Humanizer Zh
ai-zixun/humanizer-zh
Remove signs of AI-generated, translated, or overly mechanical Chinese prose.
A skill your agent uses when a user asks to polish, rewrite, humanize, de-AI, localize, or oralize Chinese writing, including short-video scripts, articles, social posts, speeches, newsletters, and…
$ npx skills add EthanYoQ/agent-xiaohongshu-workbench --skill humanized-chinese-writing-polisher -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install EthanYoQ/agent-xiaohongshu-workbench humanized-chinese-writing-polisher --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/EthanYoQ/agent-xiaohongshu-workbench.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/humanized-chinese-writing-polisher .claude/skills/humanized-chinese-writing-polisher && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "humanized-chinese-writing-polisher" agent skill from https://github.com/EthanYoQ/agent-xiaohongshu-workbench/tree/main/.agents/skills/humanized-chinese-writing-polisher into .claude/skills/humanized-chinese-writing-polisher/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "humanized-chinese-writing-polisher", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/EthanYoQ/agent-xiaohongshu-workbench/tree/main/.agents/skills/humanized-chinese-writing-polisherType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add EthanYoQ/agent-xiaohongshu-workbench --skill humanized-chinese-writing-polisher -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install EthanYoQ/agent-xiaohongshu-workbench humanized-chinese-writing-polisher --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/EthanYoQ/agent-xiaohongshu-workbench.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/humanized-chinese-writing-polisher .agents/skills/humanized-chinese-writing-polisher && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "humanized-chinese-writing-polisher" agent skill from https://github.com/EthanYoQ/agent-xiaohongshu-workbench/tree/main/.agents/skills/humanized-chinese-writing-polisher into .agents/skills/humanized-chinese-writing-polisher/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "humanized-chinese-writing-polisher", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add EthanYoQ/agent-xiaohongshu-workbench --skill humanized-chinese-writing-polisher -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install EthanYoQ/agent-xiaohongshu-workbench humanized-chinese-writing-polisher --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/EthanYoQ/agent-xiaohongshu-workbench.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/humanized-chinese-writing-polisher .cursor/skills/humanized-chinese-writing-polisher && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "humanized-chinese-writing-polisher" agent skill from https://github.com/EthanYoQ/agent-xiaohongshu-workbench/tree/main/.agents/skills/humanized-chinese-writing-polisher into .cursor/skills/humanized-chinese-writing-polisher/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "humanized-chinese-writing-polisher", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/EthanYoQ/agent-xiaohongshu-workbench.git --path .agents/skills/humanized-chinese-writing-polisher--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add EthanYoQ/agent-xiaohongshu-workbench --skill humanized-chinese-writing-polisher -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install EthanYoQ/agent-xiaohongshu-workbench humanized-chinese-writing-polisher --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/EthanYoQ/agent-xiaohongshu-workbench.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/humanized-chinese-writing-polisher .gemini/skills/humanized-chinese-writing-polisher && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "humanized-chinese-writing-polisher" agent skill from https://github.com/EthanYoQ/agent-xiaohongshu-workbench/tree/main/.agents/skills/humanized-chinese-writing-polisher into .gemini/skills/humanized-chinese-writing-polisher/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "humanized-chinese-writing-polisher", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install EthanYoQ/agent-xiaohongshu-workbench humanized-chinese-writing-polisherInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add EthanYoQ/agent-xiaohongshu-workbench --skill humanized-chinese-writing-polisher -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/EthanYoQ/agent-xiaohongshu-workbench.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/humanized-chinese-writing-polisher .github/skills/humanized-chinese-writing-polisher && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "humanized-chinese-writing-polisher" agent skill from https://github.com/EthanYoQ/agent-xiaohongshu-workbench/tree/main/.agents/skills/humanized-chinese-writing-polisher into .github/skills/humanized-chinese-writing-polisher/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "humanized-chinese-writing-polisher", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add EthanYoQ/agent-xiaohongshu-workbench --skill humanized-chinese-writing-polisher -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install EthanYoQ/agent-xiaohongshu-workbench humanized-chinese-writing-polisher --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/EthanYoQ/agent-xiaohongshu-workbench.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/humanized-chinese-writing-polisher .opencode/skills/humanized-chinese-writing-polisher && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "humanized-chinese-writing-polisher" agent skill from https://github.com/EthanYoQ/agent-xiaohongshu-workbench/tree/main/.agents/skills/humanized-chinese-writing-polisher into .opencode/skills/humanized-chinese-writing-polisher/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "humanized-chinese-writing-polisher", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
humanized-chinese-writing-polisherA skill your agent uses when a user asks to polish, rewrite, humanize, de-AI, localize, or oralize Chinese writing, including short-video scripts, articles, social posts, speeches, newsletters, and…
Humanized Chinese Writing Polisher is an agent skill from EthanYoQ/agent-xiaohongshu-workbench. Use this skill when a user asks to polish, rewrite, humanize, de-AI, localize, or oralize Chinese writing, including short-video scripts, articles, social posts, speeches, newsletters, and personal-IP content. The skill diagnoses “AI味”, preserves the user's meaning, adapts to optional style samples, replaces translation-like phrasing with natural Chinese expression, and outputs a polished version plus concise revision notes.
