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claude-automation-recommender

Analyze codebases to recommend Claude Code automations for development workflows.

Updated Mar 8, 2026
Search Tags:#automation#claude code#hooks#subagents#mcp#plugins#workflow optimization
One-click install
npx skills add https://github.com/aah-stack/anthropic --skill claude-automation-recommender-aah-stack
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: claude-automation-recommender
Source: https://github.com/aah-stack/anthropic/tree/main/plugins/claude-code-setup/skills/claude-automation-recommender
Command: npx skills add https://github.com/aah-stack/anthropic --skill claude-automation-recommender-aah-stack

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill helps developers identify the most valuable Claude Code automations for a project by analyzing codebase patterns and reducing the guesswork involved in configuring hooks, skills, plugins, MCP servers, and subagents.

Core Features & Use Cases

  • Codebase Analysis: Examines project structure, dependencies, frameworks, testing setups, and existing Claude Code configuration to identify automation opportunities.
  • Automation Recommendations: Suggests targeted hooks, subagents, skills, plugins, and MCP servers based on detected development workflows and tools.
  • Use Case: A developer starting Claude Code in a new repository can use this Skill to receive a prioritized setup plan tailored to their languages, frameworks, and engineering practices.

Quick Start

Ask the Claude automation recommender skill to analyze this project and recommend the most useful Claude Code automations.

Frequently Asked Questions about claude-automation-recommender

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I identify useful Claude Code automations for my project?▼

Identifying useful Claude Code automations requires analyzing your codebase patterns, dependencies, and development workflows to recommend targeted hooks, subagents, skills, plugins, and MCP servers tailored to your project.

What's the best way to configure Claude Code hooks and subagents for a new repository?▼

Configuring Claude Code hooks and subagents for a new repository is best handled by inspecting project structure, frameworks, and tooling to generate a prioritized setup plan tailored to your engineering practices.

How does codebase analysis determine which MCP servers and plugins to recommend?▼

Codebase analysis determines MCP server and plugin recommendations by examining project structure, dependencies, frameworks, testing setups, and existing Claude Code configuration to detect automation opportunities.

Can I use this automation recommender with any framework or testing setup?▼

You can use this automation recommender with any framework or testing setup, provided your environment supports repository inspection capabilities for structured evaluation of development patterns and tooling.

When do I need to set up workflow optimization for Claude Code?▼

You need workflow optimization for Claude Code when starting in a new repository or when reducing guesswork in configuring hooks, skills, plugins, MCP servers, and subagents for your development workflows.

What are the limitations of automating Claude Code workflows through codebase analysis?▼

Limitations of automating Claude Code workflows through codebase analysis include the requirement for repository inspection capabilities and structured evaluation of dependencies, frameworks, and tooling to function correctly.

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