Production PostHog architecture: event taxonomy, SDK layering, feature flag strategy, analytics module layout, and data pipeline integration patterns. Trigger: "posthog architecture", "posthog best practices", "posthog project structure", "how to organize posthog", "posthog design".
Implement Supabase across different app architectures: Next.js SSR with server components using service_role and client components with anon key, SPA (React/Vue), mobile (React Native), serverless (Edge Functions), and multi-tenant with schema-per-tenant or RLS isolation. Use when choosing how to integrate Supabase into your specific stack, setting up SSR auth flows, configuring mobile deep links, or designing multi-tenant data isolation. Trigger with phrases like "supabase next.js", "supabase SSR", "supabase react native", "supabase SPA", "supabase serverless", "supabase multi-tenant", "supabase server component", "supabase architecture", "supabase service_role server".
Configure Sentry error tracking and performance monitoring for different application architectures. Use when setting up Sentry for monoliths, microservices, serverless functions, event-driven systems, frontend SPAs, mobile apps, or hybrid deployments. Trigger: "sentry monolith setup", "sentry microservices tracing", "sentry serverless lambda", "sentry event-driven kafka", "sentry react native", "sentry architecture pattern".
Apply production Juicebox SDK patterns. Trigger: "juicebox patterns", "juicebox best practices".
Implement Instantly.ai rate limiting, backoff, and request throttling patterns. Use when handling 429 errors, implementing retry logic, or building high-throughput Instantly integrations. Trigger with phrases like "instantly rate limit", "instantly 429", "instantly throttle", "instantly backoff", "instantly retry".
Choose and implement Firecrawl architecture patterns for different scales and use cases. Use when designing new Firecrawl integrations, choosing between on-demand/scheduled/pipeline architectures, or planning scraping infrastructure. Trigger with phrases like "firecrawl architecture", "firecrawl blueprint", "how to structure firecrawl", "firecrawl at scale", "firecrawl pipeline design".
Best practices for using Sentry SDK in TypeScript and Python. Use when implementing structured error context with scopes, breadcrumb strategies, beforeSend/beforeBreadcrumb filtering, custom fingerprinting, user context, or performance span creation. Trigger: "sentry best practices", "sentry patterns", "sentry sdk usage", "sentry scope", "sentry breadcrumbs", "sentry beforeSend", "sentry fingerprint".
Implement reliable Cascade workflows with checkpoints, rollback, and incremental editing. Use when building fault-tolerant AI coding workflows, preventing Cascade from breaking builds, or establishing safe practices for multi-file AI edits. Trigger with phrases like "windsurf reliability", "cascade safety", "windsurf rollback", "cascade checkpoint", "safe cascade workflow".
Build fault-tolerant Clay integrations with circuit breakers, dead letter queues, and graceful degradation. Use when building production Clay pipelines that need resilience, implementing retry strategies, or adding fault tolerance to enrichment workflows. Trigger with phrases like "clay reliability", "clay circuit breaker", "clay resilience", "clay fallback", "clay fault tolerance", "clay dead letter queue".
Choose workspace architectures for different project scales in Windsurf. Use when deciding how to structure Windsurf workspaces for monorepos, multi-service setups, or polyglot codebases. Trigger with phrases like "windsurf workspace strategy", "windsurf monorepo", "windsurf project layout", "windsurf multi-service", "windsurf workspace size".
Implement Windsurf reference architecture with optimal project structure and AI configuration. Use when designing workspace configuration for Windsurf, setting up team standards, or establishing architecture patterns that maximize Cascade effectiveness. Trigger with phrases like "windsurf architecture", "windsurf project structure", "windsurf best practices", "windsurf team setup", "optimize for cascade".
Implement reliability patterns for Replit: cold start handling, graceful shutdown, persistent state, and keep-alive. Use when building fault-tolerant Replit apps, handling container restarts, or adding resilience to production Replit deployments. Trigger with phrases like "replit reliability", "replit container restart", "replit data persistence", "replit always on", "replit graceful shutdown".
Design production-grade Sentry architecture for multi-service organizations. Use when planning Sentry rollout, structuring projects across teams, building shared config modules, or setting up distributed tracing. Trigger: "sentry architecture", "sentry project structure", "sentry reference design", "sentry distributed tracing".
Implement CodeRabbit reference architecture with production-grade .coderabbit.yaml configuration. Use when designing review configuration for a new project, establishing team standards, or building a comprehensive review setup from scratch. Trigger with phrases like "coderabbit architecture", "coderabbit best practices", "coderabbit project structure", "coderabbit reference config", "coderabbit full setup".
Implement Firecrawl reliability patterns: circuit breakers, crawl fallbacks, and content validation. Use when building fault-tolerant scraping pipelines, implementing crawl-to-scrape fallback, or adding content quality gates to Firecrawl integrations. Trigger with phrases like "firecrawl reliability", "firecrawl circuit breaker", "firecrawl fallback", "firecrawl resilience", "firecrawl fault tolerant".
Execute use when you need to work with containerization. This skill provides container management and orchestration with comprehensive guidance and automation. Trigger with phrases like "containerize app", "manage containers", or "orchestrate deployment".
Choose and implement Exa architecture patterns at different scales: direct search, cached search, and RAG pipeline. Use when designing Exa integrations, choosing between simple search and full RAG, or planning architecture for different traffic volumes. Trigger with phrases like "exa architecture", "exa blueprint", "how to structure exa", "exa RAG design", "exa at scale".
Implement Exa reference architecture for search pipelines, RAG, and content discovery. Use when designing new Exa integrations, reviewing project structure, or establishing architecture standards for neural search applications. Trigger with phrases like "exa architecture", "exa project structure", "exa RAG pipeline", "exa reference design", "exa search pipeline".
Implement Firecrawl reference architecture with scrape/crawl/map/extract pipelines. Use when designing new Firecrawl integrations, reviewing project structure, or building content ingestion pipelines for AI/RAG applications. Trigger with phrases like "firecrawl architecture", "firecrawl project structure", "firecrawl pipeline", "firecrawl RAG", "firecrawl knowledge base".
Distribute OpenRouter requests across multiple keys and models for high throughput. Use when scaling beyond single-key rate limits or building high-availability systems. Triggers: 'openrouter load balance', 'openrouter scaling', 'distribute openrouter requests', 'multiple api keys'.
Build resilient Supabase integrations: circuit breakers wrapping createClient calls, offline queue with IndexedDB, graceful degradation with cached fallbacks, health check endpoints, retry with exponential backoff and jitter, and dual-write patterns for critical data. Use when building fault-tolerant apps, handling Supabase outages gracefully, implementing offline-first patterns, or adding retry logic to SDK calls. Trigger with phrases like "supabase circuit breaker", "supabase offline", "supabase retry", "supabase health check", "supabase fallback", "supabase resilience", "supabase dual write", "supabase outage".
Validate API schemas against OpenAPI, JSON Schema, and GraphQL specifications. Use when validating API schemas and contracts. Trigger with phrases like "validate API schema", "check OpenAPI spec", or "verify schema".
Validate API responses against schemas to ensure contract compliance and data integrity. Use when ensuring API response correctness. Trigger with phrases like "validate responses", "check API responses", or "verify response format".
Manage rate limit middleware operations. Auto-activating skill for Backend Development. Triggers on: rate limit middleware, rate limit middleware Part of the Backend Development skill category. Use when working with rate limit middleware functionality. Trigger with phrases like "rate limit middleware", "rate middleware", "rate".
