explaingit

suyuan2022/ai-dev-pipeline

12ShellAudience · developerComplexity · 3/5LicenseSetup · moderate

TLDR

A set of 12 Claude Code skills that form an AI-driven development pipeline, taking a software idea from initial concept through requirements, coding, testing, and a pull request with minimal human input.

Mindmap

mindmap
  root((ai-dev-pipeline))
    Pipeline Stages
      Idea interview
      Requirements doc
      Task splitting
      Code writing
    Quality Gates
      Code review
      End-to-end checks
      Bug fixing
    Human Touch Points
      Refine idea
      Approve requirements
      Manual testing
    Setup
      Shell install script
      Symlinked skills
      CLAUDE.md routing
Click or tap to explore — scroll the page freely

Code map

Detail Auto

An interactive map of this repo's files and how they connect — its source is parsed live in your browser. Click Visualize to build it.

filefunction / class

Things people build with this

USE CASE 1

Turn a vague software idea into a tested pull request by running the 12-skill pipeline with Claude Code.

USE CASE 2

Automate requirements writing, task breakdown, and code review so you only step in for idea refinement and manual testing.

USE CASE 3

Add the CLAUDE.md routing template to any project so Claude Code knows which skill to use for new features, debugging, or context handoffs.

Tech stack

ShellClaude Code

Getting it running

Difficulty · moderate Time to first run · 30min

Requires Claude Code installed, run the shell install script to symlink skills into the directories Claude Code and Codex scan for custom skills.

MIT license, use freely for any purpose including commercial, as long as you keep the copyright notice.

In plain English

This repository is a collection of 12 skills for Claude Code, Anthropic's AI coding assistant. Together they form a structured development pipeline meant to take a software idea all the way from initial concept through to a tested, reviewed pull request, with the AI handling most of the work at each stage. The pipeline starts with a skill that interviews you about your idea and pushes for missing details, then moves through creating a product requirements document, splitting the work into development tasks, writing code using test-driven methods, reviewing code quality, running end-to-end verification against acceptance criteria, and fixing bugs if verification fails. There are also skills for manual testing sessions, handing off context when an AI session is running low on memory, and improving code architecture over time. Only three of the twelve skills require active human input: refining the idea at the start, confirming the requirements document before work begins, and participating in manual testing at the end. The rest run with minimal intervention. Installation involves cloning the repository and running a short shell script that creates symbolic links from the skills folder into the directories where Claude Code and Codex look for custom skills. After that, a single git pull updates both tools at once. The README also includes a routing template written for the CLAUDE.md configuration file. Pasting it into your project tells the AI which skill to reach for in each situation, such as starting a new feature, debugging an error, or handling a context-full session. This project is primarily documented in Chinese. It is released under the MIT license.

Copy-paste prompts

Prompt 1
Start the ai-dev-pipeline idea-interview skill in Claude Code for a new feature: a user authentication system with email and password login.
Prompt 2
After the requirements skill creates a PRD for my project, walk me through approving it and triggering the task-splitting skill to generate development tickets.
Prompt 3
Use the ai-dev-pipeline context-handoff skill to summarize the current session state so a new Claude Code session can continue the work without losing progress.
Prompt 4
Add the ai-dev-pipeline CLAUDE.md routing template to my existing project and explain which skill gets triggered when I report a bug.
Open on GitHub → Explain another repo

← suyuan2022 on gitmyhub — every repo by this author, as a profile.

Verify against the repo before relying on details.