1. Software Development

Creates MCP servers for LLMs to interact with external services, supporting API integration and tool schemas via FastMCP (Python) or MCP SDK (TypeScript).

Adds structured logging and tracing to Python applications using OpenTelemetry and Pydantic for observability in APIs, FastAPI, and LLMs.

Simplifies environment variable validation and ConfigModule configuration for NestJS applications, ensuring robust and secure setup.

Provides end-to-end testing capabilities for validating full application workflows and user interactions.

Architects and generates new capabilities for the Antigravity agent, defining their structure and registration process.

Generates CEBM evidence level classification modules with support for new research types and RCT detection logic.

Assists in writing and debugging asynchronous Rust applications using Tokio, async traits, and concurrent patterns for network services.

Manages semantic memory for software development artifacts including architectural decisions, code patterns, and project documentation.

Automates safe migration of deprecated APIs, types, and modules to current versions, reducing technical debt during dependency updates.

Java-based toolkit for automating Creo Parametric design operations including model manipulation, assembly automation, and UI integration via programmatic interfaces.

Covers Next.js rendering strategies: SSG, SSR, ISR, Streaming, and PPR.

Manages Python environments, packages, and projects using uv, a fast alternative to pip, poetry, and pyenv.

Automates substitution of legacy command-line tools with modern high-performance equivalents in generated shell scripts and commands.

Project-specific guidelines for writing effective unit, integration, and system tests to ensure code quality and reliability.

Automates dead code removal and code consolidation by analyzing and safely eliminating unused code and duplicates in your codebase.

Automates Python code linting and formatting with Ruff, replacing Flake8, Black, and isort for faster development workflows.

Assists in modeling domains, defining boundaries, and constructing schemas to align software architecture with customer requirements and business needs.

Guides configuration and optimization of Turborepo monorepo build systems, including task pipelines, caching, and CI efficiency for multi-package projects.

Provides gas optimization guidelines for Solidity smart contracts to reduce Ethereum transaction costs.

Automates comprehensive code quality checks at critical development stages, coordinating testing, documentation, coding standards, and security reviews to maintain high-quality code.

Guides developers in building ChatGPT applications from ideation to deployment, including API integration and debugging.

Refactors code for improved clarity, consistency, and maintainability while preserving functionality, targeting recently modified code segments.

Analyzes and optimizes application performance across frontend, backend, and database layers to improve speed and user experience.

Generates comprehensive software architecture design documents detailing system structure, components, and interactions for development teams.