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.
大量代码合并主干分支前的质量自查：功能逻辑内聚、代码分层、可维护性三问走查整个待合并批次；当用户要求合并主干前查质量、提测/发版/特性分支大批量合入前走查、自查内聚/分层/可维护性时使用。
Apache-2.0Auto-check passed
Install Pre Commit Quality Review
$ npx skills add nuwax-ai/nuwax --skill pre-commit-quality-review -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install nuwax-ai/nuwax pre-commit-quality-review --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/nuwax-ai/nuwax.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/pre-commit-quality-review .claude/skills/pre-commit-quality-review && 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 "pre-commit-quality-review" agent skill from https://github.com/nuwax-ai/nuwax/tree/main/.agents/skills/pre-commit-quality-review into .claude/skills/pre-commit-quality-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pre-commit-quality-review", 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/nuwax-ai/nuwax/tree/main/.agents/skills/pre-commit-quality-reviewType 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 nuwax-ai/nuwax --skill pre-commit-quality-review -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install nuwax-ai/nuwax pre-commit-quality-review --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/nuwax-ai/nuwax.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/pre-commit-quality-review .agents/skills/pre-commit-quality-review && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "pre-commit-quality-review" agent skill from https://github.com/nuwax-ai/nuwax/tree/main/.agents/skills/pre-commit-quality-review into .agents/skills/pre-commit-quality-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pre-commit-quality-review", 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 nuwax-ai/nuwax --skill pre-commit-quality-review -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install nuwax-ai/nuwax pre-commit-quality-review --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/nuwax-ai/nuwax.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/pre-commit-quality-review .cursor/skills/pre-commit-quality-review && 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 "pre-commit-quality-review" agent skill from https://github.com/nuwax-ai/nuwax/tree/main/.agents/skills/pre-commit-quality-review into .cursor/skills/pre-commit-quality-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pre-commit-quality-review", 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/nuwax-ai/nuwax.git --path .agents/skills/pre-commit-quality-review--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 nuwax-ai/nuwax --skill pre-commit-quality-review -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install nuwax-ai/nuwax pre-commit-quality-review --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/nuwax-ai/nuwax.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/pre-commit-quality-review .gemini/skills/pre-commit-quality-review && 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 "pre-commit-quality-review" agent skill from https://github.com/nuwax-ai/nuwax/tree/main/.agents/skills/pre-commit-quality-review into .gemini/skills/pre-commit-quality-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pre-commit-quality-review", 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 nuwax-ai/nuwax pre-commit-quality-reviewInstalls 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 nuwax-ai/nuwax --skill pre-commit-quality-review -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/nuwax-ai/nuwax.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/pre-commit-quality-review .github/skills/pre-commit-quality-review && 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 "pre-commit-quality-review" agent skill from https://github.com/nuwax-ai/nuwax/tree/main/.agents/skills/pre-commit-quality-review into .github/skills/pre-commit-quality-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pre-commit-quality-review", 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 nuwax-ai/nuwax --skill pre-commit-quality-review -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install nuwax-ai/nuwax pre-commit-quality-review --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/nuwax-ai/nuwax.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/pre-commit-quality-review .opencode/skills/pre-commit-quality-review && 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 "pre-commit-quality-review" agent skill from https://github.com/nuwax-ai/nuwax/tree/main/.agents/skills/pre-commit-quality-review into .opencode/skills/pre-commit-quality-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pre-commit-quality-review", 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
pre-commit-quality-review- GitHub stars
- 892
- Token cost
- ~393 tokens
- SKILL.md length
- 79 words
- Files
- 1
- Repo updated
- First seen
- Licence
- Apache-2.0
At a glance
大量代码合并主干分支前的质量自查：功能逻辑内聚、代码分层、可维护性三问走查整个待合并批次；当用户要求合并主干前查质量、提测/发版/特性分支大批量合入前走查、自查内聚/分层/可维护性时使用。
- Works in 3 steps: 功能逻辑是否内聚？ → 代码分层是否正确？ → 后续是否便于维护？
- SKILL.md covers 目标, 工作方式, 三问清单 and 判定口径, plus 1 more section
- Calls git and pnpm
What it does
Pre Commit Quality Review is an agent skill from nuwax-ai/nuwax. 大量代码合并主干分支前的质量自查：功能逻辑内聚、代码分层、可维护性三问走查整个待合并批次；当用户要求合并主干前查质量、提测/发版/特性分支大批量合入前走查、自查内聚/分层/可维护性时使用。
Its SKILL.md is about 390 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: Nuwax Agent OS - An enterprise-grade AI Agent Development and Operation Platform - Providing a complete solution for agent creation and distribution, knowledge base management… The licence is Apache-2.0.
