| 8.2 | skills.sh | agent-platform-tuning-management agent-platform-tuning-management covers listing, inspecting, and canceling genai tuning jobs via the agent platform python sdk, with strict safety confirmation rules for destructive operations. |
| 7.9 | skills.sh | google-agents-cli-scaffold google-agents-cli-scaffold automates creation and enhancement of google agents projects via CLI, mapping user intent to deployment targets, datastores, and ci/cd runners. covers prototype-first iteration, rag provisioning, and reference scaffolding for non-standard structures. |
| 7.8 | skills.sh | gemini-agents-api gemini-agents-api provides REST endpoints and payload structures for provisioning, configuring, and managing stateful agent containers on google cloud's enterprise platform, with support for skill registries, cloud storage mounts, and mcp servers. |
| 7.8 | skills.sh | adk-scaffold adk-scaffold provides a structured multi-step workflow for creating and enhancing ADK agent projects, with emphasis on requirements gathering, design specification approval, and incremental deployment scaffolding via CLI. |
| 7.6 | skills.sh | agent-platform-model-registry agent-platform-model-registry covers lifecycle management of ml models including upload, retrieval, metadata mutation, and deletion with tiered safety confirmations enforced at execution boundaries. |
| 7.2 | skills.sh | agent-platform-rag-engine-management agent-platform-rag-engine-management covers corpus discovery, inspection, context retrieval, and grounded generation via the vertexai sdk with explicit safety confirmation tiers for resource-consuming operations. |
| 6.9 | skills.sh | google-agents-cli-observability google-agents-cli-observability configures multi-tier tracing and logging for deployed ADK agents across cloud trace, bigquery, and third-party platforms, with terraform-managed infrastructure provisioning and privacy-preserving defaults. |
| 6.8 | skills.sh | agent-platform-prompt-management agent-platform-prompt-management covers crud operations on managed prompts in agent platform via sdk, with tiered safety confirmation gates for mutations and destructive actions. |
| 6.3 | skills.sh | adk-cheatsheet adk-cheatsheet provides a pointer to the python adk api quick reference covering agents, tools, auth, orchestration, and callbacks. intended for developers modifying existing projects, not scaffolding new ones. |
| 6.2 | skills.sh | google-agents-cli-deploy google-agents-cli-deploy covers agent deployment across three targets (Agent Runtime, Cloud Run, GKE) with infrastructure-as-code patterns, CI/CD pipeline setup via WIF authentication, and rollback strategies via git or traffic shifting. |
| 5.9 | skills.sh | adk-eval-guide adk-eval-guide documents the evaluation framework and workflow for adk skills, referencing auxiliary guides for metrics, user simulation, and multimodal testing without spelling out the actual methodology. |
| 5.9 | skills.sh | firebase-basics firebase-basics provides prerequisite validation and cli setup for firebase projects, including npm verification, agent skills installation, and project context configuration. |
| 5.6 | skills.sh | google-agents-cli-publish google-agents-cli-publish registers a deployed ADK agent with Gemini Enterprise, supporting both Agent Runtime auto-detection and explicit Cloud Run/GKE enrollment with A2A service account configuration. |
| 5.4 | skills.sh | gemini-interactions-api gemini-interactions-api covers stateful multi-turn conversation and workflow execution on gemini enterprise platform using unified sdk and latest model versions, with mandatory authentication and turn-scoped configuration. |
| 5.2 | skills.sh | adk-deploy-guide adk-deploy-guide references deployment patterns across cloud run, gke, and ci/cd but delegates procedural detail to external docs, offering navigation rather than actionable steps. |
| 5.2 | skills.sh | agent-platform-eval-flywheel agent-platform-eval-flywheel guides iterative evaluation and improvement of genai models and agents using google cloud's evaluation sdk, covering dataset creation, metric selection, and failure analysis with concrete remediation. |
| 4.8 | skills.sh | agent-platform-deploy agent-platform-deploy covers deployment and cleanup of open models and custom weights to agent platform endpoints, with safety confirmation tiers specified but procedures incomplete. |
