Agent skill

Review And Rewrite All

by zhiweio in 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.

Custom licenceAuto-check passed

Install Review And Rewrite All

skills CLI
$ npx skills add zhiweio/from-data-to-intelligence --skill review-and-rewrite-all -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install zhiweio/from-data-to-intelligence review-and-rewrite-all --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ 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-and-rewrite-all .claude/skills/review-and-rewrite-all && rm -rf skills-src

Use ~/.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/

Facts

Skill name
review-and-rewrite-all
GitHub stars
136
Token cost
~2k tokens
SKILL.md length
482 words
Files
1
Skills in repo
4
Repo updated
First seen
Licence
Custom licence

At a glance

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.

  • Works in 12 steps: 初始化与进度恢复 → 加载当前章内容并审查 (review-chapter 逻辑) → 重写未通过的小节 (rewrite-section 逻辑) → …
  • User says 全量审查重写
  • SKILL.md covers 核心原则, 执行模式, 使用方式 and 执行流程, plus 5 more sections
  • Calls uv

What it does

Review And Rewrite All is an agent skill from 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。 先调用 review-chapter 审查一章,若任何小节未达到阈值,立即调用 rewrite-section 重写, 重写完成后重新审查确认通过,然后进入下一章。全程不间断,直到全书覆盖完毕。 Use when user says "全量审查重写", "review and rewrite all", "全书review", "从头到尾检查", or uses loop-related terms with review/rewrite.

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.

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 全量审查重写
  • Review and rewrite all
  • Uses loop-related terms with review/rewrite

Example prompts

  • “全量审查重写”
  • “review and rewrite all”
  • “全书review”
  • “/review-and-rewrite-all”

Workflow steps

12 steps, taken from the step headings in SKILL.md.

  1. 初始化与进度恢复
  2. 加载当前章内容并审查 (review-chapter 逻辑)
  3. 重写未通过的小节 (rewrite-section 逻辑)
  4. 重审确认(Re-review)
  5. 章完成与进度推进
  6. 循环前进
  7. 全书完成
  8. 永不自动跳过
  9. 重写质量不可妥协
  10. 让步通过必须有书面理由
  11. 构建验证不能少
  12. 进度文件实时更新

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

Review And Rewrite All loads about 2k tokens when it runs. Until then it costs about 73 tokens; SKILL.md has 482 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~73
When it runs · the whole SKILL.md, loaded when a task matches
~2k

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 482 words (~2,029 tokens).

name
review-and-rewrite-all

Read the full SKILL.md on GitHub

Files

Just SKILL.md in .agents/skills/review-and-rewrite-all of zhiweio/from-data-to-intelligence.

Open the folder on GitHubat commit 803e496

Compare with similar skills

Review And Rewrite 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.

Review And Rewrite All compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Review And Rewrite All this skillzhiweio/from-data-to-intelligence136—~2kAutomated safety check: PassCustom licence
Rewrite Plannexu-io/open-design100k—~511Automated safety check: PassApache-2.0
RewriteNxcoreAI/EverRoom3k—~124Automated safety check: PassCustom licence
Novel to Screenplay Rewriterchatfire-AI/huobao-drama16k—~209Automated safety check: PassCustom licence
Article Rewriterdigoal/blog8.6k—~675Automated safety check: PassGPL-2.0
Blog RewriteAgriciDaniel/claude-blog2.3k—~4.6kAutomated safety check: PassMIT

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  • Rewrite Section

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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.

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Questions about Review And Rewrite All

What does Review And Rewrite All do?

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 And Rewrite All is an agent skill from 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。 先调用 review-chapter 审查一章,若任何小节未达到阈值,立即调用 rewrite-section 重写, 重写完成后重新审查确认通过,然后进入下一章。全程不间断,直到全书覆盖完毕。 Use when user says "全量审查重写", "review and rewrite all", "全书review", "从头到尾检查", or uses loop-related terms with review/rewrite.

When should I use Review And Rewrite All?

Review And Rewrite All fits situations like: user says 全量审查重写; review and rewrite all; uses loop-related terms with review/rewrite.

How do I install Review And Rewrite All in Claude Code?

Run `npx skills add zhiweio/from-data-to-intelligence --skill review-and-rewrite-all -a claude-code`. Or copy the skill folder (.agents/skills/review-and-rewrite-all in zhiweio/from-data-to-intelligence) into .claude/skills/review-and-rewrite-all in your project. Claude Code loads it when a task matches its description.

How do I install Review And Rewrite All in Codex?

Run `npx skills add zhiweio/from-data-to-intelligence --skill review-and-rewrite-all -a codex`. Or copy the skill folder (.agents/skills/review-and-rewrite-all in zhiweio/from-data-to-intelligence) into .agents/skills/review-and-rewrite-all in your project. Codex loads it when a task matches its description.

Can I use Review And Rewrite 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 review-and-rewrite-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/review-and-rewrite-all, .gemini/skills/review-and-rewrite-all, .github/skills/review-and-rewrite-all and .opencode/skills/review-and-rewrite-all in your project.

What does Review And Rewrite All need to run?

Going by SKILL.md and its folder, Review And Rewrite All needs the command-line tools its instructions call (uv).

Does Review And Rewrite 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 Review And Rewrite 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 Review And Rewrite All use?

Review And Rewrite 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 Review And Rewrite 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 Review And Rewrite All?

Skills that share tags, products or a category with Review And Rewrite All: Rewrite Plan (nexu-io/open-design, 100k stars), Rewrite (NxcoreAI/EverRoom, 3k stars), Novel to Screenplay Rewriter (chatfire-AI/huobao-drama, 16k stars) and Article Rewriter (digoal/blog, 8.6k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Review And Rewrite 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.