Its SKILL.md is about 1.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files, including reference files (for example `references/anti_ai_flavor_rules.md` and `references/quality_checklist.md`).
It sits in Writing & Content, covering Humanizing AI text, Newsletters and Social media posts. It works with Xiaohongshu. The repository describes itself as: 小红书图文内容工作台:把账号定位、热点研究、选题、原创文稿、品牌配图、预览和人工确认组织成一条可控流程。 The licence is MIT.
6 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 6e58278. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown).
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Humanized Chinese Writing Polisher loads about 1.1k tokens when it runs, and up to ~3.8k if it reads all its reference files. Until then it costs about 116 tokens; SKILL.md has 212 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from EthanYoQ/agent-xiaohongshu-workbench at commit 6e58278, republished under its MIT licence (© EthanYoQ). 212 words, ~1,107 tokens.
.claude/skills/humanized-chinese-writing-polisher/SKILL.md (or your agent's skills folder). This skill also uses 3 other files; get the full folder from GitHub.把用户提供的中文稿件润色成更自然、更像真人表达、更少 AI 味、更符合中文语境和用户个人风格的版本。
本 skill 适合处理:
核心不是把文字改得更华丽,而是让它:
当用户出现以下意图时,优先使用本 skill:
如果用户要求的是严肃论文、法律合同、政府公文、医学说明、证券投资建议等高正式度或高风险文本,不要强行口语化。可以只做轻度流畅度优化,并提醒用户需要保持准确、正式和可核验。
如果文本涉及考试真题、政策文件、新闻热点、公共事件、医疗法律金融等事实敏感场景,不要为了增强说服力补充未经核验的具体题目、官方表述、数据、人物言论或事件细节。用户没有提供来源时,只围绕用户给定主题做表达优化,并把不确定内容写成观点讨论或待核验信息。
如果用户没有说明细节,默认采用:
不要为了确认小细节而中断任务。只有在缺少原文、完全无法判断任务目标,或用户要求模仿某个未提供样本的个人风格时,才需要简短询问。
不要追求每句话都工整、对称、完整。真人表达允许短句、停顿、追问、轻微重复和一点点口头禅。
润色不是重新创作。除非用户要求“深度重写”或“补充案例”,否则不要新增事实、结论、数据、评价或立场。
涉及高考、考试、政策、新闻等公共议题时,尤其要保守:可以优化表达方式、论证顺序和口播节奏,但不要编造真题内容、命题方向、官方材料、社会案例或统计数据。
需要案例、比喻、商业故事、生活场景时,优先使用中文用户熟悉的企业、平台、生活经验和网络语境。不要默认使用星巴克、沃尔玛、硅谷车库、汉堡薯条等英文语料常见例子。
如果存在 style_samples/ 或用户粘贴了自己的过往稿件、SRT 字幕、口播逐字稿,先提炼用户风格,再润色。保留用户常用的解释方式、断句习惯、口头禅、情绪强度和比喻偏好。
去 AI 味不等于强行加入“家人们”“太炸裂了”“直接封神”“看懂的人已经赢麻了”。网络梗只能少量使用,并且必须服务于表达。
如果是口播稿,第一标准是读出来顺。看到长句、抽象词堆叠、连续书面转折,要主动拆句、换词、加停顿。
根据用户输入判断文本类型:
润色强度分三档:
如果用户提供了样本,或文件夹中有 style_samples/,优先参考样本。提炼以下信息:
没有样本时,使用默认自然风格,不要假装已经掌握用户个人风格。
扫描原文中的问题:
需要更详细规则时,参考 references/anti_ai_flavor_rules.md。
按以下顺序改写:
输出前做一次自检:
需要自检清单时,参考 references/quality_checklist.md。
默认输出:
## 润色后版本
<完整润色稿>
## 主要修改点
1. <说明改了什么>
2. <说明改了什么>
3. <说明改了什么>
## 可继续校准的地方
<指出仍可根据用户个人风格微调的地方;没有就写“暂时没有明显需要人工确认的地方”。>如果用户明确说“只要最终稿”,只输出润色后的正文,不要输出说明。
如果是口播稿,默认可以使用自然换行;只有用户需要时才加入停顿符号:
/:短停顿//:长停顿更详细输出格式见 references/output_formats.md。
如果用户上传或放入自己的 SRT / 文章 / 逐字稿:
样本放置说明见 style_samples/README.md。
当用户反馈“这里还是拗口”“不像我”“太营销号”“太书面”“梗太多”时:
iteration_logs/ 或个人风格画像中。反馈迭代方法见 references/revision_loop.md。
references/anti_ai_flavor_rules.md:AI 味诊断与替换规则references/chinese_context_examples.md:中文语境案例、生活场景和网络梗库references/oral_rhythm_rules.md:口播节奏、断句、停顿规则references/style_profile_template.md:个人风格画像模板和提取方法references/revision_loop.md:反馈—修改—沉淀规则的迭代流程references/bad_to_good_examples.md:典型 AI 表达和真人表达对照references/genre_modes.md:不同内容类型的润色策略references/output_formats.md:常用输出格式references/quality_checklist.md:最终质量检查表© EthanYoQ, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 3 other files (references) in .agents/skills/humanized-chinese-writing-polisher of EthanYoQ/agent-xiaohongshu-workbench.
