humanizer-zh-next

A skill that helps AI agents find and fix 33 common patterns of AI-sounding Chinese prose.

Ecosystem: Agent Skills
Skill category: Writing
Creator / organization: Original creator not yet identified

What it is

humanizer-zh-next is an agent skill maintained by GitHub user Hyacehila for making AI-written Chinese read more like human writing. It builds on op7418's humanizer-zh, borrows the English rules from blader/humanizer 2.8.2 and the structural review approach from hardikpandya/stop-slop, draws on Wikipedia's list of signs of AI writing, and rewrites all of it for Chinese. The documentation lists 33 common patterns and singles out buzzwords such as "赋能, 生态, 闭环" (empower, ecosystem, closed loop) and tour-guide style openings.

Who it's for:people who draft Chinese articles, newsletters, or copy with AI and want the result to read more naturally. You need to know how to install a skill in your AI agent.

Before you start: install it with the Skills CLI (npx skills add), which downloads and runs an installer from the internet, or clone or copy the whole repository into your agent's skills folder, keeping SKILL.md and the references folder together. The README does not name specific supported agents. MIT license.

Based on the project's public documentation. Not tested by AI Inspiration World.