| 4.7 | skills.sh | google-agents-cli-adk-code quick reference for google agents adk patterns covering agent creation, tool definition, callbacks, and state management with SequentialAgent, ParallelAgent, and LoopAgent orchestration. |
| 4.3 | skills.sh | gke-basics gke-basics provides minimal scaffolding for gke cluster creation via gcloud and kubectl commands, assumes user familiarity with kubernetes and google cloud, references a golden path document without inline specification. |
| 4.2 | skills.sh | agent-platform-skill-registry agent-platform-skill-registry enables agents to search, upload, update, and delete skills within gemini enterprise agent platform, plus monitor long-running operations and auto-scaffold new skills. |
| 4.1 | skills.sh | google-cloud-recipe-onboarding onboarding guidance for individual developers starting with google cloud, covering account setup, billing configuration, and initial resource deployment. |
| 3.9 | skills.sh | bigquery-basics bigquery-basics covers dataset and table creation, api enablement, and basic sql query execution via the bq cli tool. reference directory points to broader topics without procedural depth. |
| 3.3 | skills.sh | agent-platform-inference agent-platform-inference enables authentication and inference against google cloud agent platform gemini and third-party openmaas models, though execution details are incomplete and lack procedural clarity. |
| 3.2 | skills.sh | gemini-api gemini-api lists enterprise google ai capabilities (text, multimodal, function calling, embeddings, batch prediction) but lacks actionable procedures, failure modes, or working examples for agent platform integration. |
| 3.2 | skills.sh | google-cloud-waf-performance-optimization incomplete framework reference for google cloud performance optimization. provides conceptual overview of resource allocation principles but lacks executable guidance, concrete procedures, or decision criteria. |
| 3.1 | skills.sh | google-cloud-waf-security this skill describes google cloud security principles and best practices from the well-architected framework without providing actionable guidance, specific trigger conditions, or implementation procedures. |
| 2.8 | skills.sh | adk-dev-guide adk-dev-guide references session continuity and defers to design spec but lacks actionable workflow steps, concrete procedures, or decision logic for adk development. |
| — | skills.sh | cloud-monitoring-list-time-series-request Generates valid Cloud Monitoring ListTimeSeries requests and aggregation specifications from metric descriptors and resource parameters. Use when asked to… |
| — | skills.sh | managed-airflow-dag-authoring Provides guidance for authoring Apache Airflow DAGs in Managed Service for Apache Airflow (MSAA; formerly Cloud Composer). Covers environment context… |
| — | skills.sh | google-cloud-filestore-autoscale Inspects Filestore capacity and utilization on Google Cloud, evaluates storage scaling rules, and performs capacity autoscaling (scale UP for low free space or… |
| — | skills.sh | ima-dai-sdk Integrates the Google Interactive Media Ads (IMA) Dynamic Ad Insertion (DAI) SDK into websites, web apps, mobile apps, or TV apps. Use when: - A video player… |
| — | skills.sh | ima-sdk-client-side Supports Interactive Media Ads (IMA) SDK. Use this skill for client-side ad insertion when you are requesting video ads for websites, apps, TVs or other… |
| — | skills.sh | managed-airflow-migrations Provides guidance for migrating Apache Airflow DAGs in Managed Service for Apache Airflow (MSAA; formerly Cloud Composer). Covers migration to Airflow 2.11.1… |
| — | skills.sh | google-cloud-slo-alert-configuration Configures Cloud Monitoring PromQL-based Service Level Objective (SLO) alerting policies on Google Cloud for resources registered in App Hub or individually… |
| — | skills.sh | gke-ai-troubleshooting-tpu-vbar-oom Diagnoses and prevents vbar_control_agent segfaults, out-of-memory (OOM) errors, and TPU device initialization failures on TPU v6e nodes in GKE caused by race… |
| — | skills.sh | developer-device-platform-basics Provides guidance and instructions on managing remote devices on Developer Device Platform (DDP). Use when reserving remote Android devices, establishing… |
