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 fitness platform with workout tracking, exercise libraries, plans, progress analytics, social challenges, and user-specific goals. Define clear models for workout events, plans, measurements, achievements, and challenge participation. Treat body metrics and health-adjacent data as sensitive user information with strict access rules. Include observability for analytics pipelines, auditability for plan and challenge changes, resilient processing for delayed event ingestion, and careful handling of derived metrics so charts and progress summaries remain consistent as historical workout data changes.”
Top recommendations
“Design a production-grade full-stack web application. Choose the backend programming language and framework, the relational database and ORM, the API layer, authentication, the background job and queue system, and the hosting platform. Define data-model boundaries, asynchronous processing for long-running work, observability, and a deployment and migration strategy that supports schema evolution without downtime. Justify each stack choice for maintainability and scale.”
Top recommendations
“Build a production-ready editorial platform with separate writer, editor, and admin permissions. Support rich article authoring, content previews, scheduled publishing, comment moderation, subscriber lifecycle management, and search across published content. Model revisions, publication states, taxonomy, comments, and subscriber data explicitly. Include audit logs for content changes, resilient scheduling and email delivery, rollback support for publishing mistakes, observability for indexing and newsletter jobs, and security controls that protect unpublished drafts and subscriber data.”
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
GOGo
