Humanizer
Azure-Samples/interview-coach-agent-framework
Remove signs of AI-generated writing from text. An agent skill from Azure-Samples/interview-coach-agent-framework.
中文小说AI内容人性化润色系统v2.0。专为网文/小说场景设计的去AI味工具, 包含23条禁止模式、148条短语替换、105条词汇替换、19条口语化替换, 以及完整的格式规范化规则(引号/省略号/数字)。
$ npx skills add uu201/character-arc --skill humanizer-zh -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install uu201/character-arc humanizer-zh --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/uu201/character-arc.git skills-src && mkdir -p .claude/skills && cp -r skills-src/resources/skills/community-skills/humanizer-zh .claude/skills/humanizer-zh && 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 "humanizer-zh" agent skill from https://github.com/uu201/character-arc/tree/main/resources/skills/community-skills/humanizer-zh into .claude/skills/humanizer-zh/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "humanizer-zh", 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/uu201/character-arc/tree/main/resources/skills/community-skills/humanizer-zhType 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 uu201/character-arc --skill humanizer-zh -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install uu201/character-arc humanizer-zh --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/uu201/character-arc.git skills-src && mkdir -p .agents/skills && cp -r skills-src/resources/skills/community-skills/humanizer-zh .agents/skills/humanizer-zh && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "humanizer-zh" agent skill from https://github.com/uu201/character-arc/tree/main/resources/skills/community-skills/humanizer-zh into .agents/skills/humanizer-zh/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "humanizer-zh", 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 uu201/character-arc --skill humanizer-zh -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install uu201/character-arc humanizer-zh --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/uu201/character-arc.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/resources/skills/community-skills/humanizer-zh .cursor/skills/humanizer-zh && 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 "humanizer-zh" agent skill from https://github.com/uu201/character-arc/tree/main/resources/skills/community-skills/humanizer-zh into .cursor/skills/humanizer-zh/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "humanizer-zh", 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/uu201/character-arc.git --path resources/skills/community-skills/humanizer-zh--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 uu201/character-arc --skill humanizer-zh -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install uu201/character-arc humanizer-zh --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/uu201/character-arc.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/resources/skills/community-skills/humanizer-zh .gemini/skills/humanizer-zh && 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 "humanizer-zh" agent skill from https://github.com/uu201/character-arc/tree/main/resources/skills/community-skills/humanizer-zh into .gemini/skills/humanizer-zh/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "humanizer-zh", 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 uu201/character-arc humanizer-zhInstalls 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 uu201/character-arc --skill humanizer-zh -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/uu201/character-arc.git skills-src && mkdir -p .github/skills && cp -r skills-src/resources/skills/community-skills/humanizer-zh .github/skills/humanizer-zh && 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 "humanizer-zh" agent skill from https://github.com/uu201/character-arc/tree/main/resources/skills/community-skills/humanizer-zh into .github/skills/humanizer-zh/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "humanizer-zh", 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 uu201/character-arc --skill humanizer-zh -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install uu201/character-arc humanizer-zh --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/uu201/character-arc.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/resources/skills/community-skills/humanizer-zh .opencode/skills/humanizer-zh && 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 "humanizer-zh" agent skill from https://github.com/uu201/character-arc/tree/main/resources/skills/community-skills/humanizer-zh into .opencode/skills/humanizer-zh/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "humanizer-zh", 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.
humanizer-zh中文小说AI内容人性化润色系统v2.0。专为网文/小说场景设计的去AI味工具, 包含23条禁止模式、148条短语替换、105条词汇替换、19条口语化替换, 以及完整的格式规范化规则(引号/省略号/数字)。
Humanizer Zh is an agent skill from uu201/character-arc. 中文小说AI内容人性化润色系统v2.0。专为网文/小说场景设计的去AI味工具, 包含23条禁止模式、148条短语替换、105条词汇替换、19条口语化替换, 以及完整的格式规范化规则(引号/省略号/数字)。
Its SKILL.md is about 990 tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files, including reference files (for example `README.md` and `references/replacement-dict.md`).
It sits in Writing & Content, covering Humanizing AI text. The repository describes itself as: CharacterArc(弧光) AI 小说创作应用,集项目设定、角色关系、剧情大纲、章节写作与多模型 AI 协作于一体. The licence is MIT.
6 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 2943d80. 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.
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.
Humanizer Zh loads about 992 tokens when it runs, and up to ~2.2k if it reads all its reference files. Until then it costs about 29 tokens; SKILL.md has 351 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 uu201/character-arc at commit 2943d80, republished under its MIT licence (© uu201). 351 words, ~992 tokens.
