Development

Standardized output formats for research, planning, implementation, and review agents. Use when generating agent outputs or parsing agent responses.

Detects when user requests warrant critical analysis via /advise command

Project-specific context including project nature, technology stack, and implementation principles. Customize for each project.

Defines environment variables, architecture design, and build/test commands. Use when configuring environment or designing architecture.

Detects code smells, anti-patterns, and readability issues. Use when implementing features, reviewing code, or refactoring.

ユーザーのスキル変更要求を最適化パターン評価付きで実装

Implement user skill change requests with optimization pattern evaluation

Implement adaptive learning with ReasoningBank for pattern recognition, strategy optimization, and continuous improvement. Use when building self-learning agents, optimizing workflows, or implementing meta-cognitive systems.

Implement ReasoningBank adaptive learning with AgentDB's 150x faster vector database. Includes trajectory tracking, verdict judgment, memory distillation, and pattern recognition. Use when building self-learning agents, optimizing decision-making, or implementing experience replay systems.

Implement semantic vector search with AgentDB for intelligent document retrieval, similarity matching, and context-aware querying. Use when building RAG systems, semantic search engines, or intelligent knowledge bases.

Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants.

Comprehensive web page validation with authentication, screenshot capture, mobile testing, and enhanced error detection

Autonomous agent-based web search fallback for when WebSearch API fails or hits limits

Modern web development patterns using React + Tailwind CSS + shadcn/ui for building production-quality, accessible, and performant web applications

Tool usage requirements, failure patterns, consistency checks, and validation methodologies for Claude Code operations

Provides test design patterns, coverage strategies, and best practices for comprehensive test suite development

Comprehensive OWASP security guidelines, secure coding patterns, vulnerability prevention strategies, and remediation best practices for building secure applications

Defines code quality benchmarks, standards compliance, and best practices for maintaining high-quality codebases

Anticipates and pre-loads optimal skills before task execution based on pattern matching and historical success rates

Cross-model performance optimization and scaling configurations for autonomous agents

Enables autonomous pattern recognition, storage, and retrieval at project level with self-learning capabilities for continuous improvement

Universal model detection and capability assessment for optimal cross-model compatibility

Pre/post-operation validation to detect missing components and prevent future issues

Comprehensive design principles and best practices for creating beautiful, functional GUI applications including dashboards, web apps, and mobile apps