1. Software Development

Designs and implements Model Context Protocol servers for standardized AI-to-data integration with security best practices.

Builds production-ready multi-agent systems using OpenAI AgentKit and Agents SDK with best practices for orchestration, handoffs, and routines.

A library for programming addressable LED strips (e.g., WS2812B) with color space handling, visual effects, and performance optimization.

Provides an embedded development ecosystem with CLI, build system, debugging, and board configuration tools for microcontroller projects.

Enables developers to discover, rank, and invoke repository symbols using natural language queries with minimal context.

Provides documentation for ESP32 Integrated Development Framework, including I2S, GPIO, FreeRTOS, and ESP32S3 APIs.

Provides instant access to RayNeo X-series AR glasses documentation, including hardware specs, SDK guides, API references, and troubleshooting for developers.

Detects backward-incompatible changes in public APIs, function signatures, endpoints, and data schemas to prevent production breaks, offering migration suggestions.

Streamlines code review requests and processing with a standardized rubric and patch plan for efficient collaboration.

Converts ambiguous acceptance criteria into precise, testable assertions for software development and quality assurance.

Generates concise, high-signal context briefs from codebase elements (files, symbols, commits) to replace verbose code pasting in development workflows.

Enforces the test-driven development cycle (RED→GREEN→REFACTOR) to ensure minimal code changes and maintain high-quality code.

Verifies error handling completeness in new code, including try-catch coverage, logging, user messages, and retry logic for external and user-facing components.

Comprehensive reference and integration guide for Medusa headless commerce backend API development and usage.

Evaluates and implements regression tests after bug fixes to prevent future regressions, considering severity, complexity, and coverage.

Enables parallel task development by managing multiple Git working trees, keeping changes isolated and diffs small.

Creates production-ready Firebase Cloud Functions with TypeScript, Express, HTTP endpoints, background triggers, and scheduled functions for serverless API development.

Detects and suggests fixes for performance anti-patterns like N+1 queries and inefficient algorithms before production deployment.

Enforces narrow change scope with focused patch plans and stop criteria to reduce complexity and risk in code modifications.

Designs comprehensive technology stacks and system architectures from requirements, generating documentation with rationale and mermaid diagrams.

Provides TypeScript Language Server Protocol (LSP) capabilities for code navigation, symbol resolution, and type information in TypeScript/JavaScript projects.

Manages database schema changes in .NET applications using Entity Framework Core migrations, including code-first strategies, data seeding, and rollback procedures.

Generates production-ready ASP.NET Core Minimal API projects with async patterns, dependency injection, and error handling for .NET 8+ backend development.

Enables bi-directional synchronization between RealGeeks CRM and conversational AI systems via webhook handlers, data transformation, and lead deduplication.