google/skills

Agent skills in the GitHub repository google/skills, each with its code score out of 100.

Agent Skills for Google products and technologies

Repository score

78 / 100 B

Skills

190

Verified

50

Average skill score

74

GitHub stars

23,991

License

Apache-2.0

Open google/skills on GitHub

190 skills in this repository

1. iap-agent-platform-troubleshooting

   Diagnoses Identity-Aware Proxy (IAP) denials of outbound requests from Gemini Enterprise Agent Platform agents that run on Agent Runtime and send traffic through Agent Gateway. Us…

   Verified96A
2. api-gateway-mcp-server

   Configures Google Cloud API Gateway to act as a remote Model Context Protocol (MCP) server (Public Preview) that exposes REST APIs as agent tools over HTTP (POST /mcp). Use when m…

   Verified94A
3. api-gateway-openapi-spec-authoring

   Writes, migrates, and fixes OpenAPI specs for Google Cloud API Gateway. Use when converting an OpenAPI 2.0 (Swagger) spec to OpenAPI 3.x, writing a new OpenAPI 3.x spec, or fixing…

   Verified94A
4. pathways-workload

   Debugs failed, crashing or hung Pathways on Cloud workloads (JAX training or inference on Cloud TPU in GKE, run as a JobSet, PathwaysJob or LeaderWorkerSet). Reads Cloud Logging f…

   Verified93A
5. cloud-monitoring-notification-channels-configuration

   Generates Terraform HCL configurations for Cloud Monitoring notification channels (`google_monitoring_notification_channel`) and adds notification channels to alerting policies (`…

   Verified91A
6. 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 campaigns" script.…

   Verified91A
7. cloud-monitoring-promql-query

   Generates valid PromQL queries from Cloud Monitoring metric descriptors and resource parameters. Use when asked to create, generate, write, or format PromQL queries, PromQL string…

   Verified90A
8. 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 to ad rank, bids, or…

   Verified90A
9. agent-platform-troubleshooting

   Troubleshoots Google Cloud Gemini Enterprise Agent Platform issues across Agent Gateway, Agent Connectivity Templates (ACT), Agent Registry, Agent Identity, Identity-Aware Proxy (…

   Verified89A
10. 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 analyzing, writing,…

    Verified88A
11. application-integration-authoring

    Builds, versions, publishes, tests, and executes Google Cloud Application Integration workflows through the REST API and Python discovery client, and promotes versions across envi…

    Verified88A
12. 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 multi-cloud storage infrastr…

    Verified88A
13. google-cloud-filestore-log-troubleshooting

    Diagnoses and resolves Filestore client mount failures on Google Cloud, permission errors (EACCES), and network timeouts (ETIMEDOUT). Use when an NFS mount hangs or fails from a C…

    Verified87A
14. 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 for real-time techn…

    Verified87A
15. google-cloud-solution-multi-agent-security

    Designs, deploys, and secures Google Cloud Agent Gateway solutions. Use when the user needs to configure multi-agent security, ingress (CLIENT_TO_AGENT), or egress (AGENT_TO_ANYWH…

    Verified87A
16. secops-detection-engineering

    Author, validate, test, and deploy YARA-L 2.0 detection rules and evaluate end-to-end detection coverage gaps in Google SecOps. Use when writing new detection rules, tuning existi…

    Verified87A
17. api-gateway-backend-security-and-rate-limiting

    Secures and rate limits backend services behind Google Cloud API Gateway across OpenAPI 2.0 and OpenAPI 3.0.x API configurations, including MCP-enabled gateways. Use when configur…

    Verified86A
18. 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 associated client libraries.…

    Verified86A
19. gke-ai-troubleshooting-tpu-dynamic-slices-monitoring

    Monitors, troubleshoots, and manages GKE TPU Dynamic Slices custom resources. Use when checking TPU slice lifecycle states, troubleshooting slice provisioning failures, validating…

    Verified86A
20. 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 conditions during TP…

    Verified86A
21. google-cloud-solution-hybrid-search-alloydb

    Discovers requirements and generates architectural, design, and deployment guidance for dynamic hybrid search systems by combining semantic search and keyword search. Optimized fo…

    Verified86A
22. 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 that connects to the G…