.claude/skills/humanizer-zh/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.你是专业的中文小说润色编辑,专精于识别和消除AI生成文本中的机械痕迹,使文字呈现自然、流畅、有人味的阅读体验。
以下内容必须直接删除,不做替换:
| 项目 | 规则 | 示例 |
|---|---|---|
| 对话引号 | 统一为「」 | "你好" → 「你好」 |
| 引用引号 | 统一为『』 | '重要' → 『重要』 |
| 省略号 | 统一为…… | ... → …… |
| 破折号 | 统一为—— | — → —— |
| 年份数字 | 转中文 | 1987年 → 一九八七年 |
| 月日数字 | 转中文 | 3月15日 → 三月十五日 |
| 数量数字 | 保留阿拉伯 | 3个人 → 3个人(不变) |
| 感叹号 | 每章≤5个 | !!!→ ! |
| 问号 | 禁止连续 | ???→ ? |
| 原短语 | 替换选项 |
|---|---|
| 值得一提的是 | 有意思的是 / 说来也巧 |
| 毫无疑问 | 显然 / 明摆着 |
| 在某种程度上 | 多少 / 算是 |
| 与此同时 | 这时候 / 就在这时 |
| 不可否认 | 确实 / 没错 |
| 事实上 | 其实 / 说白了 |
| 从某种意义上说 | 换句话说 / 说穿了 |
| 尽管如此 | 话虽这么说 / 但是 |
| 换言之 | 也就是说 / 简单来说 |
| 由此可见 | 所以 / 这么看来 |
| 不言而喻 | 明摆着 / 谁都看得出 |
| 归根结底 | 说到底 / 根子上 |
| 众所周知 | 大家都知道 / (直接删除) |
| 不难发现 | 一看就知道 / (直接删除) |
| 令人印象深刻 | 挺厉害 / 有两下子 |
| 引人注目 | 扎眼 / 显眼 |
| 至关重要 | 关键 / 要紧 |
| 与日俱增 | 越来越多 / 一天比一天 |
| 截然不同 | 完全不一样 / 天差地别 |
| 息息相关 | 有关系 / 分不开 |
| 不约而同 | 一起 / 同时 |
| 恍然大悟 | 明白了 / 想通了 |
| 心旷神怡 | 舒坦 / 痛快 |
| 迫不及待 | 急着 / 等不及 |
| 不知所措 | 懵了 / 不知道咋办 |
| 原词 | 替换选项 |
|---|---|
| 因此 | 所以 / 于是 |
| 然而 | 但是 / 可是 / 不过 |
| 尽管 | 虽然 / 哪怕 |
| 此外 | 另外 / 还有 |
| 显然 | 明显 / 一看就 |
| 迅速 | 赶紧 / 麻利 / 飞快 |
| 缓慢 | 慢吞吞 / 磨蹭 |
| 愤怒 | 火大 / 来气 / 窝火 |
| 悲伤 | 难受 / 心里堵 |
| 恐惧 | 发毛 / 心里发慌 |
| 美丽 | 好看 / 漂亮 / 水灵 |
| 巨大 | 老大 / 硕大 |
| 仿佛 | 好像 / 像是 |
| 似乎 | 好像 / 大概 |
| 忽然 | 猛地 / 冷不丁 |
| 立刻 | 马上 / 赶紧 / 立马 |
| 注视 | 盯着 / 瞅着 |
| 思考 | 琢磨 / 寻思 |
| 感受 | 觉得 / 感觉 |
| 认为 | 觉得 / 寻思 |
| 决定 | 打定主意 / 拿定主意 |
| 发现 | 看见 / 注意到 |
| 表示 | 说 / 道 |
| 进行 | (删除,直接用动词) |
| 实施 | 干 / 搞 / 做 |
| 书面语 | 口语化 |
|---|---|
| 非常 | 特别 / 贼 / 老 |
| 可能 | 估计 / 八成 |
| 应该 | 该 / 得 |
| 已经 | 都 / 早就 |
| 突然 | 猛地 / 冷不丁 |
| 立刻 | 马上 / 赶紧 / 立马 |
| 虽然 | 虽说 / 话说回来 |
| 但是 | 可 / 不过 |
| 如果 | 要是 / 万一 |
| 因为 | 是因为 / 就是 |
| 所以 | 所以说 / 这才 |
| 或者 | 要不 / 不然 |
| 什么 | 啥 / 什么玩意 |
| 怎么 | 咋 / 怎么着 |
| 这样 | 这么着 / 就这样 |
| 那样 | 那么着 / 那个样 |
| 不要 | 别 / 甭 |
| 知道 | 晓得 / 清楚 |
| 明白 | 懂 / 整明白 |
润色完成后检查:
© uu201, 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 2 other files (references) in resources/skills/community-skills/humanizer-zh of uu201/character-arc.
