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.
深度润色已有英文科研论文，在尽量保留作者原意、数据、科学判断和表达习惯的前提下， 改善英文准确性、论证逻辑、证据与结论匹配、段落结构和术语一致性，并减少模板化、 宣传式和模型化表达，使文本保持真实作者声音。
Install Cell Manuscript Editing
$ npx skills add yrui-cmd/Cell --skill cell-manuscript-editing -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install yrui-cmd/Cell cell-manuscript-editing --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/yrui-cmd/Cell.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/cell-manuscript-editing .claude/skills/cell-manuscript-editing && 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 "cell-manuscript-editing" agent skill from https://github.com/yrui-cmd/Cell/tree/main/skills/cell-manuscript-editing into .claude/skills/cell-manuscript-editing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cell-manuscript-editing", 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/yrui-cmd/Cell/tree/main/skills/cell-manuscript-editingType 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 yrui-cmd/Cell --skill cell-manuscript-editing -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install yrui-cmd/Cell cell-manuscript-editing --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/yrui-cmd/Cell.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/cell-manuscript-editing .agents/skills/cell-manuscript-editing && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "cell-manuscript-editing" agent skill from https://github.com/yrui-cmd/Cell/tree/main/skills/cell-manuscript-editing into .agents/skills/cell-manuscript-editing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cell-manuscript-editing", 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 yrui-cmd/Cell --skill cell-manuscript-editing -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install yrui-cmd/Cell cell-manuscript-editing --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/yrui-cmd/Cell.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/cell-manuscript-editing .cursor/skills/cell-manuscript-editing && 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 "cell-manuscript-editing" agent skill from https://github.com/yrui-cmd/Cell/tree/main/skills/cell-manuscript-editing into .cursor/skills/cell-manuscript-editing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cell-manuscript-editing", 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/yrui-cmd/Cell.git --path skills/cell-manuscript-editing--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 yrui-cmd/Cell --skill cell-manuscript-editing -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install yrui-cmd/Cell cell-manuscript-editing --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/yrui-cmd/Cell.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/cell-manuscript-editing .gemini/skills/cell-manuscript-editing && 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 "cell-manuscript-editing" agent skill from https://github.com/yrui-cmd/Cell/tree/main/skills/cell-manuscript-editing into .gemini/skills/cell-manuscript-editing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cell-manuscript-editing", 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 yrui-cmd/Cell cell-manuscript-editingInstalls 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 yrui-cmd/Cell --skill cell-manuscript-editing -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/yrui-cmd/Cell.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/cell-manuscript-editing .github/skills/cell-manuscript-editing && 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 "cell-manuscript-editing" agent skill from https://github.com/yrui-cmd/Cell/tree/main/skills/cell-manuscript-editing into .github/skills/cell-manuscript-editing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cell-manuscript-editing", 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 yrui-cmd/Cell --skill cell-manuscript-editing -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install yrui-cmd/Cell cell-manuscript-editing --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/yrui-cmd/Cell.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/cell-manuscript-editing .opencode/skills/cell-manuscript-editing && 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 "cell-manuscript-editing" agent skill from https://github.com/yrui-cmd/Cell/tree/main/skills/cell-manuscript-editing into .opencode/skills/cell-manuscript-editing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cell-manuscript-editing", 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.
Facts
- Skill name
cell-manuscript-editing- GitHub stars
- 106
- Token cost
- ~890 tokens
- SKILL.md length
- 80 words
- Files
- 15 (incl. scripts, references, assets)
- Skills in repo
- 11
- Repo updated
- First seen
- Licence
- MIT
At a glance
深度润色已有英文科研论文，在尽量保留作者原意、数据、科学判断和表达习惯的前提下， 改善英文准确性、论证逻辑、证据与结论匹配、段落结构和术语一致性，并减少模板化、 宣传式和模型化表达，使文本保持真实作者声音。
- Works in 6 steps: 锁定输入和范围 → 先理解再修改 → 最小必要修改 → …
- Tasks that involve Humanizing AI text
- SKILL.md covers 使用边界, 按需读取, 不可改变的事实 and 润色流程, plus 2 more sections
- Runs Python scripts from its folder; calls python
What it does
Cell Manuscript Editing is an agent skill from yrui-cmd/Cell. 深度润色已有英文科研论文，在尽量保留作者原意、数据、科学判断和表达习惯的前提下， 改善英文准确性、论证逻辑、证据与结论匹配、段落结构和术语一致性，并减少模板化、 宣传式和模型化表达，使文本保持真实作者声音。 适用于英文论文润色、修改 Introduction/Methods/Results/Discussion/Conclusion、 检查过度推断、按作者风格改稿、论文去 AI 感/去 AI 味/humanize，以及把作者已有中文内容 忠实转写为学术英文；这里的自然化是写作质量改进，不用于推断作者身份或规避 AI 检测； 不用于脱离已有研究内容从零写论文、处理审稿回复、撰写文献综述或准备投稿包。
Its SKILL.md is about 890 tokens, which your agent loads only when the skill is triggered. The skill folder holds 19 other files, including scripts, reference files and assets (for example `agents/openai.yaml`, `assets/author-style-profile.example.json` and `references/argument-and-evidence.md`).
