blader

humanizer

AI#LLM#Natural Language Processing#Writing Assistant#Claude Code

// summary

Humanizer is a skill for Claude Code and OpenCode designed to remove common signs of AI-generated writing from text. It utilizes a comprehensive set of 29 detection patterns based on Wikipedia's AI cleanup guidelines to produce more natural, human-sounding content. Users can also provide writing samples to calibrate the tool to their specific personal style and rhythm.

// technical analysis

Humanizer is a specialized skill designed for Claude Code and OpenCode that systematically removes common markers of AI-generated text to produce more natural, human-like writing. By leveraging a comprehensive set of 29 linguistic and stylistic patterns derived from Wikipedia's 'Signs of AI writing' research, the project addresses the tendency of LLMs to produce formulaic, promotional, and vague content. The tool employs a multi-pass approach, including a final audit and an optional voice calibration feature, to ensure the output aligns with the user's specific writing rhythm and tone rather than generic AI output.

// key highlights

Detects and removes 29 distinct AI-writing patterns, including significance inflation, promotional language, and excessive hedging.

Features a dual-pass rewrite process that includes a final audit to catch and eliminate lingering AI-isms.

Supports voice calibration by analyzing user-provided writing samples to mimic personal sentence rhythm, word choice, and stylistic quirks.

Integrates directly into Claude Code and OpenCode environments for seamless, command-line access to text transformation.

Provides a transparent methodology based on established research from Wikipedia's WikiProject AI Cleanup.

Eliminates common chatbot artifacts like sycophantic tone, filler phrases, and unnecessary disclaimers.

// use cases

Removing AI-specific vocabulary and filler phrases from generated text

Calibrating output to match a user's unique personal writing style

Performing an automated audit to eliminate lingering AI-isms and chatbot artifacts

// getting started

To begin, clone the repository into your ~/.claude/skills or ~/.config/opencode/skills directory. Once installed, you can invoke the tool using the /humanizer command followed by your text, or by asking the model to humanize specific content directly. For personalized results, provide a sample of your own writing before the text you wish to transform.