claude-automation-recommender

The claude-automation-recommender skill analyzes an existing codebase and provides tailored recommendations for improving Claude Code workflows through automation and extensibility features. It is designed to help developers identify the most valuable automation opportunities based on the structure, frameworks, dependencies, and tooling already present in a project. Rather than modifying files or configuring automations directly, the skill performs a read-only assessment of the repository and produces actionable recommendations for hooks, subagents, skills, plugins, and MCP servers. This helps teams avoid manual trial-and-error when setting up Claude Code for a new or existing project.

The skill works by inspecting common project indicators such as package manifests, framework dependencies, testing tools, database integrations, CI/CD configurations, and documentation patterns. It detects technologies like React, Next.js, Express, FastAPI, Django, Prisma, Supabase, Playwright, and Stripe integrations to recommend compatible Claude Code automations. Recommendations are prioritized to avoid overwhelming users, typically surfacing the top one or two options per category. The skill can also narrow its output when users request recommendations for a specific automation type, such as MCP servers or hooks. In addition, it evaluates existing Claude Code configuration files to provide context-aware suggestions.

This skill is intended for developers, engineering teams, and technical leads who want to optimize their Claude Code setup, improve development workflows, or discover automation opportunities within a codebase. It is especially useful during project onboarding, architecture reviews, workflow standardization, or when scaling engineering productivity. Teams working with frontend frameworks, backend APIs, databases, automated testing, or cloud infrastructure can use the generated recommendations to build more efficient and maintainable Claude Code environments.