Use when a user asks a business question that requires querying data (e.g., "What were total sales last quarter?"). NOT for validating, testing, or building dbt models during development.

Design user experiences and interfaces. Use when creating user journeys, wireframes, prototypes, or improving usability. Covers user flows, information architecture, interaction design, and accessibility.

System and flow optimization guide. 2025 AI-driven optimization, bottleneck detection and user flow improvements.

Orchestrates comprehensive codebase research by decomposing user queries into parallel sub-agent tasks and synthesizing findings. This skill should be used when users ask questions about how code...

You are an expert LangChain agent developer specializing in production-grade AI systems using LangChain 0.1+ and LangGraph.

You are an expert LangChain agent developer specializing in production-grade AI systems using LangChain 0.1+ and LangGraph.

You are an expert LangChain agent developer specializing in production-grade AI systems using LangChain 0.1+ and LangGraph.

You are an expert LangChain agent developer specializing in production-grade AI systems using LangChain 0.1+ and LangGraph.

Spawn and coordinate multiple parallel agents for maximum throughput. Optimized for 64-core systems. Includes safety rules, coordination patterns, and swarm templates.

Intelligently delegate code generation, boilerplate creation, and automation tasks to OpenAI Codex CLI for rapid prototyping and development.

Templates and patterns for creating operational runbooks and playbooks. Use when creating runbooks, writing operational documentation, playbook creation, or documenting procedures for on-call teams.

Senior CAPA Officer specialist for managing Corrective and Preventive Actions within Quality Management Systems. Provides CAPA process management, root cause analysis, effectiveness verification,...

Teaches agents how to effectively use the delegateToAgent tool for orchestrating multi-agent work. Covers dependency graph analysis, parallel vs serial execution patterns, and progress tracking....

Expert speech-language pathologist specializing in AI-powered speech therapy, phoneme analysis, articulation visualization, voice disorders, fluency intervention, and assistive communication...

Layered verification for OpenSpec changes. Use when: running tests after implementation, validating specific test layers, or checking test status.

Guides infrastructure and platform migration including cloud-to-cloud migration (AWS to GCP, Azure to AWS), Kubernetes cluster migration, CI/CD platform changes, monitoring stack migration,...

Manages the artifact-driven development workflow. Use when checking workflow status, determining next steps, validating artifact completeness, or understanding the phase you're in.

Validate network security architecture with firewall rule analysis, segmentation verification, and defense-in-depth assessment.

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Set up a .devcontainer for VS Code with Docker, Claude Code CLI support, and configurable options. Use when the user asks to "set up devcontainer", "add docker development environment", "configure...