| — | skills.sh | gke-ai-troubleshooting-jobset-interruption Diagnoses GKE JobSet interruptions, restarts, and preemptions for AI/ML training workloads autonomously. Use when troubleshooting JobSet restart loops, spot VM… |
| — | skills.sh | spanner-basics Assists in provisioning instances and databases, designing performant schemas, and querying data in Spanner. Use when designing primary keys, writing SQL… |
| — | skills.sh | gke-workload-troubleshooting Diagnoses GKE workload failures (CrashLoopBackOff, OOMKilled, ImagePullBackOff, Pending, etc.) via logs and events. Use when pods fail to start or crash… |
| — | skills.sh | gke-manifest-generation Generates and updates secure, production-ready Kubernetes YAML manifests optimized for GKE Autopilot and GKE Standard clusters. Use when creating or modifying… |
| — | skills.sh | gke-ai-troubleshooting-handle-disruption-gpu-tpu Diagnoses, predicts, and mitigates node disruptions during Compute Engine host maintenance and hardware or software maintenance events for GPU and TPU… |
| — | skills.sh | cloud-monitoring-chart-generation Generates Cloud Monitoring Server-Driven UI (SDUI) Widget and XyChart Protocol Buffer textprotos on Google Cloud from resolved PromQL or ListTimeSeries… |
| — | skills.sh | google-cloud-solution-guided-gke-ai-migration Guides the migration of existing AI workloads (Cloud Run, Gemini API, Gemini Enterprise Agent Platform) to self-hosted GKE inference using gcloud and kubectl.… |
| — | skills.sh | cloud-logging-cross-project-configuration Configure and troubleshoot Google Cloud cross-project centralized logging and read-time aggregation. Use when: - Setting up log routing from multiple… |
| — | skills.sh | agent-platform-troubleshooting Troubleshoots Google Cloud Gemini Enterprise Agent Platform issues (Agent Gateway, Registry, Identity, Policies, Model Armor, Identity-Aware Proxy (IAP)). Use… |
| — | skills.sh | gke-productionize Orchestrates comprehensive production readiness reviews and assessments for GKE clusters and workloads across scalability, security, reliability,… |
| — | skills.sh | gke-service-networking Configures GKE edge networking, traffic routing, load balancing, and private service endpoints. Use when configuring Gateway API manifests, standard Ingress,… |
| — | skills.sh | gke-workload-security Audits, configures, and hardens workload-level security controls for Google Kubernetes Engine (GKE) applications and namespaces. Covers running security audits… |
| — | skills.sh | cloud-logging-configuration-basics Configure single-project Cloud Logging on Google Cloud: regional log buckets, log sinks, log views, restricting or hiding sensitive logs in the default view… |
| — | skills.sh | google-cloud-solution-n-tier-serverless-web-app Assists in designing and implementing secure n-tier serverless web applications and microservices on Google Cloud. Use when users need architecture designs,… |
| — | skills.sh | gke-platform-security Plans, configures, and hardens platform-level Google Kubernetes Engine (GKE) cluster security. Covers cluster add-ons (Secret Manager enablement), RBAC… |
| — | skills.sh | google-cloud-solution-rag-enterprise-search-gke-sqldb Discovers requirements, and generates architectural, design, and deployment guidance for a retrieval-augmented generation (RAG)-capable enterprise search… |
| — | skills.sh | google-cloud-solution-agentic-analytics-spark-knowledge-catalog Discovers requirements and designs an end-to-end governed agentic analytics solution using Knowledge Catalog and Managed Service for Apache Spark (Lightning… |
| — | skills.sh | datalineage-summary Summarizes data lineage graphs on Google Cloud to help users debug data quality issues and understand data provenance for BigQuery and Cloud Storage. Use when… |
| — | skills.sh | gke-cost-analysis Answer natural language questions and perform analysis on GKE cluster and workload costs using BigQuery billing exports, cost allocation data, and live cluster… |
| — | skills.sh | gke-cost-optimization Optimizes GKE costs, rightsizes workloads, and configures Spot VMs, CUDs, cost allocation, and resource quotas. Use when optimizing GKE cluster or workload… |
