Scaffold a production-ready Litestar 2.x application with class-based controllers, DTOs, guards, SQLAlchemy plugin, and auto-generated OpenAPI docs.

Scaffold a Mongoose 8.x project with TypeScript, schemas, models, virtuals, instance/static methods, hooks (pre/post), discriminators, population, and connection management.

Use for publishing user packages to flox for use in Flox environments. Use for package distribution and sharing of builds defined in a flox environment.

Claude Codeセッションの正式な評価フレームワークで、評価駆動開発（EDD）の原則を実装します

Diagnose and fix oh-my-claudecode installation issues

Deep codebase initialization with hierarchical AGENTS.md documentation

libresource - Typed resource management with access control. ResourceIndex stores and retrieves resources with policy-based authorization. toInstance converts objects to typed instances. toResourceId parses URI strings. createResourceIndex factory. Use for persisting structured data, managing entities, and enforcing access control.

librel - Release management tools. VersionBumper handles semver version bumping for packages. ChangeDetector identifies changed packages between git commits. StackQuery retrieves CloudFormation stack outputs for deployments. Use for release automation, CI/CD pipelines, and deployment orchestration.

Frontend development patterns for React, Next.js, state management, performance optimization, and UI best practices.

Production machine-learning engineering workflow for data contracts, reproducible training, model evaluation, deployment, monitoring, and rollback. Use when building, reviewing, or hardening ML systems beyond one-off notebooks.

Interactive agent picker for composing and dispatching parallel teams. Use when composing and dispatching a parallel team of agents for a task.

Swift 6.2 Approachable Concurrency — single-threaded by default, @concurrent for explicit background offloading, isolated conformances for main actor types. Use when adopting Swift 6.2 concurrency — offloading with @concurrent or resolving main-actor isolation.

Decision framework for choosing between regex and LLM when parsing structured text — start with regex, add LLM only for low-confidence edge cases.

Quarkus 3.x LTS architecture patterns with Camel for messaging, RESTful API design, CDI services, data access with Panache, and async processing. Use for Java Quarkus backend work with event-driven architectures. Use when building or reviewing a Quarkus service, especially with Camel messaging or Panache data access.

Kubernetes workload patterns, resource management, RBAC, probes, autoscaling, ConfigMap/Secret handling, and kubectl debugging for production-grade deployments. Use when writing or reviewing Kubernetes manifests, or debugging probes, RBAC, autoscaling, or resource limits.

Transform Claude Code into a fully autonomous agent system with persistent memory, scheduled operations, computer use, and task queuing. Replaces standalone agent frameworks (Hermes, AutoGPT) by leveraging Claude Code's native crons, dispatch, MCP tools, and memory. Use when the user wants continuous autonomous operation, scheduled tasks, or a self-directing agent loop.

Core software engineering principles for code style, documentation, and development workflow. Applies when editing code, working in software repositories, or performing software development tasks.

Deploy ERC20 tokens with Uniswap V4 pools on Base, Ethereum, Arbitrum

Post-completion self-review for coding agents that runs simplify, harden, and micro-documentation passes on non-trivial code changes. Use when: a coding task is complete in a general agent session and you want a bounded quality and security sweep before signaling done. For CI pipeline execution, use simplify-and-harden-ci.

Systematically map threat actor behavior and observed IOCs to the MITRE ATT&CK framework, build technique coverage heatmaps with the ATT&CK Navigator, identify detection gaps, and produce actionable threat intelligence reports across the Enterprise, Mobile, and ICS matrices. Use when analyzing threat actor TTPs, correlating IOCs to specific ATT&CK techniques, or assessing defensive detection coverage against adversary behavior.