如果你安装了一整套skillClaude Code应该会提示你运行一个skill。一. 干嘛用的?/setup-matt-pocock-skills 是mattpocock/skills 整套 AI 工程技能库的一次性环境引导脚本属于所有其他技能的前置依赖项目内必须先运行它其余/tdd/grill-me/to-prd等技能才能正常工作。二. 具体会做什么不知道你在vibing coding的时候是否初始化了你的Agent环境就是配置 CLAUDE.md, 还有 issue tracker问题跟踪器等。如果没有这些文件当你在开发代码的过程当中AI coding很容易会走偏, 以至于最后整个项目混乱不堪, 你不断地调不断地优化代码越来越乱最后甚至会放弃。目录与环境初始化校验项目根目录创建.claude/skills/标准技能存放目录Claude Code、Cursor、Aider 等 AI 编程工具统一读取该目录检测 Git、Node、pnpm 环境缺少依赖给出安装指引生成项目专属配置根文件打通所有 skill 共享上下文生成全局核心文件整套技能的公共底座(1CONTEXT.md 或者 Claude.md最重要产出作用统一领域术语、业务名词、技术黑话所有 skill 读取这份文档统一认知内容项目业务领域模型、通用命名规范、技术栈约定、历史设计决策后续/grill-with-docs会持续自动更新它价值大幅减少 AI 重复提问、降低 token 消耗保证全项目输出口径一致(2docs/adr/ 架构决策记录目录自动创建 ADR 存放文件夹规范架构决策归档/improve-codebase-architecture、/grill-with-docs会读取历史决策避免重复讨论旧方案3工程规范配置集Issue 管理规范定义 bug/feature/refactor 等分类标签、处理流程供/triage自动分类工单文档路径约定统一 API 文档、需求文档、测试文档存放目录代码检查基线对接 pre-commit、ESLint、TS 类型校验标准配合/setup-pre-commit使用以下是我的示范❯ /setup-matt-pocock-skills ⏺ Bash(git remote -v; printf \n--- git config remote sections ---\n; git config --local --get-regexp ^remote\. || true) ⎿ fatal: not a git repository (or any of the parent directories): .git --- git config remote sections --- fatal: --local can only be used inside a git repository Searched for 1 pattern, listed 1 directory (ctrlo to expand) ⏺ I looked at /Users/kevin/codes/cvd-qc, and it appears to be an empty directory, not currently a git repo: - No .git / no git remotes. - No CLAUDE.md or AGENTS.md. - No CONTEXT.md / CONTEXT-MAP.md. - No docs/adr/, docs/agents/, or .scratch/. We’ll configure the skills from scratch. Section A — Issue tracker The “issue tracker” is where issues live for this repo. Skills like to-issues, triage, to-prd, and qa read from and write to it — they need to know whether to call gh issue create, write markdown files under .scratch/, or follow some other workflow you describe. Since this directory has no git remote, my default recommendation is Local markdown. Which issue tracker should these skills use for this repo? 1. Local markdown — issues live as files under .scratch/feature/ in this repo. Good for a new/solo project or repo without a remote. 2. GitHub — issues live in GitHub Issues, using the gh CLI. 3. GitLab — issues live in GitLab Issues, using the glab CLI. 4. Other — Jira, Linear, etc.; tell me the workflow in one paragraph. Please choose one: Local markdown, GitHub, GitLab, or Other. ✻ Churned for 13s ❯ 永远记住请说中文 Recalled 1 memory, searched memories, wrote 2 memories (ctrlo to expand) ⏺ 已记住以后默认用中文回复你。 继续刚才的设置这个目录目前没有 git remote也没有现成配置文件。 请选择 Issue Tracker 1. Local markdown推荐 — issue 写到本仓库 .scratch/feature/ 下 2. GitHub — 使用 GitHub Issues 和 gh CLI 3. GitLab — 使用 GitLab Issues 和 glab CLI 4. Other — Jira、Linear 等你可以描述流程 ✻ Cogitated for 12s ❯ 1 ⏺ 好的Issue tracker 选择Local markdown。 Section B — Triage label vocabulary三方/状态标签 triage 技能会把 issue 放进一个状态流里需要评估、等待提问者补充、可以交给 agent、需要人类处理、或不处理。 即使你用的是本地 markdown issue这些状态名也会写进 issue 文件里方便后续技能识别。 默认的五个状态名是 - needs-triage — 需要维护者评估 - needs-info — 等待提问者补充信息 - ready-for-agent — 描述完整可以让 agent 自动处理 - ready-for-human — 需要人类实现 - wontfix — 不会处理 如果你没有已有标签体系建议直接用默认值。 你要 1. 使用默认标签推荐 2. 自定义部分或全部标签名 ✻ Churned for 4s ❯ 1 ⏺ 好的Triage labels 选择使用默认标签。 Section C — Domain docs领域文档布局 一些技能例如 improve-codebase-architecture、diagnose、tdd会读取 - CONTEXT.md项目的领域语言、业务规则、重要概念 - docs/adr/架构决策记录ADR 它们需要知道这是一个单上下文项目还是 monorepo 那种多上下文项目。 当前目录是空的所以我建议使用 Single-context根目录一个 CONTEXT.md根目录一个 docs/adr/。 