Diagnose GKE TPU node pool creation or expansion failures despite reserved capacity. Trace which virtual machines and unhealthy node pools occupy reservation slots, check automatic repair settings, and provide remediation steps for the user to apply.
- Investigate TPU capacity errors despite a reservation
- Identify node pools occupying reserved TPU capacity
- Check automatic repair settings on unhealthy TPU nodes
google/skills☆ 21.4KUpdated Oct 17, 2026
Diagnose GKE TPU slice creation failures caused by shared nodes. Check slice status, partition labels, and monitoring data to identify conflicting resource groups, then provide resolution steps for the user to apply.
- Investigating node overlap behind SliceCreationFailed
- Finding slices that share nodes across partition shapes
- Checking whether resource conflicts existed at incident time
google/skills☆ 21.4KUpdated Oct 17, 2026
Configure authentication and per-project request limits for Google Cloud API Gateway. Secure access to Cloud Run backends, validate quota changes against existing configurations, and investigate HTTP 429 or Service Control Quota errors, including on MCP-enabled gateways.
- Configure API key and JWT authentication
- Restrict direct access to Cloud Run backends
- Validate request quota changes before deployment
google/skills☆ 21.4KUpdated Oct 17, 2026
Diagnose GKE TPU slice creation failures and pending JobSets caused by unstable managed instance groups, the underlying VM groups. Read-only checks examine logs, instance status, upgrades, and repairs to identify causes and suggest user-applied fixes.
- Investigating TPU SliceCreationFailed errors
- Checking whether pending JobSets relate to MIG instability
- Tracing stalled node pool upgrades or repairs
google/skills☆ 21.4KUpdated Oct 17, 2026
Diagnose GKE TPU virtual machines that remain in repair by checking instance status, host events, and automatic repair history. Understand the impact on grouped TPU nodes and identify recovery steps for the user to apply.
- Investigating TPU VMs that remain in REPAIRING
- Assessing how a failed node affects a TPU slice
- Checking automatic repair history and failure reasons
google/skills☆ 21.4KUpdated Oct 17, 2026
Assess existing Google Cloud folders and projects through read-only discovery. Compare resource locations, service usage, and customer-managed encryption requirements with Assured Workloads frameworks, then report suitable options and policy readiness findings.
- Assess an existing folder or project's policy readiness
- Compare EU or US data boundary frameworks
- Review location, service, and encryption readiness
google/skills☆ 21.4KUpdated Oct 17, 2026
Expose REST APIs as tools for AI agents through Google Cloud API Gateway using MCP, a protocol for connecting agents to tools. Covers OpenAPI migration, authentication, client connections, validation, and troubleshooting.
- Expose existing REST APIs as agent tools
- Migrate OpenAPI 2.0 specifications for MCP
- Protect tool listings with JWTs or API keys
google/skills☆ 21.4KUpdated Oct 17, 2026
Creates Terraform configuration for Google Cloud Monitoring notification channels, including email, Slack, and Pub/Sub, and attaches channels to existing alert policies. It also checks Pub/Sub topic compatibility and publishing permissions when inspecting the cloud environment.
- Configuring email or Slack alert notifications
- Adding notification channels to existing alert policies
- Checking Pub/Sub topic compatibility and publishing permissions
google/skills☆ 21.4KUpdated Oct 17, 2026
Guides migration of existing codebases to Rust without unsafe code, covering architecture, implementation, testing, and output comparisons. It measures performance before and after optimization and produces an interactive HTML report documenting results and unresolved differences.
- Migrating a GitHub or local codebase to Rust
- Comparing original and migrated program outputs
- Measuring and optimizing a Rust port
google/skills☆ 21.4KUpdated Oct 17, 2026
Implement Google sign-in for web applications using Google Identity Services. Add sign-in buttons or One Tap, verify ID tokens as proof of identity, configure browser security policies, and handle sessions, sign-out, and account disconnection.
- Adding Google sign-in to a React or Next.js application
- Verifying ID tokens and restricting Workspace domains
- Configuring One Tap and preventing automatic sign-in after logout
google/skills☆ 21.4KUpdated Oct 17, 2026
Helps address Google Cloud Security Command Center findings by planning targeted fixes for permissions, misconfigurations, vulnerabilities, and combined attack paths. It includes impact checks, verification, rollback steps, and execution after user approval.
- Fix excessive permissions flagged by Security Command Center
- Plan fixes for exposed buckets or firewall rules
- Address attack paths involving multiple security issues
google/skills☆ 21.4KUpdated Oct 17, 2026
Investigate stalled TPU training across multiple slices on GKE using hang reports, logs, and latency metrics. Separate compilation inconsistencies and data input stalls from hardware or network faults, and identify the relevant nodes for further investigation.