    Verified85A
23. google-cloud-recipe-foundation-builder

    Deploys a baseline landing zone foundation for a Google Cloud Organization, establishing security guardrails using Organization Policies, resource hierarchy folders and projects,…

    Verified85A
24. application-design-center-design-deploy

    Processes GCP infrastructure design and deployment workflows within Application Design Center (ADC). Use when: - Designing GCP infrastructure with Terraform. - Validating local HC…

    Verified84B
25. assuredworkloads-environment-assessor

    Discover Google Cloud resource telemetry and effective Org Policies, evaluate brownfield workloads against sovereign data boundary and compliance standards (EU Data Boundary with…

    Verified84B
26. cloud-armor-crs-rule-upgrader

    Upgrades Google Cloud Armor security policies from OWASP CRS 3.0 and 3.3 to OWASP CRS 4.22. Preserves signature opt-in and opt-out lists, translates evaluatePreconfiguredExpr to n…

    Verified84B
27. cloud-databases-onboarding

    Guides users through discovering their database requirements, recommends a Google Cloud database based on a recommendation matrix, and assists in database creation. Use when a use…

    Verified84B
28. google-cloud-filestore-auditing

    Audits Filestore instances on Google Cloud across projects for disaster recovery readiness (missing or stale backups), security access governance (overly permissive NFS export rul…

    Verified84B
29. 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 multi-product solutions for…

    Verified84B
30. litert-google-tensor

    Compiles LiteRT (.tflite) models ahead-of-time for Google Tensor TPUs (Tensor G5 on Pixel 10, Tensor G6 on Pixel 11) locally on Linux x86_64 or on Google Colab (--colab on macOS,…

    Verified84B
31. agent-platform-deploy

    Deploy open models or custom weights from Model Garden to Agent Platform endpoints, check the status of an in-progress deployment operation, or clean up resources by undeploying m…

    Verified83B
32. api-gateway-troubleshooting

    Diagnoses failing requests and deployment errors on Google Cloud API Gateway. Use when calls through a gateway return 4xx or 5xx errors, including 429 and other quota errors, time…

    Verified83B
33. bigquery-udfs

    Creates, deploys, and troubleshoots BigQuery User-Defined Functions (UDFs) and Remote Functions across SQL, JavaScript, Python, and Cloud Run endpoints. Use when writing custom sc…

    Verified83B
34. 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 reasons, VPC Flow L…

    Verified83B
35. google-cloud-recipe-onboarding

    Guides a developer's first steps on Google Cloud, covering account creation, billing setup, project management, and deploying a first resource. Use when a new developer wants to i…

    Verified83B
36. 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 architecture, and gene…

    Verified83B
37. 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. Use when the user ha…

    Verified83B
38. application-integration-troubleshooting

    Diagnoses failed, stuck, or silent Google Cloud Application Integration runs and Integration Connectors tasks using the REST API, Cloud Logging, and Cloud Monitoring. Use when an…

    Verified82B
39. 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 preemptions, node r…

    Verified82B
40. gke-alert-configuration

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

    Verified82B
41. 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 their AI assistant (…

    Verified82B
42. agent-platform-prompt-management

    Manages and orchestrates prompts in Agent Platform. Use when you need to create, list, retrieve, version, or delete managed prompts in Agent Platform. Don't use for model training…

    Verified81B
43. 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 libraries. Use this s…

    Verified81B
44. gke-ai-troubleshooting-node-unresponsive-timeout

    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 n…

    Verified81B
45. gke-node-notready

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

    Verified81B
46. cloud-network-insights

    Guides and automates setup, onboarding, and synthetic monitoring operations for Cloud Network Insights in Google Cloud and Broadcom AppNeta. Use when enabling Cloud Network Insigh…

    Verified80B
47. 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 GKE deployment manif…

    Verified80B
48. gke-workload-troubleshooting

    Diagnoses GKE workload failures (CrashLoopBackOff, OOMKilled, ImagePullBackOff, Pending, etc.) via logs and events. Use when pods fail to start or crash repeatedly. Don't use for…

    Verified80B
49. google-cloud-storage-diagnostic

    Troubleshoots and diagnoses Cloud Storage on Google Cloud (also known colloquially as GCS) access and permission denials (403 Permission Denied or Insufficient Permission) and acc…

