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 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-grade social platform with user profiles, following, content creation, comments, reactions, messaging, media uploads, search, and moderation. Define clear boundaries for identity, social graph, content, messaging, notifications, and media processing. Include role-based moderation tools, abuse-report handling, rate limits and anti-spam controls, resilient processing for feed fan-out and media transformation, observability for notification and delivery pipelines, privacy controls for account visibility, and a strategy for scaling read-heavy feeds without losing auditability or safety controls.”
“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 restaurant reservation platform with guest booking, waitlists, staff scheduling views, and communications around confirmations, reminders, and cancellations. Define explicit data models for guests, reservations, seating inventory, service windows, waitlist entries, and communication events. Enforce role-based access for hosts, managers, and administrators. Include safeguards against double-booking, reliable promotion of waitlisted guests, observability for confirmation and reminder delivery, audit logs for staff reservation overrides, and recovery behavior when notification or scheduling jobs fail.”
Top recommendations
“Build a production-ready project management platform with workspace isolation, board and task permissions, real-time collaborative updates, attachments, comments, and notification workflows. Define data models for memberships, projects, boards, lists, tasks, comments, attachments, and activity events. Address optimistic and server-authoritative updates for concurrent edits, auditability for task and permission changes, durable event processing for notifications, observability for sync failures, and resilience when attachment uploads or background processing jobs fail.”
Top recommendations
