Redis
DatabaseCommonly used with
Skills using Redis (523)
railway-database
Add official Railway database services (Postgres, Redis, MySQL, MongoDB). Use when user wants to add a database, says "add postgres", "add redis", "add database", "connect to database", or "wire up the database". For other templates (Ghost, Strapi, n8n), use the railway-templates skill.
railway-new
Create Railway projects, services, and databases with proper configuration. Use when user says "setup", "deploy to railway", "initialize", "create project", "create service", or wants to deploy from GitHub. Handles initial setup AND adding services to existing projects. For databases, use railway-railway-database skill instead.
railway-templates
Search and deploy services from Railway's template marketplace. Use when user wants to add a service from a template, find templates for a specific use case, or deploy tools like Ghost, Strapi, n8n, Minio, Uptime Kuma, etc. For databases (Postgres, Redis, MySQL, MongoDB), prefer the railway-database skill.
adobe-performance-tuning
Optimize Adobe API performance with token caching, async job batching, connection pooling, and response caching for Firefly, PDF Services, and Photoshop API workflows. Trigger with phrases like "adobe performance", "optimize adobe", "adobe latency", "adobe caching", "adobe slow", "adobe batch".
adobe-reliability-patterns
Implement reliability patterns for Adobe APIs: circuit breakers for IMS/Firefly, idempotency for PDF Services operations, graceful degradation when Adobe is down, and dead letter queues for failed async jobs. Trigger with phrases like "adobe reliability", "adobe circuit breaker", "adobe fallback", "adobe resilience", "adobe graceful degradation".
anth-reference-architecture
Implement Claude API reference architectures for common use cases. Use when designing a Claude-powered application, choosing between direct API vs queue-based, or planning a multi-model architecture. Trigger with phrases like "anthropic architecture", "claude system design", "anthropic reference architecture", "design claude integration".
apollo-reference-architecture
Implement Apollo.io reference architecture. Use when designing Apollo integrations, establishing patterns, or building production-grade sales intelligence systems. Trigger with phrases like "apollo architecture", "apollo system design", "apollo integration patterns", "apollo best practices architecture".
appfolio-reference-architecture
Reference architecture for AppFolio property management integration. Trigger: "appfolio architecture".
assemblyai-performance-tuning
Optimize AssemblyAI API performance with caching, parallel processing, and model selection. Use when experiencing slow transcriptions, implementing caching strategies, or optimizing throughput for batch transcription workloads. Trigger with phrases like "assemblyai performance", "optimize assemblyai", "assemblyai latency", "assemblyai caching", "assemblyai slow", "assemblyai batch".
attio-reference-architecture
Production reference architecture for Attio CRM integrations -- layered project structure, sync patterns, webhook processing, and multi-environment setup. Trigger: "attio architecture", "attio best practices", "attio project structure", "how to organize attio", "attio integration design".
bamboohr-performance-tuning
Optimize BambooHR API performance with caching, batch reports, incremental sync, and connection pooling. Use when experiencing slow API responses, implementing caching, or optimizing sync throughput. Trigger with phrases like "bamboohr performance", "optimize bamboohr", "bamboohr latency", "bamboohr caching", "bamboohr slow", "bamboohr batch".
bamboohr-reference-architecture
Implement BambooHR reference architecture for production HR data pipelines. Use when designing new BambooHR integrations, building employee sync systems, or establishing architecture standards for BambooHR-powered applications. Trigger with phrases like "bamboohr architecture", "bamboohr design", "bamboohr project structure", "bamboohr system design", "bamboohr pipeline".
brightdata-performance-tuning
Optimize Bright Data API performance with caching, batching, and connection pooling. Use when experiencing slow API responses, implementing caching strategies, or optimizing request throughput for Bright Data integrations. Trigger with phrases like "brightdata performance", "optimize brightdata", "brightdata latency", "brightdata caching", "brightdata slow", "brightdata batch".
brightdata-reference-architecture
Implement Bright Data reference architecture with best-practice project layout. Use when designing new Bright Data integrations, reviewing project structure, or establishing architecture standards for Bright Data applications. Trigger with phrases like "brightdata architecture", "brightdata best practices", "brightdata project structure", "how to organize brightdata", "brightdata layout".
building-graphql-server
Build production-ready GraphQL servers with schema design, resolvers, and subscriptions. Use when building GraphQL APIs with schemas and resolvers. Trigger with phrases like "build GraphQL API", "create GraphQL server", or "setup GraphQL".
building-websocket-server
Build scalable WebSocket servers for real-time bidirectional communication. Use when enabling real-time bidirectional communication. Trigger with phrases like "build WebSocket server", "add real-time API", or "implement WebSocket".
canva-performance-tuning
Optimize Canva Connect API performance with caching, pagination, and connection pooling. Use when experiencing slow API responses, implementing caching strategies, or optimizing request throughput for Canva integrations. Trigger with phrases like "canva performance", "optimize canva", "canva latency", "canva caching", "canva slow", "canva pagination".
clay-load-scale
Scale Clay enrichment pipelines for high-volume processing (10K-100K+ leads/month). Use when planning capacity for large enrichment runs, optimizing batch processing, or designing high-volume Clay architectures. Trigger with phrases like "clay scale", "clay high volume", "clay large batch", "clay capacity planning", "clay 100k leads", "clay bulk enrichment".
clay-reliability-patterns
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".
cohere-performance-tuning
Optimize Cohere API performance with caching, batching, model selection, and streaming. Use when experiencing slow API responses, implementing caching strategies, or optimizing request throughput for Cohere Chat, Embed, and Rerank. Trigger with phrases like "cohere performance", "optimize cohere", "cohere latency", "cohere caching", "cohere slow", "cohere batch".
creating-webhook-handlers
Create webhook endpoints with signature verification, retry logic, and payload validation. Use when receiving and processing webhook events. Trigger with phrases like "create webhook", "handle webhook events", or "setup webhook handler".
customerio-load-scale
Implement Customer.io load testing and horizontal scaling. Use when preparing for high traffic, running load tests, or designing queue-based architectures for scale. Trigger: "customer.io load test", "customer.io scale", "customer.io high volume", "customer.io k6", "customer.io performance test".
customerio-reliability-patterns
Implement Customer.io reliability and fault-tolerance patterns. Use when building circuit breakers, fallback queues, idempotency, or graceful degradation for Customer.io integrations. Trigger: "customer.io reliability", "customer.io resilience", "customer.io circuit breaker", "customer.io fault tolerance".
deepgram-performance-tuning
Optimize Deepgram API performance for faster transcription and lower latency. Use when improving transcription speed, reducing latency, or optimizing audio processing pipelines. Trigger: "deepgram performance", "speed up deepgram", "optimize transcription", "deepgram latency", "deepgram faster", "deepgram throughput".
documenso-performance-tuning
Optimize Documenso integration performance with caching, batching, and efficient patterns. Use when improving response times, reducing API calls, or optimizing bulk document operations. Trigger with phrases like "documenso performance", "optimize documenso", "documenso caching", "documenso batch operations".
elevenlabs-reference-architecture
Implement ElevenLabs reference architecture for production TTS/voice applications. Use when designing new ElevenLabs integrations, reviewing project structure, or building a scalable audio generation service. Trigger: "elevenlabs architecture", "elevenlabs project structure", "how to organize elevenlabs", "TTS service architecture", "elevenlabs design patterns", "voice API architecture".
emitting-api-events
Build event-driven APIs with webhooks, Server-Sent Events, and real-time notifications. Use when building event-driven API architectures. Trigger with phrases like "add webhooks", "implement events", or "create event-driven API".
evernote-performance-tuning
Optimize Evernote integration performance. Use when improving response times, reducing API calls, or scaling Evernote integrations. Trigger with phrases like "evernote performance", "optimize evernote", "evernote speed", "evernote caching".
evernote-reference-architecture
Reference architecture for Evernote integrations. Use when designing system architecture, planning integrations, or building scalable Evernote applications. Trigger with phrases like "evernote architecture", "design evernote system", "evernote integration pattern", "evernote scale".
exa-architecture-variants
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".
exa-data-handling
Implement Exa search result processing, content extraction, caching, and RAG context management. Use when handling search results, implementing caching, building citation pipelines, or managing content payloads for LLM context windows. Trigger with phrases like "exa data", "exa results processing", "exa cache", "exa RAG context", "exa content extraction".
exa-load-scale
Implement Exa load testing, capacity planning, and scaling strategies. Use when running performance tests, planning capacity for Exa integrations, or designing high-throughput search architectures. Trigger with phrases like "exa load test", "exa scale", "exa capacity", "exa k6", "exa benchmark", "exa throughput".
exa-multi-env-setup
Configure Exa across development, staging, and production environments. Use when setting up multi-environment search pipelines, managing API key isolation, or configuring per-environment search limits and caching. Trigger with phrases like "exa environments", "exa staging", "exa dev prod", "exa environment setup", "exa multi-env".
exa-policy-guardrails
Implement content policy enforcement, domain filtering, and usage guardrails for Exa. Use when setting up content safety rules, restricting search domains, or enforcing query and budget policies for Exa integrations. Trigger with phrases like "exa policy", "exa content filter", "exa guardrails", "exa domain allowlist", "exa content moderation".
exa-prod-checklist
Execute Exa production deployment checklist with pre-flight, deploy, and rollback. Use when deploying Exa integrations to production, preparing for launch, or verifying production readiness. Trigger with phrases like "exa production", "deploy exa to prod", "exa go-live", "exa launch checklist", "exa production ready".
exa-reference-architecture
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".
exa-webhooks-events
Build event-driven integrations with Exa using scheduled monitors and content alerts. Use when building content monitoring, competitive intelligence pipelines, or scheduled search automation with Exa. Trigger with phrases like "exa monitor", "exa content alerts", "exa scheduled search", "exa event-driven", "exa notifications".
finta-reference-architecture
Reference architecture for fundraising operations with Finta CRM. Trigger with phrases like "finta architecture", "finta fundraising stack".
firecrawl-local-dev-loop
Configure Firecrawl local development with self-hosted Docker, mocking, and testing. Use when setting up a development environment, running Firecrawl locally to save credits, or configuring test workflows with vitest. Trigger with phrases like "firecrawl dev setup", "firecrawl local development", "firecrawl docker", "firecrawl self-hosted dev", "firecrawl test setup".
fireflies-performance-tuning
Optimize Fireflies.ai GraphQL query performance with field selection, caching, and batching. Use when experiencing slow API responses, implementing caching, or optimizing transcript processing throughput. Trigger with phrases like "fireflies performance", "optimize fireflies", "fireflies latency", "fireflies caching", "fireflies slow", "fireflies batch".
flexport-reference-architecture
Implement Flexport reference architecture for supply chain integrations with best-practice project layout, service boundaries, and data flow. Trigger: "flexport architecture", "flexport project structure", "flexport system design".
flyio-local-dev-loop
Configure Fly.io local development with Docker, proxy, and SSH console. Use when setting up local dev against Fly services, testing Dockerfiles, or establishing a fast iteration cycle. Trigger: "fly.io dev setup", "fly.io local development", "fly proxy".
flyio-reference-architecture
Implement Fly.io reference architecture with multi-region apps, Postgres, Redis, background workers, and private networking. Trigger: "fly.io architecture", "fly.io system design", "fly.io multi-region".
gamma-performance-tuning
Optimize Gamma API performance and reduce latency. Use when experiencing slow response times, optimizing throughput, or improving user experience with Gamma integrations. Trigger with phrases like "gamma performance", "gamma slow", "gamma latency", "gamma optimization", "gamma speed".
groq-webhooks-events
Build event-driven architectures with Groq streaming, batch processing, and async patterns. Use when setting up real-time SSE endpoints, batch processing pipelines, or event-driven LLM processing with Groq. Trigger with phrases like "groq streaming", "groq events", "groq SSE", "groq batch", "groq async", "groq event-driven".
hootsuite-deploy-integration
Deploy Hootsuite integrations to Vercel, Fly.io, and Cloud Run platforms. Use when deploying Hootsuite-powered applications to production, configuring platform-specific secrets, or setting up deployment pipelines. Trigger with phrases like "deploy hootsuite", "hootsuite Vercel", "hootsuite production deploy", "hootsuite Cloud Run", "hootsuite Fly.io".
hubspot-performance-tuning
Optimize HubSpot API performance with caching, batching, and search optimization. Use when experiencing slow API responses, implementing caching strategies, or optimizing request throughput for HubSpot CRM operations. Trigger with phrases like "hubspot performance", "optimize hubspot", "hubspot slow", "hubspot caching", "hubspot batch", "hubspot latency".
hubspot-reliability-patterns
Implement HubSpot reliability patterns: circuit breakers, retries, and graceful degradation. Use when building fault-tolerant HubSpot integrations, implementing retry strategies, or adding resilience to production CRM services. Trigger with phrases like "hubspot reliability", "hubspot circuit breaker", "hubspot resilience", "hubspot fallback", "hubspot fault tolerant".
hubspot-webhooks-events
Implement HubSpot webhook subscriptions and CRM event handling. Use when setting up webhook endpoints for CRM events, implementing signature verification, or handling contact/deal/company change notifications. Trigger with phrases like "hubspot webhook", "hubspot events", "hubspot subscription", "handle hubspot notifications", "hubspot CRM events".
ideogram-webhooks-events
Build event-driven workflows around Ideogram's synchronous API. Use when implementing async generation queues, batch processing, callback patterns, or image processing pipelines. Trigger with phrases like "ideogram webhook", "ideogram events", "ideogram async", "ideogram queue", "ideogram batch pipeline".
intercom-performance-tuning
Optimize Intercom API performance with caching, search optimization, and pagination. Use when experiencing slow API responses, implementing caching strategies, or optimizing request throughput for Intercom integrations. Trigger with phrases like "intercom performance", "optimize intercom", "intercom latency", "intercom caching", "intercom slow", "intercom pagination".
intercom-reference-architecture
Implement Intercom reference architecture with layered project structure. Use when designing new Intercom integrations, reviewing project structure, or establishing architecture standards for Intercom applications. Trigger with phrases like "intercom architecture", "intercom project structure", "how to organize intercom", "intercom layout", "intercom design patterns".
intercom-webhooks-events
Implement Intercom webhook handling and data event tracking. Use when setting up webhook endpoints, processing Intercom notifications, or submitting custom data events for contact activity tracking. Trigger with phrases like "intercom webhook", "intercom events", "intercom webhook signature", "handle intercom events", "intercom data events", "track intercom events".
juicebox-reference-architecture
Implement Juicebox reference architecture. Trigger: "juicebox architecture", "recruiting platform design".
klaviyo-performance-tuning
Optimize Klaviyo API performance with caching, batching, and pagination tuning. Use when experiencing slow API responses, implementing caching strategies, or optimizing request throughput for Klaviyo integrations. Trigger with phrases like "klaviyo performance", "optimize klaviyo", "klaviyo latency", "klaviyo caching", "klaviyo slow", "klaviyo batch".
klaviyo-reference-architecture
Implement Klaviyo reference architecture with best-practice project layout. Use when designing new Klaviyo integrations, reviewing project structure, or establishing architecture standards for email/SMS marketing applications. Trigger with phrases like "klaviyo architecture", "klaviyo project structure", "klaviyo design", "how to organize klaviyo", "klaviyo layout".
klaviyo-webhooks-events
Implement Klaviyo webhooks with HMAC-SHA256 signature verification and event handling. Use when setting up webhook endpoints, handling Klaviyo event notifications, or creating event-driven integrations with Klaviyo. Trigger with phrases like "klaviyo webhook", "klaviyo events", "klaviyo webhook signature", "handle klaviyo events", "klaviyo notifications".
klingai-async-workflows
Build async video generation workflows with Kling AI using queues, state machines, and event-driven patterns. Trigger with phrases like 'klingai async', 'kling ai workflow', 'klingai pipeline', 'async video generation'.
klingai-reference-architecture
Production reference architecture for Kling AI video generation platforms. Use when designing scalable systems. Trigger with phrases like 'klingai architecture', 'kling ai system design', 'video platform architecture', 'klingai production setup'.
langchain-multi-env-setup
Configure LangChain across dev/staging/production environments with isolated API keys, environment-specific settings, and secrets. Trigger: "langchain environments", "langchain staging", "langchain dev prod", "environment configuration", "langchain env setup".
langchain-reference-architecture
Implement LangChain reference architecture for production systems: layered design, provider abstraction, chain registry, RAG pipelines, and multi-agent orchestration. Trigger: "langchain architecture", "langchain design patterns", "langchain scalable", "langchain enterprise", "LLM architecture".
linear-performance-tuning
Optimize Linear API queries, caching, and batching for performance. Use when improving response times, reducing API calls, or implementing caching strategies for Linear data. Trigger: "linear performance", "optimize linear", "linear caching", "linear slow queries", "speed up linear", "linear N+1".
linktree-performance-tuning
Optimize Linktree API integration performance with caching, batching, and rate limit strategies. Use when Linktree API calls are slow, hitting rate limits, or profile pages serve stale link data. Trigger with "linktree performance tuning".
linktree-reference-architecture
Reference Architecture for Linktree. Trigger: "linktree reference architecture".
lokalise-performance-tuning
Optimize Lokalise API performance with caching, pagination, and bulk operations. Use when experiencing slow API responses, implementing caching strategies, or optimizing request throughput for Lokalise integrations. Trigger with phrases like "lokalise performance", "optimize lokalise", "lokalise latency", "lokalise caching", "lokalise slow", "lokalise batch".
lucidchart-performance-tuning
Optimize Lucidchart API integration performance with caching, batch shape operations, and pagination strategies. Use when diagram exports are slow, shape updates hit rate limits, or document list queries time out. Trigger with "lucidchart performance tuning".
lucidchart-reference-architecture
Reference Architecture for Lucidchart. Trigger: "lucidchart reference architecture".
maintainx-cost-tuning
Optimize MaintainX API usage for cost efficiency. Use when managing API costs, optimizing request volume, or implementing cost-effective integration patterns with MaintainX. Trigger with phrases like "maintainx cost", "maintainx billing", "reduce maintainx usage", "maintainx api costs", "maintainx optimization".
maintainx-performance-tuning
Optimize MaintainX API integration performance. Use when experiencing slow API responses, optimizing data fetching, or improving integration throughput with MaintainX. Trigger with phrases like "maintainx performance", "maintainx slow", "optimize maintainx", "maintainx caching", "maintainx faster".
