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Updated 4mo ago

by suyuan2022

ai-dev-pipeline

AI Dev Pipeline — 12 个 Claude Code Skill 组成的完整 AI 辅助开发管线

Works with
  • Claude

29 GitHub stars (29)

Steady at 29 stars — no new stars in the 16 days since Sep 30.

  • 12 skills (12 skills found in its SKILL.md files)
  • 6 forks (6 forks)
  • 4mo ago last update (Last updated 4mo ago)

Install

Skills CLI

npx skills add suyuan2022/ai-dev-pipeline

Asks which skills and agents to install. Just one: npx skills add suyuan2022/ai-dev-pipeline --skill bugfix — add -g for every project.

Claude Code

git clone https://github.com/suyuan2022/ai-dev-pipelinecp -r "ai-dev-pipeline/skills/bugfix" ~/.claude/skills/

Copies the bugfix skill into ~/.claude/skills/ for every project (use .claude/skills/ for one project). Repeat for the other skills listed below.

Plugin

/plugin marketplace add suyuan2022/ai-dev-pipeline

Run inside Claude Code if the repository ships a plugin marketplace, then pick plugins from /plugin.

Skills can run code on your machine — read the SKILL.md first.

What it does

In the author's own words, from each skill's SKILL.md.

  • bugfix

    All bugs start here. Disciplined 7-phase diagnosis loop (Phase 0-6) for bugs and performance regressions. Load context → build feedback loop → reproduce → hypothesise → instrument → fix → knowledge capture. Use when user says "bugfix" / "fix this bug" / reports a bug / says something is broken/throwing/failing / describes a performance regression, or when E2E verification fails.

    skills/bugfix/SKILL.md on GitHub (opens in a new tab)
  • e2e-verify

    E2E verification agent. Reads PRD Acceptance Criteria from a GitHub Issue, runs structured verification (prerequisites → smoke → core AC → regression → edge states), and reports pass/fail evidence. Uses the best method per scenario: DB/curl for data, browser for UI. Never gives fix suggestions — only facts. Use when user says "e2e-verify" / "e2e" / "验收" / "验证一下" / "跑一下 AC", or when the execution…

    skills/e2e-verify/SKILL.md on GitHub (opens in a new tab)
  • functional-test

    功能测试陪测员——把散乱的测试点整理成"最短路径测试分组",然后陪用户跑测试。 生成两份文档:技术版(开发者用,runbook + DB 校验 + 实时对话反馈)和同事版(非技术人员用,交互式 HTML + 截图粘贴 + 导出分享)。 当用户提到"功能测试""测试清单""帮我测""写测试用例""测试分组""陪我测""QA""回归测试" "测试表""测试文档""测试 checklist"时触发。 也适用于:用户给出一堆待测功能点想要整理顺序、拿到同事的测试记录想要更新清单、 需要一个 AI 陪测员在手测时实时查 DB 校验数据。

    skills/functional-test/SKILL.md on GitHub (opens in a new tab)
  • grill-with-docs

    Grilling session that challenges your plan against the existing domain model, sharpens terminology, and updates documentation (CONTEXT.md, ADRs) inline as decisions crystallise. Use when user wants to stress-test a plan against their project's language and documented decisions.

    skills/grill-with-docs/SKILL.md on GitHub (opens in a new tab)
  • handoff

    Compact the current conversation into a handoff document for another agent to pick up.

    skills/handoff/SKILL.md on GitHub (opens in a new tab)
  • improve-codebase-architecture

    Find deepening opportunities in a codebase, informed by the domain language in CONTEXT.md and the decisions in docs/adr/. Use when the user wants to improve architecture, find refactoring opportunities, consolidate tightly-coupled modules, or make a codebase more testable and AI-navigable.

    skills/improve-codebase-architecture/SKILL.md on GitHub (opens in a new tab)
  • lsp-setup

    为当前代码仓库配置 LSP 代码智能——安装 LSP 语言服务器、配置 Codex LSP MCP、 安装 LSP 会话 hook、写入检索规则到项目 CLAUDE.md / AGENTS.md。 所有配置写入项目工作目录(.claude/ .codex/),不污染全局。 触发场景:lsp-setup、配置 LSP、装 LSP、LSP 不工作、goToDefinition 不能用、 findReferences 失败、hover 没反应、新项目配环境、开发环境初始化、dev setup。

    skills/lsp-setup/SKILL.md on GitHub (opens in a new tab)
  • prototype

    Build a throwaway prototype to flesh out a design before committing to it. Routes between two branches — a runnable terminal app for state/business-logic questions, or several radically different UI variations toggleable from one route. Use when the user wants to prototype, sanity-check a data model or state machine, mock up a UI, explore design options, or says "prototype this", "let me play wit…

    skills/prototype/SKILL.md on GitHub (opens in a new tab)
  • tdd

    Test-driven development with red-green-refactor loop. Use when user wants to build features or fix bugs using TDD, mentions "red-green-refactor", wants integration tests, or asks for test-first development.

    skills/tdd/SKILL.md on GitHub (opens in a new tab)
  • thermo-nuclear-code-quality-review

    Run an extremely strict maintainability review for abstraction quality, giant files, and spaghetti-condition growth. Use for a thermo-nuclear code quality review, thermonuclear review, deep code quality audit, or especially harsh maintainability review.

    skills/thermo-nuclear-code-quality-review/SKILL.md on GitHub (opens in a new tab)
  • to-issues

    Break a plan, spec, or PRD into independently-grabbable issues on the project issue tracker using tracer-bullet vertical slices. Use when user wants to convert a plan into issues, create implementation tickets, or break down work into issues.

    skills/to-issues/SKILL.md on GitHub (opens in a new tab)
  • to-prd

    Turn the current conversation context into a PRD and publish it to the project issue tracker. Use when user wants to create a PRD from the current context.

    skills/to-prd/SKILL.md on GitHub (opens in a new tab)

Review before you install

A skill is a set of instructions and scripts your agent will follow, and it can run code on your machine. Read the SKILL.md and any scripts first — this listing is not a security review.