1. Software Development

Enforces strict Python 3.10+ coding standards, type hints, and security best practices for all Python development tasks.

Provides best practices for developing MCP-based declarative agents and API plugins for Microsoft 365 Copilot integration.

Assists in software design by planning features, crafting APIs, and applying architectural patterns like C4 modeling and SOLID principles.

Enforces Databricks-style Scala 2.12/2.13 coding conventions for functional programming, type safety, and production code quality.

Enables signal-based reactive state management in Angular v20+ using signal(), computed(), linkedSignal(), and effect() for modern state handling and RxJS pattern conversion.

Streamlines Git worktree management for parallel development, enabling efficient branch isolation and workflow automation with gw-tools.

Builds Shopify Admin interfaces using the Polaris Design System, ensuring native look and feel for Shopify Apps and extensions.

Provides Microsoft-guided best practices for writing reliable and maintainable PowerShell scripts and cmdlets.

Enforces correct Zod v4 validation patterns, preventing deprecated v3 syntax in schemas and form validations.

Provides comprehensive, actionable performance optimization guidance for frontend, backend, and database systems across all programming languages and frameworks.

Enables code refactoring after initial implementation in Ralph workflow, ensuring quality before finalizing tasks in SCOPES.yml.

Provides best practices for building Model Context Protocol (MCP) servers in Java with reactive streams and Spring integration using the MCP Java SDK.

Initializes and manages Base44 projects via CLI, handling setup, authentication, and deployment operations for new applications.

Provides guidance for .NET Framework project structure, C# version management, NuGet package handling, and development best practices.

Enforces Symfony best practices and coding standards for PHP, YAML, XML, and Twig files in Symfony projects.

Provides Python error handling guidelines for Microsoft Dataverse API interactions, covering common exceptions and best practices.

Guides frontend development with best practices for implementation patterns and efficient workflow design in modern web applications.

Step-by-step guide for migrating Spring Boot applications from Cassandra to Azure Cosmos DB using Spring Data Cosmos.

Configures .NET Aspire for service orchestration, discovery, and telemetry in cloud-native applications.

Enforces separation of pure logic from side effects in code for improved testability and maintainability.

Provides official Dart and Flutter coding guidelines to ensure adherence to best practices and recommendations.

Assists in writing effective tests, reviewing test code, and discussing testing strategies including TDD and pytest patterns.

Reviews software design documents against Lyft's tech spec template and C4 architecture model to ensure technical soundness and alignment.

Performs structured code reviews for quality, security, and maintainability using verification tools and actionable feedback.