managing-api-cache
Implement intelligent API response caching with Redis, Memcached, and CDN integration. Use when optimizing API performance with caching. Trigger with phrases like "add caching", "optimize API performance", or "implement cache layer".
managing-database-tests
Test database testing including fixtures, transactions, and rollback management. Use when performing specialized testing. Trigger with phrases like "test the database", "run database tests", or "validate data integrity".
mindtickle-performance-tuning
Optimize MindTickle API integration performance with caching, bulk progress queries, and webhook processing. Use when learner progress queries are slow, report generation times out, or completion webhooks cause backpressure. Trigger with "mindtickle performance tuning".
mindtickle-reference-architecture
Reference Architecture for MindTickle. Trigger: "mindtickle reference architecture".
miro-reference-architecture
Implement a production-ready reference architecture for Miro REST API v2 integrations with layered design, caching, and event processing. Trigger with phrases like "miro architecture", "miro project structure", "how to organize miro integration", "miro design patterns".
miro-security-basics
Apply Miro REST API v2 security best practices — OAuth scope minimization, token storage, webhook signature validation, and secret rotation. Trigger with phrases like "miro security", "miro secrets", "secure miro", "miro token security", "miro webhook signature".
notion-performance-tuning
Optimize Notion API performance with caching, batching, parallel requests, and incremental sync. Use when experiencing slow API responses, implementing caching strategies, reducing API call volume, or tuning request patterns for Notion integrations. Trigger with phrases like "notion performance", "optimize notion api", "notion latency", "notion caching", "notion slow", "notion batch requests", "notion incremental sync", "notion reduce api calls".
onenote-deploy-integration
Deploy OneNote integrations with MSAL token persistence, health checks, and container best practices. Use when containerizing OneNote services, configuring health endpoints, or managing token cache in production. Trigger with "onenote deploy", "onenote docker", "onenote container", "onenote health check".
onenote-webhooks-events
Implement change detection for OneNote using polling and delta queries (webhooks decommissioned June 2023). Use when building real-time sync, change monitoring, or event-driven OneNote integrations. Trigger with "onenote changes", "onenote polling", "onenote sync", "onenote delta query".
openevidence-reference-architecture
Reference Architecture for OpenEvidence. Trigger: "openevidence reference architecture".
perplexity-data-handling
Implement Perplexity query sanitization, citation validation, result caching, and conversation context management for search workflows. Trigger with phrases like "perplexity data", "perplexity PII", "perplexity citations", "perplexity cache", "perplexity context".
perplexity-performance-tuning
Optimize Perplexity Sonar API performance with caching, streaming, model routing, and batching. Use when experiencing slow API responses, implementing caching strategies, or optimizing request throughput for Perplexity integrations. Trigger with phrases like "perplexity performance", "optimize perplexity", "perplexity latency", "perplexity caching", "perplexity slow".
perplexity-policy-guardrails
Implement content moderation, model selection policy, citation quality enforcement, and per-user usage quotas for Perplexity Sonar API. Trigger with phrases like "perplexity policy", "perplexity guardrails", "perplexity content moderation", "perplexity usage limits", "perplexity safety".
perplexity-reference-architecture
Implement Perplexity reference architecture with model routing, citation pipeline, and research automation. Use when designing new Perplexity integrations, reviewing project structure, or establishing architecture for search-augmented apps. Trigger with phrases like "perplexity architecture", "perplexity project structure", "how to organize perplexity", "perplexity design patterns".
perplexity-reliability-patterns
Implement reliability patterns for Perplexity Sonar API: circuit breaker, model fallback, streaming timeout, and citation validation. Trigger with phrases like "perplexity reliability", "perplexity circuit breaker", "perplexity fallback", "perplexity resilience", "perplexity timeout".
processing-api-batches
Optimize bulk API requests with batching, throttling, and parallel execution. Use when processing bulk API operations efficiently. Trigger with phrases like "process bulk requests", "batch API calls", or "handle batch operations".
rate-limiting-apis
Implement sophisticated rate limiting with sliding windows, token buckets, and quotas. Use when protecting APIs from excessive requests. Trigger with phrases like "add rate limiting", "limit API requests", or "implement rate limits".
salesforce-architecture-variants
Choose and implement Salesforce integration architecture patterns for different scales. Use when designing new Salesforce integrations, choosing between polling/event-driven/Heroku Connect, or planning migration paths for Salesforce applications. Trigger with phrases like "salesforce architecture", "salesforce integration pattern", "how to structure salesforce integration", "salesforce event-driven", "salesforce Heroku Connect".
salesforce-performance-tuning
Optimize Salesforce API performance with SOQL tuning, Composite API batching, and caching. Use when experiencing slow API responses, optimizing SOQL queries, or reducing API call count for Salesforce integrations. Trigger with phrases like "salesforce performance", "optimize salesforce", "salesforce latency", "salesforce caching", "salesforce slow", "SOQL optimization".
salesforce-reliability-patterns
Implement Salesforce reliability patterns including circuit breakers, idempotent upserts, and fallback caching. Use when building fault-tolerant Salesforce integrations, implementing retry strategies, or adding resilience to production Salesforce services. Trigger with phrases like "salesforce reliability", "salesforce circuit breaker", "salesforce idempotent", "salesforce resilience", "salesforce fallback", "salesforce retry".
serpapi-cost-tuning
Optimize SerpApi costs by reducing credit consumption and choosing the right plan. Use when analyzing search usage, reducing monthly costs, or implementing credit-saving strategies. Trigger: "serpapi cost", "serpapi pricing", "reduce serpapi costs", "serpapi credits".
serpapi-performance-tuning
Optimize SerpApi performance with caching, async searches, and result filtering. Use when reducing latency, minimizing credit consumption, or optimizing search throughput. Trigger: "serpapi performance", "optimize serpapi", "serpapi caching", "serpapi slow".
serpapi-prod-checklist
Production readiness checklist for SerpApi integrations. Use when deploying search features, validating credit budgets, or preparing SerpApi-powered apps for launch. Trigger: "serpapi production", "deploy serpapi", "serpapi go-live".
serpapi-reference-architecture
Production architecture for SerpApi search services with caching, monitoring, and multi-engine support. Use when designing search features, building SERP tracking systems, or architecting search-powered applications. Trigger: "serpapi architecture", "serpapi project structure", "serpapi design".
shopify-performance-tuning
Optimize Shopify API performance with GraphQL query cost reduction, bulk operations, caching strategies, and Storefront API for high-traffic storefronts. Trigger with phrases like "shopify performance", "optimize shopify", "shopify slow", "shopify caching", "shopify bulk operation", "shopify query cost".
shopify-prod-checklist
Execute Shopify app production deployment checklist covering App Store requirements, mandatory webhooks, API versioning, and rollback procedures. Trigger with phrases like "shopify production", "deploy shopify", "shopify go-live", "shopify launch checklist", "shopify app store submit".
supabase-reliability-patterns
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".
throttling-apis
Implement API throttling policies to protect backend services from overload. Use when controlling API request rates. Trigger with phrases like "throttle API", "control request rate", or "add throttling".
together-reference-architecture
Together AI reference architecture for inference, fine-tuning, and model deployment. Use when working with Together AI's OpenAI-compatible API. Trigger: "together reference architecture".
webflow-performance-tuning
Optimize Webflow API performance with response caching, bulk endpoint batching, CDN-cached live item reads, pagination optimization, and connection pooling. Use when experiencing slow API responses or optimizing request throughput. Trigger with phrases like "webflow performance", "optimize webflow", "webflow latency", "webflow caching", "webflow slow", "webflow batch".
webflow-reference-architecture
Implement Webflow reference architecture — layered project structure, client wrapper, CMS sync service, webhook handlers, and caching layer for production integrations. Trigger with phrases like "webflow architecture", "webflow project structure", "how to organize webflow", "webflow integration design", "webflow best practices".
webflow-webhooks-events
Implement Webflow webhook registration, signature verification, and event handling for form_submission, site_publish, ecomm_new_order, page_created, and more. Use when setting up webhook endpoints, implementing event-driven workflows, or handling Webflow notifications. Trigger with phrases like "webflow webhook", "webflow events", "webflow webhook signature", "handle webflow events", "webflow notifications".
moai-domain-backend
Backend development specialist covering API design, database integration, microservices architecture, and modern backend patterns. Use when designing APIs, implementing server logic, authentication, or authorization.
moai-domain-database
Database specialist covering PostgreSQL, MongoDB, Redis, Oracle, and cloud database platforms (Neon, Supabase, Firestore). Use for schema design, query optimization, indexing strategies, data modeling, or cloud database selection. Cloud vendor guide absorbed from moai-platform-database-cloud.
moai-workflow-jit-docs
Enhanced Just-In-Time document loading system that discovers, loads, and caches relevant documentation based on user intent and project context. Use when users need specific documentation on demand.
bullmq-specialist
BullMQ expert for Redis-backed job queues, background processing, and reliable async execution in Node.js/TypeScript applications.
c4-container
Expert C4 Container-level documentation specialist.
conductor-setup
Configure a Rails project to work with Conductor (parallel coding agents)
conversation-memory
Persistent memory systems for LLM conversations including short-term, long-term, and entity-based memory
database-admin
Expert database administrator specializing in modern cloud databases, automation, and reliability engineering.
environment-setup-guide
Guide developers through setting up development environments with proper tools, dependencies, and configurations
inngest
Inngest expert for serverless-first background jobs, event-driven workflows, and durable execution without managing queues or workers.
prompt-caching
Caching strategies for LLM prompts including Anthropic prompt caching, response caching, and CAG (Cache Augmented Generation)
trigger-dev
Trigger.dev expert for background jobs, AI workflows, and reliable async execution with excellent developer experience and TypeScript-first design.
upstash-qstash
Upstash QStash expert for serverless message queues, scheduled jobs, and reliable HTTP-based task delivery without managing infrastructure.
azure-resource-manager-redis-dotnet
Azure Resource Manager SDK for Redis in .NET.
new-rails-project
Create a new Rails project
architecture
架构设计能力索引。API设计、安全架构、云原生、数据安全。当用户提到架构、设计、API、云原生时路由到此。
redis-cache-manager
Manage redis cache manager operations. Auto-activating skill for Backend Development. Triggers on: redis cache manager, redis cache manager Part of the Backend Development skill category. Use when working with redis cache manager functionality. Trigger with phrases like "redis cache manager", "redis manager", "redis".
ln-629-lifecycle-auditor
Checks bootstrap initialization, graceful shutdown, resource cleanup, signal handling, liveness/readiness probes. Use when auditing app lifecycle.
building-ioc-enrichment-pipeline-with-opencti
OpenCTI is an open-source platform for managing cyber threat intelligence knowledge, built on STIX 2.1 as its native data model. This skill covers building an automated IOC enrichment pipeline using O
building-threat-intelligence-platform
Building a Threat Intelligence Platform (TIP) involves deploying and integrating multiple CTI tools into a unified system for collecting, analyzing, enriching, and disseminating threat intelligence. T
exploiting-api-injection-vulnerabilities
Tests APIs for injection vulnerabilities including SQL injection, NoSQL injection, OS command injection, LDAP injection, and Server-Side Request Forgery (SSRF) through API parameters, headers, and request bodies. The tester crafts malicious payloads targeting different backend technologies and injection contexts to extract data, execute commands, or access internal services. Maps to OWASP API8:2023 Security Misconfiguration and API7:2023 SSRF. Activates for requests involving API injection testing, SQLi in APIs, NoSQL injection, SSRF testing, or API input validation assessment.
implementing-api-abuse-detection-with-rate-limiting
Implement API abuse detection using token bucket, sliding window, and adaptive rate limiting algorithms to prevent DDoS, brute force, and credential stuffing attacks.
implementing-api-key-security-controls
Implements secure API key generation, storage, rotation, and revocation controls to protect API authentication credentials from leakage, brute force, and abuse. The engineer designs API key formats with sufficient entropy, implements secure hashing for storage, enforces per-key scoping and rate limiting, monitors for leaked keys in public repositories, and builds key rotation workflows. Activates for requests involving API key management, API key security, key rotation policy, or API credential protection.
implementing-api-rate-limiting-and-throttling
Implements API rate limiting and throttling controls using token bucket, sliding window, and fixed window algorithms to protect against brute force attacks, credential stuffing, resource exhaustion, and API abuse. The engineer configures per-user, per-IP, and per-endpoint rate limits using Redis-backed counters, API gateway plugins, or application middleware, and implements proper HTTP 429 responses with Retry-After headers. Activates for requests involving rate limiting implementation, API throttling setup, request quota management, or API abuse prevention.
performing-authenticated-scan-with-openvas
Configure and execute authenticated vulnerability scans using OpenVAS/Greenbone Vulnerability Management with SSH and SMB credentials for comprehensive host-level assessment.
labautoresearch
Self-improving loop for plugin skills. Reads program.md, proposes one mutation per iteration, evaluates against deterministic scorer, keeps improvements via git, reverts failures. Targets weakest skill+dimension. Use with /loop for overnight runs.
dotnet-backend-patterns
Master C#/.NET patterns for building production-grade APIs, MCP servers, and enterprise backends with modern best practices (2024/2025).
sl_capture
How to capture new reusable patterns into ktx's semantic layer - when a measure, segment, or join belongs in the catalog and how to write it generically so it stays small and useful over time. Loaded by the post-turn memory-agent only. The research agent does not write to the SL.
skillify
Turn a repeatable workflow from the current session into a reusable OMC skill draft
azure-cloud
Azure-specific infrastructure and services expertise for cloud operations and architecture
distributed-caching
Expert skill for distributed cache design, implementation, and optimization using Redis and Memcached. Design cache architectures, configure eviction policies, implement caching patterns (cache-aside, write-through, write-behind), monitor cache performance, and optimize memory usage.
docker-test-environments
Docker-based test environment management for isolated, reproducible test execution. Create Docker Compose environments, manage test containers, configure service dependencies, and integrate with CI/CD pipelines.
feast-feature-store
Feature store management skill for online/offline feature serving, feature registration, and training-serving consistency.
labor-productivity-optimizer
AI-powered workforce planning and task assignment skill to maximize warehouse labor efficiency
langgraph-state-graph
LangGraph StateGraph builder with state schema design. Create stateful agent workflows with cycles, conditionals, and persistence.
docker-patterns
Docker and Docker Compose patterns for local development, container security, networking, volume strategies, and multi-service orchestration.
azure-resource-manager-redis-dotnet
Azure Resource Manager SDK for Redis in .NET. Use for MANAGEMENT PLANE operations: creating/managing Azure Cache for Redis instances, firewall rules, access keys, patch schedules, linked servers (geo-replication), and private endpoints via Azure Resource Manager. NOT for data plane operations (get/set keys, pub/sub) - use StackExchange.Redis for that. Triggers: "Redis cache", "create Redis", "manage Redis", "ARM Redis", "RedisResource", "provision Redis", "Azure Cache for Redis".
azure-cost
Unified Azure cost management: query historical costs, forecast future spending, and optimize to reduce waste. WHEN: "Azure costs", "Azure spending", "Azure bill", "cost breakdown", "cost by service", "cost by resource", "how much am I spending", "show my bill", "monthly cost summary", "cost trends", "top cost drivers", "actual cost", "amortized cost", "forecast spending", "projected costs", "estimate bill", "future costs", "budget forecast", "end of month costs", "how much will I spend", "optimize costs", "reduce spending", "find cost savings", "orphaned resources", "rightsize VMs", "cost analysis", "reduce waste", "unused resources", "optimize Redis costs", "cost by tag", "cost by resource group", "AKS cost analysis add-on", "namespace cost", "cost spike", "anomaly", "budget alert", "AKS cost visibility". DO NOT USE FOR: deploying resources, provisioning infrastructure, diagnostics, security audits, or estimating costs for new resources not yet deployed.
debug-buttercup
All pods run in namespace crs. Use when pods in the crs namespace are in CrashLoopBackOff, OOMKilled, or restarting, multiple services restart simultaneously (cascade failure), or redis is unresponsive or showing AOF warnings.
sl_capture
How to capture new reusable patterns into KTX's semantic layer - when a measure, segment, or join belongs in the catalog and how to write it generically so it stays small and useful over time. Loaded by the post-turn memory-agent only. The research agent does not write to the SL.
azure-cost
Unified Azure cost management: query historical costs, forecast future spending, and optimize to reduce waste. WHEN: "Azure costs", "Azure spending", "Azure bill", "cost breakdown", "cost by service", "cost by resource", "how much am I spending", "show my bill", "monthly cost summary", "cost trends", "top cost drivers", "actual cost", "amortized cost", "forecast spending", "projected costs", "estimate bill", "future costs", "budget forecast", "end of month costs", "how much will I spend", "optimize costs", "reduce spending", "find cost savings", "orphaned resources", "rightsize VMs", "cost analysis", "reduce waste", "unused resources", "optimize Redis costs", "cost by tag", "cost by resource group", "AKS cost analysis add-on", "namespace cost", "cost spike", "anomaly", "budget alert", "AKS cost visibility". DO NOT USE FOR: deploying resources, provisioning infrastructure, diagnostics, security audits, or estimating costs for new resources not yet deployed.
websocket-engineer
Use when building real-time communication systems with WebSockets or Socket.IO. Invoke for bidirectional messaging, horizontal scaling with Redis, presence tracking, room management.
sl_capture
How to capture new reusable patterns into KTX's semantic layer - when a measure, segment, or join belongs in the catalog and how to write it generically so it stays small and useful over time. Loaded by the post-turn memory-agent only. The research agent does not write to the SL.
health-check-endpoint
Implement health check and readiness endpoints for SDK consumers
langgraph-checkpoint
LangGraph checkpoint and persistence configuration for stateful workflow management
rag-embedding-generation
Batch embedding generation with caching, rate limiting, and multiple provider support
redis
Redis caching patterns, pub/sub, sessions, rate limiting, and data structures.
redis-memory-backend
Redis backend for conversation state persistence and caching
socketio
Socket.io rooms, namespaces, adapters, middleware, and real-time patterns.
websocket
WebSocket implementation, connection management, scaling patterns, and real-time features.
bullmq-specialist
BullMQ expert for Redis-backed job queues, background processing, and reliable async execution in Node.js/TypeScript applications. Use when: bullmq, bull queue, redis queue, background job, job queue.
ln-774-healthcheck-setup
Configures health check endpoints for Kubernetes readiness/liveness/startup probes. Use when deploying to Kubernetes.
vp
Cross-cell coordination - resolve conflicts, decide pivots.
