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AvaTar-ArTs
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automation-recommender

Analyze codebases to recommend Claude Code automation hooks, subagents, skills, plugins, and MCP servers.

Updated May 11, 2026
Search Tags:#automation#codebase#hooks#subagents#claude-code#recommendations#analyze
One-click install
npx skills add https://github.com/AvaTar-ArTs/my-supremepowers --skill automation-recommender-avatar-arts
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: automation-recommender
Source: https://github.com/AvaTar-ArTs/my-supremepowers/tree/main/qwen_skills/automation-recommender
Command: npx skills add https://github.com/AvaTar-ArTs/my-supremepowers --skill automation-recommender-avatar-arts

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Analyze the codebase to identify automation opportunities that optimize Claude Code workflows and reduce manual setup overhead.

Core Features & Use Cases

  • Analyze codebase patterns to generate top automation recommendations across hooks, subagents, skills, plugins, and MCP servers
  • Provide structured guidance including invocation templates and implementation steps for each recommended automation
  • Use this in project onboarding, refactoring, and workflow optimization to accelerate Claude Code adoption

Quick Start

Run the recommender on your project root to receive prioritized automation suggestions for Claude Code.

Frequently Asked Questions about automation-recommender

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

FAQPage Schema
How do I identify automation opportunities in my codebase for Claude Code?▼

To identify automation opportunities for Claude Code, run an analysis tool on your project root. It scans codebase patterns to output prioritized recommendations for hooks, subagents, skills, plugins, and MCP servers.

What is the best way to set up Claude Code hooks and subagents for a new project?▼

The best way to set up Claude Code hooks and subagents is to analyze your project clues first. This generates structured recommendations with invocation templates and implementation steps tailored to your specific frontend, backend, or API project.

Can I generate MCP server recommendations based on my existing codebase patterns?▼

Yes, you can generate MCP server recommendations by analyzing your existing codebase patterns. The analysis reviews your project structure and proposes relevant MCP servers, skills, and plugins along with invocation details for quick implementation.

Does this automation recommender work for both frontend and backend project types?▼

Yes, the automation recommender works across typical project types including frontend, backend, API, and tests. It analyzes project-specific clues to propose tailored hooks and subagents that fit your particular development workflow.

How do I get implementation templates for Claude Code workflow optimizations?▼

To get implementation templates for Claude Code workflow optimizations, run an analysis on your codebase. It outputs structured guidance containing invocation templates and specific implementation steps for each recommended automation.

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