It sits in Writing & Content, covering Humanizing AI text. The repository describes itself as: Cell 科研工作 Skill 集合：选题、计划、综述、投稿、科研绘图与 PowerPoint 编辑。 The licence is MIT.
When your agent uses it
- Tasks that involve Humanizing AI text
Example prompts
- “/cell-manuscript-editing”
Requirements
- Python 3
Workflow steps
6 steps, taken from the step headings in SKILL.md.
What it can do on your machine
Read from SKILL.md and the folder at commit ecf0048. It shows what the files ask for, not the result of running them.
Tool permissions
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.
Runs code
Ships 3 files in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
python
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Cell Manuscript Editing loads about 890 tokens when it runs, and up to ~6k if it reads all its reference files. Until then it costs about 82 tokens; SKILL.md has 80 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.
Safety
Auto-check passed
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); the scripts in this folder are not scanned.
SKILL.md
The full file from yrui-cmd/Cell at commit ecf0048, republished under its MIT licence (© yrui-cmd). 80 words, ~890 tokens.
Download SKILL.mdSave it as
.claude/skills/cell-manuscript-editing/SKILL.md (or your agent's skills folder). This skill also uses 14 other files; get the full folder from GitHub.- name
- cell-manuscript-editing
- description
- 深度润色已有英文科研论文，在尽量保留作者原意、数据、科学判断和表达习惯的前提下， 改善英文准确性、论证逻辑、证据与结论匹配、段落结构和术语一致性，并减少模板化、 宣传式和模型化表达，使文本保持真实作者声音。 适用于英文论文润色、修改 Introduction/Methods/Results/Discussion/Conclusion、 检查过度推断、按作者风格改稿、论文去 AI 感/去 AI 味/humanize，以及把作者已有中文内容 忠实转写为学术英文；这里的自然化是写作质量改进，不用于推断作者身份或规避 AI 检测； 不用于脱离已有研究内容从零写论文、处理审稿回复、撰写文献综述或准备投稿包。
- metadata.compatibility
- 需要读取用户提供的英文稿及完成判断所需的上下文、图表或引文。 文档编辑依赖宿主已有的对应文档能力；作者风格 profile 校验仅需 Python 3.10+ 标准库。
- metadata.version
- 1.2.0
- metadata.language
- zh-CN
英文科研论文深度润色
让修改后的英文仍像作者本人写的，只是科学含义更准确、逻辑更清楚、证据边界更严密、语言更符合正式期刊表达。修改优先级为：科学准确性、论证逻辑、证据匹配、信息完整性、段落结构、语言准确性、流畅度、文风美化。
用户未另行指定时，默认以短句和中等长度句为主，一个句子尽量承载一个核心判断。只在多层从句、插入语或多重逻辑妨碍阅读时拆句，不按固定字数切句，也不把全文改成碎短句。逐句核对语法，并按动作时间和句子功能选择时态；用户在当前任务提出的新风格要求优先。
使用边界
先锁定用户要求的范围，不把局部润色升级为全文重写。
language_edit：修改语法、用词、简洁性和衔接；发现严重科学或逻辑风险时另行指出。logic_edit：在指定范围内修复论证顺序、证据链、替代解释和结论强度。audit：只报告问题、风险和建议，不直接改原文。translation_edit：把作者已有中文研究内容忠实转写为英文，不逐字翻译，也不增加原意之外的信息。comprehensive_edit：只有用户明确要求全面润色时，才同时处理结构、逻辑、证据和语言。
