Caching
Caching strategies and implementation
check-12-factor-compliance
by dykyi-roman
Analyzes PHP code for 12-Factor App compliance. Detects hardcoded configuration, file-based state, env-specific conditionals, non-streaming logs, and missing environment variable usage.
analyze-docker-image-size
by dykyi-roman
Analyzes Docker image size for PHP projects. Identifies bloated layers, unnecessary packages, and provides size reduction strategies.
seuratclusterstats
by pwwang
Generates comprehensive cluster statistics and visualizations for Seurat objects, including dimension reduction plots, gene expression visualizations, cluster quality metrics, and clustree diagrams. This process is essential for exploring and validating clustering results.
seuratmap2ref
by pwwang
Map query single-cell datasets to high-quality reference atlases using Seurat's reference mapping workflow. Performs label transfer, UMAP projection, and integration with reference annotations without modifying query expression data. Enables transfer learning from curated atlases like Azimuth PBMC or custom tissue-specific references.
dnsdist
by enuno
DNS load balancer with DoS protection, multi-protocol support (DoH, DoT, DoQ), and dynamic traffic management
design-expert
by personamanagmentlayer
Expert-level system design, architecture patterns, scalability, and distributed systems
conductor-setup
by Shpigford
Configure a Rails project to work with Conductor (parallel coding agents)
raycast-extensions
by alexi-build
Build and maintain Raycast extensions using the Raycast API. Triggers on @raycast/api, List, Grid, Detail, Form, AI.ask, LocalStorage, Cache, showToast, and BrowserExtension. Use this repo's references/api/*.md files as the primary source of truth for component specs and API usage.
nginx-expert
by personamanagmentlayer
Expert-level Nginx configuration, reverse proxy, load balancing, SSL/TLS, caching, and performance tuning
beautiful-mermaid-ascii
by ratacat
Render Mermaid diagrams as readable ASCII/Unicode art in the terminal (from .mmd/.mermaid files, stdin, or Markdown ```mermaid fences). Use when installing or using lukilabs/beautiful-mermaid, creating a CLI renderer for Mermaid-to-ASCII output, previewing Mermaid diagrams in terminal, or extracting/rendering Mermaid blocks from Markdown files.
vercel-cost-optimization
by dongzhuoyao
Use when deploying Next.js apps to Vercel and costs are high, or when setting up a new Vercel project. Covers ISR-breaking patterns, function constraints, caching, Fluid Compute, build optimization. Triggers: "Vercel bill", "Vercel cost", "ISR broken", "dynamic rendering", "cache-control private", "x-vercel-cache MISS", "function invocations", "Fluid Compute", "GB-hours", "s-maxage", "stale-while-revalidate", "maxDuration", "build minutes"
performance-benchmark-specialist
by manutej
Performance benchmarking expertise for shell tools, covering benchmark design, statistical analysis (min/max/mean/median/stddev), performance targets (<100ms, >90% hit rate), workspace generation, and comprehensive reporting
dotnet-testing-advanced-testcontainers-nosql
by kevintsengtw
Testcontainers NoSQL 整合測試完整指南。當需要對 MongoDB 或 Redis 進行容器化整合測試時使用。涵蓋 MongoDB 文件操作、Redis 五種資料結構、Collection Fixture 模式。包含 BSON 序列化、索引效能測試、資料隔離策略與容器生命週期管理。 Keywords: testcontainers mongodb, testcontainers redis, mongodb integration test, redis integration test, nosql testing, MongoDbContainer, RedisContainer, IMongoDatabase, IConnectionMultiplexer, BSON serialization, BsonDocument, 文件模型測試, 快取測試, Collection Fixture
Infrastructure Foundation Skill
by markus41
MinIO Documentation
FastAPI Observability
by markus41
This skill should be used when the user asks to "add logging", "implement metrics", "add tracing", "configure Prometheus", "setup OpenTelemetry", "add health checks", "monitor API", or mentions observability, APM, monitoring, structured logging, distributed tracing, or Grafana. Provides comprehensive observability patterns.
FastAPI Caching
by markus41
This skill should be used when the user asks to "add caching", "implement Redis cache", "cache API response", "invalidate cache", "add cache layer", "optimize with caching", or mentions Redis, caching strategies, cache invalidation, or performance optimization. Provides Redis caching patterns for FastAPI.
FastAPI Kubernetes Deployment
by markus41
This skill should be used when the user asks to "deploy FastAPI to Kubernetes", "create Dockerfile", "build Docker image", "write Helm chart", "configure K8s deployment", "add health checks", "scale FastAPI", or mentions Docker, Kubernetes, K8s, containers, Helm, or deployment. Provides containerization and orchestration patterns.
FastAPI Background Tasks
by markus41
This skill should be used when the user asks to "create background task", "add async job", "implement task queue", "schedule periodic task", "use Celery", "use ARQ", "process async", or mentions background processing, task queues, job scheduling, workers, or async jobs. Provides multiple task queue framework patterns.
overview
by lis186
Get project overview - scan <5% of files to achieve 70-80% understanding
granola-sync
by ElliotJLT
Syncs Granola meeting notes to Obsidian vault. Reads from Granola's local cache to extract meeting metadata and notes, then creates properly formatted markdown files with frontmatter. Also handles manual transcript formatting when cache doesn't have content.
check-caching-strategy
by dykyi-roman
Analyzes PHP code for caching opportunities and issues. Detects missing cache, cache invalidation problems, over-caching, repeated expensive operations.
analyze-ci-config
by dykyi-roman
Analyzes existing CI/CD configurations. Detects issues in GitHub Actions and GitLab CI files, checks for best practices, caching efficiency, and security concerns.
debug-buttercup
by runkids
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.
nextjs-16
by fusengine
Expert Next.js 16 with Turbopack, App Router, Cache Components, proxy.ts, React 19. Use when building Next.js apps, routing, caching, server components, or migrating from v15.