probe
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vision
UI/UX creative direction, complete redesign, new design, and trend application. Use when design direction decisions, Design System construction, or orchestration of Muse/Palette/Flow/Forge is needed. Does not write code.
87forge
Build rapid prototypes for both frontend (UI components/pages) and backend (API mocks/simple servers). Use when validating new features or turning ideas into working demos. Prioritize working software over perfection.
52compete
Competitive research, differentiation analysis, and strategic positioning. Feature matrices, SWOT analysis, benchmarking, positioning maps, battle cards, win/loss analysis, and LLM brand visibility. Research only — does not write code.
50pulse
KPI definition, tracking event design, and dashboard specification. North Star Metric, funnel analysis, and cohort analysis design. GA4/Amplitude/Mixpanel/PostHog integration. Use when metrics foundation is needed.
49artisan
Production frontend craftsman for React/Vue/Svelte. Handles hooks design, state management, Server Components, form handling, and data fetching. Converts Forge prototypes to production-quality code.
48tuner
EXPLAIN ANALYZE, query plan optimization, index recommendations, and slow query detection/fixing. Complements Schema's schema design. Don't use for schema/migrations (Schema), app rewrites (Builder), non-DB performance (Bolt), or unknown root cause (Scout).
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