缺少可供润色或忠实转写的原文、研究事实与必要上下文时，不从常识补写论文内容。完整综述使用 cell-review；审稿回复使用 cell-reviewer-response；定稿后的期刊格式和投稿材料使用 cell-submission。
按需读取
- 所有实际润色都读取 科学保真与结论强度 和 英文学术表达。
- 所有实际润色都读取 英文学术文本自然化流程；其中的模式只用于定位待审表达，不用于推断作者身份或规避 AI 检测。
- 涉及逻辑、Discussion、全面润色或证据审查时，读取 论证与证据链。
- 润色完整章节或全文时，读取 分章节标准。
- 用户提供历史改稿、明确偏好或要求全文保持同一风格时，读取 作者风格校准。
不可改变的事实
未经明确证据，不改变数据、数值、单位、样本和组别身份、研究阶段、实验条件、方法、统计结果、效应方向、图表编号、引文身份和专业实体名称。不能把相关改成因果，把可能性改成确定性，把局部结果推广为普遍规律，或补造数据、机制、作者观点和文献。
原文存在歧义时使用最保守且最接近原意的英文，并标出会影响科学判断的未决点。语言更自然不是提升结论强度的理由。
润色流程
1. 锁定输入和范围
读取指定原文及完成判断所需的相邻段落、图表、引文或作者说明。明确论文部分、润色模式、允许调整范围和必须保留的术语。文件任务保留原件，在副本上工作；不能只根据摘要或文件名判断全文。
2. 先理解再修改
识别文本要回答的科学问题、核心判断、直接观察、解释、进一步推论和重要判断的证据来源。先处理逻辑与证据层级，再调整英文；不能用顺滑语言掩盖论证缺口。
3. 最小必要修改
准确、清楚的原句可以保留。优先删除重复、修正术语和指代、调整必要句序、补清真实逻辑关系、降低无依据的强断言，并去除空洞评价和机械套话。长句妨碍理解时按核心判断拆分，再补清句间关系；不要为了显示修改量重写每句话。
4. 去除模板腔并恢复作者节奏
按 自然化流程 做最多两遍有界编辑：第一遍处理聊天残留、空泛铺垫、意义膨胀、虚构对立、无来源权威和通用结尾；第二遍检查重复句式、连接词堆积、同义词轮换与机械节奏。单个词、被动语态、we、必要限定词、三项并列或某种标点都不是自动改写理由。
完整文件或较长章节应在可提取为 UTF-8 文本时运行：
python scripts/academic_prose_lint.py path/to/manuscript.txt结果是人工复核线索，不是 AI 作者判定或验收分数。没有实质问题时保持原文，不通过反复改写、故意语病、随机标点或虚构个人经历制造所谓“人类感”。
5. 继承作者选择
同一任务中持续继承作者已确认的术语、结论强度、句长偏好、禁用表达和不修改区域。需要跨章节复用时，从 示例 profile 建立任务级文件并运行：
python scripts/check_author_profile.py path/to/author-style-profile.jsonprofile 是显式任务资料，不代表跨会话自动记忆。用户的新明确要求覆盖旧偏好，但不能覆盖科学事实。
6. 回核最终英文
对照原文、图表和可用证据复核数字、比较对象、方向、限定词、术语、时态、图号和引文。逐句检查主谓一致、句子完整性、冠词、单复数、介词、修饰关系和指代；拆句或重组后再次检查语法、时态与逻辑衔接。确认删减没有移除必要条件，重组没有改变时间或因果关系，中文转写没有增加新含义。
完整文件或较长章节应保存修改前后两个文本版本并运行：
python scripts/check_manuscript_preservation.py before.txt after.txt该脚本只比较部分可机械保护的数值、单位、交叉引用、引文、公式、链接和直接引语。无论结果是否通过，仍须人工复核否定、归因、因果、不确定性、比较方向和研究范围。
输出
- 短文本：默认提供润色后的完整英文，再简要说明会影响理解的关键修改；用户要求只给修改稿时不附解释。
- 审核任务：区分确定问题与待确认风险，给出原文定位、原因和最小修复方案。
- 文档任务：沿用用户指定或原文件格式；只有用户要求时才生成修订痕迹、逐条对照或额外报告。
- 证据不足：指出需要补证据或降低强度的位置，不偷偷插入看似合理的引用。
完成条件
- 修改范围与用户要求一致，没有擅自扩写、从零续写或整章替换。
- 事实、数字、实体、图表和引文与可用材料一致。
- 观察、解释和推论层级清楚，结论强度由证据决定。
- 段落围绕明确问题展开，术语与缩写一致。
- 英文准确、直接、克制且自然，没有为“学术感”堆叠抽象词、套话或宣传式意义。
- 模板化模式已经结合上下文和作者样本复核；没有把模式命中误报成作者身份判断，也没有为了规避检测而制造噪声。
- 已检查长难句的阅读负担，并在拆句后复核语法、时态和逻辑衔接；没有因简化句式损失科学含义。
- 最终版本已经回读；未取得的证据和未完成的检查被如实说明。
© yrui-cmd, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 14 other files (scripts, references, assets) in skills/cell-manuscript-editing of yrui-cmd/Cell.
