1. Software Development

Creates reusable React hooks for state management, side effects, and data fetching to extract component logic.

Generates enterprise web applications using Backstage Design System with React, Radix UI, and Tailwind CSS for admin dashboards and developer tools.

Automates creation of Model-View-Controller structure in Tkinter applications, following project directory conventions for new features.

Provides React Query patterns for efficient data fetching, caching, mutations, and optimistic updates in React applications.

Sets up standardized directory structures for project templates following established software engineering patterns.

Guides developers in choosing between semantic search and grep/glob for code discovery based on query type (concept, intent, or exact match).

Generates Tkinter modal and modeless dialog windows for creating popups and secondary UI elements in Python applications.

Adds comprehensive validation to Django models using validators, clean methods, and constraints for business rules and data integrity.

Automatically generates Scrapy spiders with best practices, scaffolding for target websites and scraping patterns.

Provides implementation of standard Django design patterns (managers, querysets, mixins) to refactor code and enforce architectural best practices.

Provides a comprehensive guide to implementing common asynchronous patterns in Quart, including app factories, blueprints, and WebSocket handling for efficient backend development.

Generates structured YAML configuration files for Claude Code, including commands, agents, and settings, to streamline development setup.

Provides systematic code review using a 6-category checklist (functionality, security, code quality, performance, testing, maintainability) for PRs and quality assessment.

Generates complete CRUD API endpoints with async support, Pydantic validation, JWT authentication, and error handling for backend development.

Analyzes Yii2 PHP codebases to plan migration to modern frameworks like NestJS using a 6-phase workflow for dependency and capability assessment.

Provides architectural analysis, migration planning, and technical debt assessment using a 6-layer framework for system modernization and refactoring strategy.

Automates recovery from common code execution failures including syntax, dependency, path, permission, and connection issues.

Generates structured project scaffolds for eBPF-based Cloud Native Network Functions with kernel code, Go userspace, and build configuration.

Provides core fundamentals for WordPress plugin development, including security patterns, hooks, database operations, and coding standards.

Enables custom WordPress block development with Gutenberg, Block Hooks API, and Interactivity API for dynamic content and interactive features.

Guides the use of 'shannon do' command for development tasks including file creation, feature implementation, and dashboard integration, with comparisons to 'shannon exec' and 'shannon analyze'.

Executes tests in the actual runtime environment to validate TDD's 'watch it fail' step, preventing environment-specific failures in production.

Implements eBPF program attachment for kernel hooks (XDP, TC, kprobe, etc.) using Go and cilium/ebpf library with error handling and cleanup.

Automates Go version upgrades via Homebrew and updates go.mod files in examples directory for dependency consistency.