Development

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

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

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

Best practices for inter-group communication, knowledge sharing, and collaborative workflows in four-tier architecture

Advanced Git operations automation including intelligent branching, commit optimization, release workflows, and repository health management

Comprehensive validation methodology for multi-component applications including backend, frontend, database, and infrastructure

Distinctive frontend design principles for avoiding generic AI defaults, implementing thoughtful typography/color/animations, and creating polished user experiences based on Claude Code design research

Decision-making methodologies, scoring frameworks, and planning strategies for Group 2 agents in four-tier architecture

Advanced contextual pattern recognition with project fingerprinting, semantic similarity analysis, and cross-domain pattern matching for enhanced learning capabilities

Provides methodologies, metrics, and best practices for analyzing code structure, complexity, and quality

Comprehensive validation system for Claude Code plugins to ensure compliance with official plugin development guidelines and prevent installation failures

Comprehensive autonomous development strategies including milestone planning, incremental implementation, auto-debugging, and continuous quality assurance for full development lifecycle management

Navigate status workflows with user's config. Use when asked "What's next?", "Can I move to X?", or "Why did this fail?". Delegates to get_next_status tool, interprets StatusValidator errors, explains forward/backward/emergency patterns. Lightweight coordinator - validates nothing, explains everything.