1. Software Development

Adds business-specific metrics to API endpoints using AWS EMF, avoiding duplication of default AppRunner metrics.

Provides production-grade caching implementation with cache keys, TTLs, SWR, and explicit invalidation for consistent query performance.

Guides contributors in developing OpenAPI specifications using processor patterns, functional programming, and complexity management for endpoint factories and validation.

Generates REST API CRUD operations with API Platform 4 using DDD, CQRS, and hexagonal architecture via YAML configuration and DTOs.

Manages database schema changes for MongoDB using Doctrine ODM, including entity modifications and migration application.

Provides guidance for designing and implementing Domain-Driven Design patterns including entities, aggregates, and CQRS in software applications.

Enforces strict cyclomatic complexity thresholds (93% for src, 95% for tests) and 100% quality scores via PHPInsights for code maintainability.

Enforces consistent code organization by ensuring directories contain only classes of their respective types, promoting maintainability and clarity.

Comprehensive management of GitHub issues from creation to resolution, supporting sub-issues, linking, and markdown export.

Automates detailed pull request reviews with confidence-scored feedback, issue validation, and batched GitHub comments for efficient code assessment.

Generates service layer classes for Frappe Framework v15 with business logic separation, validation, and orchestration patterns.

Provides opinionated tools for creating Django projects, apps, models, and settings with 1-file-per-model organization and consistent conventions.

Generates comprehensive test suites for Frappe Framework v15 applications, including unit, integration, and fixture tests following best practices.

Enforces strict TDD workflow (RED→GREEN→REFACTOR) for Android code changes in TMDB-Android, requiring tests before implementation and refactoring.

Automates version bumping, release tagging, and git commit creation. Updates plugin.json and marketplace.json for version management.

Generates production-ready Frappe Framework v15 DocType with controller, service layer, repository, and test files including type annotations and lifecycle hooks.

Generates test data for Django applications using pytest and factory_boy, supporting test coverage and fixture management.

Enables Unfold admin customization for Django with 1-admin-per-file organization and HTMX-based dashboard enhancements.

Provides a standardized workflow for writing integration tests in TMDB-Android using spies (testFixtures) for setup, naming, and state/paging assertions.

Provides standardized unit test workflow with MockK for TMDB-Android, ensuring consistent naming, setup, and test patterns.

Provides Django Ninja API development patterns with 1-endpoint-per-file organization and Pydantic schema support for Django projects.

Scaffolds a new Frappe Framework v15 application with multi-layer architecture, service layer, and repository pattern.

Assists in writing and confirming Git commits locally, generating commit messages while ensuring no remote push occurs.

Generates secure REST API endpoints for Frappe Framework v15 with authentication, permissions, and type validation.