Can I use this for any programming language?

Yes, it supports a wide range of ecosystems including JavaScript, Python, Rust, Go, and Java by checking for standard configuration and lock files.

What kind of automations can it recommend?

It suggests Hooks (for tool events), Subagents (for parallel analysis), Skills (for repeatable tasks), Plugins, and MCP Servers (for external integrations).

How does it determine which MCP servers I need?

The skill scans your dependency files (like package.json or pyproject.toml) to detect libraries, databases, and APIs you use, then maps them to compatible MCP servers.

Does this skill automatically modify my project files?

No, this is a read-only skill. It analyzes your codebase and provides recommendations, allowing you to choose which automations to implement yourself.

What if I want more recommendations than the default output?

The skill defaults to the top 1-2 most valuable recommendations per category to avoid overwhelm, but you can ask Claude for more options in any specific category.

Claude Automation Recommender

Name: Claude Automation Recommender
Author: mbarnes-code

bymbarnes-code

0•

생산성 및 워크플로

Analyzes codebase patterns to recommend tailored Claude Code automations including hooks, subagents, and MCP servers.

This skill optimizes your Claude Code development environment by scanning your project's structure, dependencies, and configuration files to identify the most impactful extensibility options. It provides a curated list of recommendations—such as Model Context Protocol (MCP) servers, custom skills, automation hooks, and specialized subagents—specifically tailored to your technology stack. Whether you are setting up a project for the first time or looking to streamline an existing workflow, this skill serves as an intelligent guide to help you leverage Claude's full potential without manually searching through documentation.

주요 기능

01Specialized subagent patterns for parallel code reviews and security audits

020 GitHub stars

03Automatic tech stack detection across multiple languages and frameworks

04Tailored MCP server suggestions for database, API, and cloud integration

05Project-specific skill templates to automate repetitive development tasks

06Custom hook recommendations for automated linting, formatting, and testing

사용 사례

01Initial setup and onboarding of Claude Code for a new repository

02Discovering relevant Model Context Protocol (MCP) servers based on project dependencies

03Optimizing development workflows by identifying missing automation opportunities

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add mbarnes-code/multi-agent-vllm claude-automation-recommender

For use in Claude.ai and ChatGPT

Download Skill