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-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
“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support for publishing mistakes, observability for indexing and newsletter jobs, and security controls that protect unpublished drafts and subscriber data.”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
“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 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 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
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