Example prompts
- “/pre-commit-quality-review”
Workflow steps
3 steps, taken from the first numbered list in SKILL.md.
- 功能逻辑是否内聚？
- 代码分层是否正确？
- 后续是否便于维护？
What it can do on your machine
Read from SKILL.md and the folder at commit 4eff84f. 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:
gitpnpm
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use git and pnpm, 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
Pre Commit Quality Review loads about 393 tokens when it runs. Until then it costs about 30 tokens; SKILL.md has 79 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
The full file from nuwax-ai/nuwax at commit 4eff84f, republished under its Apache-2.0 licence (© nuwax-ai). 79 words, ~393 tokens.
Download SKILL.mdSave it as
.claude/skills/pre-commit-quality-review/SKILL.md (or your agent's skills folder).- name
- pre-commit-quality-review
- description
- 大量代码合并主干分支前的质量自查：功能逻辑内聚、代码分层、可维护性三问走查整个待合并批次；当用户要求合并主干前查质量、提测/发版/特性分支大批量合入前走查、自查内聚/分层/可维护性时使用。
<!-- nuwa-sdlc-kit v1.3.1 · content — 播种一次，本地所有（升级不覆盖）
SDLC Stage 3.5 · 大量代码合并主干分支前质量自查（writer 侧）。三问清单安装后按仓库实际维护：
分层文档路径、质量门命令登记在本节，检查项可增删。 -->合并主干前质量自查（Pre-Merge Quality Review）
适用时机：大量代码合并主干分支前必做（提测、发版、特性分支大批量合入等场景）——对整个待合并批次做一轮实现质量走查； 日常小 commit（样式微调、文案、单点修复）可跳过。本自查是 writer 侧质量门， 不替代 PR 评审（
REVIEW.md五遍清单；writer 不自批）。承接「先功能后重构」的开发节奏：功能先跑通 → 重构收敛（内聚/分层/可维护）→ 本自查作重构完成后的验收门——三问发现的问题当场修复、修完复查，全过 + 质量门绿才可合并交付。
目标
回答三个问题，每个结论都带证据（文件:行号）：
- 功能逻辑是否内聚？
- 代码分层是否正确？
- 后续是否便于维护？
工作方式
- 以待合并批次为单位走查：
git diff <主干分支>...HEAD加工作区未提交改动圈定改动面（新增文件读全文），不逐行复读未改代码。 - 逐问检查，发现问题当场修复（属重构收敛的一部分），修完复查该问，不带着已知问题进主干。
- 走查后跑质量门：有分域快速门先跑分域，再按需跑全量（
pnpm exec vitest run），贴结论数字。 - 回报结论：可合并 / 需修改（列问题清单与位置）。
三问清单
一、功能逻辑内聚
- 该功能的知识（状态、缓存失效、副作用与清理）是否收在属主模块内，还是散落在多个调用方？
- 同一不变量是否只有一处维护点？兜底/防御逻辑是否跟着属主走？
- 组件或函数是否只服务一类使用者？混入的无关职责是否拆出去了？
二、代码分层
- 依赖方向是否单向（页面 → 组件 → hooks/services → utils）？有无越层 import？
- 对外契约（props/参数/接口）是否最小？调用方是否无须了解实现细节即可正确使用？
- 新代码落点是否符合本仓分层约定？（本仓：docs/engineering-conventions.md，含分层依赖禁令与命名/I18n 规范）
三、便于维护
- 注释是否解释「为什么」（约束、坑、边界），而非复述代码？
- 命名是否与既有代码同族？魔法数字是否收敛为具名常量？
- 后续接手者能否凭接入注释独立使用/扩展？易错点是否有防呆（防御 guard、cleanup 配对）？
判定口径
- 三问全过 + 质量门绿 → 可合并。
- Important（会错、会泄漏、破坏分层约束）→ 必须先修再合并。
- Nit（风格/更优雅写法）≤ 5 条，记录不阻塞；格式化工具已覆盖的不算。
参考
- slash command：
/quality-review可直接点名本流程。 - PR 评审清单：根目录
REVIEW.md（评审侧五遍清单）。 - 「错两次进规则」：同类问题第二次被抓，纠正写入 AGENTS.md。
© nuwax-ai, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in .agents/skills/pre-commit-quality-review of nuwax-ai/nuwax.
