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agentic-coding

An AI-Powered Coding Framework and Toolkit for Specification-Driven Development

开发流程 编写业务代码评审代码PR拆解开发任务 claude Updated 2026-08-02

Install & Use

Copy this prompt and send it to your AI assistant (Claude / Cursor / TRAE / Codex / WorkBuddy etc.) to auto-install:

Help me install this AI Skill: agentic-coding.
It is used for: An AI-Powered Coding Framework and Toolkit for Specification-Driven Development
Full Skill content: https://321skill.com/skills/agentic-coding/raw/index.md
Read that page and install it.

The prompt includes a link to the full Skill content. You can also view the full content.

This skill set addresses the lack of a unified process and standards in AI-assisted coding. Developers often lose context when switching between multiple tasks, leading to inconsistent code quality and inefficient reviews. The framework connects requirements, design, task breakdown, implementation, and review into a closed loop through Specification-Driven Development.

Usage is straightforward: simply integrate this repository into your project and follow the provided skill workflows. Start by creating a specification with starwave:creating-spec, then use next-task or make-it-so for incremental implementation, and finally format commits with the commit skill. The entire process is automated via Claude Code's built-in agent mechanism—you only need to describe requirements in natural language.

It is well-suited for developers who require high-quality code output and team collaboration, especially individuals or teams already using Claude Code and looking to boost development efficiency. For project managers and technical leads responsible for code review and architecture design, skills like peer-review-validator and local-review can significantly reduce review overhead.

We recommend adopting this framework consistently when starting new feature or module development. Note that it is primarily designed for the Claude Code environment; some skills rely on external AI systems (e.g., Gemini/Codex) but default to using local sub-agents on personal machines to prevent data leakage. We advise reading spec-workflow.md first to understand the complete workflow.

Key Features

Unlike traditional collections of AI coding prompts, Agentic Coding not only provides a series of reusable skills but also builds a complete closed-loop workflow around Specification-Driven Development—spanning requirements, design, tasks, implementation, review, and commit—while integrating cross-platform agents (GitHub/GitLab) and an intelligent fallback mechanism adaptable to personal/work machines.

Limitations

The framework currently only supports Claude Code as the AI backend. Some skills depend on external APIs (e.g., Gemini/Codex) and are enabled solely on personal machines. It also requires installing the rune CLI tool to manage workflows.

FAQ

What dependencies does this framework require?

You need to install Claude Code and the rune CLI tool, and ensure the project root contains the required CLAUDE.md configuration file.

Can local review be used on GitLab?

Yes, the `local-review` skill automatically detects whether the remote repository is GitHub or GitLab and adapts its API calls accordingly for review.

Installation guide for AI assistants

If your AI coding assistant (Claude Code, Cursor, TRAE etc.) can see this page, send it this message to auto-install:

Visit https://321skill.com/skills/agentic-coding/raw/index.md to read the original Skill definition (Markdown format) for agentic-coding, and install it according to the instructions.