1. Software Development

Enforces core development rules for production-ready code, mandating guard clauses and prohibiting shortcuts or mocking.

Checks current branch's pull request for unresolved review comments using GitHub CLI, streamlining code review management for developers.

Generates production-ready plugin structures from PRD documents, creating enterprise-compliant code skeletons for new plugin development.

Requires all code changes to occur in isolated Git worktrees, preventing direct modifications to the main branch for safety.

Provides a FastAPI backend development workflow with Python 3.14+, Alembic migrations, and pytest for API endpoint changes and debugging.

Guides development of a hotkey state machine in Rust, covering state transitions and long recording mode for the hotkey daemon.

Generates comprehensive pytest test suites from PRD requirements with fixtures, parameterization, and coverage tracking for new plugin development and test infrastructure scaffolding.

Manages pull request workflows including CI checks, review requirements, and merge approvals for collaborative code development.

Enforces writing tests before implementation code for new features and bug fixes.

Manages end-to-end testing for web applications using Docker Compose and Playwright, including test execution, reporting, and test management.

Toolset for constructing complex, multi-component Claude.ai HTML artifacts using React, Tailwind CSS, and shadcn/ui with state management and routing capabilities.

A four-phase debugging framework (root cause investigation, pattern analysis, hypothesis testing, implementation) ensuring thorough understanding before proposing solutions.

Systematically traces errors backward through call stacks to identify root causes of bugs and incorrect behavior in software execution.

Prevents common testing anti-patterns including mocking without dependency understanding and test-only method pollution in production code.

A structured workflow for feature development encompassing codebase exploration, architecture design, and multi-dimensional code review to ensure quality in complex implementations.

A knowledge graph memory system that stores development patterns, fixes, and preferences across projects to improve coding efficiency and error resolution.

Expert guidance on Go development enforcing best practices, idiomatic patterns, and architecture design for high-quality code and performance.

Automates creating a pull request with an AI-generated, well-structured summary of all commits for the current branch.

Organizes multiple uncommitted changes into logical, atomic Git commits for improved version control and code history.

Automates Mattermost plugin development tasks including SemVer versioning, Docker multi-stage builds, bundling, and backend API deployment for plugin endpoints and features.

Manages database schema migrations using Alembic for Slack-MM2 Sync, including troubleshooting and guidance for migration failures.

Enables implementation and debugging of job restart workflows for failed/skipped exports in Slack-MM2 Sync via dedicated API endpoint and UI conditions.

Checks JavaScript/TypeScript code for style and static analysis warnings using Deno's built-in linting capabilities.

Manages Git subtrees for external library references, enabling seamless integration and updates of third-party dependencies within project documentation.