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Skill

humanizer

by blader36.2kPythonUpdated 2026-08-18

Agent skill that removes signs of AI-generated writing from text

Claude DesktopClaude Code

Humanizer is an agent skill that rewrites AI-generated text to remove common patterns identified by Wikipedia's AI Cleanup project. The skill applies 35 specific rewriting patterns covering content inflation, overused AI phrases, forced formatting, and chatbot artifacts while preserving the original facts and meaning. Developers install it as a Markdown skill file for Claude Desktop, Claude Code, or any agent supporting skills, then invoke it with slash commands or natural language requests to transform robotic prose into natural writing.

Key Features

Applies 35 rewriting patterns based on Wikipedia's Signs of AI Writing guide
Removes inflated importance, vague sources, overused AI words (testament, landscape, showcasing), and formulaic phrases
Corrects style issues including excessive em-dashes, bold text, title case, emojis, and curly quotes
Supports voice matching by analyzing 2-3 paragraph writing samples to mimic rhythm, word choice, and punctuation
Drafts rewrites, checks for remaining AI patterns and changed claims, then produces a final version
Works as plain Markdown compatible with any agent supporting skills
Enforces a strict no-invention rule: never adds facts, names, dates, quotes, or citations not in the source
Available as Skills CLI global install, Claude Code plugin, or manual Markdown file placement

Use Cases

  • 01Rewriting AI-drafted marketing copy to sound human before publishing
  • 02Cleaning up LLM-generated documentation and blog posts that use wooden phrases
  • 03Matching a specific author's writing voice when editing AI-generated drafts
  • 04Removing chatbot artifacts and disclaimers from pasted AI responses
  • 05Converting formulaic AI product descriptions into natural prose
  • 06Improving Wikipedia articles flagged by WikiProject AI Cleanup

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humanizer — FAQ

What does the Humanizer agent skill do?+

Humanizer rewrites text that sounds AI-generated by applying 35 specific patterns from Wikipedia's Signs of AI Writing guide, removing inflated language, overused AI phrases, and formulaic structures while preserving the original facts and meaning.

How do I install Humanizer for Claude Desktop?+

Download humanizer-skill.zip from the GitHub releases page (not the source code archive) and install it through Claude Desktop's GUI. Alternatively, manually copy the SKILL.md file into your Claude Desktop skills folder.

Which AI clients work with Humanizer?+

Humanizer works with Claude Desktop, Claude Code (as a plugin), and any agent that supports Markdown-based skills. Install it globally with the Skills CLI or manually place SKILL.md in the agent's skill directory.

Does Humanizer require API keys or subscriptions?+

No, Humanizer is a skill file that runs within your existing AI agent. It requires no additional API keys, accounts, or services beyond the agent itself.

How do I use Humanizer after installation?+

Invoke it with a slash command like '/humanizer [your text]' or ask naturally: 'Please humanize this text: [paste here]'. You can also provide writing samples for voice matching or ask it to rewrite specific files.

Is Humanizer free to use?+

Yes, Humanizer is open source and released under the MIT License, making it free for both personal and commercial use.

How do I install humanizer?+

Open the source repository on GitHub and follow its README. humanizer is a skill — MCP Agents Market links you directly to the official repo.

Is humanizer free?+

humanizer is an open-source project hosted on GitHub. Check the repository for its license and any usage requirements.

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