Unslop File Humanizer
Humanizes natural-language memory files and documentation by removing AI-generated clichés while preserving technical integrity.
Unslop File Humanizer is a specialized Claude Code skill designed to strip 'AI-isms'—such as sycophancy, stock vocabulary, and repetitive structures—from documentation like CLAUDE.md, READMEs, and project todos. It offers two processing modes: a fast, deterministic regex pass for immediate cleanup and an LLM-powered mode for sophisticated rewriting that introduces human-like burstiness and voice. Crucially, the tool guarantees the preservation of all technical elements, including code blocks, URLs, and file paths, ensuring your project documentation remains functional while sounding authentic and professional.
Key Features
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02Strict preservation of code blocks, URLs, file paths, and technical terms
03Automatic backup creation (FILE.original.md) before any modifications
04Deterministic regex-based cleanup for fast, API-free processing
05LLM-powered humanization for sophisticated voice and structural rewriting
06Configurable intensity levels: subtle, balanced, or full humanization
Use Cases
01Humanizing project memory files to improve readability and developer experience
02Batch processing documentation to remove repetitive AI vocabulary like 'delve' or 'leverage'
03Refining AI-generated README.md or CLAUDE.md files to sound professional