fullstack-dev
Full-stack backend architecture and frontend-backend integration guide. TRIGGER when: building a full-stack app, creating REST API with frontend, scaffolding backend service, building todo app, building CRUD app, building real-time app, building chat app, Express + React, Next.js API, Node.js backend, Python backend, Go backend, designing service layers, implementing error handling, managing config/auth, setting up API clients, implementing auth flows, handling file uploads, adding real-time features (SSE/WebSocket), hardening for production. DO NOT TRIGGER when: pure frontend UI work, pure CSS/styling, database schema only.
llm-wiki
Karpathy's LLM Wiki — build and maintain a persistent, interlinked markdown knowledge base. Ingest sources, query compiled knowledge, and lint for consistency.
backend-patterns
Backend architecture patterns, API design, database optimization, and server-side best practices for Node.js, Express, and Next.js API routes.
tdd-workflow
Use this skill when writing new features, fixing bugs, or refactoring code. Enforces test-driven development with 80%+ coverage including unit, integration, and E2E tests.
azure-cloud-architect
Design Azure architectures for startups and enterprises. Use when asked to design Azure infrastructure, create Bicep/ARM templates, optimize Azure costs, set up Azure DevOps pipelines, or migrate to Azure. Covers AKS, App Service, Azure Functions, Cosmos DB, and cost optimization.
environment-setup-guide
Guide developers through setting up development environments with proper tools, dependencies, and configurations
winui3-migration-guide
UWP-to-WinUI 3 migration reference. Maps legacy UWP APIs to correct Windows App SDK equivalents with before/after code snippets. Covers namespace changes, threading (CoreDispatcher to DispatcherQueue), windowing (CoreWindow to AppWindow), dialogs, pickers, sharing, printing, background tasks, and the most common Copilot code generation mistakes.
implementing-database-caching
This skill enables Claude to implement multi-tier database caching solutions. It is triggered when the user requests database caching, performance improvements, or reduced database load. The skill utilizes Redis, in-memory caching, and CDN layers to optimize database performance by reducing database load, improving query latency, and supporting horizontal scaling with cache-aside, write-through, and read-through patterns. Use this skill when the user mentions terms like "database caching", "improve database performance", "reduce database load", or uses the `/caching` command.
managing-test-environments
This skill enables Claude to manage isolated test environments using Docker Compose, Testcontainers, and environment variables. It is used to create consistent, reproducible testing environments for software projects. Claude should use this skill when the user needs to set up a test environment with specific configurations, manage Docker Compose files for test infrastructure, set up programmatic container management with Testcontainers, manage environment variables for tests, or ensure cleanup after tests. Trigger terms include "test environment", "docker compose", "testcontainers", "environment variables", "isolated environment", "env-setup", and "test setup".
fxa-review-quick
Fast single-pass FXA-specific commit review covering security, conventions, logic/bugs, tests, and migrations. No subagents — runs directly in the main context.
release-notes
Generate user-facing release notes from tickets, PRDs, or changelogs. Creates clear, engaging summaries organized by category (new features, improvements, fixes). Use when writing release notes, creating changelogs, announcing product updates, or summarizing what shipped.
health
Service/infra health via liveness/readiness checks, resource usage, quick diagnostics. Triggers: health check, services up, system status, infra health, degraded service.
search-router
Choose the right search tool for each query type
dotnet-backend-patterns
Master C#/.NET backend development patterns for building robust APIs, MCP servers, and enterprise applications. Covers async/await, dependency injection, Entity Framework Core, Dapper, configuration, caching, and testing with xUnit. Use when developing .NET backends, reviewing C# code, or designing API architectures.
python-background-jobs
Python background job patterns including task queues, workers, and event-driven architecture. Use when implementing async task processing, job queues, long-running operations, or decoupling work from request/response cycles.
azure-cache-redis
Expert knowledge for Azure Cache for Redis development including troubleshooting, best practices, decision making, architecture & design patterns, security, configuration, integrations & coding patterns, and deployment. Use when configuring geo-replication, persistence, Private Link/VNet access, Redis events/webhooks, or ARM/Bicep deployments, and other Azure Cache for Redis related development tasks. Not for Azure Managed Redis (use azure-managed-redis), Azure Cosmos DB (use azure-cosmos-db), Azure Table Storage (use azure-table-storage).
azure-managed-redis
Expert knowledge for Azure Managed Redis development including troubleshooting, best practices, decision making, security, configuration, integrations & coding patterns, and deployment. Use when using Entra auth, geo-replication, persistence, Private Link, ARM/Bicep deploys, or Azure Functions bindings, and other Azure Managed Redis related development tasks. Not for Azure Cache for Redis (use azure-cache-redis).
rate-limiter-designer
Design and implement rate limiting strategies
agentmail-sending
Canonical AgentMail send-message API reference for swarm agents. Pins the base URL, required field names, text-only rendering workaround, BCC policy, and ready-to-copy curl / swarm-script examples so agents do not rediscover the API surface at runtime.
create-spring-boot-java-project
Create Spring Boot Java Project Skeleton
create-spring-boot-kotlin-project
Create Spring Boot Kotlin Project Skeleton
performance-profiler
Performance profiling and optimization for web apps — Core Web Vitals (LCP, INP, CLS), Lighthouse audits, bundle analysis, backend profiling (CPU, memory, DB queries), N+1 detection, caching strategies (Redis, CDN, HTTP), and performance budgets. Use when user asks to improve performance, run Lighthouse audit, profile a Node.js app, optimize Core Web Vitals, reduce bundle size, or investigate slow response times. Do NOT use for database schema optimization (use db-sculptor), Docker image optimization (use docker), or CDN configuration.
aws-cloudformation-elasticache
Provides AWS CloudFormation patterns for ElastiCache Redis or Memcached infrastructure, including subnet groups, parameter groups, security controls, and cross-stack outputs. Use when designing cache tiers, high-availability replication groups, encryption settings, or reusable CloudFormation templates for application caching.
nestjs
Provides comprehensive NestJS framework patterns with Drizzle ORM integration for building scalable server-side applications. Generates REST/GraphQL APIs, implements authentication guards, creates database schemas, and sets up microservices. Use when building NestJS applications, setting up APIs, implementing authentication, working with databases, or integrating Drizzle ORM.
spring-boot-cache
Provides patterns for implementing Spring Boot caching: configures Redis/Caffeine/EhCache providers with TTL and eviction policies, applies @Cacheable/@CacheEvict/@CachePut annotations, validates cache hit/miss behavior, and exposes metrics via Actuator. Use when adding caching to Spring Boot services, configuring cache expiration, evicting stale data, or diagnosing cache misses.
spring-boot-project-creator
Creates and scaffolds a new Spring Boot project (3.x or 4.x) by downloading from Spring Initializr, generating package structure (DDD or Layered architecture), configuring JPA, SpringDoc OpenAPI, and Docker Compose services (PostgreSQL, Redis, MongoDB). Use when creating a new Java Spring Boot project from scratch, bootstrapping a microservice, or initializing a backend application.
unit-test-caching
Provides patterns for unit testing Spring Cache annotations (@Cacheable, @CachePut, @CacheEvict). Generates test code that mocks cache managers, verifies cache hit/miss behavior, tests cache key generation with SpEL expressions, validates eviction strategies, and checks conditional caching scenarios. Triggers: caching tests, test Spring cache, mock cache, Spring Boot caching, cache hit/miss verification, @Cacheable testing.
optimizing-cache-performance
This skill enables Claude to analyze and improve application caching strategies. It optimizes cache hit rates, TTL configurations, cache key design, and invalidation strategies. Use this skill when the user requests to "optimize cache performance", "improve caching strategy", "analyze cache hit rate", or needs assistance with "cache key design", "TTL optimization", or "cache invalidation". The skill identifies potential bottlenecks and recommends adjustments for improved performance and efficiency of caching mechanisms like Redis.
chinese-commit-conventions
中文 Git 提交规范 — 适配国内团队的 commit message 规范和 changelog 自动化
caching-patterns
Redis caching strategies, cache invalidation, write-through/write-behind, TTL management, and cache stampede protection.
concurrency-security
TOCTOU prevention, distributed locking, idempotency keys, race condition detection for Node.js and serverless environments.
event-driven-patterns
Message queue patterns with BullMQ, Kafka, RabbitMQ - saga, outbox, dead letter queue, exactly-once semantics.
experiment-engine
Otonom deney dongusu. Kod degisikligi yap, olc, karsilastir, kabul et veya geri al. Metrik bazli karar verme ile performans, boyut veya kalite optimizasyonu. Tek basina veya agent ile kullan.
session-compression
Lossless session context compression for token efficiency. Extracts entities, decisions, and state into compact format before context window fills. 10-30x reduction in context size while preserving all actionable information.
run
Launch and drive this project's app to see a change working.
chinese-documentation
中文技术文档写作规范——排版、术语、结构一步到位，告别机翻味
chaos
Injects controlled faults for resilience testing on non-prod. Triggers: chaos, fault injection, latency injection, dependency kill, resilience test.
debug-buttercup
Debugs the Buttercup CRS (Cyber Reasoning System) running on Kubernetes. Use when diagnosing pod crashes, restart loops, Redis failures, resource pressure, disk saturation, DinD issues, or any service misbehavior in the crs namespace. Covers triage, log analysis, queue inspection, and common failure patterns for: redis, fuzzer-bot, coverage-bot, seed-gen, patcher, build-bot, scheduler, task-server, task-downloader, program-model, litellm, dind, tracer-bot, merger-bot, competition-api, pov-reproducer, scratch-cleaner, registry-cache, image-preloader, ui.
ai-issue
Creates a project work-item (issue / task / story) on the user's configured board: routes by manifest `work_items.provider` (GitHub Projects v2 or Azure DevOps), composes title + body + labels, attaches to the active board, and confirms a clickable link. Trigger for 'open an issue', 'file a bug', 'create a task', 'add this to the backlog', 'log a work item'. Not for upstream framework bugs (use /ai-engineering-issue); not for board configuration (use /ai-board discover); not for committing code (use /ai-commit).
kv-storage
Use the swarm KV store (Redis-like, namespaced) for cross-task / cross-session / per-page state. Auto-scoped to your context (Slack thread / PR / Linear issue / agent / page). Use for counters, cursors, page state. Do NOT use for secrets (`swarm_config`), embedded knowledge (`memory`), or files (`agent-fs`).
session-skill-mining
Use when the user explicitly asks to inspect past Codex or Claude Code sessions, runs, or chats from a specific time range and extract reusable upgrades (skills to codify, memories to pin, or strategy-shaped findings that can be represented as skills or memories). Also invoked by the auto-optimizer scheduler to produce structured JSON suggestions for the Auto-optimization route.
bun-redis
Use when working with Redis in Bun (ioredis, Upstash), caching, pub/sub, session storage, or key-value operations.
health-check-endpoints
Health check endpoints for liveness, readiness, dependency monitoring. Use for Kubernetes, load balancers, auto-scaling, or encountering probe failures, startup delays, dependency checks, timeout configuration errors.
idempotency-handling
Idempotent API operations with idempotency keys, Redis caching, DB constraints. Use for payment systems, webhook retries, safe retries, or encountering duplicate processing, race conditions, key expiry errors.
recommendation-system
Deploy production recommendation systems with feature stores, caching, A/B testing. Use for personalization APIs, low latency serving, or encountering cache invalidation, experiment tracking, quality monitoring issues.
websocket-implementation
Implements real-time WebSocket communication with connection management, room-based messaging, and horizontal scaling. Use when building chat systems, live notifications, collaborative tools, or real-time dashboards.
lat-md-knowledge-graph
Design or audit a repo-local markdown knowledge graph with wiki links, source-code backlinks, drift checks, and searchable sections. Use when AGENTS.md/CLAUDE.md is too flat for a large codebase or when a custom harness needs durable structured project memory.
designing-architectures
Architecture knowledge reference covering API design, security architecture, cloud-native patterns, caching strategies, message queues, and data security. Use when designing system architecture, APIs, or cloud-native infrastructure.
light-tool-selection
工具选择与多工具协同。根据任务自动判断适合用什么工具——搜索、Python、R、MATLAB、LaTeX、Word、Excel、PowerPoint、Visio、Origin、数据库、Git、前端/后端框架、绘图工具、文献管理工具等（常驻，所有任务后台生效）。不盲目用工具，而是按实际任务选最高效、最稳定、最专业的实现方式。
maestro-v2-migration
Guide for working with maestroCLI's v2 architecture. Covers the context-to-memory rename, 4-state task model, plain file backend, pre-agent hooks, research phase, and memory promotion. Use when touching v2 code, encountering legacy patterns (e.g. 'context' instead of 'memory', old task states), adding new v2 features, or debugging v2 behavior. Also use when you see imports from adapters/fs/context, references to 'contextAdapter', or task states that don't match the 4-state model.
document-hunter
Searches and retrieves documents from free public sources using automated browser navigation. Use when research needs primary source documents like court filings, government reports, or public records.
database-design
Tier 2: Database design and modeling. ER diagrams, schema design, normalization, optimization. Keywords: database design, schema, ER diagram, normalization, 数据库设计, 数据建模
database-patterns
Use when designing PostgreSQL + Redis data models, indexes, caching strategies, JSONB usage, tiered storage, or cache consistency contracts.
api-rate-limiting
Implements API rate limiting using token bucket, sliding window, and Redis-based algorithms to protect against abuse. Use when securing public APIs, implementing tiered access, or preventing denial-of-service attacks.
e2e
执行 E2E 测试用例。 根据测试用例的验证类型（ui/api/database）选择正确的工具执行验证。
worktree
创建 Git worktree 用于隔离开发新功能或修复 bug。 自动处理分支创建、worktree 设置、目录切换和开发环境初始化。
quiz-generator
Generate 50-question interactive quizzes using the Quiz component with randomized batching. Use when creating end-of-chapter assessments. Displays 15-20 questions per session with immediate feedback. NOT for static markdown quizzes.
pywry-orientation
When to reach for PyWry MCP tools (native webview rendering, Plotly, TradingView, AgGrid, chat) instead of writing Flask/Streamlit/Dash/Electron code. Use at the start of any task involving interactive UI, dashboards, charts, or chat widgets driven from Python.
hunt-laravel
Hunt Laravel specific vulnerabilities — Debug mode leakage (APP_DEBUG=true exposes full stack trace + env vars), Laravel Telescope/Horizon dashboard unauthorized access, Ignition RCE (CVE-2021-3129), Signed URL manipulation, Queue Worker abuse, mass assignment via Eloquent, deserialization via cookies, .env file exposure. Use when target runs Laravel (PHP) — detected via X-Powered-By, Laravel session cookies, or /storage/ paths.
hunt-nosqli
Hunt NoSQL Injection — MongoDB operator injection ($where, $regex, $gt, $ne), CouchDB, Redis command injection, auth bypass via NoSQLi, data dump. Use when target uses MongoDB/Mongoose, CouchDB, Redis, or shows NoSQL error messages.
hunt-ssrf
Hunting skill for ssrf vulnerabilities. Built from 15 public bug bounty reports including AWS metadata SSRF (HackerOne $25k Analytics PDF, Shopify Exchange $25k, Capital One 106M-record breach, Dropbox/HelloSign $4,913), GCP metadata SSRF (Snapchat $4k), Azure IMDS SSRF (Azure DevOps $15k chain, ChatGPT Custom Actions MSRC), DNS rebinding SSRF (Concrete CMS, GitLab UrlBlocker), gopher-protocol-to-Redis-RCE (Yahoo Mail $15k), link-preview SSRF (Reddit Matrix $6k), and headless-browser PDF-generator SSRF chains. Use when hunting SSRF on any target — OOB Collaborator confirmation mandatory for blind cases.
async-processing
Design and implement async task queues, message consumers, and background job patterns.
redis-operations
Redis operational runbooks — memory management, eviction policy, persistence config, Sentinel/Cluster, K8s-hosted Redis ops.
vpc-design
Design cloud-agnostic private networks — subnet layout, CIDR allocation, zone redundancy, routing, and bare-metal equivalent.
async-jobs
Async job processing patterns for background tasks, Celery workflows, task scheduling, retry strategies, and distributed task execution. Use when implementing background job processing, task queues, or scheduled task systems.
distributed-systems
Distributed systems patterns for locking, resilience, idempotency, and rate limiting. Use when implementing distributed locks, circuit breakers, retry policies, idempotency keys, token bucket rate limiters, or fault tolerance patterns.
