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goodnessibeh
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claude-automation-recommender

Analyze codebases to recommend Claude Code automations like hooks and MCP servers.

1|3|Updated Apr 9, 2026
Search Tags:#automation#software engineering#Claude Code#codebase analysis#AI-assisted development
One-click install
npx skills add https://github.com/goodnessibeh/ai-dev-boilerplate --skill claude-automation-recommender-goodnessibeh
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: claude-automation-recommender
Source: https://github.com/goodnessibeh/ai-dev-boilerplate/tree/main/.claude/plugins/marketplaces/claude-plugins-official/plugins/claude-code-setup/skills/claude-automation-recommender
Command: npx skills add https://github.com/goodnessibeh/ai-dev-boilerplate --skill claude-automation-recommender-goodnessibeh

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires python, and includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill addresses the challenge of identifying and implementing Claude Code automations, enhancing productivity and efficiency in AI-assisted development workflows.

Core Features & Use Cases

  • Codebase Analysis: Automatically analyzes the structure and dependencies of a codebase to suggest relevant automations.
  • Automation Recommendations: Provides tailored recommendations for hooks, subagents, skills, plugins, and MCP servers.
  • Use Case: For a project with a complex frontend and backend, the Skill can recommend specific MCP servers for API documentation and testing tools, as well as hooks for automated formatting and linting.

Quick Start

Run the 'claude automation-recommender' skill to analyze your codebase and get automation recommendations.

Frequently Asked Questions about claude-automation-recommender

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

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

The skill analyzes your codebase structure and dependencies to recommend tailored Claude Code automations. It suggests relevant hooks, subagents, skills, plugins, and MCP servers to optimize your AI-assisted development workflow.

What kind of Claude Code automations can I get recommendations for?▼

Recommendations include hooks, subagents, skills, plugins, and MCP servers tailored to your codebase. For complex projects, it identifies specific MCP servers for API testing and hooks for automated formatting and linting.

Do I need Python to run codebase analysis for AI-assisted development recommendations?▼

Yes, Python is required to run codebase analysis for AI-assisted development recommendations. The skill relies on Python scripts to perform code analysis and uses YAML files for configuration to output accurate automation recommendations.

Can I use Claude Code hooks and subagents to automate formatting and linting?▼

Yes, the automation-recommender identifies opportunities to implement Claude Code hooks for automated formatting and linting. It analyzes your codebase to provide specific recommendations for integrating these automations into your development workflow.

What is the best way to identify relevant MCP servers for my software engineering project?▼

The best way to identify relevant MCP servers is by analyzing your codebase structure and dependencies. The automation-recommender skill scans your project to recommend specific MCP servers for API documentation and testing tools tailored to your workflow.

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