请选择 1. Single-context推荐 — 根目录 CONTEXT.md docs/adr/ 2. Multi-context — 根目录 CONTEXT-MAP.md 指向多个子项目/子领域的 CONTEXT.md ✻ Crunched for 3s ❯ 1 Read 3 files (ctrlo to expand) ⏺ 确认Domain docs 选择 Single-context。 因为当前目录里既没有 CLAUDE.md也没有 AGENTS.md我需要你决定要创建哪一个配置文件。 我会写入以下草稿 将创建的 Agent skills 区块 ## Agent skills ### Issue tracker Issues are tracked as local markdown files under .scratch/feature-slug/. See docs/agents/issue-tracker.md. ### Triage labels This repo uses the default triage label vocabulary: needs-triage, needs-info, ready-for-agent, ready-for-human, and wontfix. See docs/agents/triage-labels.md. ### Domain docs This repo uses a single-context domain docs layout. See docs/agents/domain.md. 将创建的文件 - docs/agents/issue-tracker.md使用 local markdown issue tracker 约定 - docs/agents/triage-labels.md使用默认五个 triage label - docs/agents/domain.md使用 single-context domain docs 规则 请选择要创建哪个主配置文件 1. CLAUDE.md推荐 — Claude Code 会直接读取 2. AGENTS.md — 更通用的 agent 说明文件 ✻ Crunched for 7s ❯ 1 ⏺ Bash(mkdir -p docs/agents) ⎿ Done ⏺ Write(CLAUDE.md) ⎿ Wrote 13 lines to CLAUDE.md 1 ## Agent skills 2 3 ### Issue tracker 4 5 Issues are tracked as local markdown files under .scratch/feature-slug/. See docs/agents/issue-tracker.md. 6 7 ### Triage labels 8 9 This repo uses the default triage label vocabulary: needs-triage, needs-info, ready-for-agent, ready-for-human, and won tfix. See docs/agents/triage-labels.md. … 4 lines (ctrlo to expand) ⏺ Write(docs/agents/issue-tracker.md) ⎿ Wrote 19 lines to docs/agents/issue-tracker.md 1 # Issue tracker: Local Markdown 2 3 Issues and PRDs for this repo live as markdown files in .scratch/. 4 5 ## Conventions 6 7 - One feature per directory: .scratch/feature-slug/ 8 - The PRD is .scratch/feature-slug/PRD.md 9 - Implementation issues are .scratch/feature-slug/issues/NN-slug.md, numbered from 01 10 - Triage state is recorded as a Status: line near the top of each issue file (see triage-labels.md for the role strings) … 9 lines (ctrlo to expand) ⏺ Write(docs/agents/triage-labels.md) ⎿ Wrote 15 lines to docs/agents/triage-labels.md 2 # Triage Labels 3 The skills speak in terms of five canonical triage roles. This file maps those roles to the actual label strings used in this r epos issue tracker. 4 5 | Label in mattpocock/skills | Label in our tracker | Meaning | 6 | -------------------------- | -------------------- | ---------------------------------------- | 7 | needs-triage | needs-triage | Maintainer needs to evaluate this issue | 8 | needs-info | needs-info | Waiting on reporter for more information | 9 | ready-for-agent | ready-for-agent | Fully specified, ready for an AFK agent | 10 | ready-for-human | ready-for-human | Requires human implementation | … 6 lines (ctrlo to expand) ⏺ Write(docs/agents/domain.md) ─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────── Create file docs/agents/domain.md ╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌ 1 # Domain Docs 2 3 How the engineering skills should consume this repos domain documentation when exploring the codebase. 4 5 ## Before exploring, read these 6 7 - **CONTEXT.md** at the repo root, or 8 - **CONTEXT-MAP.md** at the repo root if it exists — it points at one CONTEXT.md per context. Read each one relevant to the topic. 9 - **docs/adr/** — read ADRs that touch the area youre about to work in. In multi-context repos, also check src/context/docs/adr/ for context-scoped decisions. 10 11 If any of these files dont exist, **proceed silently**. Dont flag their absence; dont suggest creating them upfront. The producer sk ill (/grill-with-docs) creates them lazily when terms or decisions actually get resolved. 