Create new PDFs and handle existing `.pdf` files safely with bundled Node/JS tools, including text extraction, page rendering, invoice/document parsing, form filling, and overlays.
datadog-analysis
Analyze Datadog error logs for Packmind production services (api-proprietary, mcp-proprietary, frontend-proprietary), group them into patterns, root-cause against the codebase, and produce a structured bug report. Triggers on Datadog, production logs, prod errors, service health, or periodic error reviews.
michel-run-local-dev-stack
The canonical recipe for starting, checking, and stopping the Packmind local dev stack with Docker Compose — the single source of truth other skills and the Michel agent defer to. Covers bringing the full stack (PostgreSQL, Redis, NestJS API, React/Vite frontend on :4200, MCP server, nginx) up in the background, the init services (dependency install + TypeORM migrations) you must wait on, the critical host-port trap that the API on container port 3000 is NOT exposed to the host and must be reached via the frontend Vite proxy at localhost:4200/api/v0, confirming the API and frontend are actually serving before you depend on them, the persistent-volume gotcha that leaves stale Postgres schema and node_modules behind between runs, building the CLI, and tearing everything down so no container is left blocking the run. Use this whenever you need Packmind running locally — to verify a change, record a UI or CLI demo, hit the API, seed data, or reproduce a bug — and whenever you are about to start or stop `docker co
upgrade-runtime-stack
Check whether newer stable versions of Node.js (24.x line), Nx, or Vite are available and, if so, generate a detailed upgrade plan markdown file at the repo root. Use this skill whenever the user asks to "check for runtime upgrades", "upgrade Node/NX/Vite", "is our Node version current", "plan a Node 24 upgrade", "refresh our runtime stack", "monthly stack check", or anything along those lines — even if they don't name a specific tool. Also use it when the user wants a recurring/cadence check of build-toolchain currency. Output is a plan only — does NOT mutate package.json, Dockerfiles, lockfiles, or any other repo file. CI/CD wrappers can invoke this skill to keep the runtime stack fresh.
search-router
Choose the right search tool for each query type
intuitive-reduce-entropy
Periodically inspect a repository and produce a ranked batch of high-value entropy reduction candidates across agent guidance, human docs, tests, repo layout, architecture depth, stale APIs, and cleanup gates. Use when the user says the repo feels messy, asks what to clean next, wants to make an old repo easier for humans and AI agents to work in, or wants maintenance suggestions without already knowing the target seam. This is the small public entrypoint for repo maintenance; it surfaces the serious group of cleanup opportunities first, then routes accepted candidates to specialist skills. It must return a no-change result instead of filling a requested count when only polish remains.
create-adr
Interactively create an architecture decision record (ADR). Use when the user wants to document an architectural decision, technology choice, or significant design decision. Guides through context gathering, options analysis, and consequence documentation.
fastapi-senior-dev
Senior Python Backend Engineer skill for FastAPI. Use when scaffolding production-ready APIs, enforcing clean architecture, optimizing async patterns, or auditing FastAPI codebases.
database-patterns
PostgreSQL + Redis database design patterns. Use for data modeling, indexing, caching strategies. Covers JSONB, tiered storage, cache consistency.
ddev
DDEV local development environment for Craft CMS projects. ALWAYS load this skill when running any ddev command, configuring .ddev/config.yaml, or troubleshooting local container issues. Covers: config.yaml settings (project type, PHP/Node versions, database, docroot), shorthand commands (ddev composer, ddev craft, ddev npm), add-ons (ddev add-on get for Redis; built-in Mailpit), custom commands (.ddev/commands/), Vite dev server exposure (web_extra_exposed_ports, web_extra_daemons), database import/export (ddev import-db, ddev export-db, ddev craft db/backup), Xdebug toggling (ddev xdebug on/off), sharing local sites (ddev share, temporary public URLs), and troubleshooting (ddev poweroff, ddev logs, ddev describe, ddev delete, port conflicts, container restart issues). Triggers on: ddev start/stop/restart, ddev craft, ddev composer, ddev npm, ddev ssh, ddev import-db, ddev export-db, ddev xdebug, ddev share, ddev add-on, ddev poweroff, ddev describe, ddev logs, .ddev/config.yaml, web_extra_exposed_ports, web
servd
Servd (servd.host) — Craft-specialised managed hosting for Craft CMS. Covers git push-to-deploy with the optional servd.yaml build config, local → staging → production environments with uni-directional Project Config sync, the servd/craft-asset-storage plugin (S3-backed Flysystem volumes on the svdcdn.com CDN, off-server image transforms, Imager-X/ImageOptimize integrations), Servd's static caching (full vs tag-based purge, {% dynamicInclude %}, CSRF injection, cache-busting) and running Blitz alongside it in reverse-proxy mode, MariaDB/MySQL databases over an SSH tunnel, automatic + manual backups, the Dedicated Queue Runner, environment variables and secrets, the ephemeral load-balanced filesystem (Redis + remote volumes for runtime files), plugin/feature constraints, and Servd-vs-Craft-Cloud differences. Triggers on: servd.yaml, servd/craft-asset-storage, servd-asset-storage plugin handle, SERVD_PROJECT_SLUG, SERVD_SECURITY_KEY, SERVD_BUNDLE_HASH, files.svdcdn.com, Servd static caching, {% dynamicInclude %
nw-ad-critique-dimensions
Review dimensions for acceptance test quality - happy path bias, GWT compliance, business language purity, coverage completeness, walking skeleton user-centricity, priority validation, observable behavior assertions, traceability coverage, and walking skeleton boundary proof
nw-sd-case-studies
25 real-world system design case studies condensed from Alex Xu's System Design Interview Vol 1 and 2 - requirements, architecture, deep dive insights, key takeaways
bolt
Optimizing frontend (re-render reduction, memoization, lazy loading) and backend (N+1 fix, indexing, caching, async) performance, including continuous auto-tuning loops (profile → parameter → optimize → verify for GC/threadpool/pool/cache/worker settings — absorbed from dial). Use when one-shot speed improvement or continuous tuning is needed.
guardian
Gatekeeping Git/PR by classifying change essence and recommending granularity, naming, and strategy. Use when PR preparation or commit strategy is needed.
caching-strategies
When improving read performance and reducing database load.
alibaba-migration-architect
Plan Alibaba Cloud migrations using SMC (Server Migration Center), DTS (Data Transmission Service) for data sync, OSSImport for object storage migration, and design cutover sequencing with rollback paths.
alibaba-waf-reliability-review
Assess Alibaba Cloud workload reliability: multi-AZ ECS topology, SLB/ALB/NLB load balancing, Auto Scaling health policies, RDS/PolarDB HA failover, backup and cross-region DR, and Cloud Monitor/ARMS observability coverage.
api-dev
Modern API development patterns for building high-performance, scalable web services. Expert in async/await patterns, REST/GraphQL APIs, middleware, error handling, rate limiting, OpenAPI documentation, testing, and production optimizations. Framework-agnostic patterns that work with Python, Node.js, Go, and other languages.
authentication-setup
Design and implement authentication and authorization systems. Use when setting up user login, JWT tokens, OAuth, session management, or role-based access control. Handles password security, token management, SSO integration.
azure-cost
Unified Azure cost management: query historical costs, forecast future spending, and optimize to reduce waste. WHEN: "Azure costs", "Azure spending", "Azure bill", "cost breakdown", "cost by service", "cost by resource", "how much am I spending", "show my bill", "monthly cost summary", "cost trends", "top cost drivers", "actual cost", "amortized cost", "forecast spending", "projected costs", "estimate bill", "future costs", "budget forecast", "end of month costs", "how much will I spend", "optimize costs", "reduce spending", "find cost savings", "orphaned resources", "rightsize VMs", "cost analysis", "reduce waste", "unused resources", "optimize Redis costs", "cost by tag", "cost by resource group", "AKS cost analysis add-on", "namespace cost", "cost spike", "anomaly", "budget alert", "AKS cost visibility". DO NOT USE FOR: deploying resources, provisioning infrastructure, diagnostics, security audits, or estimating costs for new resources not yet deployed.
azure-resource-manager-redis-dotnet
Azure Resource Manager SDK for Redis in .NET. Use for MANAGEMENT PLANE operations: creating/managing Azure Cache for Redis instances, firewall rules, access keys, patch schedules, linked servers (geo-replication), and private endpoints via Azure Resource Manager. NOT for data plane operations (get/set keys, pub/sub) - use StackExchange.Redis for that. Triggers: "Redis cache", "create Redis", "manage Redis", "ARM Redis", "RedisResource", "provision Redis", "Azure Cache for Redis".
c4-container
Expert C4 Container-level documentation specialist. Synthesizes Component-level documentation into Container-level architecture, mapping components to deployment units, documenting container interfaces as APIs, and creating container diagrams. Use when synthesizing components into deployment containers and documenting system deployment architecture.
database-admin
Expert database administrator specializing in modern cloud databases, automation, and reliability engineering. Masters AWS/Azure/GCP database services, Infrastructure as Code, high availability, disaster recovery, performance optimization, and compliance. Handles multi-cloud strategies, container databases, and cost optimization. Use PROACTIVELY for database architecture, operations, or reliability engineering.
environment-setup
Configure and manage development, staging, and production environments. Use when setting up environment variables, managing configurations, or separating environments. Handles .env files, config management, and environment-specific settings.
standup-meeting
Conduct effective daily standup meetings for agile teams. Use when facilitating standups, tracking blockers, or improving team synchronization. Handles standup format, time management, and blocker resolution.
system-environment-setup
Configure development and production environments for consistent and reproducible setups. Use when setting up new projects, Docker environments, or development tooling. Handles Docker Compose, .env configuration, dev containers, and infrastructure as code.
mir-backend-php-laravel
Make It Right (Laravel module). Laravel 10/11 + Eloquent ORM + MySQL/PostgreSQL + Redis + Laravel Queues specific reliability augmentation. Use alongside mir-backend and mir-backend-php when the target stack is Laravel — it carries the mechanical footguns that the framework-agnostic tiers deliberately omit: Eloquent N+1 queries, mass assignment via $fillable/$guarded, synchronous vs. queued work, DB::transaction() boundaries and afterCommit event semantics, Octane state bleed from singletons surviving requests, and migration safety on populated tables. TRIGGER only when the PHP backend stack is Laravel — building, reviewing, or debugging a Laravel controller, Eloquent model, Job, migration, or middleware. Always loads TOGETHER WITH mir-backend (the gates) and mir-backend-php (Zend Engine runtime concerns: shared-nothing lifecycle, FPM worker model, Octane state bleed, opcache, error model); this module only adds Laravel/Eloquent library mechanics. SKIP for Symfony, WordPress, Slim, or any non-Laravel PHP stac
mir-backend-python-fastapi
Make It Right (FastAPI module). FastAPI + Async SQLAlchemy 2.0 + Postgres + Alembic + Redis specific reliability augmentation. Use alongside the mir-backend skill when the target stack is FastAPI — it carries the mechanical footguns that the framework-agnostic skill deliberately omits: async session lifecycle and scope, Pydantic v2 validation boundaries, Depends()-based auth and authorization, BackgroundTasks vs a real queue, async N+1 with selectinload, greenlet/sync-driver-in-async traps, Alembic migration safety on populated tables, and Redis idempotency/locking patterns. TRIGGER only when the Python backend stack is FastAPI — building, reviewing, or debugging a FastAPI endpoint, dependency, SQLAlchemy session, or Alembic migration. Always loads TOGETHER WITH mir-backend (the gates) and mir-backend-python (CPython runtime concerns: GIL, async/sync, fork-safety, cold start); this module only adds FastAPI/SQLAlchemy library mechanics. SKIP for Django, Flask, or any non-FastAPI stack (those get their own mir-
mir-backend-ruby
Make It Right (Ruby runtime tier). YARV/MRI Ruby 3.3+ runtime reliability footguns shared across EVERY Ruby backend framework (Rails, Sinatra, Hanami, Sidekiq workers) — distinct from the generic backend gates and from any one framework's mechanics. Covers: the GVL (threads give no CPU parallelism, like Python's GIL), Puma's forked-worker + thread model, fork-safety of DB/Redis connections, copy-on-write memory and per-worker bloat, background job hygiene (Sidekiq/GoodJob idempotency, retries), and GC/frozen-string pressure. TRIGGER when the backend runtime is Ruby — sits between mir-backend (generic) and the framework module (e.g. mir-backend-ruby-rails). SKIP for Node/JVM/Go/Rust/.NET/Python/PHP/BEAM runtimes (each has its own mir-backend-<runtime> tier), and for framework-library mechanics (those live in the framework module).
bullmq-specialist
BullMQ expert for Redis-backed job queues, background processing, and reliable async execution in Node.js/TypeScript applications. Use when: bullmq, bull queue, redis queue, background job, job queue.
implementing-api-gateway-security-controls
在API网关层实施安全控制，包括认证强制执行、速率限制、请求验证、IP白名单、TLS终止和威胁防护。 配置API网关（Kong、AWS API Gateway、Azure APIM、Apigee）作为集中式安全执行点， 在流量到达后端服务前对所有API流量进行验证、节流和监控。
thoroughness-scoring
Score every decision point with a Thoroughness Rating (1-10). AI makes the marginal cost of doing things properly near-zero — pick the higher-rated option every time. Includes scope checks to distinguish contained vs unbounded work.
feature-planning
Break features into implementation plans, acceptance criteria, and sequenced tasks.
knowledge
Display knowledge base status and recent learnings
write-path-mapping
Map the write path of a project across multiple frameworks — entry points, validation, auth, persistence, side-effects. Outputs report, Mermaid diagrams, JSON sidecar. Flags unauth writes, missing RLS, cache gaps. Use for write path, mutation audit, RLS audit.
kb-query
Interactive Knowledge Base search with natural language queries. Use this skill when you need to search KB, find patterns, search knowledge base, look for solutions, find bug fixes, or query institutional knowledge. Searches patterns and bug fixes with relevance ranking, quality scoring, and fuzzy matching for typo tolerance. Helps users find solutions quickly without manual browsing.
self-consistency
Generate N independent reasoning paths and vote on the answer. Use for architectural trade-offs, ambiguous design decisions, or when single-path reasoning risks locking onto the first plausible answer. Paper: Wang et al. 2022.
platform-distribution-advisor
Recommends the best platforms for distributing a finished piece of content, with a ranked list and a brief rationale for each recommendation based on the content type, format, length, and intended audience.
bullmq-specialist
BullMQ expert for Redis-backed job queues, background processing, and reliable async execution in Node.js/TypeScript applications. Use when: bullmq, bull queue, redis queue, background job, job queue.
discover
Trigger: vague/unfocused request or solution-without-problem. Also invoked via /discover command. Reframes goal before acting.
better-auth-best-practices
Configure Better Auth server and client, set up database adapters, manage sessions, add plugins, and handle environment variables. Use when users mention Better Auth, betterauth, auth.ts, or need to set up TypeScript authentication with email/password, OAuth, or plugin configuration.
flaky-test-debugger
Debug and fix flaky tests including Playwright E2E, NestJS service/integration, React component, and unit tests. Use this skill when investigating intermittent test failures, triaging flaky tests, or fixing test instability.
interview-feature
Use when clarifying requirements for a feature ticket. Iteratively researches and interviews the user until the problem is well-understood, then produces a structured problem brief. Dispatched by write-feature-ticket when context is insufficient.
exa-webhooks-events
Build event-driven integrations with Exa using scheduled monitors and content alerts. Use when building content monitoring, competitive intelligence pipelines, or scheduled search automation with Exa. Trigger with phrases like "exa monitor", "exa content alerts", "exa scheduled search", "exa event-driven", "exa notifications".
multi-cloud-architecture
Design multi-cloud architectures using a decision framework to select and integrate services across AWS, Azure, and GCP. Use when building multi-cloud systems, avoiding vendor lock-in, or leveraging best-of-breed services from multiple providers.
docker-compose-generator
Generates production-ready docker-compose.yml files for any application stack.
allra-test-writing
Allra 백엔드 테스트 작성 표준. Use when writing test code, choosing test helpers, generating test data with Fixture Monkey, or verifying test coverage.
better-auth-best-practices
Configure Better Auth server and client, set up database adapters, manage sessions, add plugins, and handle environment variables. Use when users mention Better Auth, betterauth, auth.ts, or need to set up TypeScript authentication with email/password, OAuth, or plugin configuration.
configuring-dapr-pubsub
Configures Dapr pub/sub components for event-driven microservices with Kafka or Redis. Use when wiring agent-to-agent communication, setting up event subscriptions, or integrating Dapr sidecars. Covers component configuration, subscription patterns, publishing events, and Kubernetes deployment. NOT when using direct Kafka clients or non-Dapr messaging patterns.
cryptofeed
Cryptofeed - Real-time cryptocurrency market data feeds from 40+ exchanges. WebSocket streaming, normalized data, order books, trades, tickers. Python library for algorithmic trading and market data analysis.
env-manager
Environment variable management, validation, and documentation.
environment-setup-guide
Guide developers through setting up development environments with proper tools, dependencies, and configurations
multi-cloud-architecture
Design multi-cloud architectures using a decision framework to select and integrate services across AWS, Azure, and GCP. Use when building multi-cloud systems, avoiding vendor lock-in, or leveraging best-of-breed services from multiple providers.
query-builder
Interactive database query builder for generating optimized SQL and NoSQL queries.
redis-patterns
Upstash Redis patterns for caching and rate limiting.
remix-cache
A type-safe, Redis-backed caching library for Remix applications with SSE-based real-time invalidation, stale-while-revalidate, pattern matching, and automatic React revalidation. Use when working with Remix caching, Redis, cache invalidation, implementing caching strategies, or real-time data synchronization in Remix apps.
resume-bullet-extraction
Auto-invoke after task completion to generate powerful resume bullet points from completed work.
multi-agent-architect
Design and optimize production-grade multi-agent systems with LangGraph, LangChain, and DeepAgents for complex AI workflows.
blueprint-curate-docs
Curate docs into ai_docs entries for AI context. Use when documenting library gotchas for PRP reuse or building a knowledge base under docs/blueprint/ai_docs/.
doc-review
从测试视角审查设计文档的完整性与精炼度，检查 API 定义、错误处理、配置格式、业务规则、跨文档一致性等维度
architecture
架构设计能力索引（API 设计、安全架构、云原生、数据安全）。
inits
Analyze a codebase and create or improve an AGENTS.md file for future agent instances. Use when onboarding to a repository and capturing hard-to-rediscover conventions, constraints, and rationale.
lmcache-mp
LMCache multiprocess (MP) mode — standalone LMCache server in its own pod/process that vLLM connects to over ZMQ. Gives process isolation, no GIL contention on the inference path, one cache shared by multiple vLLM pods per node, and CPU-memory scaling independent of GPU memory. Covers the `LMCacheMPConnector` path (vs the in-process `LMCacheConnectorV1`), the DaemonSet+Deployment K8s pattern and LMCache Operator, the L1 (CPU DRAM) + L2 (NIXL, fs, mooncake_store, s3, Redis) cascade, the `lmcache/standalone` + `lmcache/vllm-openai` image pair, and the production gotchas (`--no-enable-prefix-caching`, `--disable-hybrid-kv-cache-manager`, vLLM/lmcache version pins, hybrid models unsupported, cache_salt fallback bug).
open-webui-valkey-websocket
Deploy Open WebUI multi-pod with WebSockets and Valkey/Redis Sentinel at 1000+ user scale on Kubernetes. Centerpiece is the structural Socket.IO+Redis frame-amplification bug (#23733) that cripples multi-pod streaming, and the maintainer-endorsed mitigation (`CHAT_RESPONSE_STREAM_DELTA_CHUNK_SIZE`). Covers all multi-pod env vars, the custom-model-icon perf history (base64-in-/api/models, fixed late 2025–Apr 2026), the official helm chart's gaps (bundled Redis is unsuitable for production; no HPA/PDB/probes/sticky sessions), and the catalog of known multi-pod issues with current status.
workflow-stop-design
工作流暂停逻辑设计方案
database-design
Tier 2: Database design and modeling. ER diagrams, schema design, normalization, optimization. Keywords: database design, schema, ER diagram, normalization, 数据库设计, 数据建模
pdlc-adopt
旧项目接入 PDLC
schwab-marketdata-workflows-en
Use when the user asks to refresh summary.md, voo-qqq-tracker.md, watchlist.md, or run a shakeout-model snapshot, monthly watchlist scan, shakeout-analysis-v2 (8-signal scan with DuckDB-cached candles), or option-chain research routine that depends on Schwab Market Data. Provides end-to-end playbooks that orchestrate multiple schwab-marketdata-mcp tools and write results back to project markdown files in the kevinkda/stock-personal repo. Use this skill instead of schwab-marketdata-ops-en when the task spans multiple tool calls and writes to markdown. Triggers on "update summary.md", "refresh watchlist", "shakeout snapshot", "shakeout v2", "8-signal scan", "VOO/QQQ tracker update", "refresh summary", "update watchlist", "shakeout weekly report". For these scenarios use this skill; always respond to the user in English.
