Step Parts
earthtojake/text-to-cad
Find, evaluate, and download common purchasable CAD parts from step.parts, including named off-the-shelf actuators, servos, motors, electronics boards, connectors, screws, bolts, nuts, washers…
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.
Custom licenceAuto-check passed
Install Review Chapter
$ npx skills add zhiweio/from-data-to-intelligence --skill review-chapter -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install zhiweio/from-data-to-intelligence review-chapter --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/review-chapter .claude/skills/review-chapter && 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 "review-chapter" agent skill from https://github.com/zhiweio/from-data-to-intelligence/tree/main/.agents/skills/review-chapter into .claude/skills/review-chapter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "review-chapter", 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/review-chapterType 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 review-chapter -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install zhiweio/from-data-to-intelligence review-chapter --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/review-chapter .agents/skills/review-chapter && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "review-chapter" agent skill from https://github.com/zhiweio/from-data-to-intelligence/tree/main/.agents/skills/review-chapter into .agents/skills/review-chapter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "review-chapter", 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 review-chapter -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install zhiweio/from-data-to-intelligence review-chapter --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/review-chapter .cursor/skills/review-chapter && 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 "review-chapter" agent skill from https://github.com/zhiweio/from-data-to-intelligence/tree/main/.agents/skills/review-chapter into .cursor/skills/review-chapter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "review-chapter", 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/review-chapter--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 review-chapter -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install zhiweio/from-data-to-intelligence review-chapter --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/review-chapter .gemini/skills/review-chapter && 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 "review-chapter" agent skill from https://github.com/zhiweio/from-data-to-intelligence/tree/main/.agents/skills/review-chapter into .gemini/skills/review-chapter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "review-chapter", 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 review-chapterInstalls 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 review-chapter -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/review-chapter .github/skills/review-chapter && 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 "review-chapter" agent skill from https://github.com/zhiweio/from-data-to-intelligence/tree/main/.agents/skills/review-chapter into .github/skills/review-chapter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "review-chapter", 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 review-chapter -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 review-chapter --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/review-chapter .opencode/skills/review-chapter && 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 "review-chapter" agent skill from https://github.com/zhiweio/from-data-to-intelligence/tree/main/.agents/skills/review-chapter into .opencode/skills/review-chapter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "review-chapter", 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
review-chapter- GitHub stars
- 136
- Token cost
- ~1.7k tokens
- SKILL.md length
- 467 words
- Files
- 1
- Skills in repo
- 4
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
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.
- Works in 4 steps: 确定审查范围 → 逐章逐节阅读分析 → 汇总输出 → …
- User asks to 审查章节
- SKILL.md covers :material-target: 全书核心主旨（审查前必读）, 审查维度, 使用方式 and 执行流程, plus 2 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Review Chapter is an agent skill from 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。 检测内容过于简单、图表表格罗列无深入分析、叙事逻辑薄弱、前后衔接不足等问题。 Use when user asks to "审查章节", "review chapters", "内容质量检查", "检查写得怎样".
Its SKILL.md is about 1.7k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
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 asks to 审查章节
- Review chapters
Example prompts
- “review chapters”
- “内容质量检查”
- “检查写得怎样”
- “/review-chapter”
Workflow steps
4 steps, taken from the step headings in SKILL.md.
- 确定审查范围
- 逐章逐节阅读分析
- 汇总输出
- 生成重写清单
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
No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown and json).
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
Review Chapter loads about 1.7k tokens when it runs. Until then it costs about 43 tokens; SKILL.md has 467 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 467 words (~1,741 tokens).
- name
- review-chapter
Files
Just SKILL.md in .agents/skills/review-chapter of zhiweio/from-data-to-intelligence.
Open the folder on GitHubat commit 803e496
Compare with similar skills
Review Chapter 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 |
|---|---|---|---|---|---|---|
| Review Chapter this skillzhiweio/from-data-to-intelligence | 136 | — | ~1.7k | Automated safety check: Pass | Custom licence | |
| Step Partsearthtojake/text-to-cad | 19k | 1 repos | ~1.5k | Automated safety check: Pass | MIT | |
| Canopy Part Title Blockheygen-com/hyperframes | 60k | 1 repos | ~1k | Automated safety check: Pass | Apache-2.0 | |
| Resume Section Builderdavila7/claude-code-templates | 33k | 2 repos | ~2.4k | Automated safety check: Pass | MIT | |
| Writing ChaptersNorman-bury/research-writing-skill | 3.4k | — | ~1.7k | Automated safety check: Pass | MIT | |
| Draft Sectionbrycewang-stanford/Auto-Empirical-Research-Skills | 4.6k | — | ~529 | Automated safety check: Notes | Custom licence |
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More from zhiweio/from-data-to-intelligence
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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.
Review And Rewrite All
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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.
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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.
Questions about Review Chapter
What does Review Chapter do?
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. Review Chapter is an agent skill from 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。 检测内容过于简单、图表表格罗列无深入分析、叙事逻辑薄弱、前后衔接不足等问题。 Use when user asks to "审查章节", "review chapters", "内容质量检查", "检查写得怎样".
When should I use Review Chapter?
Review Chapter fits situations like: user asks to 审查章节; review chapters.
How do I install Review Chapter in Claude Code?
Run `npx skills add zhiweio/from-data-to-intelligence --skill review-chapter -a claude-code`. Or copy the skill folder (.agents/skills/review-chapter in zhiweio/from-data-to-intelligence) into .claude/skills/review-chapter in your project. Claude Code loads it when a task matches its description.
How do I install Review Chapter in Codex?
Run `npx skills add zhiweio/from-data-to-intelligence --skill review-chapter -a codex`. Or copy the skill folder (.agents/skills/review-chapter in zhiweio/from-data-to-intelligence) into .agents/skills/review-chapter in your project. Codex loads it when a task matches its description.
Can I use Review Chapter 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 review-chapter -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/review-chapter, .gemini/skills/review-chapter, .github/skills/review-chapter and .opencode/skills/review-chapter in your project.
What does Review Chapter need to run?
SKILL.md names no scripts, command-line tools or credentials: Review Chapter is instructions for the agent only.
Does Review Chapter 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 Review Chapter 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 Review Chapter use?
Review Chapter 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 Review Chapter use?
About 1.7k tokens (SKILL.md is roughly 7k 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 Review Chapter?
Skills that share tags, products or a category with Review Chapter: Step Parts (earthtojake/text-to-cad, 19k stars), Canopy Part Title Block (heygen-com/hyperframes, 60k stars), Resume Section Builder (davila7/claude-code-templates, 33k stars) and Writing Chapters (Norman-bury/research-writing-skill, 3.4k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Review Chapter?
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.