1. Software Development

Executes backend test suites via Docker Compose to validate code changes and ensure functionality before committing.

Refactors code to enhance clarity, consistency, and maintainability while preserving functionality, prioritizing recent changes.

Analyzes and enhances performance for database queries, API endpoints, and frontend rendering through targeted optimization techniques.

Assists in designing and modifying RESTful API endpoints, including controller structure, route patterns, and request/response data transfer objects.

Guides the creation of scalable, secure, and maintainable technical solutions through structured architectural planning and design considerations.

Official Opentrons Protocol API for developing production-ready protocols on OT-2 and Flex robots with full API v2 compatibility.

Provides proven code patterns for safe file I/O, data persistence, and validation in concurrent file-based state management.

Provides comprehensive .NET backend development utilities for Easy.Platform, covering CQRS, entities, validation, migrations, and background jobs in a monorepo.

Manages Model Context Protocol (MCP) servers for discovering, analyzing, and executing AI tools and resources programmatically.

Enables implementation of new features, enhancements, and capabilities in software applications based on user requests.

Generates test cases, unit tests, and QA documentation for software development, triggered by testing-related keywords.

Applies Test-Driven Development (TDD) by writing tests before implementation, following the red-green-refactor cycle to ensure code quality.

Builds robust backend systems using modern technologies, APIs, databases, and security best practices for production deployment.

Critically evaluates code review feedback, ensuring technical verification before implementation to maintain code quality.

Creates and updates analysis rules and JVM harness tests for the inspequte tool, supporting rule development in Rust.

Builds Shopify applications, extensions, and themes using Shopify's APIs, CLI, and Liquid templating for custom store functionality.

Guide for building MCP servers to enable LLMs to interact with external APIs and services, supporting Python (FastMCP) and Node/TypeScript (MCP SDK).

Enables development and deployment of bioinformatics pipelines using Latch SDK with Nextflow/Snakemake integration and serverless architecture.

Guides developers through integration options (merge, PR, cleanup) after code implementation and testing are complete, streamlining final development workflow.

Requests code reviews before merging to verify work meets requirements and ensure code quality during development.

Universal TypeScript authentication framework for seamless integration in Node.js backends and React frontends.

Provides structured code quality review patterns with quality gates, checklists, and language-specific checks for developers.

Provides a stack configuration for Next.js 15 applications using shadcn/ui and Server Components patterns to build server-rendered React applications.

Provides Anime.js-based animation patterns for web interfaces, including timelines, staggering, and motion design.