backend-developer
Backend Developer (/be, alias: James, /james) - Senior Backend Developer with 10+ years experience. Covers Java/Spring Boot (default), Kotlin, Python/FastAPI, PHP/Laravel, Quarkus, and Kafka/messaging - detects the project's stack and loads the matching reference. Use when implementing server features, REST APIs, business logic, persistence, messaging, or unit/integration tests in any of these stacks.
genesis-devops
Agente DevOps do Genesis. Gera infraestrutura como código: Docker, Docker Compose, CI/CD pipelines, configuração de ambientes, monitoring e observabilidade. Adapta-se ao cloud e ferramentas escolhidas pelo architect.
redis
Redis 数据库管理
go-bootstrap
Bootstraps a new Go project from scratch with hexagonal architecture, testcontainers, CI pipeline, and the full skill/agent suite installed. Use when starting a new project or microservice.
go-product-manager
Decomposes a product specification into ordered features with dependencies, tracks progress, and drives sequential execution through the go-hexagonal pipeline. Use when building a full product from a spec document.
integration-testing
写集成/端到端测试时使用。测真实交互,稳定不脆弱。
performance-profiling
优化性能时使用。先测量定位再优化,不凭感觉。
llm-wiki
Karpathy's LLM Wiki: build/query interlinked markdown KB.
dotnet-backend-patterns
Master C#/.NET backend development patterns for building robust APIs, MCP servers, and enterprise applications. Covers async/await, dependency injection, Entity Framework Core, Dapper, configuration, caching, and testing with xUnit. Use when developing .NET backends, reviewing C# code, or designing API architectures.
system-integration-validator
Validates system integration before deployment. Use when checking ports, database connections, frontend-backend APIs, or debugging blocked/stuck workflows. Detects dead ends, bottlenecks, circular dependencies.
ai-tools
Provides guidance for integrating AI tools and components into the Family Tree App, including knowledge graphs, computer vision, and natural language processing. Invoke when working on AI-related features or when needing AI integration advice.
awb-external-ref
WHAT: decide how to responsibly reuse code you found elsewhere — classify its license, choose PORT-the-code (carry the licence + attribution) vs SALVAGE-the-concept (reimplement the idea from scratch), screen fetched text for prompt-injection, and check supply-chain red flags. USE WHEN: about to copy or adapt code from outside the repo — a GitHub repo, a snippet, a blog, Stack Overflow, or an LLM ("can we use this?", "adopt this library's approach", "port this"). DO NOT TRIGGER: writing original code; pulling a vetted dependency through your normal, already-approved process; a pure licensing question with no code in play (answer it directly).
event-driven-messaging-patterns
Build reliable event pipelines with reconnect-safe subscriptions, idempotency, and contract fidelity.
kookr-codex-claude-compatibility
Make Codex CLI behave more like Claude Code for Kookr by preserving the known fork, branch, build, deploy, daily upstream sync, and live-verification workflow for Claude-compatible skills, agents, settings, hooks, and related UX.
messaging
Message queues, events, and async communication patterns
shipkit-master
Master orchestrator — dispatches direction, planning, and shipping loops sequentially. Auto-loaded via session-start hook.
context-summary
Produces a lean, paste-ready session handoff so work can continue in a new conversation without re-paying the cost of the full chat. Emits a fixed seven-block skeleton optimized for re-entry, not archival. Trigger this skill whenever the user says any of the following (exact or close paraphrase): "context summary", "context-summary", "context handoff", "handoff summary", "give me the handoff", "hand this off", "carry context forward", "prep the handoff". Always trigger this skill for these phrases. Do not answer them directly without consulting this skill. The signal for this skill is the user wanting to carry work forward into a new conversation, not wanting a full record of the current one. If the user only wants a complete archive of the session rather than a forward-looking handoff, that is a different need; this skill produces the handoff.
gemini-as-tool
Use Google Gemini (3.x Pro and Flash) as a headless tool from Claude Code — a second opinion, a builder, or a judge — via a Google AI Pro OAuth subscription with no API key. Use when the user says "use Gemini", "ask Gemini", "get a second opinion", "have Gemini review/judge this", "cross-check with another model", or "orchestrate Gemini"; asks the literal question "how do I use Gemini from Claude Code?"; mentions Gemini 3 Pro/Flash, Antigravity, agy, or the Gemini CLI; or when you want to run Gemini headlessly or fan out prompts in parallel.
database-design-patterns
Database schema design patterns and optimization strategies for relational and NoSQL databases. Use when designing database schemas, optimizing query performance, or implementing data persistence layers at scale.
analyzing-projects
Analyzes codebases to understand structure, tech stack, patterns, and conventions. Use when onboarding to a new project, exploring unfamiliar code, or when asked "how does this work?" or "what's the architecture?"
designing-apis
Designs REST and GraphQL APIs including endpoints, error handling, versioning, and documentation. Use when creating new APIs, designing endpoints, reviewing API contracts, or when asked about REST, GraphQL, or API patterns.
designing-architecture
Designs software architecture and selects appropriate patterns for projects. Use when designing systems, choosing architecture patterns, structuring projects, making technical decisions, or when asked about microservices, monoliths, or architectural approaches.
designing-tests
Designs and implements testing strategies for any codebase. Use when adding tests, improving coverage, setting up testing infrastructure, debugging test failures, or when asked about unit tests, integration tests, or E2E testing.
managing-git
Manages Git workflows including branching, commits, and pull requests. Use when working with Git, creating commits, opening PRs, managing branches, resolving conflicts, or when asked about version control best practices.
optimizing-performance
Analyzes and optimizes application performance across frontend, backend, and database layers. Use when diagnosing slowness, improving load times, optimizing queries, reducing bundle size, or when asked about performance issues.
parallel-execution
Patterns for parallel subagent execution using Task tool with run_in_background. Use when coordinating multiple independent tasks, spawning dynamic subagents, or implementing features that can be parallelized.
azure-cache-redis
Expert knowledge for Azure Cache for Redis development including troubleshooting, best practices, decision making, architecture & design patterns, security, configuration, integrations & coding patterns, and deployment. Use when configuring geo-replication, persistence, VNet/Private Link, CLI/PowerShell automation, or Blob import/export, and other Azure Cache for Redis related development tasks. Not for Azure Managed Redis (use azure-managed-redis), Azure HPC Cache (use azure-hpc-cache), Azure Blob Storage (use azure-blob-storage), Azure Table Storage (use azure-table-storage).
abp-deployment
ABP Framework v10.4 deployment quick reference: clustered/stateless, distributed cache (Redis), BLOB provider, distributed lock, SignalR backplane, DataProtection, ForwardedHeaders, SSL, OpenIddict prod certificates, Docker/Helm. Use when you need to deploy an ABP application to production.
abp-infrastructure
ABP Framework v10.4 infrastructure: Distributed Event Bus, Background Jobs/Workers, Caching (Redis), BLOB Storing, Emailing, SignalR, IClock, Distributed Locking, Entity Cache. Use when you need an event bus, background job, cache, blob or email in ABP.
cache-strategy
Implement caching strategies for HTTP, service workers, and memoization
database
Database design, SQL, NoSQL, and data management
performance
Performance optimization strategies and techniques
agenticx-memory-architect
Guide for setting up and using the AgenticX memory system including Mem0 integration, long-term memory, context management, and memory-enhanced agents. Use when the user wants to add memory to agents, persist conversation history, build memory-aware workflows, or integrate with Mem0 for long-term recall.
agenticx-memory-architect
Guide for setting up and using the AgenticX memory system including Mem0 integration, long-term memory, context management, and memory-enhanced agents. Use when the user wants to add memory to agents, persist conversation history, build memory-aware workflows, or integrate with Mem0 for long-term recall.
agenticx-memory-architect
Guide for setting up and using the AgenticX memory system including Mem0 integration, long-term memory, context management, and memory-enhanced agents. Use when the user wants to add memory to agents, persist conversation history, build memory-aware workflows, or integrate with Mem0 for long-term recall.
loom-research
Use when investigation, source synthesis, option comparison, rejected paths, null results, tradeoffs, or evidence-backed conclusions should remain available to future Loom work.
project-maintenance
Archive completed plans, deduplicate stale memory, and clean auto-memory at the end of a project. Use when the user wants to wrap up a plan, clean up files, or run a memory cleanup pass.
dare-rust-workspace
Decisão e migração de Cargo workspace multi-crate para projetos Rust/Axum. Use durante design/blueprint para decidir o layout, ou quando um projeto single-crate cresceu além do que comporta confortavelmente. Cobre os 2 cenários — escolher na fase de design + migrar projeto existente — com critérios objetivos e plano em PRs.
skill-rails-api
Padrões DARE para APIs em Ruby on Rails 8 — API mode, ActiveRecord, Solid Queue, Solid Cable, Action Cable, strong parameters, services (interactors), serializers (Blueprinter/Alba), Devise/JWT, rack-attack, rswag/grape-swagger.
adr
Rédige un Architecture Decision Record (MADR léger) depuis un artifact (pitch/plan/review/report) ou un topic libre — contexte, drivers, options, conséquences. Produit `docs/adr/NNNN-<slug>.md` avec backlinks et index auto.
init-project
Quick-start Claude Code configuration. Auto-detects stack, asks 4 questions to understand the project, generates complete config.
titan-evolution-loop
How titans accumulate intelligence — session-end post-mortems, draft memory induction, PROMPT-BRAIN evolution-log updates, when to spawn or retire titan classes.
faces-review
Review Jakarta Faces code for common mistakes, anti-patterns, and rule violations
agf-writing-github-issue
Use whenever a user, product-lead, or qa-engineer wants to create a GitHub issue in the project repo — including phrases like "提一个 issue / 写一个 issue / 报 bug / 把这个开成 issue / gh issue / 上 GitHub / track 一下 / 立个 ticket". Provides the required-field skeleton, locked label set (type / area / epic / priority / severity / phase), gh CLI heredoc template, and the QA-auto-issue exception path. Replaces ad-hoc `gh issue create` calls with inconsistent titles / missing labels / freestyle bodies.
agfwriting-github-issue
Use whenever a user, product-lead, or qa-engineer wants to create a GitHub issue in the project repo — including phrases like "提一个 issue / 写一个 issue / 报 bug / 把这个开成 issue / gh issue / 上 GitHub / track 一下 / 立个 ticket". Provides the required-field skeleton, locked label set (type / area / epic / priority / severity / phase), gh CLI heredoc template, and the QA-auto-issue exception path. Replaces ad-hoc `gh issue create` calls with inconsistent titles / missing labels / freestyle bodies.
caching
This skill should be used when the user asks about a "caching strategy", "cache invalidation", "what to cache", "read-through vs write-through vs write-back", "cache eviction" (LRU/LFU/TTL), "Redis vs Memcached", "stale reads", or hits "thundering herd", "cache stampede", "cache penetration", or "hot key" problems. Use it whenever a design is read-heavy or a datastore is overloaded by reads, even if the user doesn't say "cache".
validar-webhook-pix
Implementa handler de webhook Pix com HMAC, idempotencia e tratamento de status. Use ao receber notificacao do PSP (banco, BaaS) sobre Pix recebido, devolucao ou MED.
conductor
Context-Driven Development: управляет документацией проекта в директории conductor/ (product.md, tech-stack.md, workflow.md, tracks.md) для консистентной AI-assisted разработки. Отслеживает фазы проекта, обеспечивает context health, поддерживает командное выравнивание. Используй при старте нового проекта, онбординге в существующий, управлении tech-stack документацией. Триггеры: /conductor, "context-driven", "project context", "conductor setup", "настрой проект", "документация проекта", "track management", "workflow phases".
data-breach-blast-radius
Proactive blast radius analysis before a breach: sensitive data inventory, flow tracing, regulatory fine estimation (GDPR/CCPA/HIPAA), hardening roadmap. Triggers: /data-breach-blast-radius, breach impact.
cover-letter
Generate a cover letter from a job description using Sukhrob's resume. Applies humanizer for natural tone.
cloud-finops
Expert FinOps guidance covering cloud, AI, SaaS, and adjacent technology spend. Includes AI cost management, GenAI capacity planning, AI-powered FinOps automation, Anthropic billing, AWS (EC2, Bedrock, Savings Plans, CUR, commitment strategy), Azure (reservations, Savings Plans, AHB, OpenAI PTUs, portfolio liquidity), GCP (Vertex AI, Compute Engine, BigQuery), Kubernetes and container FinOps (OpenCost, Kubecost), serverless FinOps (Lambda, Functions, Cloud Run), data platforms (Kafka/MSK, Elasticsearch/OpenSearch, Redis/Valkey), multi-cloud normalization (FOCUS specification), tagging governance, SaaS management (SAM, licence optimisation, SMPs, shadow IT), AI coding tools (Cursor, Claude Code, Copilot, Windsurf, Codex), ITAM, Databricks, Snowflake, OCI, and GreenOps. Use for any query about technology cost, commitment portfolio management, rightsizing, cost allocation, SaaS sprawl, AI dev tool spend, container cost attribution, serverless optimization, multi-cloud strategy, or connecting spend to business va
database-design
Database design and schema engineering for relational databases. Use for SQL schema design, ORM model authoring, migration strategies (Alembic, Liquibase, Flyway, Drizzle), query optimisation, indexing decisions, normalisation vs denormalisation trade-offs, and data-integrity constraints. Trigger phrases: "design this schema", "write a migration", "optimise this query", "model these entities", "add an index". NOT for NoSQL/document stores — use a dedicated NoSQL skill for those. NOT for ETL pipelines or data warehousing at scale — those involve different trade-offs. NOT for ORM configuration (framework setup) — this skill is about DATA SHAPE, not connection pooling or ORM bootstrap.
caching
HybridCache (.NET 9+), output caching, cache-aside pattern, and IMemoryCache — registration, usage, invalidation, and key strategy.
research-portal
Build and manage a local MkDocs Material "research portal" over a folder of Typora/markdown research notes (e.g. ~/notes or a Dropbox-synced folder), keeping the original .md files untouched. Use this whenever the user wants to collect, browse, organize, or curate a folder of dated markdown notes into a searchable navigable site; wants a lighter local alternative to Obsidian / Notion / Outline / Logseq for their own notes; needs perfect LaTeX/math rendering in a notes site; wants notes grouped by project in a sidebar; or wants to tag/rename notes by project without breaking image links. Trigger even if they don't say "MkDocs" or "portal" but describe wanting to "정리해서 모아 보기", make a personal wiki, or render math from their note folder.
multi-cloud-architecture
Design multi-cloud architectures using a decision framework to select and integrate services across AWS, Azure, and GCP. Use when building multi-cloud systems, avoiding vendor lock-in, or leveraging best-of-breed services from multiple providers.
multi-tenant-db
멀티 테넌트 DB 아키텍처 가이드
caching-strategy
【缓存策略】设计和实现缓存方案，包含缓存选型、缓存模式、失效策略、缓存穿透/击穿/雪崩防护。 触发时机： - 用户要求"设计缓存方案"、"优化缓存" - 系统性能瓶颈在数据库查询 - 需要实现分布式缓存 支持 Redis/Memcached/本地缓存方案设计。
database-ops
【数据库运维】数据库设计与运维全流程。触发时机：用户说"设计数据库"、"建表"、"数据库选型"、"生成索引"、"迁移脚本"时。
tdd-workflow
在编写新功能、修复 bug 或重构代码时使用此 skill。强制执行测试驱动开发，覆盖率要求 80% 以上，包括单元测试、集成测试和 E2E 测试。
using-graph-databases
Graph database implementation for relationship-heavy data models. Use when building social networks, recommendation engines, knowledge graphs, or fraud detection. Covers Neo4j (primary), ArangoDB, Amazon Neptune, Cypher query patterns, and graph data modeling.
using-message-queues
Async communication patterns using message brokers and task queues. Use when building event-driven systems, background job processing, or service decoupling. Covers Kafka (event streaming), RabbitMQ (complex routing), NATS (cloud-native), Redis Streams, Celery (Python), BullMQ (TypeScript), Temporal (workflows), and event sourcing patterns.
using-relational-databases
Relational database implementation across Python, Rust, Go, and TypeScript. Use when building CRUD applications, transactional systems, or structured data storage. Covers PostgreSQL (primary), MySQL, SQLite, ORMs (SQLAlchemy, Prisma, SeaORM, GORM), query builders (Drizzle, sqlc, SQLx), migrations, connection pooling, and serverless databases (Neon, PlanetScale, Turso).
rate-limit-budget
A token-bucket pacer that keeps API calls under a per-second rate AND a hard per-run budget - acquire() blocks just enough to smooth bursts, and a spend cap stops the run before it blows a free-tier quota. Generic and stdlib-only. Use when the user asks to rate-limit API calls, throttle requests, stay under a quota, cap calls per run, or avoid 429s by pacing instead of retrying.
app-sidecar
Guide for managing sidecar containers alongside app backends. Use when: (1) An app backend needs auxiliary services like headless browsers, caches, or other tools, (2) Adding/removing/listing sidecar containers, (3) Configuring sidecar networking, env vars, or resource tiers.
codex-architect
Codex architecture consulting. Use when: designing features, evaluating architecture, getting second opinion on design. Not for: implementation (use codex-implement), code review (use codex-code-review). Output: architecture advice + design recommendations.
api-design
Use when designing or reviewing API surfaces: resources/actions, request and response schemas, status codes, pagination, filtering, idempotency, versioning, auth boundaries, and error envelopes. Do NOT use for non-HTTP system contracts (use `system-interface-contracts`), async event contracts (use `event-contract-design`), database design (use `data-modeling`), or inbound provider webhook mechanics (use `webhook-integration`).
validating-ci-pipelines-locally
Single source of truth for executing GitLab CI/CD pipelines locally with the same image, env vars, and service containers as the real runner — so pipeline failures are caught before push. Defines pipeline discovery (.gitlab-ci.yml + includes), per-job execution via gitlab-runner exec, service-container orchestration (Mongo, Redis, MailHog), env injection without secrets, cache/artifact handling, and a job-by-job verdict report. Also describes the GitHub Actions equivalent via act for projects that mirror to GitHub. Activates whenever an agent or command needs to validate that the CI pipeline will pass — currently used by /lt-dev:production-ready and lt-dev:production-readiness-orchestrator. NOT for running the local check script (use running-check-script). NOT for writing or refactoring CI configs (use the devops agent).
