DevOps & Cloud · Google Kubernetes Engine · By google

Diagnoses GKE JobSet interruptions, restarts, and preemptions for AI/ML training workloads autonomously.

google/skills

Monitors, troubleshoots, and manages GKE TPU Dynamic Slices custom resources.

google/skills

Monitors and troubleshoots GKE TPU workloads, nodes, and node pools using GKE system metrics and PromQL.

google/skills

Diagnoses and resolves Filestore client mount failures on Google Cloud, permission errors (EACCES), and network timeouts (ETIMEDOUT).

google/skills

Configures alerting policies in Terraform for Google Kubernetes Engine (GKE) clusters, workloads, and services using PromQL and Google Cloud Managed Service for Prometheus.

google/skills

Manages GKE application onboarding, covering containerization, deployment manifests, and migration.

google/skills

Configures best-practice, high-signal alerting policies for Cloud Run resources on Google Cloud (services, jobs, and worker pools) based on seasoned SRE practices.

google/skills

Manages core GKE cluster provisioning, credentials, Autopilot vs Standard selection, and workload deployment.

google/skills

Answer natural language questions and perform analysis on GKE cluster and workload costs using BigQuery billing exports, cost allocation data, and live cluster monitoring metrics.

google/skills

Generates and updates secure, production-ready Kubernetes YAML manifests optimized for GKE Autopilot and GKE Standard clusters.

google/skills

Diagnose GKE Cloud TPU multi-slice training hangs (Megascale HANGDETECTED logs and hang monitored events) using the ML Diagnostics Megascale XLA (MXLA) Hang Analyzer (gcloud alpha mldiagnostics…

google/skills

Diagnose GKE Cloud TPU training throughput drops and step-time regressions (15%+ TPU duty-cycle drop) using ML Diagnostics Workload Monitoring (gcloud alpha mldiagnostics monitored-events /…

google/skills

Optimizes GKE costs, rightsizes workloads, and configures Spot VMs, CUDs, cost allocation, and resource quotas.

google/skills

Configures GKE edge networking, traffic routing, load balancing, and private service endpoints.

google/skills

Manages scaling for GKE workloads using HPA and VPA. An agent skill from google/skills.

google/skills

Diagnoses, predicts, and mitigates node disruptions during Compute Engine host maintenance and hardware or software maintenance events for GPU and TPU workloads on GKE.

google/skills

Configures Backup for GKE: the BackupRestore cluster addon, BackupPlan and RestorePlan resources, restore workflows, and CMEK-encrypted backups.

google/skills

Runs batch and HPC workloads on GKE, utilizing job queues and parallel processing.

google/skills

Trigger on mention of GKE cluster autoscaler, node autoscaling, node pool auto-creation / node auto-provisioning.

google/skills

Plans and executes GKE cluster creation, provisioning, and production readiness audits using pre-defined templates (Autopilot, Standard Regional, GPU/AI Inference, AI Hypercompute).

google/skills

Discovers golden base images for creating GKE custom node images based on technical specifications or context clues.

google/skills

Plans, configures, and manages core GKE cluster networking. An agent skill from google/skills.

google/skills

Diagnoses GKE nodes reporting NotReady or Unknown status by inspecting node conditions, events, kubelet/containerd logs, and node metrics, then proposing safe remediations.

google/skills

Configures GKE observability, including Cloud Logging, Cloud Monitoring, and managed Prometheus.

google/skills

Orchestrates comprehensive production readiness reviews and assessments for GKE clusters and workloads across scalability, security, reliability, observability, backup/DR, and cost optimization.

google/skills

Improves GKE workload reliability, using PDBs, health probes, and topology spread constraints.

google/skills

Diagnoses GKE persistent-storage failures — volume attach/mount errors (Regional PD on optimized VMs, fsGroup mount timeouts), disk-performance and node storage-pressure issues, slow-disk…

google/skills

Configures and diagnoses Workload Identity Federation for GKE authentication failures for Pods (403 "iam.serviceAccounts.getAccessToken" / permission denied, "could not find default credentials", or…

google/skills

Diagnoses GKE HorizontalPodAutoscaler (HPA) failures — metrics showing as <unknown, FailedGetResourceMetric / FailedGetScale / FailedComputeMetricsReplicas events, missing Pod resource requests…

google/skills

Diagnoses GKE workload failures (CrashLoopBackOff, OOMKilled, ImagePullBackOff, Pending, etc.) via logs and events.

google/skills

Diagnose and mitigate GKE TPU or GPU nodes stuck in NotReady / NodeStatusUnknown ("Kubelet stopped posting node status") due to host kernel panics, hardware lockups, or disabled node auto-repair.

google/skills

Plans, executes, and validates Google Kubernetes Engine (GKE) cluster upgrades and maintenance operations for both Standard and Autopilot clusters.

google/skills

Guides agents through a 6-step discovery process to design and deploy Google Cloud global external Application Load Balancers with Cloud CDN, Cloud Armor, and Service Extensions, mapping workload…

google/skills

Guides the migration of existing AI workloads (Cloud Run, Gemini API, Gemini Enterprise Agent Platform) to self-hosted GKE inference using gcloud and kubectl.

google/skills

Provides GKE golden path configuration defaults, production readiness checklists, and cluster default patterns.

google/skills

Evaluates Google Cloud workloads for cost efficiency and FinOps alignment using the Google Cloud Well-Architected Framework Cost Optimization pillar.

google/skills