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.
对全书全部章节（含前言/致谢/附录）依次进行去 AI 写作痕迹处理. An agent skill from zhiweio/from-data-to-intelligence.
Install Humanize All
$ npx skills add zhiweio/from-data-to-intelligence --skill humanize-all -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install zhiweio/from-data-to-intelligence humanize-all --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/zhiweio/from-data-to-intelligence.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/humanize-all .claude/skills/humanize-all && 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 "humanize-all" agent skill from https://github.com/zhiweio/from-data-to-intelligence/tree/main/.agents/skills/humanize-all into .claude/skills/humanize-all/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "humanize-all", 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/zhiweio/from-data-to-intelligence/tree/main/.agents/skills/humanize-allType 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 zhiweio/from-data-to-intelligence --skill humanize-all -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install zhiweio/from-data-to-intelligence humanize-all --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/zhiweio/from-data-to-intelligence.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/humanize-all .agents/skills/humanize-all && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "humanize-all" agent skill from https://github.com/zhiweio/from-data-to-intelligence/tree/main/.agents/skills/humanize-all into .agents/skills/humanize-all/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "humanize-all", 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 zhiweio/from-data-to-intelligence --skill humanize-all -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install zhiweio/from-data-to-intelligence humanize-all --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/zhiweio/from-data-to-intelligence.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/humanize-all .cursor/skills/humanize-all && 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 "humanize-all" agent skill from https://github.com/zhiweio/from-data-to-intelligence/tree/main/.agents/skills/humanize-all into .cursor/skills/humanize-all/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "humanize-all", 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/zhiweio/from-data-to-intelligence.git --path .agents/skills/humanize-all--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 zhiweio/from-data-to-intelligence --skill humanize-all -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install zhiweio/from-data-to-intelligence humanize-all --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/zhiweio/from-data-to-intelligence.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/humanize-all .gemini/skills/humanize-all && 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 "humanize-all" agent skill from https://github.com/zhiweio/from-data-to-intelligence/tree/main/.agents/skills/humanize-all into .gemini/skills/humanize-all/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "humanize-all", 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 zhiweio/from-data-to-intelligence humanize-allInstalls 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 zhiweio/from-data-to-intelligence --skill humanize-all -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/zhiweio/from-data-to-intelligence.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/humanize-all .github/skills/humanize-all && 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 "humanize-all" agent skill from https://github.com/zhiweio/from-data-to-intelligence/tree/main/.agents/skills/humanize-all into .github/skills/humanize-all/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "humanize-all", 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 zhiweio/from-data-to-intelligence --skill humanize-all -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install zhiweio/from-data-to-intelligence humanize-all --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/zhiweio/from-data-to-intelligence.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/humanize-all .opencode/skills/humanize-all && 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 "humanize-all" agent skill from https://github.com/zhiweio/from-data-to-intelligence/tree/main/.agents/skills/humanize-all into .opencode/skills/humanize-all/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "humanize-all", 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
humanize-all- GitHub stars
- 136
- Token cost
- ~2k tokens
- SKILL.md length
- 491 words
- Files
- 1
- Skills in repo
- 4
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
对全书全部章节（含前言/致谢/附录）依次进行去 AI 写作痕迹处理. An agent skill from zhiweio/from-data-to-intelligence.
- Works in 12 steps: 初始化与进度恢复 → 读取章节全文并分块 → 调用 humanizer-zh 技能进行深度处理（核心步骤） → …
- User says 全书去AI味
- SKILL.md covers 核心原则, 为什么需要这个技能, 使用方式 and 执行流程, plus 7 more sections
- Calls uv
What it does
Humanize All is an agent skill from zhiweio/from-data-to-intelligence. 对全书全部章节（含前言/致谢/附录）依次进行去 AI 写作痕迹处理。 逐章调用 humanizer-zh 进行深度检测和修复，全程不间断循环直到全书覆盖完毕。 Use when user says "全书去AI味", "humanize all chapters", "去除AI痕迹", "humanize全书".
Its SKILL.md is about 2k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Writing & Content, covering Humanizing AI text. The repository describes itself as: 从数据到智能：企业级数据平台的构建、演进与 Agentic BI 实践。一个数据开发的八年数据工程手记：从 0 到 1 构建企业级医药数据平台，再到 Data + AI 转型下的 Agentic BI。
When your agent uses it
- User says 全书去AI味
- Humanize all chapters
Example prompts
- “全书去AI味”
- “humanize all chapters”
- “去除AI痕迹”
- “/humanize-all”
Requirements
- Python 3
Workflow steps
12 steps, taken from the step headings in SKILL.md.
- 初始化与进度恢复
- 读取章节全文并分块
- 调用 humanizer-zh 技能进行深度处理（核心步骤）
- 拼回原文并写回文件
- 保存日志与进度
- 循环前进
- 全书完成
- 所有检测和重写必须通过 humanizer-zh 技能
- 保护区域不可触碰
- 叙事声音保护优先
- 进度实时更新
- 构建验证
What it can do on your machine
Read from SKILL.md and the folder at commit 803e496. 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
Shell commands in SKILL.md call:
uv
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use uv, which can reach the network depending on how they are called.
