Vibe Coding
VIBE CODING / All workflows
Explore every workflow.
Browse all 241 Vibe Coding workflows by engineering topic. Find code reviews, debugging, database, accessibility and release checks for Codex and Claude Code.
Workflow instructions are in English. Prompts are available in four languages.
← Search workflowsAI, RAG & ML
AI features, document retrieval and quality evaluation.
- AI Evaluation AuditAudit
- Improve AI EvaluationImprove
- Review an AI featureAudit
- Improve AI FeatureImprove
- AI ML Problem FramingPlan
- AI Safety & Governance AuditAudit
- Improve AI Safety & GovernanceImprove
- LLM Agent Tools AuditAudit
- Improve LLM Agent ToolsImprove
- ML Pipeline AuditAudit
- Improve ML PipelineImprove
- Model Serving & Monitoring AuditAudit
- Improve Model Serving & MonitoringImprove
- OCR Document AI AuditAudit
- Improve OCR Document AIImprove
- RAG AuditAudit
- Improve RAGImprove
APIs & bots
API contracts and bot interaction flows.
- Audit an APIAudit
- API Contract Compatibility CheckVerify
- API Contract Evolution AuditAudit
- Improve API Contract EvolutionImprove
- Improve APIImprove
- Bot AuditAudit
- Improve BotImprove
Agent execution
Agent state, recovery and replay.
Caching & freshness
Cache keys, invalidation and data freshness.
- Cache Coherency CheckVerify
- Cache Invalidation AuditAudit
- Improve Cache InvalidationImprove
Celery
Celery task delivery, retries and worker shutdown.
Change review
Full patch review and affected contracts.
- Review a code changeReview
ClickHouse
Data ingestion, table engines and query cost.
Compatibility & protocols
Compatibility contracts and reference comparisons.
Copy, localization & SEO
Product copy, localization and search visibility.
- Localization AuditAudit
- Improve LocalizationImprove
- Notification Content AuditAudit
- Improve Notification ContentImprove
- Product & Landing Copy AuditAudit
- Improve Product & Landing CopyImprove
- SEO GEO AuditAudit
- Improve SEO GEOImprove
Delivery & recovery
Releases, backups, rollbacks and recovery.
Design & accessibility
Design systems, keyboard navigation, focus and accessibility.
- Check accessibilityAudit
- Improve AccessibilityImprove
- Design System AuditAudit
- Improve Design SystemImprove
Desktop & extensions
Desktop apps, browser extensions and IPC.
- Browser Extension AuditAudit
- Improve Browser ExtensionImprove
- Desktop App AuditAudit
- Improve Desktop AppImprove
- Local Client Runtime Security CheckVerify
Documentation & refactoring
READMEs, design documents and refactoring boundaries.
- DESIGN GENDocument
- Documentation Sync AuditAudit
- Improve Documentation SyncImprove
- Migration & Refactor PlanPlan
- README GENDocument
- Refactor Boundary AuditAudit
- Improve Refactor BoundaryImprove
Feature flags & rollouts
Feature flags, audiences and rollbacks.
Go & Rust services
Concurrency and shutdown in Go and Rust services.
Infrastructure & background jobs
CI/CD, configuration and background jobs.
- Background Jobs AuditAudit
- Improve Background JobsImprove
- Deploy BootstrapImprove
- Incident Recovery CheckVerify
- Improve Incident RemediationImprove
- Incident Triage AuditAudit
- Review infrastructureAudit
- Improve Infra OpsImprove
Integrations & networking
External APIs, webhooks, timeouts and network failures.
Kafka & Redpanda
Events, offsets, redelivery and rebalancing.
Kubernetes
Kubernetes deployments, resources and recovery.
MCP servers & clients
MCP versions, tool contracts, transport and authorization.
- MCP Protocol & Authorization CheckVerify
- MCP Server AuditAudit
- Improve MCP ServerImprove
Metrics, logs & alerts
Metrics, logs, dashboards and actionable alerts.
Mobile apps
Navigation, offline behavior, permissions and releases.
- Mobile App AuditAudit
- Improve Mobile AppImprove
- Mobile Release & Offline CheckVerify
NoSQL
Keys, indexes, consistency and hot partitions.
Notification delivery
Notifications, consent, delivery and deduplication.
Object storage
File uploads, versions, access and recovery.
Payments
Payment events, reconciliation and plan entitlements.
Permissions, data & business rules
Access control, data, billing plans and product events.