| — | skills.sh | google-cloud-solution-build-deploy-agents Designs, builds, and deploys AI agents or multi-agent systems on Google Cloud. Provides an interactive workflow to gather requirements, recommend a tailored… |
| — | skills.sh | google-cloud-solution-agentic-ai-borderless-data-lakehouse Discovers requirements and designs a borderless open data lakehouse using Lakehouse for Apache Iceberg and BigQuery data agents. Use when architecting… |
| — | skills.sh | google-cloud-solution-agentic-ai-data-science-workflow Designs a tailored multi-product agentic data science architecture on Google Cloud that incorporates opinionated best practices. Use when architecting… |
| — | skills.sh | gke-workload-scaling Manages scaling for GKE workloads using HPA and VPA. Use when configuring Horizontal Pod Autoscaler (HPA), configuring Vertical Pod Autoscaler (VPA), or… |
| — | skills.sh | gemini-live-api Generates a Gemini LiveAPI client service class in the user's chosen programming language. Use when the user wants to build, scaffold, or integrate a client… |
| — | skills.sh | google-cloud-global-frontend-configuration 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… |
| — | skills.sh | cloud-monitoring-metric-selection Retrieve, query, and identify relevant Cloud Monitoring metric descriptors on Google Cloud for a service or resource (such as Compute Engine, Spanner,… |
| — | skills.sh | google-cloud-storage-basics Stores, retrieves, and manages data as objects in Cloud Storage on Google Cloud (also known colloquially as GCS) buckets. Use when you need to interact with… |
| — | skills.sh | gke-cluster-autoscaler Trigger on mention of GKE cluster autoscaler, node autoscaling, node pool auto-creation / node auto-provisioning. Provides guidance on enabling and optimizing… |
| — | skills.sh | google-cloud-solution-agentic-ai-bidirectional-streaming Guides agents to interactively discover customer requirements for live, bidirectional multi-agent AI systems that process continuous streams of multimodal data… |
| — | skills.sh | google-mobile-ads-rewarded Provides instructions for implementing, integrating, or configuring Google Mobile Ads (GMA) SDK rewarded ads in Android, iOS, or Unity mobile applications. Use… |
| — | skills.sh | google-mobile-ads-interstitial Provides instructions for implementing, integrating, or configuring Google Mobile Ads (GMA) SDK interstitial ads in Android, iOS, or Unity mobile applications.… |
| — | skills.sh | google-mobile-ads-banner Provides instructions to implement, integrate, or configure Google Mobile Ads (GMA) banner ads in Android, iOS, or Unity mobile applications. Use when the task… |
| — | skills.sh | google-mobile-ads-get-started Provides instructions for integrating the Google Mobile Ads (GMA) SDK. Use this skill when the user wants to get started with, install, integrate, set up, or… |
| — | skills.sh | google-mobile-ads-android-migrate-to-next-gen Migrates Android applications from the old, legacy Google Mobile Ads (GMA) SDK (com.google.android.gms:play-services-ads) to the new GMA Next-Gen SDK… |
| — | skills.sh | cloud-logging-query-generation Generates Logging Query Language (LQL) queries for Cloud Logging on Google Cloud from natural language. Use this skill when you need to query log data or when… |
| — | skills.sh | data-manager-api-audience-ingestion Guides developers through managing (adding, removing, and clearing) audience members for Google products using the Data Manager API and its associated client… |
| — | skills.sh | google-ads-api-account-diagnostics Diagnoses Google Ads account performance issues such as conversion loss (value or volume), low lead flow/volume, and lost impression share (opportunities) due… |
| — | skills.sh | data-manager-api-setup Guides developers through client library installation and authentication setup steps for the Data Manager API. Use this skill when a user is getting started… |
| — | skills.sh | data-manager-api-event-ingestion Guides developers through implementing event and conversion ingestion to Google products using the Data Manager API /v1/events/ingest endpoint and its… |
| — | skills.sh | google-cloud-solution-architecture Interactively discovers requirements and designs holistic, multi-product system architectures, solution blueprints, and deployment recommendations for complex… |
