MCP Server Builder
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
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.
Custom licenceAuto-check passed
Install Rewrite Section
$ npx skills add zhiweio/from-data-to-intelligence --skill rewrite-section -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install zhiweio/from-data-to-intelligence rewrite-section --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/rewrite-section .claude/skills/rewrite-section && 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 "rewrite-section" agent skill from https://github.com/zhiweio/from-data-to-intelligence/tree/main/.agents/skills/rewrite-section into .claude/skills/rewrite-section/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rewrite-section", 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/rewrite-sectionType 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 rewrite-section -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install zhiweio/from-data-to-intelligence rewrite-section --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/rewrite-section .agents/skills/rewrite-section && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "rewrite-section" agent skill from https://github.com/zhiweio/from-data-to-intelligence/tree/main/.agents/skills/rewrite-section into .agents/skills/rewrite-section/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rewrite-section", 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 rewrite-section -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install zhiweio/from-data-to-intelligence rewrite-section --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/rewrite-section .cursor/skills/rewrite-section && 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 "rewrite-section" agent skill from https://github.com/zhiweio/from-data-to-intelligence/tree/main/.agents/skills/rewrite-section into .cursor/skills/rewrite-section/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rewrite-section", 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/rewrite-section--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 rewrite-section -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install zhiweio/from-data-to-intelligence rewrite-section --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/rewrite-section .gemini/skills/rewrite-section && 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 "rewrite-section" agent skill from https://github.com/zhiweio/from-data-to-intelligence/tree/main/.agents/skills/rewrite-section into .gemini/skills/rewrite-section/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rewrite-section", 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 rewrite-sectionInstalls 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 rewrite-section -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/rewrite-section .github/skills/rewrite-section && 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 "rewrite-section" agent skill from https://github.com/zhiweio/from-data-to-intelligence/tree/main/.agents/skills/rewrite-section into .github/skills/rewrite-section/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rewrite-section", 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 rewrite-section -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 rewrite-section --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/rewrite-section .opencode/skills/rewrite-section && 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 "rewrite-section" agent skill from https://github.com/zhiweio/from-data-to-intelligence/tree/main/.agents/skills/rewrite-section into .opencode/skills/rewrite-section/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rewrite-section", 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
rewrite-section- GitHub stars
- 136
- Token cost
- ~2.4k tokens
- SKILL.md length
- 640 words
- Files
- 1
- Skills in repo
- 4
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
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.
- Works in 7 steps: 确定重写目标 → 上下文梳理（重要！不可跳过） → 知识补充（使用 MCP 工具） → …
- Rewrite section
- SKILL.md covers :material-target: 全书核心主旨（重写前必读）, 重写前置条件, 使用方式 and 执行流程, plus 2 more sections
- Calls uv
What it does
Rewrite Section is an agent skill from 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。 使用 MCP context7 和 deepwiki 查阅相关技术文档补充知识深度， 梳理整章上下文确保重写内容不突兀独立。Use when user says "重写章节", "rewrite section", "深度重写", "rewrite chapters", or after review-chapter identifies failures.
Its SKILL.md is about 2.4k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It works with Model Context Protocol. 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
- Rewrite section
- Rewrite chapters
- After review-chapter identifies failures
Example prompts
- “rewrite section”
- “rewrite chapters”
- “/rewrite-section”
Workflow steps
7 steps, taken from the step headings in SKILL.md.
- 确定重写目标
- 上下文梳理（重要！不可跳过）
- 知识补充（使用 MCP 工具）
- 设计重写方案
- 执行重写
- 同步更新目录文件
- 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
Rewrite Section loads about 2.4k tokens when it runs. Until then it costs about 57 tokens; SKILL.md has 640 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 640 words (~2,378 tokens).
- name
- rewrite-section
Files
Just SKILL.md in .agents/skills/rewrite-section of zhiweio/from-data-to-intelligence.
Open the folder on GitHubat commit 803e496
Compare with similar skills
Rewrite Section 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 |
|---|---|---|---|---|---|---|
| Rewrite Section this skillzhiweio/from-data-to-intelligence | 136 | — | ~2.4k | Automated safety check: Pass | Custom licence | |
| MCP Server Builderanthropics/skills | 180k | 63 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| MCP Server BuildershareAI-lab/learn-claude-code | 78k | 5 repos | ~1.2k | Automated safety check: Pass | MIT | |
| MCP Integration for Pluginsanthropics/claude-plugins-official | 38k | 11 repos | ~3.1k | Automated safety check: Pass | Apache-2.0 | |
| Figma use_figma Plugin API Ruleswarpdotdev/warp | 65k | 4 repos | ~4.4k | Automated safety check: Pass | AGPL-3.0 | |
| Stitch to Remotion Walkthrough Videosgoogle-labs-code/stitch-skills | 8.4k | 6 repos | ~3.2k | Automated safety check: Notes | Apache-2.0 |
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More from zhiweio/from-data-to-intelligence
Humanize All
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. An agent skill 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.
Related
Works with
Questions about Rewrite Section
What does Rewrite Section do?
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. Rewrite Section is an agent skill from 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。 使用 MCP context7 和 deepwiki 查阅相关技术文档补充知识深度， 梳理整章上下文确保重写内容不突兀独立。Use when user says "重写章节", "rewrite section", "深度重写", "rewrite chapters", or after review-chapter identifies failures.
When should I use Rewrite Section?
Rewrite Section fits situations like: rewrite section; rewrite chapters; after review-chapter identifies failures.
How do I install Rewrite Section in Claude Code?
Run `npx skills add zhiweio/from-data-to-intelligence --skill rewrite-section -a claude-code`. Or copy the skill folder (.agents/skills/rewrite-section in zhiweio/from-data-to-intelligence) into .claude/skills/rewrite-section in your project. Claude Code loads it when a task matches its description.
How do I install Rewrite Section in Codex?
Run `npx skills add zhiweio/from-data-to-intelligence --skill rewrite-section -a codex`. Or copy the skill folder (.agents/skills/rewrite-section in zhiweio/from-data-to-intelligence) into .agents/skills/rewrite-section in your project. Codex loads it when a task matches its description.
Can I use Rewrite Section 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 rewrite-section -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/rewrite-section, .gemini/skills/rewrite-section, .github/skills/rewrite-section and .opencode/skills/rewrite-section in your project.
What does Rewrite Section need to run?
Going by SKILL.md and its folder, Rewrite Section needs the command-line tools its instructions call (uv).
Does Rewrite Section 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 Rewrite Section 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 Rewrite Section use?
Rewrite Section 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 Rewrite Section use?
About 2.4k tokens (SKILL.md is roughly 9.5k 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 Rewrite Section?
Skills that share tags, products or a category with Rewrite Section: MCP Server Builder (anthropics/skills, 180k stars), MCP Server Builder (shareAI-lab/learn-claude-code, 78k stars), MCP Integration for Plugins (anthropics/claude-plugins-official, 38k stars) and Figma use_figma Plugin API Rules (warpdotdev/warp, 65k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Rewrite Section?
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.