Claude Automation Recommender

Analyze codebase patterns to recommend tailored Claude Code automations across all extensibility options.

This skill is read-only. It analyzes the codebase and outputs recommendations. It does NOT create or modify any files. Users implement the recommendations themselves or ask Claude separately to help build them.

Output Guidelines

• Recommend 1-2 of each type: Don't overwhelm - surface the top 1-2 most valuable automations per category
• If user asks for a specific type: Focus only on that type and provide more options (3-5 recommendations)
• Go beyond the reference lists: The reference files contain common patterns, but use web search to find recommendations specific to the codebase's tools, frameworks, and libraries
• Tell users they can ask for more: End by noting they can request more recommendations for any specific category

Automation Types Overview

Type	Best For
Hooks	Automatic actions on tool events (format on save, lint, block edits)
Subagents	Specialized reviewers/analyzers that run in parallel
Skills	Packaged expertise, workflows, and repeatable tasks (invoked by Claude or user via /skill-name)
Plugins	Collections of skills that can be installed
MCP Servers	External tool integrations (databases, APIs, browsers, docs)

Workflow

Phase 1: Codebase Analysis

Gather project context using Read, Glob, and Grep tools:

1. Detect project type: Use Glob to find package.json, pyproject.toml, Cargo.toml, go.mod, pom.xml
2. Read manifest files: Use Read on detected manifests to identify dependencies and frameworks
3. Search for framework signals: Use Grep to find imports/requires for key libraries (React, Express, FastAPI, etc.)
4. Check existing config: Use Glob for .claude/, CLAUDE.md, .mcp.json
5. Map project structure: Use Glob for src/, app/, lib/, tests/, components/, pages/, api/

Key Indicators to Capture:

Category	What to Look For	Informs Recommendations For
Language/Framework	package.json, pyproject.toml, import patterns	Hooks, MCP servers
Frontend stack	React, Vue, Angular, Next.js	Playwright MCP, frontend skills
Backend stack	Express, FastAPI, Django	API documentation tools
Database	Prisma, Supabase, raw SQL	Database MCP servers
External APIs	Stripe, OpenAI, AWS SDKs	context7 MCP for docs
Testing	Jest, pytest, Playwright configs	Testing hooks, subagents
CI/CD	GitHub Actions, CircleCI	GitHub MCP server
Issue tracking	Linear, Jira references	Issue tracker MCP
Docs patterns	OpenAPI, JSDoc, docstrings	Documentation skills

If analysis yields few signals: Fall back to recommending universal automations (context7 MCP, auto-format hooks, code-reviewer subagent) and use WebSearch to find recommendations specific to the detected language/runtime.

Phase 2: Generate Recommendations

Based on analysis, generate recommendations across all categories:

A. MCP Server Recommendations

See mcp-servers.md for detailed patterns.

Codebase Signal	Recommended MCP Server
Uses popular libraries (React, Express, etc.)	context7 - Live documentation lookup
Frontend with UI testing needs	Playwright - Browser automation/testing
Uses Supabase	Supabase MCP - Direct database operations
PostgreSQL/MySQL database	Database MCP - Query and schema tools
GitHub repository	GitHub MCP - Issues, PRs, actions
Uses Linear for issues	Linear MCP - Issue management
AWS infrastructure	AWS MCP - Cloud resource management
Slack workspace	Slack MCP - Team notifications
Memory/context persistence	Memory MCP - Cross-session memory
Sentry error tracking	Sentry MCP - Error investigation
Docker containers	Docker MCP - Container management

B. Skills Recommendations

See skills-reference.md for details.

Create skills in .claude/skills/<name>/SKILL.md. Some are also available via plugins:

Codebase Signal	Skill	Plugin
Building plugins	skill-development	plugin-dev
Git commits	commit	commit-commands
React/Vue/Angular	frontend-design	frontend-design
Automation rules	writing-rules	hookify
Feature planning	feature-dev	feature-dev

Custom skills to create (with templates, scripts, examples):

Codebase Signal	Skill to Create	Invocation
API routes	api-doc (with OpenAPI template)	Both
Database project	create-migration (with validation script)	User-only
Test suite	gen-test (with example tests)	User-only
Component library	new-component (with templates)	User-only
PR workflow	pr-check (with checklist)	User-only
Releases	release-notes (with git context)	User-only
Code style	project-conventions	Claude-only
Onboarding	setup-dev (with prereq script)	User-only

C. Hooks Recommendations

See hooks-patterns.md for configurations.

Codebase Signal	Recommended Hook
Prettier configured	PostToolUse: auto-format on edit
ESLint/Ruff configured	PostToolUse: auto-lint on edit
TypeScript project	PostToolUse: type-check on edit
Tests directory exists	PostToolUse: run related tests
.env files present	PreToolUse: block .env edits
Lock files present	PreToolUse: block lock file edits
Security-sensitive code	PreToolUse: require confirmation

D. Subagent Recommendations

See subagent-templates.md for templates.

Codebase Signal	Recommended Subagent
Large codebase (>500 files)	code-reviewer - Parallel code review
Auth/payments code	security-reviewer - Security audits
API project	api-documenter - OpenAPI generation
Performance critical	performance-analyzer - Bottleneck detection
Frontend heavy	ui-reviewer - Accessibility review
Needs more tests	test-writer - Test generation

E. Plugin Recommendations

See plugins-reference.md for available plugins.

Codebase Signal	Recommended Plugin
General productivity	anthropic-agent-skills - Core skills bundle
Document workflows	Install docx, xlsx, pdf skills
Frontend development	frontend-design plugin
Building AI tools	mcp-builder for MCP development

Phase 3: Output Recommendations Report

See output-template.md for the full report template. Only include 1-2 recommendations per category — the most valuable ones for this specific codebase. Skip irrelevant categories.

Reference Files

Reference	Content
mcp-servers.md	Detection patterns for 19+ MCP servers
skills-reference.md	Custom skill templates with code examples
hooks-patterns.md	Hook detection patterns and configurations
subagent-templates.md	Subagent templates with model selection guide
plugins-reference.md	Official plugin catalog
output-template.md	Report formatting template
decision-framework.md	When to recommend each type + config tips