Resolve [NEEDS CLARIFICATION] markers in specs with structured options
Show pipeline overview of all specifications with status counts and stale detection
Validate a specification file and provide actionable suggestions for issues
Run pre-commit validation before committing. Use for automated hooks, Terraform cleanup, or emoji reference. For simple commits, Claude's native capability suffices.
Comprehensive PR analysis with security review, code quality assessment, and automatic improvements. Use when reviewing PRs for security issues, performance optimizations, or best practices...
Cloud laboratory platform for automated protein testing and validation. Use when designing proteins and needing experimental validation including binding assays, expression testing,...
CI/CD is the backbone of modern software delivery. Continuous Integration catches bugs early. Continuous Deployment gets features to users fast. But poorly designed pipelines can be slow, flaky,...
Docker makes "works on my machine" a deployment strategy. Package your app with its dependencies, run it anywhere. But Docker's simplicity hides real complexity. A naive Dockerfile can be 10x...
Advanced CV for infrastructure inspection including forest fire detection, wildfire precondition assessment, roof inspection, hail damage analysis, thermal imaging, and 3D Gaussian Splatting...
Company-specific DevOps knowledge. Use for CI/CD, deployments, infrastructure tasks.
Remote MCP server for Google Stitch (AI-driven UI design).
Create serverless functions on Azure with triggers, bindings, authentication, and monitoring. Use for event-driven computing without managing infrastructure.
Use when designing system integrations, implementing API gateways, event-driven architectures, ESB patterns, or hybrid cloud connectivityUse when ", " mentioned.
Java Quarkus development guidelines for building cloud-native applications with fast startup, minimal memory footprint, and GraalVM native builds
Set up and manage local Kubernetes clusters using KIND (Kubernetes IN Docker). Use when testing Kubernetes applications locally or developing cloud-native workloads.
Optimize vector index performance for latency, recall, and memory. Use when tuning HNSW parameters, selecting quantization strategies, or scaling vector search infrastructure.
Optimize vector index performance for latency, recall, and memory. Use when tuning HNSW parameters, selecting quantization strategies, or scaling vector search infrastructure.
Optimize vector index performance for latency, recall, and memory. Use when tuning HNSW parameters, selecting quantization strategies, or scaling vector search infrastructure.
Optimize vector index performance for latency, recall, and memory. Use when tuning HNSW parameters, selecting quantization strategies, or scaling vector search infrastructure.
Local development environment with Docker Compose for PostgreSQL and other services. This skill should be used when setting up local infrastructure, managing development databases, or configuring...