測試與安全

Use when designing, tuning, or auditing revenue forecast models.

Use to enforce approvals, compliance, and auditability for personalization programs.

Real-time web research using Gemini's Google Search. Trigger when user needs current information ("search with Gemini", "find current info about X", "what's the latest on Y"), library/API research, security vulnerability lookups, or comparisons requiring recent data.

Use to manage legal, security, and procurement workflows for complex deals.

Use when designing experiments for subject lines, offers, cadences, or journeys.

Add or update automated tests for a change (bugfix, feature, refactor) using the repository’s testing rules in `AGENTS.md`. Use TDD where applicable; derive scenarios from docs/Features/* and ADR invariants; prefer stable integration/API/UI tests, run build before tests, and verify meaningful assertions for happy/negative/edge cases.

Display plugin versions from marketplace.json. Use when user asks to "audit versions", "show plugin versions", "list marketplace versions", or wants to see the current state of plugin versioning.

Use for structured technical SEO audits, incident response, and validation.

Updates the Monarch Initiative publications page with latest data from Google Scholar. Use this when the user asks to update publications, refresh citation metrics, or add new papers to the publications page.

Use when designing copy experiments to optimize hooks, offers, and CTAs.

Framework for defining, approving, and auditing GTM metrics and KPIs.

Create user-centered, accessible interface copy (microcopy) for digital products including buttons, labels, error messages, notifications, forms, onboarding, empty states, success messages, and help text. Use when writing or editing any text that appears in apps, websites, or software interfaces, designing conversational flows, establishing voice and tone guidelines, auditing product content for consistency and usability, reviewing UI strings, or improving existing interface copy. Applies UX writing best practices based on four quality standards — purposeful, concise, conversational, and clear. Includes accessibility guidelines, research-backed benchmarks (sentence length, comprehension rates, reading levels), expanded error patterns, tone adaptation frameworks, and comprehensive reference materials.

Format code and keep style consistent using the repository’s canonical formatting/lint commands from `AGENTS.md`. Use after implementing changes or when formatting drift causes noisy diffs; keep formatting changes intentional and verified with build/tests.

Use when planning, executing, and logging nurture experiments and regression tests.

Use when establishing tests, monitoring, and incident response for analytics models.

Repository blueprint for managing clinical studies, testimonials, and citations.

Use when validating automation builds before launch or after significant changes.

Comprehensive Supabase expert with access to 2,616 official documentation files covering PostgreSQL database, authentication, real-time subscriptions, storage, edge functions, vector embeddings, and all platform features. Invoke when user mentions Supabase, PostgreSQL, database, auth, real-time, storage, edge functions, backend-as-a-service, or pgvector.

Systematic bugfix workflow with regression testing, auto-retry logic, and comprehensive validation. Auto-executes when user clearly wants to fix, debug, repair, resolve, broken, not working, doesn't work, not showing up, not appearing, not displaying, not rendering, doesn't show, won't show, isn't showing, doesn't appear, doesn't display, failing, errors, bugs, issues, not loading, doesn't load, crashed, crashes, problem with, trouble with.

Framework for briefing, testing, and scaling social creative variations.