- Auth Permissions AuditAudit
- Improve Auth PermissionsImprove
- Billing Entitlements AuditAudit
- Improve Billing EntitlementsImprove
- Data Model AuditAudit
- Improve Data ModelImprove
- Data Pipeline & Quality AuditAudit
- Improve Data Pipeline & QualityImprove
- Experiment Design AuditAudit
- Improve Experiment DesignImprove
- Multi Tenant Isolation AuditAudit
- Improve Multi Tenant IsolationImprove
- Notebook Productionization AuditAudit
- Improve Notebook ProductionizationImprove
- OAuth OIDC Session CheckVerify
- Product Analytics AuditAudit
- Improve Product AnalyticsImprove
- RBAC ABAC Matrix CheckVerify
- RBAC ABAC Policy AuditAudit
- Improve RBAC ABAC PolicyImprove
- Tenant Isolation CheckVerify
Product & UX
Requirements, interfaces and user journeys.
- Form & Data UI AuditAudit
- Improve Form & Data UIImprove
- Onboarding Activation AuditAudit
- Improve Onboarding ActivationImprove
- Product Acceptance CheckVerify
- Product Decision & Metrics CheckVerify
- Product Requirements AuditAudit
- Improve Product RequirementsImprove
- Review a product interfaceAudit
- Improve Product UIImprove
- UX Flow AuditAudit
- Improve UX FlowImprove
Project mapping
Project structure, connections and contract ownership.
- AI Navigation MapMap
- API Navigation MapMap
- Auth Entitlements MapMap
- Bot Navigation MapMap
- Domain Data MapMap
- Integration MapMap
- Ownership & Invariant MapMap
- Product Capability MapMap
- Product Journey MapMap
- Product Metrics Events MapMap
- Product Requirements MapMap
- Map a codebaseMap
- RBAC ABAC Policy MapMap
- Risk & Release MapMap
- Runtime Flow MapMap
- SaaS Navigation MapMap
- Test Coverage MapMap
- Traceability MapMap
Quality & readiness
Test coverage and release readiness.
- Check release readinessAudit
- Test Coverage AuditAudit
- Improve Test HarnessImprove
- Visual Regression CheckVerify
Quick bug discovery
One area, one proven bug and a verified fix.
- Instant Architecture ProbeFind a bug
- Instant Backend ProbeFind a bug
- Find and fix a bugFind a bug
- Instant Frontend ProbeFind a bug
- Instant UI-UX Visual ProbeFind a bug
RabbitMQ
Routing, acknowledgements and redelivery.
- RabbitMQ AuditAudit
- Improve RabbitMQImprove
- RabbitMQ Redelivery & Recovery CheckVerify
Realtime interfaces
Client caches, optimistic updates and reconnection.
Redis & queues
Redis Streams, BullMQ, ARQ and job recovery.
Reliability & performance
Failures, race conditions, consistency and performance.
- Consistency Invariants AuditAudit
- Improve Consistency InvariantsImprove
- Idempotency & Concurrency AuditAudit
- Improve Idempotency & ConcurrencyImprove
- Performance AuditAudit
- Performance Budget AuditAudit
- Improve Performance BudgetImprove
- Improve PerformanceImprove
- Reliability AuditAudit
- Improve ReliabilityImprove
- Transactional Delivery CheckVerify
SQL & connections
SQL queries, migrations, locks and connection pools.
Search indexes
Search indexes, result freshness and permissions.
- Search Index AuditAudit
- Improve Search IndexImprove
- Search Recall & Freshness CheckVerify
Security & privacy
Security, privacy and audit logs.
- Audit Logging Compliance AuditAudit
- Improve Audit Logging ComplianceImprove
- Audit Trail Integrity CheckVerify
- Build Supply Chain AuditAudit
- Improve Build Supply ChainImprove
- Privacy Data Rights AuditAudit
- Privacy Data Rights CheckVerify
- Improve Privacy Data RightsImprove
- Security Abuse Defense CheckVerify
- Find security weaknessesAudit
- Improve SecurityImprove
- System Security Hardening AuditAudit
- Improve System Security HardeningImprove
Serverless & edge
Invocation lifetime, duplicate events and runtime limits.
Tasks & synthesis
Task definition, decomposition and synthesis of findings.
- Evolution & ImprovementPlan
- Iteration ClosureClose out
- Map SynthesisPlan
- SynthesisPlan
- Task ShapingPlan
- Validation & ClarificationPlan
- Workstream DecompositionPlan
Temporal
Workflow determinism, replay and version compatibility.
Terraform
Terraform plans, state and resource moves.
Vector databases
Vector search, ACLs, recall and reindexing.
Web rendering & server boundaries
SSR, hydration, serialized data, caches and server actions.
- Web Server/Client Boundary CheckVerify
- Check web renderingAudit
- Improve Web RenderingImprove
Workflow checks & maintenance
Evidence checks, map updates and plugin maintenance.
- Behavior CheckVerify
- Evidence NormalizationPlan
- Improve Map RefreshImprove
- Map Staleness CheckVerify
- Prompt Skill Sync AuditAudit
- Improve Prompt Skill SyncImprove
- Scoped AuditAudit
- Improve ScopedImprove