| — | skills.sh | datalineage-bigquery-asset-impact-analysis Analyzes the downstream impact (blast radius) using data lineage on Google Cloud when a BigQuery table or view is broken, stale, or modified. Identifies all… |
| — | skills.sh | google-cloud-recipe-foundation-builder Deploys a baseline landing zone foundation for a Google Cloud Organization, establishing security guardrails using Organization Policies, resource hierarchy… |
| — | skills.sh | bigquery-bigframes Generates Python code using BigQuery DataFrames (BigFrames). Use by default for any Python data task involving BigQuery, including data processing, analysis,… |
| — | skills.sh | gke-batch-hpc Runs batch and HPC workloads on GKE, utilizing job queues and parallel processing. Use when running GKE batch jobs, configuring GKE HPC, or setting up GKE job… |
| — | skills.sh | detection-engineering-coverage-evaluation Automates the end-to-end detection engineering workflow in Google SecOps using MCP tools. Use when fetching threat intelligence from blogs, generating Threat… |
| — | skills.sh | google-agents-cli-onboarding Onboarding entrypoint for agents-cli in Agent Platform. It should be used when the user wants to "create a new agent", "develop an agent", "build an agent… |
| — | skills.sh | google-ads-api-quickstart Guides developers through Google Ads API quickstart: credential setup, choosing from 6 client libraries/REST, configuring environments, and running a "retrieve… |
| — | skills.sh | gke-multitenancy Plans and configures multi-tenancy on GKE. Covers namespace isolation, RBAC planning for teams, resource quotas, LimitRanges, network isolation, and cost… |
| — | skills.sh | gke-backup-dr Configures Backup for GKE: the BackupRestore cluster addon, BackupPlan and RestorePlan resources, restore workflows, and CMEK-encrypted backups. Use for backup… |
| — | skills.sh | google-ads-api-mcp-setup Guides developers through downloading, configuring, and installing the official open-source Google Ads MCP Server. Use this skill when a user wants to connect… |
| — | skills.sh | gke-cluster-creation Plans and executes GKE cluster creation, provisioning, and production readiness audits using pre-defined templates (Autopilot, Standard Regional, GPU/AI… |
| — | skills.sh | gke-app-onboarding Manages GKE application onboarding, covering containerization, deployment manifests, and migration. Use when onboarding or deploying an application to GKE for… |
| — | skills.sh | gke-reliability Improves GKE workload reliability, using PDBs, health probes, and topology spread constraints. Use when configuring GKE workload reliability, setting up PDBs,… |
| — | skills.sh | gke-storage Manages GKE storage, including PVCs, PersistentVolumes, and Filestore. Use when configuring GKE storage or creating PVCs. For GCS FUSE mounts, use… |
| — | skills.sh | gke-compute-classes Configures, optimizes, and troubleshoots GKE ComputeClasses. Use when configuring Spot VMs with on-demand fallback, targeting specific accelerators (GPUs/TPUs)… |
| — | skills.sh | gke-golden-path Provides GKE golden path configuration defaults, production readiness checklists, and cluster default patterns. Use when designing GKE clusters, verifying GKE… |
| — | skills.sh | gke-networking Plans, configures, and manages core GKE cluster networking. Covers private clusters, VPC-native configurations, DNS, node egress, Dataplane V2, and IP… |
| — | skills.sh | gke-observability Configures GKE observability, including Cloud Logging, Cloud Monitoring, and managed Prometheus. Use when configuring GKE monitoring, setting up GKE logging,… |
| — | skills.sh | gke-inference Deploys and optimizes AI/ML inference workloads on GKE, using GPUs, TPUs, and model servers. Use when deploying GKE inference servers, configuring GKE GPU… |
| — | skills.sh | bigtable-basics Assists in provisioning instances/tables, designing performant schemas, and querying data in Bigtable. Use when designing Bigtable row keys, configuring column… |
| — | skills.sh | gke-upgrades Plans, executes, and validates Google Kubernetes Engine (GKE) cluster upgrades and maintenance operations for both Standard and Autopilot clusters. Produces… |
| — | skills.sh | agent-platform-alert-configuration Configures best-practice alerting policies for AI agents using OpenTelemetry (OTel) metrics, generating output as Terraform (.tf) configuration files. Use when… |