budget-rebalance
Rebalance campaign budgets across all configured platforms based on strategy and performance signals. Use when the user asks to optimize budgets, redistribute spend, scale efficient campaigns, or cap overspending ones. Reads STRATEGY.md goals, analyzes campaign efficiency, and proposes budget changes with rationale.
state-reconciliation
Enforces Law 4 (Verify Before Reporting) of the 7 Laws of AI Agent Discipline. Pre-dispatch invariant: reconcile DB-vs-disk-vs-memory state before any unit runs, so a stale flag, missing artifact, or out-of-sync row never re-dispatches a unit that already completed or never started.
disaster-recovery
灾难恢复
manual-test
Guide for manual testing backend services locally via curl OR Kafka event triggers, with direct DB/Redis verification. Polymorphic by stack: java-spring (Summer Framework X-Userinfo + Keycloak ROPC, plain Spring JWT), node, python, go, dotnet. Use this skill when: testing APIs locally, creating auth tokens, seeding test data, verifying callback webhooks, producing Kafka events to trigger consumers, or debugging API responses. Also trigger when user says: "manual test", "test locally", "curl test", "seed data", "produce event", or wants to verify a fix.
backend-patterns
Backend architecture patterns, API design, database optimization, and server-side best practices for Node.js, Express, and Next.js API routes.
arch-from-code
Generate architecture diagrams, dependency maps, and system documentation directly from your codebase. Reads source files, traces dependencies, identifies boundaries, and outputs Mermaid/PlantUML/C4 diagrams. Use when asked to document architecture, visualize dependencies, generate system diagrams, create C4 models, map service boundaries, understand a codebase structure, or produce technical documentation from existing code.
backend-policy
Backend/API architecture - controller-service-repository layering, request/response handling, API and request optimization (batching, avoiding redundant calls), server-side caching (Redis) with invalidation, and Zod boundary validation. Use when designing or changing API endpoints, services, controllers, server business logic, or backend request flow.
op-persistence
Use when deciding *where* a behavior or rule should persist across sessions — CLAUDE.md vs custom skill vs memory vs project doc vs hook. Fires on phrases like "should this go in a skill or CLAUDE.md?", "where do I save this rule?", "I keep telling Claude X every session — where should it live?", or when authoring a CLAUDE.md, drafting a skill or its trigger description, fixing a skill that isn't firing, or auditing a stale skill library. NOT for code-level persistence (localStorage, Redis, database schemas, session state). Routes to chapters 12 and 13 of Achron Spine; body branches into the sub-tasks once routed.
ios-rocketsim-operator
Use RocketSim for iOS Simulator UI inspection and interaction, including visible accessibility state, taps, long-presses, swipes, typing, hardware buttons, and RocketSim CLI automation.
agent-wiki-finish
End a session and write back durable knowledge. Use at the end of every work session. Extracts what's worth keeping, proposes wiki updates, and executes after user approval.
distill
Knowledge distillation methodology: candidate extraction, confidence scoring, tier routing, conversation-scoped mode. TRIGGER when: running /learn or /distill, deciding if an insight is memory-worthy, or scoring a knowledge candidate. SKIP: ad-hoc memory reads/writes (use agent-memory); vector storage (use semantic-memory-store).
mcp-tools
MCP tool decision tree and MCP-first fallback strategy. TRIGGER when: choosing whether to use an MCP tool versus a built-in, or an MCP tool is available for a task. SKIP: semantic-memory MCP usage specifically (use semantic-memory-mcp).
spec-develop
Execute an OpenSpec tasks.md during implementation. TRIGGER when: working through spec task checkboxes and applying code changes. SKIP: authoring the tasks.md (use spec-design); verifying the result (use spec-review).
async-systems
Use for async systems, concurrency, queues, streams, pub/sub, ordering, and backpressure.
performance
Use for performance, profiling, latency, throughput, allocation, caching, and hot paths.
010119-integration-test-setup
Backend API test patterns — describeIf guards, getAuthHeaders, test-% cleanup, req() helper, KV isolation, sub-resource tests, and permissions matrix.
050106-elysia-cache-tags
Tag-based cache invalidation for Elysia — 3-level tags (entity/domain/cross) via Redis Sets, cache-aside, invalidation chains, and signed URL caching.
legal-citation-comprehensive
全面法学引注诊断、补全与格式化工具。用于检查混乱脚注、识别缺失要素、说明应去哪里查找缺失信息，并在用户提供来源文件、法条、案例或网页信息时生成符合《法学引注手册（第二版）》的中文/外文法律脚注。适用于法学引注、脚注检查、引注修正、引用格式转换、法律文献引用、法条脚注、案例脚注、论文引注。
gerar-adr-pt-br
Cria um Architecture Decision Record (ADR) em português brasileiro seguindo o template do ROLDAO-METHOD. Use sempre que tomar decisão arquitetural não-trivial (escolha de stack, biblioteca, integração com sistema externo, padrão arquitetural).
codex-skeptic
Запускает Codex в режиме falsification-first: ломает идею/код/архитектуру ДО реализации. Ищет hidden assumptions, failure modes, edge cases. Возвращает confidence score и конкретные условия провала.
pm-wiki-maintainer
维护 PM 项目的 LLM Wiki —— 增量构建持久化知识库（不是临时 RAG），自动摄入源文档、查询历史决策、体检矛盾与过期。当用户提到「ingest 进 wiki」「归档进知识库」「沉淀进 wiki」「整理项目沉淀」「lint wiki」「wiki 体检」「找历史决策」「这个项目的 X 是什么」「项目演进史」「跨 PRD 的 Y」「为新人生成入门索引」时使用。基于 Andrej Karpathy LLM Wiki 模式（raw sources + wiki + schema 三层架构）。适用于单项目 PM 知识沉淀（PRD / 用户研究 / 竞品分析 / 决策 / 客户反馈跨文档关联与综合视图）。
craftcms
Craft CMS 5 plugin and module development — extending Craft with PHP. Covers the full extend surface: elements, element queries, services, models, records, project config, controllers, CP templates, migrations, queue jobs, console commands, field types, native fields, events, behaviors, Twig extensions, utilities, widgets, filesystems, permissions, debugging, testing, GraphQL, and Craft configuration (config/app.php, config/general.php, Redis, SMTP, database replicas). Triggers on: beforePrepare(), afterSave(), defineSources(), defineTableAttributes(), attributeHtml(), MemoizableArray, getConfig(), handleChanged, $allowAnonymous, $enableCsrfValidation, BaseNativeField, EVENT_DEFINE_NATIVE_FIELDS, FieldLayoutBehavior, EVENT_REGISTER, EVENT_DEFINE, EVENT_BEFORE, EVENT_AFTER, CraftVariable, registerTwigExtension, DefineConsoleActionsEvent, PHPStan, Pest, plugin development, module development, custom element type, custom field type, webhook, API endpoint, queue job, batch processing, data sync, migration, CP sec
ddev
DDEV local development environment for Craft CMS projects. ALWAYS load this skill when running any ddev command, configuring .ddev/config.yaml, or troubleshooting local container issues. Covers: config.yaml settings (project type, PHP/Node versions, database, docroot), shorthand commands (ddev composer, ddev craft, ddev npm), add-ons (ddev add-on get for Redis, Mailpit), custom commands (.ddev/commands/), Vite dev server exposure (web_extra_exposed_ports, web_extra_daemons), database import/export (ddev import-db, ddev export-db, ddev craft db/backup), Xdebug toggling (ddev xdebug on/off), sharing local sites (ddev share, temporary public URLs), and troubleshooting (ddev poweroff, ddev logs, ddev describe, ddev delete, port conflicts, container restart issues). Triggers on: ddev start/stop/restart, ddev craft, ddev composer, ddev npm, ddev ssh, ddev import-db, ddev export-db, ddev xdebug, ddev share, ddev add-on, ddev poweroff, ddev describe, ddev logs, .ddev/config.yaml, web_extra_exposed_ports, web_extra_da
aws
AWS infrastructure management — EKS, ECR, VPC, RDS, ElastiCache, S3, Route53, ACM, Secrets Manager, CloudWatch, IAM
database
Database setup wizard — PostgreSQL, ScyllaDB/Cassandra, Redis — schema design, migrations, query patterns, and connection setup
db
Full database skill — MySQL, PostgreSQL, MongoDB, Redis, ScyllaDB, Meilisearch — setup, queries, optimization, backups, debugging
digitalocean
DigitalOcean infrastructure — Droplets, managed databases, Spaces, load balancers, firewalls, DNS management
server
Linux server setup & tuning — Nginx, PHP-FPM, SSL/Certbot, UFW, Redis, MySQL/PostgreSQL, PM2, DigitalOcean Droplet
wordpress-server
WordPress server optimization — Nginx config, PHP 8.3-FPM tuning, Redis object caching, WP Rocket, security hardening, staging, multisite
backend-patterns
Backend architecture patterns, API design, database optimization, and server-side best practices for Node.js, Express, and Next.js API routes.
backend-patterns
Backend architecture patterns, API design, database optimization, and server-side best practices for Node.js, Express, and Next.js API routes.
database-designer
Schema analysis, ERD generation, index optimization, and migration safety. TRIGGER when: user asks about database schema design, normalization, index strategy, query optimization, migration planning, or choosing between database engines. DO NOT TRIGGER when: application-level ORM usage without schema concerns, or general API design (use relevant language skill).
session-resume
Reconstruct compact session context from canonical handoff artifacts.
forge-test
QA test Forge issue changes against preview deployments. Use this skill to test like a human QA — hitting the preview backend API and navigating the preview frontend to verify acceptance criteria are met. Triggers on: /forge-test, testing an issue, QA testing, verifying changes on preview, checking if acceptance criteria pass. Also use when the pipeline needs to verify changes at testing status.
cunninghams-law
Apply Cunningham's Law when someone wants to elicit information, feedback, or corrections from others—especially online. Trigger on phrases like "how do I get people to respond?", "nobody is answering my question", "I want to get feedback on this", or when someone is drafting a question for Stack Overflow, a forum, a team Slack, or a pull request. Also useful when discussing how to get a conversation started or surface hidden knowledge within a team. Cunningham's Law is a surprisingly powerful practical tool for anyone trying to learn or get unstuck.
scalability
This skill should be used when designing, planning, implementing, or reviewing any non-trivial change, or when the user asks to "handle more load", "scale this out", "optimize for throughput" — enforces stateless design, efficient resource usage, and architectural patterns that handle 10x-100x growth without redesign
messenger-async
Conçoit un flux Symfony Messenger — message + handler
env-example-generator
Turn a .env into a shareable .env.example with keys preserved and values stripped. Use when the user says "make an env example", "redact my .env", or "create .env.example".
license-picker
Generate a LICENSE file for your repo from a chosen license, name, and year. Use when the user says "add a license to my project", "create a LICENSE file", or "which open source license".
markdown-table-formatter
Align messy Markdown tables and normalize their columns, or build a table from CSV. Use when the user says "fix my markdown table", "align this table", or "csv to markdown table".
robots-sitemap-validator
Check robots.txt and sitemap.xml for crawl-blocking mistakes. Use when the user says "check my robots.txt", "validate my sitemap", or "is my site crawlable".
todo-fixme-extractor
List every TODO, FIXME, HACK, XXX, and BUG comment in your code with file and line. Use when the user says "list the TODOs in my repo", "find tech debt comments", or "where are the FIXMEs".
mcp-add
Install an MCP server template from dotforge into a project or global Claude Code config with a single command.
devsquad
V3.6.6 DevSquad — Enterprise Multi-Role AI Task Orchestrator. One task → Multi-role AI collaboration → One conclusion. 7 core roles (architect/pm/security/tester/coder/devops/ui), real LLM backend (OpenAI/Anthropic/MOKA AI), CLI + MCP + Python API + REST API + Web Dashboard. ThreadPoolExecutor parallel, CheckpointManager, WorkflowEngine, streaming, Docker, CI. NEW in V3.6.6: RBAC Engine, Audit Logger, Multi-Tenancy Manager, Sensitive Data Masker, AsyncIO Transformation (2x throughput), Redis Cache Integration (95%+ hit rate), Prometheus Monitoring (12 metrics), E2E Test Suite (27 cases, 100% pass), 1731+ tests passing, 97% Enterprise Grade maturity.
ai-agent-cost-optimizer
Audit and reduce AI agent token and inference spend through context discipline, prompt caching, model routing, batching, and workflow capture. Use when discussing AI coding bills, token waste, model selection, prompt caching, or agent cost optimization.
Use when reading or sending email — checking the inbox, searching mail, reading a specific message, drafting or sending a reply. Triggered by 'read my email', 'check my inbox', 'send an email', 'reply to that email', 'search my mail', or any request to read/send mail.
new-audit-skill
Use when creating a new audit skill for validating code, configuration, or documentation quality. Also use when the user says 'create an audit', 'new audit skill', 'add an audit', 'make an audit for', or 'I want to check X for problems'. Generates audit skills that follow established patterns from the 8 existing audit skills in this repo. Make sure to use this skill whenever someone wants systematic validation of any codebase artifact.
setup
Use when configuring a new machine to run the Valor Telegram bridge. Installs all dependencies, authentication, and service startup. Triggered by 'setup', 'configure this machine', or 'new machine setup'.
session-log
Dump the raw JSONL session log as a human-readable transcript. Use when user says "session log", "セッションログ", "生ログ見せて", "経緯見せて", or wants to inspect what happened earlier (tool calls, results, assistant replies) in the current or a specific Claude Code session.
telegram-gateway-security-audit
Diagnose and harden a Telegram → Claude CLI gateway: fix update_id deduplication failures that spawn duplicate sessions, and inject a disclosure-restriction system prompt so the bot never leaks OS/infra details over the channel.
abel-invest
Use when the user asks how to invest, trade, buy or sell, find alpha, find or improve a trading strategy, backtest or stress a signal, screen candidates, optimize Sharpe/return/drawdown, run graph-enriched feature/model/ensemble search, or continue/prepare/debug an Abel strategy-discovery workspace — even if they don't say "Abel" and even when they just ask for "a good strategy for X" or "is there alpha in Y". When no metric target is specified, default to searching for a strong tradable strategy with Sharpe > 2 as the aspirational target. Prefer this over ad-hoc hand-designed strategy work.
google-ads-spain
Google Ads campaign management for the Spanish market (Spain). Setup, optimize, scale, and audit Google Ads campaigns for lead gen, SaaS, and services targeting Spain. Use when managing Google Ads for Spanish clients, launching campaigns in Spain, auditing Spanish Google Ads accounts, optimizing pujas, creating anuncios, managing palabras clave negativas, or adapting Google Ads strategy for the Spanish/European market. Covers Search, PMax, Demand Gen, YouTube ads, Smart Bidding, Quality Score, conversion tracking, and automation scripts for Spain.
linkedin-ads-spain
LinkedIn Ads campaign management for the Spanish market (Spain). Setup, optimize, scale, and audit LinkedIn Ads campaigns for lead gen, SaaS, and services targeting Spain. Use when managing LinkedIn Ads for Spanish B2B clients, launching campaigns in Spain, auditing Spanish LinkedIn Ads accounts, creating Thought Leader Ads, managing conversation ads, targeting audiencias B2B, or adapting LinkedIn strategy for the Spanish/European market. Covers all ad formats (TLA, Image, Video, Document, Carousel, Conversation, Spotlight, Text), targeting, bidding, Lead Gen Forms, ABM, CAPI tracking, and Revenue Attribution for Spain.
meta-ads-spain
Meta Ads (Facebook/Instagram) campaign management for the Spanish market (Spain). Setup, optimize, scale, and audit Meta Ads campaigns for lead gen, SaaS, and services targeting Spain. Use when managing Meta Ads for Spanish clients, launching Facebook/Instagram campaigns in Spain, auditing Spanish Meta Ads accounts, configuring Business Manager, setting up Meta Pixel and CAPI, building audiences, creating creativos, optimizing formularios instantáneos, or adapting Meta Ads strategy for the Spanish/European market. Covers Andromeda algorithm, Advantage+ Sales, CBO/ABO structure, Instant Forms, lead gen optimization, creative diversity, signal & trust, ENCAC tracking, and automated rules for Spain. Also use when dealing with Meta account bans, SAC (Special Ad Categories), or LOPD/GDPR compliance for Meta campaigns in Spain.
reddit-ads-spain
Reddit Ads campaign management for the Spanish market (Spain). Setup, optimize, scale, and audit Reddit Ads campaigns for lead gen, SaaS, and services targeting Spain. Use when managing Reddit Ads for Spanish clients, launching Reddit campaigns in Spain, auditing Reddit Ads accounts, optimizing pujas en Reddit, creating anuncios nativos, gestionando subreddits targeting, or adapting Reddit Ads strategy for the Spanish/European market. Covers prospecting, retargeting, free-form text ads, subreddit targeting, Reddit Pixel, CAPI, creative testing, community engagement, and organic Reddit marketing for Spain.
x-ads-spain
X (formerly Twitter) Ads campaign management for the Spanish market (Spain). Setup, optimize, scale, and audit X Ads campaigns for lead gen, SaaS, and services targeting Spain. Use when managing X Ads for Spanish clients, launching campaigns on X/Twitter in Spain, auditing X Ads accounts, optimizing pujas en X, creating promoted posts, managing keyword targeting, or adapting X Ads strategy for the Spanish/European market. Covers Promoted Ads, Vertical Video, Takeovers, X Amplify, Dynamic Product Ads, Collection Ads, conversion tracking with X Pixel and CAPI, and audience targeting for Spain.
backend-patterns
Backend architecture patterns, API design, database optimization, and server-side best practices for Node.js, Express, and Next.js API routes. USE WHEN building or refactoring Node/Express/Next.js backend code, API routes, or data-access and server-side logic.
env-setup
Environment configuration and secrets management. Use when setting up .env files, managing secrets, or configuring environments.
telegram-bot
텔레그램 봇 통합 및 U2DIA AI 에이전트
curating-azure-deployment-learnings
Captures Azure deployment learnings from real projects in a structured format and promotes recurring ones into the diagnosing-azure-deployment-failures gotcha catalogue. Provides scripts to capture a new learning (with project, severity, frontmatter), diff against existing gotchas, and propose promotions with commit-ready text. Use when a deployment problem was solved and the fix should be captured so it doesn't have to be rediscovered, or when reviewing accumulated learnings to find patterns worth promoting.