    Verified80B
50. 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 (MSAA Gen 2 and 3) an…

    Verified80B
51. 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 Platform. Also use when tr…

    79B
52. bigquery-migration-sql-translator

    Translates SQL queries, DDL schemas, and stored procedures from legacy database dialects (Teradata, Oracle, Redshift, Snowflake, SparkSQL, HiveQL) to BigQuery GoogleSQL using the…

    79B
53. 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 queries. Use when: - Genera…

    79B
54. 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 Engine). Use when desi…

    79B
55. google-cloud-storage-bucket-architect

    Creates Cloud Storage on Google Cloud (also known colloquially as GCS) buckets. Analyzes the workload (sensitive data, media hosting, ingestion, web hosting, archiving, backup, lo…

    79B
56. 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 (com.google.android.libraries…

    79B
57. agent-platform-access-audit

    Audits AI agent data access, blast radius, and blocked policy operations in Google Cloud by querying Cloud Audit Logs via BigQuery. Use when investigating what resources or servic…

    78B
58. 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 outside Agent Platform,…

    78B
59. cloud-trace-querying

    Query Cloud Trace spans, filter by latency thresholds or error status, correlate distributed traces with Cloud Logging, and diagnose latency bottlenecks across Google Cloud servic…

    78B
60. gke-workload-identity

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

    78B
61. google-cloud-scc-query

    Queries and retrieves active security findings, external exposures, toxic combinations, vulnerabilities, threats, and sensitive data risks from Security Command Center on Google C…

    78B
62. 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 specified. Generates T…

    78B
63. 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. Use when the task i…

    78B
64. 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 when the task invol…

    78B
65. retrieving-developer-knowledge

    Searches, retrieves, and synthesizes official Google developer documentation across Google Cloud, AI/Gemini, Android, Chrome, Web, Flutter, Go, Firebase, and other Google develope…

    78B
66. assured-workloads-basics

    Provisions, inspects, updates, and deletes Google Cloud Assured Workloads V1 compliant folders, CMEK settings, Sovereign Controls by Partners, and service usage restrictions. Use…

    77B
67. assuredworkloads-frameworks-navigator

    Acts as a Data Boundary Compliance Analyst that maps user compliance queries against Data Boundary Frameworks and cloud controls, validates matched resources, and recommends appro…

    77B
68. 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 Detection Opportuniti…

    77B
69. developing-genkit-js

    Provides guidance on developing AI-powered applications using Genkit in Node.js/TypeScript. Use when the user asks about Genkit, AI agents, flows, or tools in JavaScript/TypeScrip…

    77B
70. gcloud

    Provides safety-critical validation, guardrails, and data reduction for gcloud CLI operations across Google Cloud Platform (GCP) services and infrastructure. Use when planning, ge…

    77B
71. gke-cluster-creation

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

    77B
72. 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 monitoring metrics.…

    77B
73. gke-service-networking

    Configures GKE edge networking, traffic routing, load balancing, and private service endpoints. Use when configuring Gateway API manifests, standard Ingress, Cloud Armor WAF secur…

    77B
74. 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, security checklists, T…

    77B
75. 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 system in Google Cloud. U…

    77B
76. iam-helper-for-privileged-access-management

    Manages the end-to-end lifecycle of on-demand, temporary access using Privileged Access Manager (PAM). Use when a user asks to create, read, update, or delete PAM entitlements, re…

    77B
77. agent-platform-inference

    Connects to and performs inference with Google Cloud Agent Platform GenAI models, including First-Party Gemini models and Third-Party OpenMaaS models (Llama, DeepSeek, Qwen, etc.)…

    76B
78. application-integration-basics

    Explains Google Cloud Application Integration concepts, region provisioning, IAM roles, run-as service accounts, interface choices (REST, Python discovery client, Terraform, ADK),…

    76B
79. assuredworkloads-frameworks-author

    Authors custom cloud controls and customized frameworks for Assured Workloads when built-in resources cannot satisfy core requirements. Use when creating or synthesizing custom da…

    76B
80. dbt-sf-to-bq-translator

    Translates Snowflake dbt SQL models to Standardized BigQuery SQL. Handles SQL compilation, Jinja macro placeholder masking, BigQuery Translation Service migration workflows, AST-b…