| — | skills.sh | google-analytics-admin-api-basics Manages Google Analytics account and property settings, enables the Analytics Admin API via the Cloud CLI, lists accounts and properties, and manages data… |
| — | skills.sh | bigquery-ai-ml Leverages BigQuery's built-in machine learning and GenAI capabilities for advanced data analytics. Use when you need to write SQL queries that perform… |
| — | skills.sh | workload-manager-basics Use this skill to manage Google Cloud Workload Manager evaluations, rules, scanned resources, and validation results by using public client libraries and the… |
| — | skills.sh | google-analytics-data-api-basics Manages Google Analytics reporting data, enables the Analytics Data API via the Cloud CLI, and creates reports using the Google Analytics Data API (v1beta).… |
| — | skills.sh | agent-platform-migrate-from-ai-studio Guides agents and users through migrating from Gemini API in Google AI Studio to Gemini Enterprise Agent Platform (formerly Vertex AI). Use this skill when… |
| — | skills.sh | agent-platform-endpoint-management Manages Agent Platform serving endpoints. Use when you need to create, list, describe, update, or delete serving endpoints for model deployment on Agent… |
| — | skills.sh | agent-platform-tuning Agent Platform Model Tuning. Use when you need to fine-tune open models or Gemini models using Agent Platform infrastructure. Don't use for model training… |
| — | skills.sh | google-cloud-waf-sustainability Provides recommendations for environmental sustainability, carbon footprint reduction, and energy efficiency based on the Sustainability pillar of the Google… |
| — | skills.sh | google-cloud-waf-operational-excellence Generates operations-focused guidance for Google Cloud workloads based on the design principles and recommendations in the Operational Excellence pillar of the… |
| — | skills.sh | gcloud Provides safety-critical validation, guardrails, and data reduction for gcloud CLI operations across Google Cloud Platform (GCP) services and infrastructure.… |
| — | skills.sh | google-cloud-networking-observability Investigates Google Cloud networking issues by analyzing GCP logs, metrics, and diagnostics. Use when investigating dropped network traffic, packet drops, drop… |
| — | skills.sh | alloydb-basics Manages clusters, instances, and backups for AlloyDB for PostgreSQL, and integrates with AlloyDB Model Context Protocol (MCP) tools for automated database… |
| — | skills.sh | google-cloud-waf-reliability Generates guidance for reliability, resilience, availability, redundancy, fault-tolerance, and disaster recovery (DR) for Google Cloud workloads based on the… |
| — | skills.sh | google-cloud-waf-cost-optimization Evaluates Google Cloud workloads for cost efficiency and FinOps alignment using the Google Cloud Well-Architected Framework Cost Optimization pillar. Use when… |
| — | skills.sh | cloud-sql-basics This file generates or explains Cloud SQL resources. Use this file when the user asks to create a Cloud SQL instance or database for MySQL, PostgreSQL, or SQL… |
| — | skills.sh | google-cloud-recipe-auth Provides expert guidance on Identity and Access Management (IAM) and authenticating and authorizing to Google Cloud services and APIs, covering human users,… |
| — | skills.sh | cloud-run-basics Manages Cloud Run services, jobs, and worker pools. Use when you need to deploy applications responding to HTTP requests (services), run event-triggered or… |
| — | skills.sh | google-agents-cli-eval This skill should be used when the user wants to "run an evaluation", "evaluate my agent", "evaluate my ADK agent", "write an eval dataset", "analyze eval… |
| — | skills.sh | google-agents-cli-workflow This skill should be used when the user wants to "develop an agent", "build an agent using ADK", "run the agent locally", "debug agent code", "test an agent",… |
| — | skills.sh | adk-observability-guide MUST READ before setting up observability for ADK agents or when analyzing production traffic, debugging agent behavior, or improving agent performance. ADK… |
| — | skills.sh | google-cloud-recipe-networking-observability Investigates Google Cloud networking issues by analyzing logs, metrics, and diagnostics. Use when investigating VPC Flow Logs, NAT, firewall, or threat logs,… |