bitbucket-workflow
Bitbucket best practices for pull requests, Pipelines CI/CD, Jira integration, and Atlassian ecosystem workflows
laravel-10-notes
Laravel 10.x (February 2023) signature features and the breaking-change traps from 9 → 10. Use when writing or reviewing code in a Laravel 10 project, or in a package whose composer constraint includes ^10.0. Covers native return types throughout the app skeleton, invokable validation rules via the ValidationRule contract, the Process facade for shell invocation, the Pest-as-default test option, and the Predis 2.x default.
laravel-6-notes
Laravel 6.x (LTS, Sep 2019) signature features and the breaking-change traps from 5.8 → 6.0. Use when writing or reviewing code in a Laravel 6 project, or in a package whose composer constraint includes ^6.0. Covers job middleware, lazy collections, the Str/Arr helper migration, the strict-semver shift, and the deprecations Laravel 6 removed from 5.x. Not for application business logic — load when working on framework-touching code (service providers, jobs, model attributes) or planning a 5.8 → 6 upgrade.
build-ios-apps
Build, sign, install, and publish iOS apps using the Vibecode signing service. Use when the user wants to build an iOS app from source, sign an iOS app, install on their iPhone, register a device, set up Apple Developer auth, publish to the App Store or TestFlight, submit for review, or work with the iOS build/sign/distribute/publish pipeline. Also triggers for "test on device", "put this on my phone", "ship it to my iPhone", "publish to App Store", "submit my app", "push to TestFlight", "send for review", or any request to get a Swift/iOS app running on a real device or shipped to App Store Connect.
coolify-cli
Use when managing a Coolify instance (cloud or self-hosted) from the command line via the `coolify` CLI — deploying applications, creating or managing databases and one-click services, configuring servers and contexts, syncing environment variables, scheduling backups, or watching deployment logs. Trigger this whenever the user mentions Coolify, the `coolify` command, deploying an app to their Coolify server, a Coolify project/app/database/service UUID, or self-hosted PaaS deploys that go through Coolify — even if they don't name the exact subcommand.
openbridge-build
Library reference for authoring new pool-based skills on top of openbridge. Use this when you're writing a producer that publishes work items into a named pool via `Bridge.ask()`. The pool can be served by any number of Claude-session workers in parallel; each ask() is an independent work item with its own scratch file, claimed atomically by one worker via Redis BRPOP. Not for operators driving an existing pool — for that, load `openbridge` instead.
pipeline-architect
Designs and implements data pipelines: ETL/ELT, streaming, batch processing, schema migrations, and data warehouse architecture. Covers Kafka, Airflow, dbt, Spark, ClickHouse, BigQuery, Snowflake, Redis Streams, and more. Use this skill when the user asks about data pipelines, ETL jobs, data transformation, streaming setup, data warehouse design, CDC, schema migrations, data quality checks, or anything involving moving data from source to target. Also triggers on "build a pipeline," "migrate data from X to Y," "set up streaming," "design my data warehouse," or "data quality is bad, help me fix it."
railway-logs
Fetch and diagnose Railway deployment logs for production issues. Use when an app or deploy on Railway is erroring. Triggers on: logs do railway, ver os logs, erro em producao, app caiu, deploy quebrou no railway, railway logs, production error.
dotnet-testing-advanced-webapi-integration-testing
Complete guide for ASP.NET Core Web API integration testing. Use when performing integration testing on Web API endpoints or validating ProblemDetails error format. Covers WebApplicationFactory, IExceptionHandler, Testcontainers multi-container orchestration, Flurl URL construction, and AwesomeAssertions HTTP validation. Keywords: webapi integration testing, WebApplicationFactory, asp.net core integration test, webapi integration test, IExceptionHandler, ProblemDetails, ValidationProblemDetails, AwesomeAssertions, Flurl, Respawn, Be201Created, Be400BadRequest, multi-container testing, Collection Fixture, global exception handling
magento-audit
Performance audit of a Magento 2 / Mage-OS / Adobe Commerce storefront: full-page cache misses and cacheable="false" leaks, Varnish/Redis configuration, indexer modes and cron health, TTFB, payload sizes, and Core Web Vitals. Use this skill whenever the user says a Magento store is slow, asks to audit/review/check storefront performance, mentions FPC or cache hit rate, X-Magento-Cache-Debug, Varnish not caching, high TTFB, stuck or realtime indexers, cron problems, or Core Web Vitals / PageSpeed scores for a Magento or Mage-OS site. Works from a URL alone, from a codebase alone, or both. For writing or fixing module code, use the magento-module skill instead.
tldr
Quick plain-language brief — skip the explanation, get the point. Use when the user says "tldr", "quick version", "what is X", "should I use X", "just tell me", "give me the short version", or is clearly in a hurry. Output adapts to the question: - Pure definition ("what is X") → 1 sentence + 1-2 key facts - Decision / comparison ("should I use X", "X vs Y") → 1 sentence + use when / skip when / bottom line Max 5 lines. No diagrams. No analogies. No history. Direct verdict.
advisor-triggers
Detects when user requests warrant critical analysis via /advise command
fastapi-senior-dev
Senior Python Backend Engineer skill for FastAPI. Use when scaffolding production-ready APIs, enforcing clean architecture, optimizing async patterns, or auditing FastAPI codebases.
project-knowledge-extraction
Use when extracting durable project knowledge from code, docs, issues, incidents, reports, screenshots, or conversations into reusable context such as skills, ADRs, glossaries, context docs, or memory. Do NOT use for writing a new skill contract (use `skill-scaffold`), maintaining library tooling (use `skill-infrastructure`), or generic documentation polish (use `documentation`).
backend-patterns
Backend architecture patterns, API design, database optimization, and server-side best practices for Node.js, Express, and Next.js API routes.
dhh-rails-style
This skill should be used when writing Ruby and Rails code in DHH's distinctive 37signals style. It applies when writing Ruby code, Rails applications, creating models, controllers, or any Ruby file. Triggers on Ruby/Rails code generation, refactoring requests, code review, or when the user mentions DHH, 37signals, Basecamp, HEY, or Campfire style. Embodies REST purity, fat models, thin controllers, Current attributes, Hotwire patterns, and the "clarity over cleverness" philosophy.
dotnet-backend-patterns
Master C#/.NET backend development patterns for building robust APIs, MCP servers, and enterprise applications. Covers async/await, dependency injection, Entity Framework Core, Dapper, configuration, caching, and testing with xUnit. Use when developing .NET backends, reviewing C# code, or designing API architectures.
win-c-cleaner
Windows 10/11 通用 C 盘清理 skill。按 8 阶段（风险低→收益大）分批释放系统盘空间：临时文件、休眠/虚拟内存、DISM WinSxS、UWP 应用、移动大应用、重复驱动、OEM 软件、出厂预装包。预计释放 25-35 GB。在用户提到「C 盘清理 / 清理 C 盘 / 系统盘满了 / free up C drive / Windows 磁盘清理 / WinSxS / Windows.old / 删除休眠文件 / 缩虚拟内存」时使用。
opscale
Use when a user asks for product, operations, revenue, order, customer, channel, funnel, retention, refund, or KPI analysis that should be answered from a SQL database through read-only queries.
write-prd
根据需求描述生成结构化 PRD（产品需求文档）。自动识别当前是新产品立项还是 已有代码库的功能迭代，输出覆盖问题背景、用户故事、功能范围、成功指标、 技术模块的完整 PRD 文档。当用户说"写 PRD"、"出需求文档"、"帮我整理需求"、 "产品需求"、"write PRD"、"需求评审"、"功能规划"，或者描述了一个产品/功能 需求时，务必使用此 skill。
nfs-add-cache
Retrofit Redis-backed cache handling into an existing project scaffolded with nextjs-fullstack-starter. Use when the user wants to add Redis, share Next.js cache across processes / deploys, speed up frequent reads, or any 'add caching to this project' request. Adds ioredis, a docker-compose redis service, wires Next.js's experimental cacheHandler to use Redis, adds a typed cache helper at src/server/lib/cache.ts, and REDIS_URL env. Refuses to run on projects that don't have the scaffolded structure.
nts-add-cache
Retrofit Redis caching into an existing project scaffolded with nextjs-trpc-prisma-starter. Use this when the user wants to add Redis, add a cache layer, speed up frequent reads, share cache across processes, or any 'add caching to this project' request. Adds ioredis, a docker-compose redis service, a typed cache helper at src/server/lib/cache.ts, REDIS_URL env, and updates CLAUDE.md to reflect the new dependency. Refuses to run on projects that don't have the scaffolded structure.
rails-project-setup
Use when setting up a new Rails 8 project with modern stack (Solid Queue, Solid Cache, Solid Cable, Kamal deployment)
database
Relational database schema design, normalization, indexing, and query optimization. Use when the user says "design the schema for X", "how should this table be structured", "this query is slow", "do I need an index here", "denormalize this", or when starting a new feature that needs persistence. Covers Postgres, MySQL, SQLite. Do NOT use for ORM-specific syntax — covers conceptual design first, ORM second.
session-continuity
Establish and maintain cross-session memory for a project via two in-repo docs — .session-continuity/SESSION_PRIMER.md (current state, refreshed alongside substantive commits) and .session-continuity/LEARNINGS.md (append-only wisdom for 15+ min bugs). Use when starting, before commits, or after hard-won bugs.
do-merge
Use when merging a pull request that has cleared the SDLC pipeline. Runs the deterministic verify-then-merge gate — confirms the PR is OPEN, mergeable, CI-green, REVIEW-approved, and links its tracking issue — then authorizes and squash-merges. Triggered by 'merge this PR', 'do-merge', or automatically by /sdlc at the MERGE stage.
rcode-dalil-scout
Codebase Scout — Dalil (دليل) — for repository discovery, multi-root exploration, focused topic sweeps, and producing structured codebase documents (STACK, ARCHITECTURE, STRUCTURE, INTEGRATIONS, CONVENTIONS, TESTING, CONCERNS). Activates when the user says "scan the codebase", "map the codebase", "what's in this repo", "discover X across the project", "audit instrumentation", "find all callers of Y", "is there any Sentry / GraphQL / Redis usage", "explore the project structure", "talk to Dalil", or "scout this repo". Also activates via /rcode-scan and /rcode-map-codebase. Do NOT use for: plan execution (use executor), strategic decisions (use Sadiq / Waleed), test design (use Fatima), or code modification (use Hanzla / Omar).
mcd-order
Find the cheapest way for a group to order McDonald's China (麦当劳): treat combos as cheap component containers, redistribute their parts across people, and use coupons (优惠券) and points (积分) to cover everyone's exact items for the least cash. Use when several people order McDonald's together and want the cheapest split / 拼单最省 / "cheapest way to order X, Y, Z". Runs on the mcd-mcp MCP server.
docker-redis-iac
Multi-stage Docker builds, Docker Compose for local dev, Redis Socket.IO adapter for horizontal scaling, and safe Prisma production migrations.
adr-creator
Architecture Decision Record (ADR) を作成するスキル。 ADR フォーマット・品質基準に準拠した ADR ファイルを生成する。 「ADRを書いて」「ADRを作成して」「アーキテクチャの意思決定を記録したい」「〇〇を採用する判断を文書化して」 などの指示で発動する。技術選定、設計方針の変更、規約の策定など、アーキテクチャに関する意思決定の記録が必要な場面で使用すること。
health-check-patterns
存活探针、就绪探针、自定义健康指标
api-design
Use when designing or reviewing API surfaces: resources/actions, request and response schemas, status codes, pagination, filtering, idempotency, versioning, auth boundaries, and error envelopes. Do NOT use for non-HTTP system contracts (use `system-interface-contracts`), async event contracts (use `event-contract-design`), database design (use `data-modeling`), or inbound provider webhook mechanics (use `webhook-integration`). Do NOT use for define the broader contract between a job, service, and dashboard. Do NOT use for design database tables, foreign keys, and views. Do NOT use for implement provider webhook signature verification and retry behavior. Do NOT use for debug why this endpoint is returning 500. Do NOT use for interface contracts across any boundary (use system-interface-contracts). Do NOT use for asynchronous event and message contracts (use event-contract-design). Do NOT use for persistence shape (use data-modeling). Do NOT use for inbound provider webhooks (use webhook-integration).
redesigner
Surveys a website/app with Playwright (MANUAL login + READ-ONLY crawl), captures screenshots, HTML, CSS, hovers/animations, detects the logo and extracts design tokens; builds a navigable mock of what was surveyed, adds a UX audit via subagent, then orchestrates the redesign with Claude (React + Tailwind + Framer Motion) and exports to Pencil, an HTML mock and Figma. Use when the user wants to survey/audit a site's style or redesign it. Triggers on "redesign", "survey this site", "scrape the style", "redesigner".
code-option-comparison
Use when the user needs to choose between distinct technical approaches — UI layouts, API shapes, schema designs, algorithm strategies, architectural patterns — and wants them laid out side by side. Produces a single self-contained HTML grid of N (typically 3–6) options, each column with the same sub-sections plus a comparison matrix and a recommendation, so tradeoffs are scannable at a glance. Software topics only.
ginee-reindex
Reconcile local/index/ with the current repo state at the named scope per the ginee index protocol. Three sweeps — SHA drift on existing entries, new files within existing class globs, stale entries (prompt). Use when the user asks to 'reindex', 'reindex <file>', 'reindex <class>', 'reconcile the index', 'refresh the index', or when SHA-256 drift is detected pre-dispatch.
java-cache
Use when the user asks to add caching, configure Redis or Caffeine cache, use @Cacheable/@CacheEvict/@CachePut, optimize repeated database or API calls, or review existing Spring Boot cache configuration.
python-structured-logging
Add, review, refactor, and standardize structured logging in Python codebases, primarily with structlog and secondarily with the standard library logging module. Use when Codex needs to improve logs in FastAPI apps, async workers, CLI tools, background jobs, Kafka or Redis consumers, Celery or taskiq tasks, or service-layer code, including event naming, canonical fields, bound context, exception logging, correlation IDs, noise reduction, and sensitive-data redaction.
deployment
Deployment Standards
political-navigator
Map organizational power structures, classify resistance archetypes, design reframe strategies, and produce a sequenced change plan — saved as a political-map artifact to $HOME/.ai-first-kit/. The skill most leaders skip, and why 70% of transformations fail. Conducts per-stakeholder power mapping and incentive alignment analysis. Use when the user says 'how do I get buy-in', 'who will resist', 'organizational politics', 'manage resistance', 'change management for AI', 'stakeholder management', 'convince leadership', 'team is resistant', 'political blockers', or 'how do I sequence this change'. Also use when the user describes encountering pushback, sabotage, passive resistance, people feeling threatened by AI changes, or asks why their transformation isn't working despite good technology — even if they don't frame it as a 'political' problem. This skill MUST be consulted because it applies the Five Resistance Archetypes framework with per-stakeholder reframes; a conversational answer cannot produce the struct
diagram-generator
Use when user wants to create architecture diagrams, flowcharts, sequence diagrams, ER diagrams, or visualize system design, workflows, and data pipelines
windows-search
Set up and operate the WSL2-to-Windows search bridge for Everything (`es.exe`), AnyTXT via its HTTP Search Service only, and the `bridge_search` MCP package. Use when working across `/mnt/c` and Windows drive paths such as `C:\`, `D:\`, `E:\`, `F:\`, and `X:\`, when you need fast Windows filename search, full-text file-content search on Windows, or when enabling this repo’s MCP server (`scripts/server.py` wrapper or `python -m bridge_search`). Do not look for or rely on an AnyTXT CLI binary; in this workflow AnyTXT is HTTP-only.
design-libera
Visual and aesthetic design direction for web and UI. LIBERA Studio synthesis of impeccable design laws + high-end-visual-design pattern catalog. Self-contained for first-pass direction; optional deep-dive references if skill-web-design repository is available. Covers brand and product registers, OKLCH color strategy, typography, motion choreography, layout, and AI slop prevention at two levels. Modes: Build (default), Audit, Redesign, Study.
system-design
Architecture reference - core concepts, technologies, system patterns, software design patterns, anti-patterns, and real-world case studies. Use when designing systems, evaluating tradeoffs, choosing technologies, or selecting an appropriate design pattern.
performance-debug
Diagnosing and resolving performance bottlenecks and latency issues
cto-advisor
Technical leadership for startup CTOs. Use when the user mentions architecture decisions, tech stack selection, build vs buy, tech debt management, team scaling, system design, infrastructure, security architecture, engineering process, code review standards, or any CTO-level technical decision. Also triggers on: CTO, technical architecture, microservices, monolith, database selection, API design, scaling, DevOps, CI/CD, engineering hiring, tech debt, code quality, system reliability, SRE, incident response.
redis
Add and debug Redis caching, TTLs, sessions, queues, rate limits, and cache invalidation.
ginee-discovery
Run the ginee framework's initial discovery on this project. Use when starting a new framework install, when local/project-profile.md is missing, or when the user asks to 'run initial discovery', 'discover the project', 'set up ginee'. Detects stack, paths, doc artefacts, SDLC tooling; writes local/project-profile.md + local/bindings.md + local/framework.config.yaml; dispatches ai-engineer to populate local/index/manifest.yaml.
ginee-rediscover
Run full re-discovery of the project via the ginee framework. Use when the user asks to 'rediscover', 'refresh project discovery', 're-run discovery', or when major project structure has changed since the last discovery. Re-detects everything and overwrites local/* artefacts; preserves local/roles/ (project-authored).
brainstorm-and-refine
Use when the user wants to generate multiple original ideas from different AI models then iteratively judge, weave, and refine them into the best possible result across multiple passes. Triggers on phrases like "brainstorm and refine", "generate ideas then improve", "explore options then synthesize", or "brainstorm then polish"
chinese-commit-conventions
中文 commit 与 changelog 配置参考——Conventional Commits 中文适配、commitlint/husky/commitizen 中文模板、conventional-changelog 中文配置。仅在用户显式 /chinese-commit-conventions 时调用，不要根据上下文自动触发。
chinese-documentation
中文文档排版参考——中英文空格、全半角标点、术语保留、链接格式、中文文案排版指北约定。仅在用户显式 /chinese-documentation 时调用，不要根据上下文自动触发。
nestjs
NestJS modules, controllers, services, guards, interceptors, TypeORM, CQRS, microservices, Jest testing
literate-programming
Use when creating new source files, writing new functions or types, or significantly rewriting existing code — ensures code is structured for humans to read first, with narrative preambles, reasoning-based documentation, and presentation ordered by understanding rather than compiler convention
celery-patterns
Celery patterns for distributed task queues — task definitions, retry strategies, scheduling, chains/groups, monitoring, and production configuration with Redis/RabbitMQ.