Open the folder on GitHubat commit 2943d80
Humanizer Zh 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 |
|---|---|---|---|---|---|---|
| Humanizer Zh this skilluu201/character-arc | 579 | — | ~992 | Automated safety check: Pass | MIT | |
| HumanizerAzure-Samples/interview-coach-agent-framework | 172 | 37 repos | ~5.8k | Automated safety check: Pass | MIT | |
| Avoid AI Writingconorbronsdon/avoid-ai-writing | 4.9k | 3 repos | ~8.1k | Automated safety check: Pass | MIT | |
| User-Facing Text Cleanupguillaumemeyer/watermarks-remover | 24k | — | ~3.5k | Automated safety check: Pass | MIT | |
| Install Anti Sloptrycompai/crm | 11k | 1 repos | ~881 | Automated safety check: Pass | MIT | |
| Stop SlopXe/site | 732 | 8 repos | ~423 | Automated safety check: Pass | MIT |
Azure-Samples/interview-coach-agent-framework
Remove signs of AI-generated writing from text. An agent skill from Azure-Samples/interview-coach-agent-framework.
conorbronsdon/avoid-ai-writing
Audit and rewrite content to remove AI writing patterns ("AI-isms").
guillaumemeyer/watermarks-remover
Audits prose for invisible Unicode characters and rewrites it while keeping facts, citations, code and required disclosures unchanged and the writer's voice intact.
trycompai/crm
Install and configure the anti-slop Oxlint plugin in a local TypeScript or JavaScript repository.
Xe/site
Remove AI writing patterns from prose. An agent skill from Xe/site.
epoko77-ai/im-not-ai
Diagnoses and rewrites Korean text that reads as AI-generated, fixing translationese and mechanical parallelism across 85 patterns in 10 categories, with light to heavy passes.
uu201/character-arc
Analyzes ranking charts from Chinese web novel platforms such as Qidian, Fanqie and Jinjiang to spot market trends and promising genres, with scraper scripts per site.
uu201/character-arc
Finds and rewrites AI-sounding passages in Chinese web novel text, changing as few words as possible while keeping plot, characters and names intact.
uu201/character-arc
Walks an agent through writing a complete short web novel in Chinese, starting from the emotion the reader should feel and building around one twist.
uu201/character-arc
Polishes AI-generated web novel text to remove machine-sounding patterns, with rewriting strategies, instruction templates, style techniques and before-and-after examples.
uu201/character-arc
长篇网文写作。从大纲到正文,辅助长篇网络小说的创作,包括世界观、人物、情节线管理. An agent skill from uu201/character-arc.
uu201/character-arc
网文创作工具与生产流程。当用户需要使用AI辅助写作工具、设计提示词模板、规划写作工作流、选择码字工具、制定发布与数据分析策略时触发。覆盖DeepSeek/ChatGPT/Claude/豆包等AI工具应用、提示词工程、工作流设计、发布运营。
Categories
中文小说AI内容人性化润色系统v2.0。专为网文/小说场景设计的去AI味工具, 包含23条禁止模式、148条短语替换、105条词汇替换、19条口语化替换, 以及完整的格式规范化规则(引号/省略号/数字)。. Humanizer Zh is an agent skill from uu201/character-arc.
Humanizer Zh fits situations like: tasks that involve Humanizing AI text.
Run `npx skills add uu201/character-arc --skill humanizer-zh -a claude-code`. Or copy the skill folder (resources/skills/community-skills/humanizer-zh in uu201/character-arc) into .claude/skills/humanizer-zh in your project. Claude Code loads it when a task matches its description.
Run `npx skills add uu201/character-arc --skill humanizer-zh -a codex`. Or copy the skill folder (resources/skills/community-skills/humanizer-zh in uu201/character-arc) into .agents/skills/humanizer-zh 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 uu201/character-arc --skill humanizer-zh -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/humanizer-zh, .gemini/skills/humanizer-zh, .github/skills/humanizer-zh and .opencode/skills/humanizer-zh in your project.
SKILL.md names no scripts, command-line tools or credentials: Humanizer Zh 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.
Humanizer Zh is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 992 tokens (SKILL.md is roughly 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 1.2k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Humanizer Zh: Humanizer (Azure-Samples/interview-coach-agent-framework, 172 stars), Avoid AI Writing (conorbronsdon/avoid-ai-writing, 4.9k stars), User-Facing Text Cleanup (guillaumemeyer/watermarks-remover, 24k stars) and Install Anti Slop (trycompai/crm, 11k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
uu201 (a GitHub user) maintains it in uu201/character-arc, which has 579 GitHub stars. The repository holds 26 skills in this directory. The repository was last updated on October 3, 2026.
Source: uu201/character-arc on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.