1. Software Development

Enables front-end code editing, Plot-based visualization creation, and data integration in Observable notebooks for interactive documentation.

Provides systematic code refactoring with test coverage, scope analysis, and DevDocs integration to improve code quality and reduce technical debt.

Provides backend API development utilities using Fastify and TypeScript for creating routes, services, and configuring environment variables.

Starts implementing Next.js client code following Feature-Sliced Architecture based on spec.md.

Guides developers on implementing and debugging the Fort control plane system for secure inter-host communication, host capabilities, and handler scripts.

Updates home-manager-managed dotfiles configuration for the development environment.

Provides architectural guidance and code patterns for building iOS applications using SwiftUI, MVVM, and reactive programming with Combine.

Assists in implementing Android architecture patterns including MVVM, UDF, and Jetpack Compose with Hilt dependency injection.

Enables Kotlin Multiplatform architecture for shared modules, expect/actual, and Compose Multiplatform implementation.

Automates agile requirement analysis including Epic decomposition, user story generation, INVEST evaluation, and acceptance criteria definition for development teams.

Creates high-quality, distinctive frontend interfaces and code for web applications, including React components and HTML/CSS layouts, avoiding generic AI aesthetics.

Automates implementation of simple GitHub issues including code writing, testing, and PR creation for small changes in Java/Spring Boot, Python, and JS/TS projects.

Systematically investigates, reproduces, and fixes codebase bugs with root cause analysis and TDD validation, ensuring updated documentation.

Provides standardized global error handling implementation for uniform exception management in application code.

Defines rules and constraints for converting Figma design files into code using the MCP framework within the project.

Autonomously guides developers through TDD loops by generating tests, analyzing failures, and refactoring code until tests pass, adapting to project-specific rules.

A guide for developers to understand project architecture, implement features, and navigate the docpack_confluence codebase.

Generates optimized Rust parsers for dynamo tool_calling library by analyzing HuggingFace model chat templates and comparing with existing implementations.

Assists developers in rigorously assessing code review feedback for technical validity and clarity before implementation, avoiding blind acceptance.

Automates safe code refactoring to reduce complexity and improve maintainability without manual intervention.

Enables writing unit tests, component tests, and mocks with Vitest and Testing Library for test coverage configuration.

Automates Test-Driven Development workflows, enforcing red-green-refactor cycles during test writing and coverage discussions.

Provides testing strategies, patterns, and best practices for various test types, auto-triggering during test writing and coverage improvement.

Provides automatic implementation of asynchronous patterns for Python, JavaScript, and TypeScript during concurrent code, promise handling, and I/O optimization.