- Investigating HANG_DETECTED logs during TPU training
- Separating input stalls from hardware faults
- Mapping reported faulty instances to GKE nodes
google/skills☆ 21.4KUpdated Oct 17, 2026
Investigate slow TPU training on GKE by comparing diagnostic events with one-minute monitoring metrics. Separate memory or CPU bottlenecks from hardware and network issues, and identify the appropriate next steps.
- Investigating slower TPU training without pod crashes
- Checking PERFORMANCE_DEGRADATION events
- Separating resource bottlenecks from infrastructure issues
google/skills☆ 21.4KUpdated Oct 17, 2026
Investigate slow or failing requests in Google Cloud using Cloud Trace. Filter traces by duration or error status, inspect spans representing individual operations, and retrieve related Cloud Logging entries to investigate bottlenecks and exceptions.
- Find requests exceeding a latency threshold
- Inspect operation hierarchies within a trace
- Investigate failures using related application logs
google/skills☆ 21.4KUpdated Oct 17, 2026
Diagnose unresponsive GKE GPU or TPU nodes and pods stuck terminating through read-only checks of node status, logs, serial output, and repair history. Receive documented recovery guidance to apply yourself.
- Investigate nodes stuck in NodeStatusUnknown
- Find kernel panic or hardware failure evidence
- Check node auto-repair settings and failures
google/skills☆ 21.4KUpdated Oct 17, 2026
Implement and debug Google OAuth 2.0 refresh tokens bound to a client key. Covers key generation, signed DPoP proofs that demonstrate key possession, and nonce challenge retries in WebCrypto and JavaScript environments.
- Bind Google OAuth refresh tokens to a client key
- Debug DPoP proof signatures and nonce retries
- Plan a backend for a browser application using DPoP
google/skills☆ 21.4KUpdated Oct 17, 2026
Design a Google Cloud system that combines multiple services, starting with a discussion of business and technical requirements. The skill produces service recommendations, architecture diagrams, deployment guidance, and validation plans, with user approval at each stage.
- Gather requirements for a new cloud workload
- Compare and select services for a cloud migration
- Create a diagram and explain system data flows
google/skills☆ 21.4KUpdated Oct 17, 2026
Design an enterprise search system that answers questions using retrieved company content, an approach called RAG. Gather requirements and produce architecture diagrams, deployment guidance, and validation plans using GKE, AlloyDB, and open models.
- Designing conversational search for internal documents
- Planning RAG with a vector-enabled SQL database
- Hosting open models on GKE
google/skills☆ 21.4KUpdated Oct 17, 2026
Review Google Cloud workloads against the security principles of the Well-Architected Framework. Identify gaps in access control, network protection, data handling, and security operations, then receive prioritized recommendations linked to relevant Google Cloud products.
- Reviewing security during Google Cloud architecture design
- Checking access permissions and network defenses
- Identifying gaps in data protection and security monitoring
google/skills☆ 21.4KUpdated Oct 17, 2026
Evaluate Google Cloud workloads against built-in best practices or custom organizational rules using Workload Manager. Use public client libraries or the REST API to run checks, review violations and scanned resources, and export results to BigQuery.
- Evaluate workloads against Google Cloud best practices
- Inspect rules for SAP and SQL Server workloads
- Run evaluations using custom organizational rules
google/skills☆ 21.4KUpdated Oct 17, 2026
Manages security incident cases in Google SecOps, from reviewing queues and related alerts to updating priorities, assignments, and investigation notes. It supports closing cases with documented causes, with available actions depending on the connected MCP tools.
- Reviewing open cases with high priority
- Inspecting related alerts and affected entities
- Recording findings and updating case assignments
google/skills☆ 21.4KUpdated Oct 17, 2026
Diagnoses applications that fail to start or repeatedly crash on GKE, Google's managed Kubernetes service. It examines logs, events, memory use, image pulls, and connectivity, then proposes configuration patches or commands without applying live changes.
- Investigate repeated container restarts
- Diagnose memory exhaustion
- Find causes of image pull or scheduling failures
google/skills☆ 21.4KUpdated Oct 17, 2026
Plan and build AI agents on Google Cloud, from gathering requirements to choosing a single-agent or multi-agent design. Produce architecture diagrams, deployment code and instructions, and validation plans tailored to the workload.
- Plan an AI agent architecture on Google Cloud
- Choose between single-agent and multi-agent designs
- Prepare deployment code and step-by-step instructions
google/skills☆ 21.4KUpdated Oct 17, 2026
Investigate failed workflows and tasks in Managed Service for Apache Airflow. The skill compares remote logs, task states, and source code to explain failures, show supporting evidence, and recommend specific code or configuration fixes.
- Investigating a failed DAG run
- Diagnosing task timeouts and queue delays
- Checking service errors against DAG code
google/skills☆ 21.4KUpdated Oct 17, 2026