We track which developer tools AI models pick across a frozen panel of vibe-coding prompts at every level, from beginners to expert engineers.
“Build a production-ready real estate platform with separate buyer, agent, and admin roles. Support listing creation, media upload, saved searches, lead routing, and showing requests while enforcing role-based access control and auditability for listing changes. Define data boundaries for listings, property media, saved searches, and inquiries. Include moderation tooling, rate limiting for public contact forms, failure handling for media processing, observability for lead delivery, and a deployment approach that supports schema changes without breaking active listings.”
Top recommendations
“Build a production-ready chat platform with direct and group messaging, room permissions, message history, attachments, notifications, and presence indicators. Define explicit models for users, rooms, memberships, messages, attachments, delivery state, and read state. Handle concurrent message delivery, reconnect behavior, offline state recovery, and safe attachment access. Include observability for realtime delivery failures, anti-abuse controls, auditability for moderation actions, and resilience when notification or media services degrade.”
Top recommendations
“Build a production-ready URL shortener with user accounts, custom aliases, redirect handling, click analytics, expiration policies, and API access. Model short links, redirect targets, click events, rate limits, and API credentials explicitly. Include abuse prevention for malicious links, resilient redirect behavior under heavy read traffic, observability for redirect latency and analytics lag, audit logs for destructive link changes, and a design that separates hot redirect paths from slower analytics aggregation so link resolution stays reliable.”
Top recommendations
“Build a production-ready weather dashboard that consumes third-party forecast data, supports saved locations, alerts, historical visualizations, and responsive dashboards. Model user preferences, location metadata, forecast snapshots, and alert subscriptions explicitly. Handle external API rate limits, stale or partial forecast data, cache invalidation, and failure recovery when providers are unavailable. Include observability for upstream fetch failures, controlled refresh behavior, and safeguards so users still see a coherent experience when weather data is delayed or incomplete.”
Top recommendations
“Build a production-grade commerce platform with customer accounts, product catalog management, checkout, order processing, inventory tracking, and discounting. Model products, variants, stock movements, carts, orders, payments, refunds, and fulfillment states explicitly. Enforce role-based separation between shoppers, support agents, and operations staff. Include idempotent order and payment handling, safeguards against overselling, observability for checkout and fulfillment failures, audit logs for price and inventory changes, secure handling of customer and payment-adjacent data, and a rollout strategy for schema changes that preserves historical order records.”
Top recommendations
