行動開發

Refactor C# code - rename types/methods, extract methods/classes, move types between namespaces, simplify complex code, and apply design patterns. Use for code improvements.

Create evidence-based spaced repetition flashcards using cognitive science principles from Andy Matuschak's research. Use when user wants to create Mochi cards, flashcards, study materials, or mentions learning, memorization, spaced repetition, SRS, Anki-style cards, or knowledge retention. Applies the 5 properties of effective prompts (focused, precise, consistent, tractable, effortful) to ensure cards actually work for long-term retention.

Use before starting implementation - research repository documentation, codebase patterns, and external resources to inform the approach

Security testing patterns including SAST, DAST, penetration testing, and vulnerability assessment techniques. Use when implementing security testing pipelines, conducting security audits, or validating application security controls.

Use when asked to convert between KML and GeoJSON formats, or convert geo data for mapping applications.

Elixir 1.17+ development specialist covering Phoenix 1.7, LiveView, Ecto, and OTP patterns. Use when developing real-time applications, distributed systems, or Phoenix projects.

Quality gate using LLM Council multi-model consensus for CI/CD pipelines. Use for automated approval workflows and pipeline quality checks. Keywords: gate, CI, CD, pipeline, automated approval, quality gate, GitHub Actions

Use before any code changes - hard gate ensuring work never happens on main branch, with proper feature branch creation from correct base

Group ideas into families by underlying pattern. Use when: (1) asked to organize or categorize generated options, (2) varied ideas or concepts referenced with areas of indistinction between them, (3) similar suggestions scattered across discussion without visible grouping, (4) multiple approaches mentioned that share unstated common ground.

Generate integration tests for multi-DocType workflows in Frappe. Use when testing end-to-end workflows, state transitions, or complex business processes.

Implement client-side routing with Feliz.Router for F# Elmish applications. Use when: "add routing", "create pages", "navigation", "URL handling", "deep linking", "add page", "route to", "browser history", "SPA routing", "multi-page", "navigate to". Creates route definitions, URL parsing, and navigation patterns in src/Client/.

Create Implementation Approach (IMPL) - Optional Layer 8 artifact documenting WHO-WHEN-WHAT implementation strategy

Use when designing or architecting Rust applications, creating comprehensive project documentation, planning async/await patterns, defining domain models with ownership strategies, structuring multi-crate workspaces, or preparing handoff documentation for Director/Implementor AI collaboration

Synthesizes research findings into design decisions via codebase investigation. Use when (1) translating research into implementation approaches, (2) selecting between design alternatives, (3) executing after /research or deep-research, or (4) preparing input for /plan phase.

Recipe collection manager. Extracts recipes from URLs (websites, Instagram, YouTube), images, and Apple Notes. Stores in structured YAML format with family preferences tracking. Supports sync to/from Notion.

Conduct security code reviews. Use when reviewing code for vulnerabilities, assessing security posture, or auditing applications. Covers security review checklist.

CVE vulnerability testing coordinator that identifies technology stacks, researches known vulnerabilities, and tests applications for exploitable CVEs using public exploits and proof-of-concept code.

R 4.4+ development specialist covering tidyverse, ggplot2, Shiny, and data science patterns. Use when developing data analysis pipelines, visualizations, or Shiny applications.

Write comprehensive tests using Expecto for F# applications. Use when: "add tests", "write tests", "test X", "unit test", "testing", "verify", "Expecto", "test coverage", "TDD", "property test", "async test", "test case". Creates tests in src/Tests/ for domain logic, validation, persistence, and state. Focus on pure functions (domain) and validation rules for best coverage.

End-to-end testing automation with Playwright for web applications