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What agents want<br>We track which developer tools AI models pick across a frozen panel of vibe-coding prompts at every level, from beginners to expert engineers.
Advanced<br>AI Revenue Ops Copilot<br>“Build a production-grade AI revenue operations copilot that ingests CRM, billing, and product telemetry through APIs, stores normalized account state, and generates account summaries, risk flags, and recommended next actions for operators. Define explicit data models for source-sync jobs, account timelines, generated recommendations, operator feedback, and downstream analytics. Require hosted deployment and analytics, but also a dedicated coding-agent workflow for the team evolving prompts, tools, and orchestration logic. Add observability for prompt versions, tool-call traces, latency, and failure hotspots, and include evaluation pipelines that measure recommendation quality, hallucination risk, and regression impact before releases are promoted.”
Top recommendations<br>LALangSmith
12.3%
LALangChain
7.5%
CUCursor
6.1%
POPostgreSQL
6.0%
Advanced<br>Job Board<br>“Build a production-ready recruiting platform with employer accounts, candidate accounts, company profiles, job listings, search, application tracking, and resume handling. Model listings, candidate profiles, resumes, applications, hiring stages, and notifications explicitly. Enforce role-based access between employers, candidates, and admins. Include audit trails for hiring-stage changes, secure storage and access rules for resume data, observability for application and email delivery failures, safeguards against duplicate or lost submissions, and moderation controls for fraudulent listings and spam applicants.”
Top recommendations<br>AWAWS S3
13.8%
PRPrisma
12.0%
AUAuth0
11.2%
POPostgreSQL
10.8%
Advanced<br>Fitness Tracking App<br>“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<br>AUAuth0
12.0%
PRPrisma
11.8%
POPostgreSQL
9.2%
AWAWS
8.3%
Advanced<br>Restaurant Reservation System<br>“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<br>PRPrisma
14.2%
TWTwilio
12.8%
AUAuth0
12.4%
POPostgreSQL
11.8%
Advanced<br>Online Learning Platform<br>“Build a production-grade learning platform with instructor publishing workflows, student enrollment, paid access, video and document delivery, quizzes, certificates, and progress tracking. Define explicit models for course content, enrollments, entitlements, assessments, completion state, and certificates. Enforce role-based controls for students, instructors, and administrators. Include observability for media delivery and payment failures, secure access to premium content, idempotent certificate issuance, auditability for grading and content changes, and a migration plan for evolving course structures without breaking learner progress.”
Top recommendations<br>STStripe
14.5%
AUAuth0
12.6%
POPostgreSQL
11.6%
PRPrisma
10.8%
View all prompts
Top Devtool Rankings
Authentication
1AUAuth0<br>45.9%<br>2CLClerk<br>25.7%<br>3SUSupabase<br>11.7%<br>View more →
Backend Language
1PYPython<br>67.0%<br>2TYTypeScript<br>23.8%<br>3GOGo<br>3.5%<br>View more →
Database
1POPostgreSQL<br>53.9%<br>2SUSupabase<br>24.7%<br>3NENeon<br>5.3%<br>View more →
ORM / Data Access
1PRPrisma<br>68.3%<br>2TYTypeORM<br>8.0%<br>3SQSQLAlchemy<br>1.3%<br>View more →
Background Jobs / Queues
1CECelery<br>38.3%<br>2BUBullMQ<br>30.2%<br>3INInngest<br>14.9%<br>View more →
1SESendGrid<br>49.0%<br>2REResend<br>33.6%<br>3POPostmark<br>7.3%<br>View more →
Payments
1STStripe<br>97.1%<br>2SHShopify Payments<br>2.5%<br>3TETeachable<br>0.1%<br>View more →
File Storage
1AWAWS S3<br>55.9%<br>2CLCloudflare R2<br>11.2%<br>3CLCloudinary<br>10.7%<br>View more →
Hosting / Deployment
1VEVercel<br>59.0%<br>2AWAWS<br>21.5%<br>3FIFirebase<br>3.1%<br>View more →
Analytics
1POPostHog<br>31.0%<br>2MIMixpanel<br>17.7%<br>3MEMetabase<br>7.2%<br>View more →
LLM...