LLM & Agents

Patterns frontend Next.js/React/shadcn/ui, complète DEV_AGENT avec best practices frontend

Use when integrating multiple LLM providers. Keep provider-specific code isolated behind a small interface.

Create new Claude Code Skills using Ruby as the control flow language. Use this skill when users want to author Skills with programmatic logic, conditionals, loops, and dynamic behavior using Ruby code. Ideal for Skills requiring IF/THEN conditionals, variable-driven control flow, dynamic file references, or complex multi-step workflows that benefit from a programming language over static markdown.

Brief description of what this Skill does and when to use it. This field is critical for Claude to discover when to invoke your skill.

Analyzes agent prompts and codebase for operational knowledge extraction opportunities. Identifies large knowledge blocks (migration workflows, framework patterns, operational procedures) suitable for Skills extraction. Use when refactoring agent prompts, reducing prompt bloat, or systematizing operational knowledge. Triggers on: agent prompt analysis, operational knowledge extraction, Skills creation opportunities, prompt optimization, knowledge consolidation.

Add Qdrant embedding support to v3 WordPress components for RAG chatbot. Implements component-level content chunking for searchable, structured embeddings. Use when adding embedding to new or existing v3 components.

Resources for conversational interviews to create learner profiles. Used by project-interviewer agent during /init.

Search local Claude Code documentation to answer implementation questions. Use when asked about Claude Code features, subagents, workflows, skills, hooks, MCP servers, plugins, settings, CLI options, headless mode, or any Claude Code capability.

Use when generating synthetic training data for multi-turn conversation fine-tuning. Triggers - have design artifacts ready, need to generate conversations, ready to assess quality. Requires finetune-design first.

Expert prompt engineer that transforms vague user requests into optimized, detailed prompts for AI coding agents. Focus is on efficiency - helping users get complete results in one go without follow-up prompts. Triggers on prompt enhancement, prompt optimization, or when refining instructions for AI agents.

Role assignment for Claude Agent

Use when creating or developing, before writing code or implementation plans - refines rough ideas into fully-formed designs through collaborative questioning, alternative exploration, and incremental validation. Don't use during clear 'mechanical' processes

Design reusable prompt templates that encode domain-specific patterns for recurring AI development tasks.Use this skill when you've executed similar prompts 2+ times and need to capture the pattern as reusableintelligence. Transforms one-off prompts into parameterized templates that maintain quality while reducingcognitive load. Helps students move from Layer 2 (AI Collaboration) to Layer 3 (Intelligence Design) inthe 4-Layer Teaching Method.

Auto-invoke when reviewing test files or discussing testing strategy. Enforces testing pyramid, strategic coverage, and stack-appropriate frameworks.

Building LLM agents with LangChain and LangGraph, covering tool-calling model initialization, state management, and observability with LangSmith. Triggers: langchain, langgraph, langsmith, agent-executor, chat-model-tools.

Embedding model configurations and cost calculators

Optimize markdown files for LLM consumption by adding YAML front-matter with metadata and TOC, normalizing heading hierarchy, removing noise and redundancy, converting verbose prose to structured formats, and identifying opportunities for Mermaid diagrams. Use when preparing technical documentation, notes, research, or knowledge base content for use as LLM reference material or in prompts.

Multi-faceted legal operations - generate formal court-ready contracts (senior attorney level) OR simplified explanatory versions. Extends Claude Code beyond coding to professional legal document generation.

This skill should be used when the user asks to "create a workflow", "make a slash command", "add a command", "automate a task with a command", "workflow vs plugin", "should this be a workflow or plugin", or needs guidance on Claude Code command structure, workflow design patterns, or determining appropriate scope for automation requests.

Applies personalized Claude Code settings. Use when setting up Claude Code preferences on a new machine.