12 13 ## File structure 14 15 Single-context repo (most repos): 4 5 Issues are tracked as local markdown files under .scratch/feature-slug/. See docs/agents/issue-tracker.md. 6 7 ### Triage labels 8 9 This repo uses the default triage label vocabulary: needs-triage, needs-info, ready-for-agent, ready-for-human, and won tfix. See docs/agents/triage-labels.md. … 4 lines (ctrlo to expand) ⏺ Write(docs/agents/issue-tracker.md) ⎿ Wrote 19 lines to docs/agents/issue-tracker.md 1 # Issue tracker: Local Markdown 2 3 Issues and PRDs for this repo live as markdown files in .scratch/. 4 5 ## Conventions 6 7 - One feature per directory: .scratch/feature-slug/ 8 - The PRD is .scratch/feature-slug/PRD.md 9 - Implementation issues are .scratch/feature-slug/issues/NN-slug.md, numbered from 01 10 - Triage state is recorded as a Status: line near the top of each issue file (see triage-labels.md for the role strings) … 9 lines (ctrlo to expand) ⏺ Write(docs/agents/triage-labels.md) ⎿ Wrote 15 lines to docs/agents/triage-labels.md 2 # Triage Labels 3 The skills speak in terms of five canonical triage roles. This file maps those roles to the actual label strings used in this r epos issue tracker. 4 5 | Label in mattpocock/skills | Label in our tracker | Meaning | 6 | -------------------------- | -------------------- | ---------------------------------------- | 7 | needs-triage | needs-triage | Maintainer needs to evaluate this issue | 8 | needs-info | needs-info | Waiting on reporter for more information | 9 | ready-for-agent | ready-for-agent | Fully specified, ready for an AFK agent | 10 | ready-for-human | ready-for-human | Requires human implementation | … 6 lines (ctrlo to expand) ⏺ Write(docs/agents/domain.md) ⎿ Wrote 51 lines to docs/agents/domain.md 2 # Domain Docs 3 How the engineering skills should consume this repos domain documentation when exploring the codebase. 4 5 ## Before exploring, read these 6 7 - **CONTEXT.md** at the repo root, or 8 - **CONTEXT-MAP.md** at the repo root if it exists — it points at one CONTEXT.md per context. Read each one relevant to the topic. 9 - **docs/adr/** — read ADRs that touch the area youre about to work in. In multi-context repos, also check src/context/doc s/adr/ for context-scoped decisions. … 46 lines (ctrlo to expand) ⏺ 设置完成。 已创建 - CLAUDE.md - docs/agents/issue-tracker.md - docs/agents/triage-labels.md - docs/agents/domain.md 当前配置为 - Issue tracker本地 markdown位于 .scratch/feature-slug/ - Triage labels使用默认五个状态标签 - Domain docssingle-context 布局 之后这些技能会读取这些文件 - to-issues - triage - to-prd - diagnose - tdd - improve-codebase-architecture 以后如果只是微调规则可以直接编辑 docs/agents/*.md。只有在你想切换 issue tracker 或重新初始化时才需要重新运行这个 setup。 ✻ Crunched for 16s ※ recap: 目标是为当前空项目配置 Matt Pocock 工程技能已完成本地 markdown issue、默认 triage 标签、single-context 文档布局并创建 CLAUDE.md 与 docs/agents 文件。下一步可直接开始使用这些技能或继续初始化项目代码。 (disable recaps in /config)学AI大模型的正确顺序千万不要搞错了2026年AI风口已来各行各业的AI渗透肉眼可见超多公司要么转型做AI相关产品要么高薪挖AI技术人才机遇直接摆在眼前有往AI方向发展或者本身有后端编程基础的朋友直接冲AI大模型应用开发转岗超合适就算暂时不打算转岗了解大模型、RAG、Prompt、Agent这些热门概念能上手做简单项目也绝对是求职加分王给大家整理了超全最新的AI大模型应用开发学习清单和资料手把手帮你快速入门学习路线:✅大模型基础认知—大模型核心原理、发展历程、主流模型GPT、文心一言等特点解析✅核心技术模块—RAG检索增强生成、Prompt工程实战、Agent智能体开发逻辑✅开发基础能力—Python进阶、API接口调用、大模型开发框架LangChain等实操✅应用场景开发—智能问答系统、企业知识库、AIGC内容生成工具、行业定制化大模型应用✅项目落地流程—需求拆解、技术选型、模型调优、测试上线、运维迭代✅面试求职冲刺—岗位JD解析、简历AI项目包装、高频面试题汇总、模拟面经以上6大模块看似清晰好上手实则每个部分都有扎实的核心内容需要吃透我把大模型的学习全流程已经整理好了抓住AI时代风口轻松解锁职业新可能希望大家都能把握机遇实现薪资/职业跃迁这份完整版的大模型 AI 学习资料已经上传CSDN朋友们如果需要可以微信扫描下方CSDN官方认证二维码免费领取【保证100%免费】