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Remove signs of AI-generated, translated, or overly mechanical Chinese prose. Use when rewriting, editing, or reviewing Chinese blog posts, essays, newsletters, nonfiction chapters, product analysis, or long-form commentary so they read like native Chinese writing. Trigger this skill when the user asks to 「去 AI 味」, 「润色成中文母语表达」, 「改得像博客或书里写的」, 「减少翻译腔」, or similar. Detect and fix translation-like phrasing, empty big words, formulaic contrast frames, sloganized endings, list inflation, punctuation misuse, terminology/casing inconsistencies, and paragraph rhythm that feels assembled rather than written.
humanizer-zh is an agent skill entry in ChatHome Skills, sourced from GitHub Skill Search and scored 58/100. # 中文去 AI 味 ## Overview 把中文文本从「像模型拼出来的稿子」改成「像中文母语者真的写出来的文章」。 优先处理翻译腔、结构腔、排版腔和判断腔，同时保留原文事实、立场和信息密度。 ## Workflow 1. 先判断文本类型。 博客、专栏、书稿、评论、产品分析可以更有节奏和作者判断；公告、说明文、技术文. As an agent skill, it packages a reusable instruction set that AI coding agents such as Codex and Claude Code can load to perform this task without hand-written glue code. ChatHome Skills discovered this entry through its daily ingest of official registries and GitHub discovery queries, and re-verifies repository facts, freshness signals, and install metadata on every run. The quality score weighs official-registry presence, a working install command, license clarity, GitHub star trajectory, and repository freshness — the full formula is on the Sources page. The install command above is ready to copy. Review the last-pushed date and repository status before adding humanizer-zh to a production agent workflow; the snapshot facts below are point-in-time values from the most recent ingest.
codex skill install ai-zixun/humanizer-zhReview the upstream source before running this command.
Scan coverage: Install metadata and the indexed document body.
Automated signals from install metadata and a bounded skill body — not a full code security audit and not a recursive source or dependency review.
# 中文去 AI 味 ## Overview 把中文文本从「像模型拼出来的稿子」改成「像中文母语者真的写出来的文章」。 优先处理翻译腔、结构腔、排版腔和判断腔，同时保留原文事实、立场和信息密度。 ## Workflow 1. 先判断文本类型。 博客、专栏、书稿、评论、产品分析可以更有节奏和作者判断；公告、说明文、技术文档则优先保留准确和克制。 2. 先看文章