Caching
Caching strategies and implementation
pseudobulkdeg
by pwwang
Performs pseudo-bulk differential gene expression analysis using DESeq2 or edgeR. Aggregates single-cell counts to sample-level pseudo-bulk data, then identifies differentially expressed genes between conditions while accounting for biological replicates. Supports complex experimental designs including batch effects, paired samples, and interaction terms.
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.
alibaba-cloud
by DauQuangThanh
Provides comprehensive Alibaba Cloud (Aliyun) guidance including ECS, ApsaraDB, OSS, SLB, VPC, RAM, ACK (Kubernetes), Function Compute, API Gateway, CDN, and monitoring services. Covers infrastructure provisioning with Terraform/ROS, cloud architecture design, security best practices, cost optimization, and migration strategies. Produces infrastructure code, deployment scripts, architecture diagrams, and operational procedures. Use when working with Alibaba Cloud services, designing cloud architecture on Aliyun, migrating to Alibaba Cloud, setting up Chinese cloud infrastructure, implementing multi-region deployments in China, or when users mention Alibaba Cloud, Aliyun, ECS, OSS, ApsaraDB, ACK, RDS, SLB, or Chinese cloud computing.
clear-cache
by gopherguides
"Clears Gopher Guides API response cache data and reports each resolved target. Use when cached training guidance must be refreshed; do not use to clear Codex, Claude, or unrelated application caches."
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.
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.
check-docker-layer-efficiency
by dykyi-roman
Checks Docker layer efficiency for PHP builds. Analyzes layer ordering, cache utilization, and identifies optimization opportunities.
architecture-doc-template
by dykyi-roman
Generates ARCHITECTURE.md files for PHP projects. Creates layer documentation, component descriptions, and architectural diagrams.
caching-strategies-knowledge
by dykyi-roman
Caching Strategies knowledge base. Provides caching patterns (Cache-Aside, Read-Through, Write-Through, Write-Behind), invalidation approaches, multi-level caching, and Redis data structures for caching audits and generation.
check-distributed-locks
by dykyi-roman
Analyzes PHP code for distributed lock issues. Detects missing TTL on locks, lock without try/finally, unsafe Redis SETNX patterns, missing lock release, and deadlock risks.
analyze-docker-image-size
by dykyi-roman
Analyzes Docker image size for PHP projects. Identifies bloated layers, unnecessary packages, and provides size reduction strategies.
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.
vercel-react-best-practices
by Jst-Well-Dan
React and Next.js performance optimization guidelines from Vercel Engineering. This skill should be used when writing, reviewing, or refactoring React/Next.js code to ensure optimal performance patterns. Triggers on tasks involving React components, Next.js pages, data fetching, bundle optimization, or performance improvements.
agent-usage-optimizer-step-1-read-and-validate-quota-cache
by vamseeachanta
"Sub-skill of agent-usage-optimizer: Step 1 \u2014 Read and Validate\
state-directory-manager
by vamseeachanta
Manage persistent state directories for bash scripts
agent-usage-optimizer-step-2-display-quota-headroom
by vamseeachanta
"Sub-skill of agent-usage-optimizer: Step 2 \u2014 Display Quota Headroom."
uv-expert
by bahayonghang
Expert guidance for uv Python package and project manager. Use when working with uv, Python dependency management, project setup, virtual environments, or when users mention uv commands, pip alternatives, or fast Python package management.
email-drafter
by rysweet
Generates professional emails from bullet points or conversation summaries. Use when you need to draft emails quickly with consistent style and tone. Supports multiple tones: formal, casual, technical Supports contexts: status updates, requests, announcements, follow-ups
adobe-fonts-skill
by alexh
Search Adobe Fonts (Typekit) families, create and manage web kits/projects, and return ready-to-use embed snippets plus CSS font-family values. Use when the user asks to find Adobe fonts, compare font options, set up Typekit for a website, add fonts to kits, publish kits, or generate copy/paste font embed metadata for Codex, Claude Code, or OpenCode workflows.