Directory · Skills

Humanizer-zh

Chinese localization of the Humanizer Claude Code skill that edits out filler, repetition, and templated phrasing in Chinese text.

★ 19,651 stars · last updated 2026-09-23 · Free, open source · View on GitHub

Best for

• Polishing Chinese articles, comments, and docs written with AI assistance
• Editing Markdown files while preserving code, paths, links, and headings
• Reviewing text for formulaic patterns without changing facts or certainty levels
• Matching an author's voice when a writing sample is provided

Install

npx skills add https://github.com/op7418/Humanizer-zh.git

Our take

Adapted from blader/humanizer, it uses 31 checkpoints in six categories, including Chinese-specific checks such as long attributives and stacked passive constructions. The README states it is an editing guide read by the agent, not a detector, and does not guarantee passing AI detection tools. A 2026-09-23 rewrite emphasized preserving facts and author stance, and the repo includes 18 test cases plus a structure check script.

Similar skills

• Karpathy-Inspired Claude Code Guidelines: A single CLAUDE.md with four principles to curb overengineering, silent assumptions, and unrelated edits in Claude Code.
• Scientific Agent Skills: Library of 177 Agent Skills for scientific work in biology, chemistry, medicine, and more, for Claude Code, Cursor, Codex and others.
• reverse-skill: Skill router pack for reverse engineering, pentesting, and security research that routes AI coding agents to the right methodology and toolchain.
• book-to-skill: Converts technical books and document folders (PDF, EPUB, DOCX, MD, HTML and more) into on-demand agent skills for Claude Code and others.
• Hallmark: Design skill for Claude Code, Cursor, and Codex that builds, audits, and redesigns UI while avoiding generic AI-generated looks.
• Claude Skills: Large MIT-licensed library of skills, agents, and slash commands for Claude Code, Codex, Gemini CLI, Cursor, and other coding agents.