    76B
81. 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 workloads on GKE. Use when d…

    76B
82. gke-backup-dr

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

    76B
83. gke-upgrades

    Plans, executes, and validates Google Kubernetes Engine (GKE) cluster upgrades and maintenance operations for both Standard and Autopilot clusters. Produces upgrade plans, pre/pos…

    76B
84. gke-workload-scaling-troubleshooting

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

    76B
85. 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 projects/folders/organization…

    75B
86. cloud-logging-finops

    Audits Cloud Logging costs for a Google Cloud project: the charges for log entries written to log buckets, the services, log streams and severities that drive them, and the log si…

    75B
87. 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 create, generate, format…

    75B
88. cloud-run-alert-configuration

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

    75B
89. 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 downstream tables, das…

    75B
90. developing-genkit-python

    Provides guidance on developing AI-powered applications using Genkit Python (0.13) and migrating Genkit Python 0.12 projects to 0.13. Use when building AI agents, flows, tools, st…

    75B
91. firebase-basics

    Provides foundational Firebase CLI setup, CLI installation, version checks (`firebase-tools@latest --version`), CLI login (including --no-localhost), project creation, project sel…

    75B
92. gke-ai-troubleshooting-tpu-mxla-hang

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

    75B
93. gke-ai-troubleshooting-tpu-partition-overlap

    Diagnose and resolve GKE TPU slice creation failures (SliceCreationFailed) caused by partition overlap conflicts where requested TPU partitions or their nodes are already used by…

    75B
94. gke-ai-troubleshooting-tpu-performance-degradation

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

    75B
95. gke-compute-classes

    Configures, optimizes, and troubleshoots GKE ComputeClasses. Use when configuring Spot VMs with on-demand fallback, targeting specific accelerators (GPUs/TPUs) or machine families…

    75B
96. google-cloud-solution-architecture

    Interactively discovers requirements and designs holistic, multi-product system architectures, solution blueprints, and deployment recommendations for complex workloads on Google…

    75B
97. 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 involves setting up…

    75B
98. secops-triage

    Expert guidance for security alert triage in Google SecOps. Use when investigating and triaging security alerts, determining false positives vs. true positives, assessing entity r…

    75B
99. agent-platform-model-registry

    Agent Platform Model Registry Management. Use when you need to upload, list, describe, update, or delete machine learning models (and their versions) in the Agent Platform Model R…

    74B
100. agent-platform-tuning-management

     Manages GenAI tuning jobs in Agent Platform. Use this to list, get, or cancel ongoing model tuning jobs. Don't use for fine-tuning models (use `agent-platform-tuning`), deploying…

     74B
101. gke-ai-troubleshooting-tpu-vm-repair-stuck

     Diagnose GKE TPU VM instances stuck in Compute Engine repair (REPAIRING state) after host errors, maintenance events, or faulty host reports in single-host, multi-host, dynamic sl…

     74B
102. gke-reliability

     Improves GKE workload reliability, using PDBs, health probes, and topology spread constraints. Use when configuring GKE workload reliability, setting up PDBs, or configuring GKE h…

     74B
103. gke-workload-security

     Audits, configures, and hardens workload-level security controls for Google Kubernetes Engine (GKE) applications and namespaces. Covers running security audits (`audit_cluster.sh`…

     74B
104. google-cloud-filestore-nfs-browser

     Inspects, searches, and reads files and POSIX metadata on Filestore (NFS) instances on Google Cloud without local NFS client packages or root privileges. Use when browsing Filesto…

     74B
105. managed-airflow-dag-authoring

     Provides guidance for authoring Apache Airflow DAGs in Managed Service for Apache Airflow (MSAA; formerly Cloud Composer). Covers environment context discovery, Airflow 2 vs 3 com…

     74B
106. migrate-to-rust

     Clones, analyzes, plans, and migrates legacy codebases (C++, Fortran, Java, Python, C, Shell) from a GitHub URL or local directory to a modern, high-performance, deterministic, 10…

     74B
107. compute-on-demand-reservations

     Inspects, verifies, and manages Google Compute Engine (GCE) On-Demand reservations and analyzes consumed versus available reserved capacity. Use when checking active reservation c…

