Analyze a codebase and recommend Claude Code automations (hooks, subagents, skills, plugins, MCP servers). Use when user asks for automation recommendations, wants to optimize their Claude Code setup, mentions improving Claude Code workflows, asks how to first set up Claude Code for a project, or wants to know what Claude Code features they should use.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# 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 |
…
The line at the top of this page pins the label git:20261015.4096849, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
GET https://markdownregistry.com/api/v1/artifacts/art_fptw3x2ebasqpxyq
GET https://markdownregistry.com/api/v1/resolve?ref=skateddu/claude-code-python-setup/claude-automation-recommender
GET https://markdownregistry.com/api/v1/blob/441c57e26f0931b64dd085deaad9213c4e3efea27d916dd7443cd33c7e338227
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
skateddu/claude-code-python-setup · .claude/skills/claude-api/SKILL.md · Reference for the Claude API / Anthropic SDK — model ids, pricing, params, streaming, tool use, MCP, agents, caching…
skateddu/claude-code-python-setup · .claude/skills/claude-md-improver/SKILL.md · Audit and improve CLAUDE.md files in repositories. Use when user asks to check, audit, update, improve, or fix…
skateddu/claude-code-python-setup · .claude/skills/django-verification/SKILL.md · Run the full Django verification loop — environment check, mypy and ruff checks, migration safety, pytest with coverage…
skateddu/claude-code-python-setup · .claude/skills/doc-coauthoring/SKILL.md · Guide users through a structured workflow for co-authoring documentation. Use when user wants to write documentation…
skateddu/claude-code-python-setup · .claude/skills/docker-patterns/SKILL.md · Docker and Docker Compose patterns for local development, container security, networking, volumes, and multi-service…
skateddu/claude-code-python-setup · .claude/skills/docx/SKILL.md · Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files) or Word…
anthropics/claude-plugins-official · plugins/claude-code-setup/skills/claude-automation-recommender/SKILL.md · Analyze a codebase and recommend Claude Code automations (hooks, subagents, skills, plugins, MCP servers). Use when…
sandbaseai/sandbase-skills · marketing/claude-automation-recommender/SKILL.md · Plan, implement, or review claude automation recommender work in an existing codebase with compatibility, security, and…
nota-america/forgecat-agent-profiles · profiles/anthropics/claude-plugins-official/anthropics_claude-plugins-official_claude-code-setup/for-codex/.agents/skills/claude-automation-recommender/SKILL.md · Analyze a codebase and recommend Claude Code automations (hooks,
nota-america/forgecat-agent-profiles · profiles/anthropics/claude-plugins-official/anthropics_claude-plugins-official_claude-code-setup/for-forgecat/skills/claude-automation-recommender/SKILL.md · Analyze a codebase and recommend Claude Code automations (hooks, subagents, skills, plugins, MCP servers). Use when…
nota-america/forgecat-agent-profiles · profiles/anthropics/claude-plugins-official/anthropics_claude-plugins-official_claude-code-setup/for-cursor/.cursor/skills/claude-automation-recommender/SKILL.md · Analyze a codebase and recommend Claude Code automations (hooks,
nota-america/forgecat-agent-profiles · profiles/anthropics/claude-plugins-official/anthropics_claude-plugins-official_claude-code-setup/for-claude/.claude/skills/claude-automation-recommender/SKILL.md · Analyze a codebase and recommend Claude Code automations (hooks,
