Development

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.

Generates comprehensive unit tests for functions and classes in multiple languages

Connect to 100+ popular APIs using natural language - automatic authentication, request building, and response parsing

Technical documentation specialist - create docs, API references, user guides for technical and non-technical audiences

Generates comprehensive README.md files for software projects by analyzing codebase structure

Autonomous AI-powered pull request reviewer with multi-agent analysis and comprehensive feedback

Generate optimized Dockerfiles and docker-compose.yml with best practices and multi-stage builds

Analyze and optimize code performance, identify bottlenecks, and suggest improvements

Migrate legacy code to modern frameworks, languages, and patterns with automated refactoring and testing

Frontend development agent for React, Vue, Next.js with modern UI/UX patterns

Write and run AILANG code with correct syntax. Use when user asks to write AILANG programs, fix AILANG syntax errors, run AILANG code, or needs help with AILANG syntax. Includes version checking, syntax validation, and common patterns.

Execute approved sprint plans with test-driven development, continuous linting, progress tracking, and pause points. Use when user says "execute sprint", "start sprint", or wants to implement an approved sprint plan.

Guides AILANG parser development with conventions and patterns. Use when user wants to modify parser, understand parser architecture, or debug parser issues. Saves 30% of development time by preventing token position bugs.

Guides development of AILANG builtin functions. Use when user wants to add a builtin function, register new builtins, or understand the builtin system. Reduces development time from 7.5h to 2.5h (-67%).

Generate descriptive commit messages by analyzing git diffs. Use when the user asks for help writing commit messages or reviewing staged changes.

Build professional native macOS apps in Swift with SwiftUI and AppKit. Full lifecycle - build, debug, test, optimize, ship. CLI-only, no Xcode.

Build professional native iPhone apps in Swift with SwiftUI and UIKit. Full lifecycle - build, debug, test, optimize, ship. CLI-only, no Xcode. Targets iOS 26 with iOS 18 compatibility.