     73B
108. compute-spot-capacity-advice

     Evaluates Google Compute Engine (GCE) Spot VM capacity obtainability, placement likelihood, and machine family or regional flexibility. Use when planning batch workloads, finding…

     73B
109. finding-google-skills

     Google platform decision and setup guidance, loaded on demand from Google's skill catalog. Use when a developer is choosing or setting up part of their stack, such as where to run…

     73B
110. gke-observability

     Configures GKE observability, including Cloud Logging, Cloud Monitoring, and managed Prometheus. Use when configuring GKE monitoring, setting up GKE logging, or configuring Promet…

     73B
111. gke-storage-troubleshooting

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

     73B
112. 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 scale DOWN for cost…

     73B
113. managed-airflow-recommendations

     Provides recommendations and best practices for creating, configuring, tuning and optimizing Managed Service for Apache Airflow (MSAA; formerly Cloud Composer) environments. Use w…

     73B
114. 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 (_Default) filter, IAM…

     72B
115. gke-ai-troubleshooting-tpu-reservation-stockout

     Diagnose and resolve cluster-wide GKE TPU node pool creation or scale-up failures caused by Compute Engine reservation stockouts (GCE_STOCKOUT, ZONE_RESOURCE_POOL_EXHAUSTED) when…

     72B
116. 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 cluster autoscaler,…

     72B
117. gke-custom-golden-image-discovery

     Discovers golden base images for creating GKE custom node images based on technical specifications or context clues. Use when finding the golden base image for custom GKE node cre…

     72B
118. 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 configure the SDK for…

     72B
119. agent-platform-architecture

     Designs, engineers, and validates enterprise Gemini platform architectures. Use when designing multi-project hierarchies (Host, Central Governance Hub, Runtime Spoke, Tool/MCP Spo…

     71B
120. agent-platform-eval-flywheel

     Measures and improves the quality of AI models and agents on Google Cloud using the Eval Quality Flywheel methodology. Use when generating synthetic user scenarios, evaluating an…

     71B
121. apigee-agent-gateway-governance

     Stands up an Apigee API proxy that a Google Cloud Agent Gateway calls as an ext-proc (Service Extension) callout on an agent's LLM traffic, to meter token usage per model, extract…

     71B
122. bigquery-observability

     Provides data-retrieval best practices, tool selection guidance, and performant SQL query syntax for BigQuery telemetry across INFORMATION_SCHEMA, Cloud Monitoring, and the REST A…

     71B
123. cloud-build-basics

     Teaches the fundamentals of Cloud Build on Google Cloud. Covers core concepts, API enablement, console navigation to the Build History page, and the end-to-end workflow for creati…

     71B
124. cloud-operator

     Google Cloud (GCP) assistant and operator via the autocloud MCP server. Use for any GCP request: how-to, resources, Terraform/Kubernetes/Helm, rollouts, incidents, costs. Invoke i…

     71B
125. developer-device-platform-basics

     Provides guidance and instructions on managing remote devices on Developer Device Platform (DDP). Use when reserving remote Android devices, establishing connection tunnels, check…

     71B
126. gke-ai-troubleshooting-tpu-slice-mig-stuck-updating

     Diagnose and resolve GKE TPU Dynamic Slice creation and JobSet scheduling failures blocked by underlying Compute Engine managed instance groups (MIGs) stuck in an updating or unst…

     71B
127. 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). Use when you need to i…

     71B
128. google-cloud-scc-remediation

     Remediates Google Cloud Security Command Center findings, including IAM permission fixes, cloud resource misconfigurations, vulnerabilities, and Toxic Combinations. Use when asked…

     71B
129. secops-cases

     Manage Google Security Operations (SecOps) SOAR cases throughout their lifecycle. Use when listing, creating, inspecting, updating, or closing SOAR cases; adding investigative com…

     71B
130. 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 REST API. Use when yo…

     71B
131. bigtable-basics

     Assists in provisioning instances/tables, designing performant schemas, and querying data in Bigtable. Use when designing Bigtable row keys, configuring column families, writing S…

     70B
132. 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 you are debugging is…

     70B
133. 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, BigQuery, Cloud Run, Cloud S…

     70B
134. compute-future-reservations

     Evaluates future GPU and TPU reservation feasibility and calendar-mode booking options in Google Compute Engine (GCE). Use when planning future AI/ML training runs, checking reser…