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
Humanize All loads about 2k tokens when it runs. Until then it costs about 43 tokens; SKILL.md has 491 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); files beside SKILL.md are not scanned.
SKILL.md
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 491 words (~2,037 tokens).
“对《从数据到智能》全书全部章节（共 53 章 + 7 附录 + 前言 = 61 个文件）进行连续、不间断的去 AI 写作痕迹处理。”
- name
- humanize-all
Files
Just SKILL.md in .agents/skills/humanize-all of zhiweio/from-data-to-intelligence.
Open the folder on GitHubat commit 803e496
Compare with similar skills
Humanize All 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 |
|---|---|---|---|---|---|---|
| Humanize All this skillzhiweio/from-data-to-intelligence | 136 | — | ~2k | Automated safety check: Pass | Custom licence | |
| HumanizerAzure-Samples/interview-coach-agent-framework | 173 | 38 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 |
Similar skills
- Official
Avoid AI Writing
conorbronsdon/avoid-ai-writing
Audit and rewrite content to remove AI writing patterns ("AI-isms").
User-Facing Text Cleanup
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.
Install Anti Slop
trycompai/crm
Install and configure the anti-slop Oxlint plugin in a local TypeScript or JavaScript repository.
Stop Slop
Xe/site
Remove AI writing patterns from prose. An agent skill from Xe/site.
Chinese Text Humanizer
op7418/Humanizer-zh
Edits Chinese articles, comments and documents to remove filler, repetition and template phrasing while keeping the facts, the level of certainty and the author's voice.
More from zhiweio/from-data-to-intelligence
Review And Rewrite All
zhiweio/from-data-to-intelligence
对全书全部章节（不含前言/致谢/附录）依次进行 review + rewrite 的完整循环. An agent skill from zhiweio/from-data-to-intelligence.
Review Chapter
zhiweio/from-data-to-intelligence
对书籍章节进行内容质量审查，按 Part → Chapter → Section 粒度逐节评分. An agent skill from zhiweio/from-data-to-intelligence.
Rewrite Section
zhiweio/from-data-to-intelligence
对书籍中未通过质量审查的章节（粒度为 H3 小节）进行深度重写. An agent skill from zhiweio/from-data-to-intelligence.
Related
Categories
Questions about Humanize All
What does Humanize All do?
对全书全部章节（含前言/致谢/附录）依次进行去 AI 写作痕迹处理. An agent skill from zhiweio/from-data-to-intelligence. Humanize All is an agent skill from zhiweio/from-data-to-intelligence. 对全书全部章节（含前言/致谢/附录）依次进行去 AI 写作痕迹处理。 逐章调用 humanizer-zh 进行深度检测和修复，全程不间断循环直到全书覆盖完毕。 Use when user says "全书去AI味", "humanize all chapters", "去除AI痕迹", "humanize全书".
When should I use Humanize All?
Humanize All fits situations like: user says 全书去AI味; humanize all chapters.
How do I install Humanize All in Claude Code?
Run `npx skills add zhiweio/from-data-to-intelligence --skill humanize-all -a claude-code`. Or copy the skill folder (.agents/skills/humanize-all in zhiweio/from-data-to-intelligence) into .claude/skills/humanize-all in your project. Claude Code loads it when a task matches its description.
How do I install Humanize All in Codex?
Run `npx skills add zhiweio/from-data-to-intelligence --skill humanize-all -a codex`. Or copy the skill folder (.agents/skills/humanize-all in zhiweio/from-data-to-intelligence) into .agents/skills/humanize-all in your project. Codex loads it when a task matches its description.
Can I use Humanize All 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 zhiweio/from-data-to-intelligence --skill humanize-all -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/humanize-all, .gemini/skills/humanize-all, .github/skills/humanize-all and .opencode/skills/humanize-all in your project.
What does Humanize All need to run?
Going by SKILL.md and its folder, Humanize All needs the command-line tools its instructions call (uv). Our summary lists: Python 3.
Does Humanize All access the network?
SKILL.md contains no URLs. Its commands use uv, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Humanize All 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. Review the folder before installing.
What licence does Humanize All use?
Humanize All has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Humanize All use?
About 2k tokens (SKILL.md is roughly 8.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Humanize All?
Skills that share tags, products or a category with Humanize All: Humanizer (Azure-Samples/interview-coach-agent-framework, 173 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 Humanize All?
zhiweio (a GitHub user) maintains it in zhiweio/from-data-to-intelligence, which has 136 GitHub stars. The repository holds 4 skills in this directory. The repository was last updated on July 17, 2026.
Source: zhiweio/from-data-to-intelligence on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.