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claude-automation-recommender

This skill analyzes a codebase to identify and recommend tailored Claude Code automations including hooks, subagents, skills, plugins, and MCP servers based on detected project patterns and dependencies. Use it when you need optimization suggestions for Claude Code workflows, want to set up automation for a project, or seek guidance on which Claude Code features best fit your existing codebase.

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git clone --depth 1 https://github.com/secondsky/sap-skills /tmp/claude-automation-recommender && cp -r /tmp/claude-automation-recommender/.agents/skills/claude-automation-recommender ~/.claude/skills/claude-automation-recommender
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SKILL.md

# 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:

```bash
# Detect project type and tools
ls -la package.json pyproject.toml Cargo.toml go.mod pom.xml 2>/dev/null
cat package.json 2>/dev/null | head -50

# Check dependencies for MCP server recommendations
cat package.json 2>/dev/null | grep -E '"(react|vue|angular|next|express|fastapi|django|prisma|supabase|stripe)"'

# Check for existing Claude Code config
ls -la .claude/ CLAUDE.md 2>/dev/null

# Analyze project structure
ls -la src/ app/ lib/ tests/ components/ pages/ api/ 2>/dev/null
```

**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 |

### Phase 2: Generate Recommendations

Based on analysis, generate recommendations across all categories:

#### A. MCP Server Recommendations

See [references/mcp-servers.md](references/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 [references/skills-reference.md](references/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 [references/hooks-patterns.md](references/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 [references/subagent-templates.md](references/subagent-templates.md) for templates.

| Codebase Signal | Recommended Subagent |
|-----------------|---------------------|
| Large codebase (>500 files) | **code-reviewer** - Parallel code review |
| Auth/payments code | **security-reviewer** - S