Does this skill modify my project files?

No, this skill is read-only. it analyzes your codebase to provide recommendations, but you or Claude must manually implement the suggestions.

Which tech stacks can it analyze?

It supports a wide range of environments including Node.js (JavaScript/TypeScript), Python, Go, Rust, and Java by detecting standard configuration files like package.json or pyproject.toml.

Can it help with team-wide configurations?

Yes, it can recommend MCP server setups and hooks that can be committed to your repository to ensure everyone on your team has a consistent Claude Code experience.

How do I implement the recommendations?

After the skill provides recommendations, you can ask Claude to help you set them up, such as creating a new Skill file or adding a configuration to your .claude/settings.json.

Claude Automation Recommender

Name: Claude Automation Recommender
Author: anthropics

byanthropics

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4,786

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Productivity & Workflow

Analyzes your codebase to provide tailored recommendations for Claude Code automations, including hooks, MCP servers, and subagents.

The Claude Automation Recommender is a diagnostic powerhouse designed to optimize your development experience by identifying the most impactful ways to extend Claude Code within your specific project. By scanning your repository's structure, dependencies, and configuration files, it generates a curated list of high-value automations—such as automatic linting hooks, documentation-lookup MCP servers, and parallel code-review subagents—that align with your stack. This skill removes the guesswork from setting up a professional AI-assisted workflow, helping you leverage Claude's full extensibility from day one.

Key Features

01Tailored MCP server suggestions for external tools like GitHub, AWS, and Slack

02Comprehensive codebase profiling across multiple languages and frameworks

034,786 GitHub stars

04Parallel subagent templates for specialized tasks like security or UI review

05Custom Skill and Plugin recommendations based on project patterns

06Workflow optimization via Pre-tool and Post-tool hook configurations

Use Cases

01Optimizing existing workflows by discovering relevant MCP servers for libraries like Stripe or Supabase

02Standardizing team-wide coding conventions using automated post-edit hooks

03Setting up a new project with Claude Code to ensure maximum productivity immediately

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add anthropics/claude-plugins-official claude-automation-recommender

For use in Claude.ai and ChatGPT

Download Skill