Guides manual staging validation before production deployment through smoke tests, critical user flow testing, data migration verification, and rollback capability checks. Use when validating staging deployments, running pre-production tests, or preparing for production promotion in staging-prod deployment model. (project)
Debugs Kubernetes RBAC and permission issues including Forbidden errors, ServiceAccount permissions, Role/RoleBinding, and ClusterRole/ClusterRoleBinding problems. Use when seeing permission denied, forbidden errors, or ServiceAccount access issues.
Set up and manage a local Weaviate instance using Docker
Debugs Kubernetes pod failures including CrashLoopBackOff, OOMKilled, ImagePullBackOff, init container failures, and CreateContainerConfigError. Use when pods crash, restart repeatedly, fail to start, or show container errors.
Debugs Kubernetes pod scheduling issues including pods stuck in Pending, node affinity/anti-affinity problems, taints and tolerations, insufficient node resources, and PodDisruptionBudget blocking. Use when pods won't schedule, stuck in Pending, or node placement issues.
Analyzes Kubernetes cluster events to understand what happened and when. Use when investigating incidents, checking warnings, building event timeline, or understanding cluster activity.
Debugs Kubernetes storage issues including PVC stuck in Pending, PV binding failures, volume mount errors, and StorageClass problems. Use when volumes fail to mount, PVCs not binding, or storage-related pod failures.
Debugs Kubernetes networking issues including Service connectivity, DNS resolution, Ingress routing, Endpoints, and NetworkPolicy. Use when services are unreachable, DNS fails, ingress not routing, or network connectivity problems.
Debugs Kubernetes resource quota and limit issues including ResourceQuota exceeded, LimitRange violations, OOMKilled due to memory limits, and CPU throttling. Use when hitting quota limits, container resource constraint errors, or capacity issues.
Retrieves Kubernetes container logs with various patterns including multi-container pods, previous container logs, init containers, and label-based aggregation. Use when checking application logs, debugging crashes, or analyzing container output.
Access GitHub API using gh CLI in sandboxed environment - install binary, authenticate with tokens, query repos, PRs, issues, workflow runs, and download artifacts
npm workspace monorepo workflow for Starwards - build order, module dependencies, watch mode, testing across modules, and avoiding common monorepo pitfalls; core builds first always
Analyze a GitHub codebase to create comprehensive architecture documentation including ASCII diagrams, component relationships, data flow, hosting infrastructure, and file structure assessment.
Configure Git CLI with GitHub authentication using environment variables (GITHUB_EMAIL, GITHUB_NAME, GITHUB_PAT)
Submit and manage protocols on Ginkgo Bioworks Cloud Lab (cloud.ginkgo.bio), a web-based interface for autonomous lab execution on Reconfigurable Automation Carts (RACs). Use when the user wants to run cell-free protein expression (validation or optimization), generate fluorescent pixel art, or interact with Ginkgo Cloud Lab services. Covers protocol selection, input preparation, pricing, and ordering workflows.
Creates and manages Infrastructure as Code using Terraform/OpenTofu for cloud resource provisioning, module development, state management, and multi-environment deployments. Trigger keywords: terraform, tf, opentofu, tofu, infrastructure, IaC, infrastructure as code, provision, cloud, aws, azure, gcp, kubernetes, k8s, module, provider, state, backend, plan, apply, workspace, resource, data source, output, variable, locals, import, taint, destroy.
Cloud-native infrastructure management with Crossplane using Kubernetes APIs. Build internal platform APIs for self-service infrastructure provisioning. Use when implementing infrastructure as code, platform engineering, composite resources, XRDs, compositions, claims, provider configuration, or multi-cloud provisioning. Triggers: crossplane, XRD, composition, claim, provider, managed resource, composite resource, infrastructure API, platform engineering, platform API, infrastructure abstraction, self-service infrastructure, kubernetes infrastructure, cloud control plane.
Automate LaunchDarkly tasks via Rube MCP (Composio): feature flags, environments, segments, and rollout management. Always search tools first for current schemas.
Walk through adding a new external Helm component to the kuberise platform
Kubernetes native configuration management with Kustomize. Use for environment-specific configs, resource patching, manifest organization, multi-environment deployments, and GitOps workflows. Triggers: kustomize, kustomization, overlay, base, patch, strategic merge, json patch, json6902, configmap generator, secret generator, namespace, namePrefix, nameSuffix, commonLabels, commonAnnotations, component, transformer, replacement, multi-environment, dev/staging/prod configs, k8s manifest management.
Creates and optimizes Docker configurations including Dockerfiles, docker-compose files, and container orchestration. Covers multi-stage builds, layer optimization, security hardening, networking, volumes, and debugging. Trigger keywords: docker, container, dockerfile, image, compose, registry, build, layer, cache, multi-stage, volume, network, port, environment, containerize, orchestration, registry, push, pull, tag, alpine, slim, distroless.
Kubernetes node autoscaling and cost optimization with Karpenter. Use when implementing node provisioning, spot instance management, cluster right-sizing, node consolidation, or reducing compute costs. Covers NodePool configuration, EC2NodeClass setup, disruption budgets, spot/on-demand mix strategies, multi-architecture support, and capacity-type selection.
