Scaffold and develop high-performance REST APIs using the Fiber v2 web framework with GORM/SQLX, Express-inspired routing, and idiomatic Go patterns.

Creates comprehensive test suites for Move contracts with 100% coverage requirement. Triggers on: 'generate tests', 'create tests', 'write test suite', 'test this contract', 'how to test', 'add test coverage', 'write unit tests'.

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

Swift 6.2 Approachable Concurrency — single-threaded by default, @concurrent for explicit background offloading, isolated conformances for main actor types.

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.

Kubernetes workload patterns, resource management, RBAC, probes, autoscaling, ConfigMap/Secret handling, and kubectl debugging for production-grade deployments.

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