- SKILL.md
- agents/openai.yaml
- assets/author-style-profile.example.json
- references/argument-and-evidence.md
- references/author-style-calibration.md
- references/english-editing.md
- references/humanization-pass.md
- references/open-source-sources.md
- references/scientific-integrity.md
- references/section-specific-editing.md
- scripts/academic_prose_lint.py
- scripts/check_author_profile.py
- scripts/check_manuscript_preservation.py
- tests/test_academic_prose_checks.py
- tests/test_author_profile.py
Open the folder on GitHubat commit ecf0048
Compare with similar skills
Cell Manuscript Editing 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 |
|---|---|---|---|---|---|---|
| Cell Manuscript Editing this skillyrui-cmd/Cell | 106 | — | ~890 | 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 |
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Questions about Cell Manuscript Editing
What does Cell Manuscript Editing do?
深度润色已有英文科研论文，在尽量保留作者原意、数据、科学判断和表达习惯的前提下， 改善英文准确性、论证逻辑、证据与结论匹配、段落结构和术语一致性，并减少模板化、 宣传式和模型化表达，使文本保持真实作者声音。. Cell Manuscript Editing is an agent skill from yrui-cmd/Cell.
When should I use Cell Manuscript Editing?
Cell Manuscript Editing fits situations like: tasks that involve Humanizing AI text.
How do I install Cell Manuscript Editing in Claude Code?
Run `npx skills add yrui-cmd/Cell --skill cell-manuscript-editing -a claude-code`. Or copy the skill folder (skills/cell-manuscript-editing in yrui-cmd/Cell) into .claude/skills/cell-manuscript-editing in your project. Claude Code loads it when a task matches its description.
How do I install Cell Manuscript Editing in Codex?
Run `npx skills add yrui-cmd/Cell --skill cell-manuscript-editing -a codex`. Or copy the skill folder (skills/cell-manuscript-editing in yrui-cmd/Cell) into .agents/skills/cell-manuscript-editing in your project. Codex loads it when a task matches its description.
Can I use Cell Manuscript Editing in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add yrui-cmd/Cell --skill cell-manuscript-editing -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/cell-manuscript-editing, .gemini/skills/cell-manuscript-editing, .github/skills/cell-manuscript-editing and .opencode/skills/cell-manuscript-editing in your project.
What does Cell Manuscript Editing need to run?
Going by SKILL.md and its folder, Cell Manuscript Editing needs Python for the scripts in its folder and the command-line tools its instructions call (python). Our summary lists: Python 3.
Does Cell Manuscript Editing access the network?
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.
Is Cell Manuscript Editing safe to install?
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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Cell Manuscript Editing use?
Cell Manuscript Editing is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Cell Manuscript Editing use?
About 890 tokens (SKILL.md is roughly 3.6k 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 5.2k tokens, read only when the agent opens those files.
What are the alternatives to Cell Manuscript Editing?
Skills that share tags, products or a category with Cell Manuscript Editing: 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.
Who maintains Cell Manuscript Editing?
yrui-cmd (a GitHub user) maintains it in yrui-cmd/Cell, which has 106 GitHub stars. The repository holds 11 skills in this directory. The repository was last updated on October 8, 2026.
Source: yrui-cmd/Cell on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.