1. Software Development

Guides developers through the Test-Driven Development (TDD) cycle: writing tests first, implementing code to pass tests, and refactoring.

Validates JSON schema contracts and test fixtures, ensuring data structure compliance with immediate failure on format errors.

Reviews technical proposals by challenging assumptions, verifying claims, and identifying risks through documentation cross-referencing and web research.

Enables targeted profiling and incremental performance improvements in Python research code through refactoring techniques.

Automates skill creation from MCP tool definitions, generating code and SKILL.md documentation for seamless integration with Model Context Protocol servers.

Guides optimization of Flutter/Dart code for performance, covering widgets, state management, and rendering patterns.

Detects logic bugs, error handling issues, and edge cases including off-by-one errors and race conditions.

Generates feature modules using Clean Architecture, implementing all layers (presentation, application, domain, data) from GitHub issues.

Safely bumps contract schema versions while adhering to compatibility rules and updates related metadata.

Architects microservices systems using Chris Richardson's patterns, covering API design, data flows, security, and deployment strategies for production readiness.

Reviews code additions for logging, metrics, tracing, and alerting to ensure system observability, debuggability, and operability.

Performs final code review for style, maintainability, readability, naming, modularity, and documentation accuracy across all files.

Enables developers to implement core application logic and functionality efficiently.

Performs code reviews using Google's 5-step methodology to ensure quality, correctness, and maintainability in pull requests and code changes.

Generates phased roadmaps for Optima microservices implementation using Database Gateway, append-only contracts, and RabbitMQ messaging patterns.

Adapts Figma design files into framework-specific code (e.g., React, Vue) based on the existing codebase structure.

Designs software concepts using Daniel Jackson's methodology, analyzing existing applications and modeling new features through structured concept definition.

Initializes a new BDD-based CLI project with Behave configuration, directory structure, and template feature files for Click, Typer, or argparse frameworks.

Enforces strict Test-Driven Development (TDD) workflow based on plan.md, executing one test at a time with explicit user control.

Retrieves code diff from local Git commits to initiate code review pipelines for local commit analysis.

Automates linting and formatting for changed code files, applying safe fixes to maintain code quality in Flow 3 and Flow 4.

Adds code formatting, linting, and type checking to Python research code for improved quality and consistency.

Creates isolated workspaces within a shared Git repository to enable parallel branch development and workflow efficiency.

Provides professional code reviews for quality, security, and best practices in pull requests and code changes.