Open the folder on GitHubat commit 4eff84f
Compare with similar skills
Pre Commit Quality Review 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 |
|---|---|---|---|---|---|---|
| Pre Commit Quality Review this skillnuwax-ai/nuwax | 892 | — | ~393 | Automated safety check: Pass | Apache-2.0 | |
| MCP Server Builderanthropics/skills | 180k | 63 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| MCP Server BuildershareAI-lab/learn-claude-code | 78k | 4 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 | 8.5k | 6 repos | ~3.2k | Automated safety check: Notes | Apache-2.0 |
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Questions about Pre Commit Quality Review
What does Pre Commit Quality Review do?
大量代码合并主干分支前的质量自查：功能逻辑内聚、代码分层、可维护性三问走查整个待合并批次；当用户要求合并主干前查质量、提测/发版/特性分支大批量合入前走查、自查内聚/分层/可维护性时使用。. Pre Commit Quality Review is an agent skill from nuwax-ai/nuwax.
How do I install Pre Commit Quality Review in Claude Code?
Run `npx skills add nuwax-ai/nuwax --skill pre-commit-quality-review -a claude-code`. Or copy the skill folder (.agents/skills/pre-commit-quality-review in nuwax-ai/nuwax) into .claude/skills/pre-commit-quality-review in your project. Claude Code loads it when a task matches its description.
How do I install Pre Commit Quality Review in Codex?
Run `npx skills add nuwax-ai/nuwax --skill pre-commit-quality-review -a codex`. Or copy the skill folder (.agents/skills/pre-commit-quality-review in nuwax-ai/nuwax) into .agents/skills/pre-commit-quality-review in your project. Codex loads it when a task matches its description.
Can I use Pre Commit Quality Review 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 nuwax-ai/nuwax --skill pre-commit-quality-review -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/pre-commit-quality-review, .gemini/skills/pre-commit-quality-review, .github/skills/pre-commit-quality-review and .opencode/skills/pre-commit-quality-review in your project.
What does Pre Commit Quality Review need to run?
Going by SKILL.md and its folder, Pre Commit Quality Review needs the command-line tools its instructions call (git and pnpm).
Does Pre Commit Quality Review access the network?
SKILL.md contains no URLs. Its commands use git, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Pre Commit Quality Review 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 Pre Commit Quality Review use?
Pre Commit Quality Review is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Pre Commit Quality Review use?
About 393 tokens (SKILL.md is roughly 1.6k 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 Pre Commit Quality Review?
Skills that share tags, products or a category with Pre Commit Quality Review: 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 Pre Commit Quality Review?
nuwax-ai (a GitHub organization) maintains it in nuwax-ai/nuwax, which has 892 GitHub stars. The repository was last updated on October 10, 2026.
Source: nuwax-ai/nuwax on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.