docker-patterns
Docker and Docker Compose patterns for Python development, container security, networking, and multi-service orchestration.
redis-patterns
Redis patterns for Python — caching, sessions, pub/sub, rate limiting, distributed locks, and integration with Django/FastAPI.
railway
Deploy applications on Railway platform. Use when deploying containerized apps, setting up databases, configuring private networking, or managing Railway projects. Triggers on Railway, railway.app, deploy container, Railway database.
st-setup
Onboard a SillyTavern character — set SD visual baseline + audit. Optional: redistribute card fields, generate expressions, build lorebook.
nestjs-security
Security audit for NestJS applications including Guards (AuthGuard, RolesGuard), Interceptors, Pipes (ValidationPipe), custom decorators, module structure, dependency injection scoping, GraphQL/REST integration, microservices (TCP, Redis, Kafka transports), and NestJS-specific patterns. Use this skill whenever the user mentions NestJS, @nestjs/common, @nestjs/core, Guards, Interceptors, ValidationPipe, NestFactory, @Injectable, @Module, @Controller, @UseGuards, @UseInterceptors, or asks "audit my NestJS app", "NestJS guards safe", "ValidationPipe security". Trigger when the codebase contains `@nestjs/core` or `@nestjs/common` in package.json.
redis-security
Security audit for Redis usage including ACL configuration, network exposure (bind, protected-mode), TLS, command restrictions, key namespacing across tenants, EVAL/Lua sandbox safety, pub/sub leakage, persistence file protection, and client library patterns (ioredis, node-redis, redis-py). Use this skill whenever the user mentions Redis, redis client, ioredis, node-redis, redis-py, Lettuce, redis-cli, redis.conf, Lua scripts, EVAL, or asks "audit my Redis setup", "Redis security", "Redis ACL". Trigger when the codebase contains Redis client libraries or `redis://` connection strings.
saas-tenant-isolation
Audit multi-tenant SaaS applications for cross-tenant data leakage including query scoping, tenant_id enforcement, cache key isolation, file storage path scoping, search index isolation, and tenant binding across billing, analytics, and background jobs. Use this skill whenever the user mentions multi-tenant, tenant isolation, cross-tenant leak, tenant_id, organization scoping, workspace isolation, B2B isolation, "are my tenants isolated", shared database with tenant column, schema-per-tenant, or database-per-tenant. Trigger on phrases like "audit my multi-tenancy", "check tenant isolation", "cross-tenant data leak", "tenant_id scoping", "are my orgs isolated". Use this even when only one isolation surface is mentioned.
docker-homelab
Manage docker-compose stacks in a single-host homelab environment
debug-buttercup
Debugs the Buttercup CRS (Cyber Reasoning System) running on Kubernetes. Use when diagnosing pod crashes, restart loops, Redis failures, resource pressure, disk saturation, DinD issues, or any service misbehavior in the crs namespace. Covers triage, log analysis, queue inspection, and common failure patterns for: redis, fuzzer-bot, coverage-bot, seed-gen, patcher, build-bot, scheduler, task-server, task-downloader, program-model, litellm, dind, tracer-bot, merger-bot, competition-api, pov-reproducer, scratch-cleaner, registry-cache, image-preloader, ui.
database
Database standards for PostgreSQL persistence and Redis caching. Use when designing schemas, writing migrations, optimizing queries, configuring Redis, or implementing cache invalidation.
api-rate-limiting
Design and implement API rate limiting — algorithm selection (token bucket, sliding window, fixed window), Redis-based distributed limiting, per-user and per-IP limits, rate limit headers, retry-after, and burst handling. Use when asked to "add rate limiting", "throttle requests", "too many requests", "429", "token bucket", "sliding window counter", "per-user quota", "API abuse", "burst traffic", or "rate limit this endpoint". Do NOT use for: load shedding at the infrastructure layer — that belongs in a load balancer or API gateway config, not application code.
spoonos-deployment-guide
Deploy SpoonOS agents to production environments. Use when containerizing agents with Docker, deploying to cloud platforms (AWS, GCP, Vercel), or setting up self-hosted infrastructure.
web3-identity-auth
Implement Web3 authentication and identity. Use when integrating Sign-In with Ethereum (SIWE), ENS resolution, session management, or verifiable credentials.
lowcoder
Crea aplicaciones Lowcoder (low-code platform) desde código usando el SDK @aorizondo/lowcoder-agent-sdk-core o el MCP server @aorizondo/lowcoder-mcp-server. Usa esto cuando el usuario pida crear, modificar, listar o publicar dashboards, formularios, apps internas o paneles en Lowcoder. Cubre el catálogo completo de ~80 componentes nativos, queries (REST/JS/SQL), datasources (postgres/mysql/mongo/redis/s3/slack/openai/...), expresiones, plugins de usuario, SEO y deployment.
infisical-patterns
This skill activates when managing environment variables, configuring .infisical.json, organizing workspace environments, or discussing secret management patterns with Infisical CLI. It provides conventions for secret naming, folder organization, auth selection, and local development workflows.
secret-hygiene
This skill activates when detecting hardcoded strings that look like API keys or credentials, creating .env files, referencing process.env or os.environ without Infisical, or working with configuration files that contain sensitive values. It enforces secret hygiene practices and recommends moving secrets to Infisical.
redis-cache
Spring Data Redis conventions — caching with @Cacheable, key strategy, TTL/eviction policies, Redisson distributed lock patterns. Auto-loads when editing `**/*Cache*.java` or files using @Cacheable. Covers RedisTemplate config + serialization.
backend-patterns
Backend architecture patterns, API design, database optimization, and server-side best practices for Node.js, Express, and Next.js API routes.
managing-services
Centrally manages Docker containers and services. Supports service registration, listing, status updates, and port conflict detection. Use for "서비스 등록", "서비스 목록", "포트 확인", "컨테이너 관리", "docker 상태" requests.
dt-architect
DyTopo Architect Agent. Responsible for system design, API specs, and architecture diagrams.
setup-test-infrastructure
Use this skill when the user wants to configure containers or Docker infrastructure for .NET integration tests. Trigger on: "set up containers for my tests", "configure docker for integration tests", "add testcontainers", "generate docker-compose for my tests", "set up test infrastructure", "what containers do I need", "configure test dependencies". Also invoked as a sub-skill when scaffolding a new integration test project.
sf-debug
Salesforce debug log analysis and Apex diagnostic discipline (Brite edition) with 100-point scoring. TRIGGER when user analyzes debug logs, hits governor limits, reads stack traces, touches .log files, works in brite-salesforce, asks about Queueable silent-retry signatures, Web-to-Lead BeforeUpdate cascade, TraceFlag-driven root-cause loops (BC-5609 precedent), CronTrigger silent-retry after sandbox refresh, Apex Error email PII discipline, or Test.stopTest() async-drain anomalies. DO NOT TRIGGER when running Apex tests (use sf-testing), fixing Apex code (use sf-apex), or Agentforce session tracing (use sf-ai-agentforce-observability).
ctfd
Use when developing, debugging, deploying, or maintaining any CTFd instance or fork - Docker stack issues, plugin development, CSRF 302 errors, theme customization, database migrations, nginx proxy misconfig, SQLAlchemy 1.4 gotchas, pytest test infrastructure, or API 500 responses
backend
Designs, builds, and reviews backend systems: APIs, databases, server-side logic, authentication, file handling, webhooks, and microservices. Triggers when the user asks to build an API, design a database schema, write server-side code, set up authentication, handle file uploads, build webhooks, design microservices, optimize queries, or work with Node.js, Python, Go, Java, or any server-side technology. Also triggers proactively when reviewing backend code for performance, scalability, or correctness issues — including N+1 queries, missing indexes, connection pool exhaustion, and missing pagination. Key capabilities: layered architecture patterns (routes/controllers/services/repositories), REST design with correct HTTP status codes, UUID-based public IDs with created_at/updated_at timestamps, JWT auth with short-lived access tokens + httpOnly refresh cookies, bcrypt password hashing at cost factor 12+, centralized error handling, structured JSON logging, parameterized queries only, and background job pattern
dotnet-architect
Senior .NET solution architect and enterprise software engineer persona. Use this skill whenever the user asks about designing, building, or architecting .NET projects, full-stack applications, or backend systems. Trigger on any mention of ASP.NET Core, Web API, EF Core, Clean Architecture, SQL Server, PostgreSQL, JWT, Docker, Azure, Redis, Semantic Kernel, or OpenAI integration in a .NET context. Also trigger for: "design a system", "architect a project", "how should I structure", "help me build X in .NET", "what's the best way to do X in .NET", project setup advice, database schema design, API design, auth flows, deployment strategy, or scalability discussions. Always include interview tips and production concerns in responses. Adapt output depth to what was asked — don't dump all 10 sections when the user asks a targeted question. Respond with detailed mentor-style prose, not terse bullets.
insight
用户需求洞察与产品机会分析技能。适用于新产品开发、营销策划、品类切入前的市场分析。当你需要快速理解目标用户、挖掘情绪动机、将洞察转化为可落地的产品机会时使用此技能。
discover
Show ClaudeHut plugin status — active task, current phase, detected stack, loaded skills/agents/rules/hooks, integration backends (Understand-Anything, Graphify), and MCP server status. Run via /claudehut:discover when you need to know what the plugin is doing right now.
testcontainers
Testcontainers for Java integration tests — singleton vs per-class lifecycle, reuse flag, network sharing, Postgres/Kafka/Redis containers, dynamic Spring properties. Auto-loads when editing `**/*IT.java`, `src/integrationTest/**/*.java`.
ami-learnings-extractor
Analyzes recent code changes to extract architectural decisions, lessons, patterns, and surprises, documenting them for future reference.
coldbox-cache-integration
Use this skill when implementing caching inside a ColdBox application -- configuring CacheBox via ColdBox.cfc or config/CacheBox.cfc, injecting caches with WireBox (cachebox:name), using getCache() in handlers, event/view output caching with setEventCacheableEntry(), view fragment caching with renderView(cache=true), query caching, cache listeners as ColdBox interceptors, Redis/distributed provider setup, or choosing between default and template caches.
testcontainers-expert
Use when writing integration tests that require real infrastructure dependencies such as databases, message brokers, caches, cloud service emulators, or any Dockerized service. Invoke for container lifecycle management, reusable containers, network configuration, wait strategies, custom images, and Testcontainers modules for PostgreSQL, MySQL, Kafka, Redis, LocalStack, and more.
kg-core
Knowledge Graph — persistent memory, your twin across sessions. Treat it as primary context before reaching for any other tool. Session start: if kg_read hasn't been called yet, call it before any task work. kg_read(cwd="<project root>") Output has two sections — USER GRAPH and PROJECT GRAPH. On large graphs the result may start with <persisted-output> and show only a preview; the full output is saved to the file path shown — read it with the Read tool to get the complete picture including session_id. Announce "I have recalled KG Memories" once both sections have been read. Connection refused means the server is down — let the user know: `kg-memory start` will bring it back. If kg-memory isn't found, the install script hasn't been run yet: knowledge-graph/install_command.sh registers both kg-memory and kg-visual. Before searching files, docs, or the web — check what's already known. The graph often has the answer, and reading from memory is faster than rediscovering. Writes during conversation are cheap (cont
qt-qml
QML and Qt Quick — declarative UI language for modern Qt applications. Use when building a QML-based UI, embedding QML in a Python/C++ app, exposing Python/C++ objects to QML, creating QML components, or choosing between QML and widgets. Trigger phrases: "QML", "Qt Quick", "declarative UI", "QQmlApplicationEngine", "expose to QML", "QML component", "QML signal", "pyqtProperty", "QML vs widgets", "QtQuick.Controls", "Item", "Rectangle"
phase_03_architecture_design
You'll transform requirements into a robust, secure, scalable architecture. Through system design, security architecture, data modeling, infrastructure planning, and threat modeling, you'll create the blueprint that guides development. This is where abstract requirements become concrete technical decisions.
backend-patterns
Backend architecture patterns, API design, database optimization, and server-side best practices for Node.js, Express, and Next.js API routes.
dotnet-testing-advanced-webapi-integration-testing
Complete guide for ASP.NET Core Web API integration testing. Use when performing integration testing on Web API endpoints or validating ProblemDetails error format. Covers WebApplicationFactory, IExceptionHandler, Testcontainers multi-container orchestration, Flurl URL construction, and AwesomeAssertions HTTP validation. Keywords: webapi integration testing, WebApplicationFactory, asp.net core integration test, webapi integration test, IExceptionHandler, ProblemDetails, ValidationProblemDetails, AwesomeAssertions, Flurl, Respawn, Be201Created, Be400BadRequest, multi-container testing, Collection Fixture, global exception handling
vercel-inline-cms
Install a lightweight inline-editing CMS into any Vercel-deployed project — content store + EditableText component + cookie-auth admin shell + Vercel KV/Upstash/Blob storage. Auto-detects the framework and installs natively for Next.js (App Router & Pages Router) and Vite + React. For SvelteKit, Astro, Nuxt, or plain static, prints a manual-port guide. Use when the user asks to add a CMS, inline editing, editable text, an admin panel, or "make this site editable."
commit-with-message
커밋 메시지 작성 가이드 (한글/영어). 커밋 생성 시 자동으로 활성화되어 규칙을 준수하도록 안내합니다.
fastapi-project
Scaffold and evolve FastAPI projects with uv-based tooling, structured settings, and production-ready observability, resilience, availability, and security patterns aligned with python.instructions.md.
boxlang-caching
Use this skill when implementing caching in BoxLang applications: cache providers, cachePut/cacheGet BIFs, output caching, cache regions, distributed caching with Redis or Couchbase, TTL policies, and distributed locking.
boxlang-modules-and-packages
Use this skill when installing, configuring, or using BoxLang modules: box install, boxlang.json module settings, BoxLang+ premium modules (bx-pdf, bx-redis, bx-csv, bx-spreadsheet), CFML compatibility, ORM, mail, and module introspection.
fastapi-sqlmodel-arq-backend
构建或改造基于 FastAPI + SQLModel(异步 SQLAlchemy) + Arq + Redis 的后端系统。用于新增/重构 RESTful API、实现异步数据库访问、编写服务层与依赖注入、配置 OAuth2 + JWT(Argon2) 认证、生成 Alembic 迁移建议、统一 loguru 日志规范等后端任务；不用于纯前端页面样式开发或仅做 OpenAPI 客户端同步的任务。
orbit-cache-compat
Verify WordPress plugin compatibility with object cache (Redis / Memcached) and page cache (W3 Total Cache, WP Rocket, LiteSpeed, Varnish). Catches plugins that store mutable data in transients without invalidation, set cookies that bust page cache for everyone, or read from `wp_options` without honouring `wp_cache_get`. Use when the user says "object cache", "Redis", "page cache", "WP Rocket", "LiteSpeed", "cache compat".
orbit-host-cloudways
Cloudways compatibility audit — Breeze caching plugin, Object Cache Pro support, Varnish caching, server-level vs application-level caching, SSH access, multiple PHP versions, multiple stacks (Apache + NGINX, NGINX-only). Use when the user says "Cloudways", "DO + WP", "Vultr WP", or customer is on Cloudways.
orbit-host-kinsta
Kinsta hosting compat audit — fetches Kinsta's CURRENT banned-plugins list + cache rules + Redis availability AT RUNTIME (not from a snapshot). Auto-stays-current with Kinsta's policy changes. Use when the user says "Kinsta", "managed WP Kinsta", "is my plugin Kinsta-compatible", "Kinsta banned plugins", or before customer hosts on Kinsta.
orbit-host-pantheon
Pantheon hosting compatibility — read-only filesystem (only `wp-content/uploads` writable), Redis included, multidev environments, Quicksilver hooks, advanced CDN, NGINX-only. Use when the user says "Pantheon", "Pantheon hosting", "WP on Pantheon", or customer is on Pantheon.
orbit-host-shared
Audit a WordPress plugin for low-tier shared-hosting compatibility — memory limits (64MB common), execution-time limits (30s), disk-quota limits (1-5GB), no SSH, no shell exec, no Redis, slow disk I/O. Most "broken plugin" reports come from shared-hosting users hitting silent limits. Use when the user says "shared hosting", "Bluehost / GoDaddy / Hostinger compat", "low-tier hosting".
redis-caching
Redis caching strategies, pub/sub, sessions, and performance optimization.
evomap
Connect to the EvoMap collaborative evolution marketplace. Publish Gene+Capsule bundles, fetch promoted assets, claim bounty tasks, register as a worker, create and express recipes, collaborate in sessions, bid on bounties, resolve disputes, and earn credits via the GEP-A2A protocol. Use when the user mentions EvoMap, evolution assets, A2A protocol, capsule publishing, agent marketplace, worker pool, recipe, organism, session collaboration, or service marketplace.
random_challenge_sequencer
Generar secuencias aleatorias de desafíos de liveness para prevenir ataques de replay grabado
dotnet-testing-advanced-webapi-integration-testing
Complete guide for ASP.NET Core Web API integration testing. Use when performing integration testing on Web API endpoints or validating ProblemDetails error format. Covers WebApplicationFactory, IExceptionHandler, Testcontainers multi-container orchestration, Flurl URL construction, and AwesomeAssertions HTTP validation. Keywords: webapi integration testing, WebApplicationFactory, asp.net core integration test, webapi integration test, IExceptionHandler, ProblemDetails, ValidationProblemDetails, AwesomeAssertions, Flurl, Respawn, Be201Created, Be400BadRequest, multi-container testing, Collection Fixture, global exception handling
caching-strategy
Define explicit caching strategies for different data access patterns and consistency requirements
fastapi-sqlmodel-arq-backend
构建或改造基于 FastAPI + SQLModel(异步 SQLAlchemy) + Arq + Redis 的后端系统。用于新增/重构 RESTful API、实现异步数据库访问、编写服务层与依赖注入、配置 OAuth2 + JWT(Argon2) 认证、生成 Alembic 迁移建议、统一 loguru 日志规范等后端任务；不用于纯前端页面样式开发或仅做 OpenAPI 客户端同步的任务。
Integration detected automatically from skill content. Some results may be false positives.