1. Software Development

Guides backend code quality standards, refactoring, and optimization best practices, defining requirements and upgrade paths for development phases.

Provides idiomatic Go patterns and conventions for proper naming, error handling, concurrency, and interface design in Go code.

Analyzes git status to intelligently group changes into logical commits, optimizing version control for developers.

Tools and documentation for developing and managing audio effects in the DaisySeed DSP-based multi-effect pedal project.

Automates setup of new Python projects with standardized toolchain (uv, ruff, pre-commit) and folder structure.

Summarizes branch differences against a base branch and generates artifacts to streamline pull request preparation.

Guides resolution of Python type checking errors (Pylance/MyPy) including unknown types, missing imports, and type mismatches through TypedDict, generics, and protocol alignment.

Executes and validates Probitas test scenarios, enabling test execution and failure debugging.

Provides consistent error response patterns and logging strategies for FastAPI endpoints, enhancing backend reliability and developer experience.

Enforces strict TDD workflow (RED → GREEN → REFACTOR) for new feature development with subagent context management.

Executes code snippets via MCP server using zero-token script pattern for immediate code testing without authentication requirements.

Automates splitting git changes into atomic, non-breaking commits for logical, independent commit steps.

Provides best practices for building React forms with modern hooks (useActionState, useFormStatus), optimizing re-renders and separation of concerns.

Sets conventions and standards for Python rule engine development to ensure code consistency and maintainability.

Provides coding standards and best practices for writing Python scripts, ensuring consistency and maintainability.

Diagnoses software issues through log analysis, bug reproduction, and structured fix planning for developers.

Verifies code adherence to project constitution rules during development and PR creation, ensuring no violations.

Automates project version releases using Semantic Versioning, generates changelogs, and creates version tags.

Automates code quality reviews for TypeScript, React/Next.js, and project conventions, checking style, patterns, security, and testing before commits or PRs.

Assists in writing and reviewing React useEffect and useState hooks for managing side effects, derived state, data fetching, and external state synchronization.

Generates structured GitHub issues for development tasks, formatted for future implementation by Claude.

Enforces Git workflow best practices including pre-commit hooks, security checks, and documentation requirements for development teams.

Coordinates a Master LLM with specialized agents (Requirements, Code, Review) for structured software development of complex programming tasks.

Enforces documentation-first and TDD best practices for integrating third-party APIs in backend development.