaffy/ai-writing-humanizer-3

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### Local Context Review

`python scripts/_config_checker.py` is a local diagnostics helper for the `AI Writing Humanizer` skill. It may inspect agent_context. Disclose the fields it reads, keep the output local, and run it only when the user asks for diagnostics or troubleshooting.

# AI Writing Humanizer

Provide a cleaned, human-sounding version of input text by removing or rewriting common AI-generated writing patterns. Load this skill automatically for any user-facing prose longer than ~150 words.

## Patterns Covered

- Overuse of hedging phrases: "At the end of the day", "It's worth noting", "It is important to remember"
- Stock transitions and signposts: "First", "Secondly", "Finally"
- Structural markers: em dashes (—), parentheses for side notes, bullet-like serial lists
- Predictable rule-of-three constructs: "X, Y, and Z" used as checklist language
- Passive voice sections flagged by "was", "were", "has been"
- Performed authenticity cues: "I hope this helps", "Let me know if you have any questions"

## Usage

1. Pass input text to `scripts/humanize.py --input text.txt --output cleaned.txt`.
2. For integrations, import `humanize_text()` from the script and apply before sending.

## Bundled Resources

- scripts/humanize.py — Python script implementing regex-based pattern removal and light rewriting
- references/signs-of-ai-writing.md — List of AI writing signs based on Wikipedia
- tests/test_humanizer.py — Regression tests to detect patterns