When should I run the Automation Recommender?

It is most useful when first setting up a project with Claude Code, or periodically as your project grows and you want to discover new ways to optimize your AI-assisted development.

What types of automations can it recommend?

It suggests Model Context Protocol (MCP) servers, custom hooks (pre/post-tool use), specialized subagents for parallel tasks, repeatable skills, and useful plugins.

How does it determine which MCP servers I need?

It scans project manifests like package.json, pyproject.toml, or Cargo.toml and analyzes your directory structure to identify specific databases, cloud providers, and third-party APIs you are using.

Does this skill modify my project files?

No, this skill is strictly read-only. It analyzes your code and provides a structured report of recommendations that you can choose to implement yourself.

Claude Automation Recommender

Name: Claude Automation Recommender
Author: brixtonpham

bybrixtonpham

0•

生产力与工作流

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

The Claude Automation Recommender is a diagnostic skill designed to optimize your development workflow by identifying the most impactful Claude Code extensibility options for your specific project. By scanning project architecture, dependencies, and configuration files, it provides actionable recommendations for MCP servers, custom hooks, specialized subagents, and essential plugins. This read-only tool serves as a personalized consultant, helping you transition from basic AI assistance to a deeply integrated, automated development environment by surfacing the specific tools that match your stack.

主要功能

01Automated codebase dependency and framework detection

02Custom hook recommendations for automated linting, formatting, and safety

030 GitHub stars

04Specialized subagent templates for parallel code reviews and security audits

05Tailored MCP server suggestions for databases, APIs, and documentation

06Strategic plugin discovery based on detected frontend or backend technologies

使用场景

01Initial Claude Code setup for a new repository to maximize productivity from day one

02Identifying opportunities for parallel task processing using specialized subagents

03Optimizing an existing workflow by discovering relevant MCP servers and automation hooks

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add brixtonpham/dot-claude claude-automation-recommender

For use in Claude.ai and ChatGPT

Download Skill