Open the folder on GitHubat commit 6e58278
Humanized Chinese Writing Polisher next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Humanized Chinese Writing Polisher this skillEthanYoQ/agent-xiaohongshu-workbench | 154 | — | ~1.1k | Automated safety check: Pass | MIT | |
| Humanizer Zhai-zixun/humanizer-zh | 179 | — | ~1.2k | Automated safety check: Pass | MIT | |
| Anti Vibe Writingweijt606/anti-vibe-writing | 120 | — | ~3.9k | Automated safety check: Pass | MIT | |
| Anti AI Writingartemnovitckii/content-skills | 102 | — | ~3k | Automated safety check: Pass | MIT | |
| Content Strategy And Assemblyjacob-dietle/context-os | 111 | — | ~3.1k | Automated safety check: Pass | MIT | |
| Podcast Pipelineericosiu/ai-marketing-skills | 3.6k | 1 repos | ~2.6k | Automated safety check: Pass | MIT |
ai-zixun/humanizer-zh
Remove signs of AI-generated, translated, or overly mechanical Chinese prose.
weijt606/anti-vibe-writing
A skill your agent uses when the user wants to humanize, de-AI, polish, or warm up an AI-generated document, in English or Chinese.
artemnovitckii/content-skills
A skill your agent uses when writing or auditing any written content — captions, carousels, newsletters, threads, LinkedIn posts, long-form — and as the FINAL filter on every piece.
jacob-dietle/context-os
This skill should be used when producing content (newsletter posts, blog posts, LinkedIn posts) from existing corpus material.
ericosiu/ai-marketing-skills
Podcast-to-Everything content pipeline. An agent skill from ericosiu/ai-marketing-skills.
sergebulaev/linkedin-skills
Repurpose existing content into a native LinkedIn post. An agent skill from sergebulaev/linkedin-skills.
Works with
Categories
A skill your agent uses when a user asks to polish, rewrite, humanize, de-AI, localize, or oralize Chinese writing, including short-video scripts, articles, social posts, speeches, newsletters, and…. Humanized Chinese Writing Polisher is an agent skill from EthanYoQ/agent-xiaohongshu-workbench. Use this skill when a user asks to polish, rewrite, humanize, de-AI, localize, or oralize Chinese writing, including short-video scripts, articles, social posts, speeches, newsletters, and personal-IP content.
Humanized Chinese Writing Polisher fits situations like: A user asks to polish; oralize Chinese writing; including short-video scripts; personal-IP content.
Run `npx skills add EthanYoQ/agent-xiaohongshu-workbench --skill humanized-chinese-writing-polisher -a claude-code`. Or copy the skill folder (.agents/skills/humanized-chinese-writing-polisher in EthanYoQ/agent-xiaohongshu-workbench) into .claude/skills/humanized-chinese-writing-polisher in your project. Claude Code loads it when a task matches its description.
Run `npx skills add EthanYoQ/agent-xiaohongshu-workbench --skill humanized-chinese-writing-polisher -a codex`. Or copy the skill folder (.agents/skills/humanized-chinese-writing-polisher in EthanYoQ/agent-xiaohongshu-workbench) into .agents/skills/humanized-chinese-writing-polisher in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add EthanYoQ/agent-xiaohongshu-workbench --skill humanized-chinese-writing-polisher -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/humanized-chinese-writing-polisher, .gemini/skills/humanized-chinese-writing-polisher, .github/skills/humanized-chinese-writing-polisher and .opencode/skills/humanized-chinese-writing-polisher in your project.
SKILL.md names no scripts, command-line tools or credentials: Humanized Chinese Writing Polisher is instructions for the agent only.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Humanized Chinese Writing Polisher is published under the MIT licence (from the LICENSE file in the skill folder). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.1k tokens (SKILL.md is roughly 4.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 2.7k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Humanized Chinese Writing Polisher: Humanizer Zh (ai-zixun/humanizer-zh, 179 stars), Anti Vibe Writing (weijt606/anti-vibe-writing, 120 stars), Anti AI Writing (artemnovitckii/content-skills, 102 stars) and Content Strategy And Assembly (jacob-dietle/context-os, 111 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
EthanYoQ (a GitHub user) maintains it in EthanYoQ/agent-xiaohongshu-workbench, which has 154 GitHub stars. The repository was last updated on September 7, 2026.
Source: EthanYoQ/agent-xiaohongshu-workbench on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.