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QualityJavaScript

AI Developer Guide

by shinpr

AI Developer Guide is a Quality skill for Claude Code, published by shinpr in claude-code-workflows.

669 stars102 forkson shinpr/claude-code-workflowsAdded 2026/08/24Repository updated 2026/08/23
View source on GitHubDownload repo ZIP
agent-skillsagentic-aiagentic-codingai-agentsanthropicclaude-codeclaude-code-pluginclaude-code-skillcode-qualitycode-reviewdeveloper-toolsdevelopment-workflowllm-orchestrationproductivitysubagents
Install in seconds
Install AI Developer Guide
Copy AI Developer Guide into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.
terminal
npx degit https://github.com/shinpr/claude-code-workflows/tree/main/skills/ai-development-guide ~/.claude/skills/ai-development-guide

Requires Node.js. Downloads this skill only — not the rest of the repository — into your Claude Code skills folder.

Without Node.js

git clone https://github.com/shinpr/claude-code-workflows.git

Clones the whole repository, then copy the skill’s own directory into your skills folder yourself.

In this catalog

Source file
skills/ai-development-guide/SKILL.md in shinpr/claude-code-workflows
Installs to
~/.claude/skills/ai-development-guide
Collection
One of 25 skills cataloged from this repository
Category
Quality — 1354 skills

What AI Developer Guide does

AI Developer Guide applies decision criteria, anti-pattern detection, debugging, and quality gates for backend or language-agnostic implementation reviews. Use it to assess code smells, failures, completeness, and fallback behavior.

AI Developer Guide is cataloged under Quality on DirSkills. AI Developer Guide comes from a repository tagged agent-skills, agentic-ai, agentic-coding, ai-agents and anthropic.

Frequently asked about AI Developer Guide

  • What else does shinpr publish alongside AI Developer Guide?

    AI Developer Guide is one of 25 skills that DirSkills catalogs from shinpr/claude-code-workflows, the repository it ships in. Its siblings there include Coding Principles, Documentation Criteria and External Resource Context. Each one is a separate skill with its own page in this directory, installs the same way AI Developer Guide does, and is maintained by shinpr in that same repository. The rest of the collection is listed on the shinpr/claude-code-workflows page.

  • How does AI Developer Guide compare to other Quality skills?

    AI Developer Guide ranks #1083 by stars among the 1354 Quality skills in this catalog. The most-starred ones next to it are Benchmark, Benchmark Optimization Loop and API Design Patterns. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of AI Developer Guide against them. Open each page to compare what they document and how they install.

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AI Developer Guide is one of 25 skills cataloged on DirSkills from shinpr/claude-code-workflows.

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