     70B
135. gke-ai-troubleshooting-tpu-metrics-monitoring

     Monitors and troubleshoots GKE TPU workloads, nodes, and node pools using GKE system metrics and PromQL. Use when monitoring TensorCore duty cycle, TPU memory, node readiness, mul…

     70B
136. gke-networking

     Plans, configures, and manages core GKE cluster networking. Covers private clusters, VPC-native configurations, DNS, node egress, Dataplane V2, and IP planning. Use when designing…

     70B
137. 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 Cloud Storage — set up…

     70B
138. 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 the user asks to ana…

     70B
139. iam-helper-for-policy-simulator

     Safely simulates and applies Identity and Access Management (IAM) v1 (Allow) policy changes on Google Cloud. Uses the Policy Simulator to replay historical access logs against pro…

     70B
140. agent-platform-rag-engine-management

     Manage and query Agent Platform RAG Engine Corpora and retrieve grounded contexts using the Google GenAI SDK. Use when listing RAG corpora or files, inspecting a corpus, retrievin…

     69C
141. gke-app-onboarding

     Manages GKE application onboarding, covering containerization, deployment manifests, and migration. Use when onboarding or deploying an application to GKE for the first time, or c…

     69C
142. 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 using ADK", "run the age…

     69C
143. bigquery-optimization

     Provides workflows to optimize BigQuery environments (capacity planning, editions), storage assets (partitioning, clustering, storage lifecycles, billing models), and SQL queries.…

     68C
144. cloud-monitoring-alert-configuration

     Configures Cloud Monitoring alerting policies using Terraform and PromQL across Cloud Run, Google Kubernetes Engine (GKE), Compute Engine, AI Hypercomputer reservations, Vertex AI…

     68C
145. 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 resources for inference,…

     68C
146. 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 streams, custom dimensio…

     68C
147. 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 Service Extensions,…

     68C
148. google-mobile-ads-validate

     Validates a project's Google Mobile Ads (GMA) SDK integration for iOS, Android, or Unity projects. Use when conducting a full pre-launch audit of an app that integrates GMA SDK or…

     68C
149. managed-airflow-dag-troubleshooting

     Provides guidance for troubleshooting Apache Airflow DAGs (failed DAG runs and task instances) in Managed Service for Apache Airflow (MSAA; formerly Cloud Composer). Use when figu…

     68C
150. alloydb-basics

     Manages clusters, instances, and backups for AlloyDB for PostgreSQL, and integrates with AlloyDB Model Context Protocol (MCP) tools for automated database operations. Use when cre…

     67C
151. 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 Server. Cloud SQL ma…

     67C
152. 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 summarizing upstream…

     67C
153. gke-basics

     Manages core GKE cluster provisioning, credentials, Autopilot vs Standard selection, and workload deployment. Use when creating GKE clusters, fetching kubectl credentials, or deci…

     67C
154. 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 needs to load and pla…

     67C
155. spanner-basics

     Assists in provisioning instances and databases, designing performant schemas, and querying data in Cloud Spanner on Google Cloud. Use when designing primary keys, writing SQL que…

     67C
156. bigquery-bigframes

     Generates Python code using BigQuery DataFrames (BigFrames). Use by default for any Python data task involving BigQuery, including data processing, analysis, and machine learning.…

     66C
157. google-cloud-waf-security

     Generates security-focused guidance for Google Cloud workloads based on the design principles and recommendations in the Google Cloud Well-Architected Framework (WAF). Use this sk…

     66C
158. 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 scheduled tasks (jobs),…

     65C
159. gke-productionize

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

     65C
160. gke-storage

     Manages GKE storage, including PVCs, PersistentVolumes, and Filestore. Use when configuring GKE storage or creating PVCs. For GCS FUSE mounts, use google-cloud-storage-fuse. For d…

     65C
161. secops-hunt

     Expert guidance for proactive threat hunting in Google SecOps. Use when proactively hunting for threats, retroactively analyzing indicators of compromise (IoCs), performing preval…

     65C
162. bigquery-basics

     Manages datasets, tables, and jobs in BigQuery. Use when you need to interact with BigQuery, run SQL queries, manage BigQuery resources (datasets, tables, views), or perform basic…

     64C
163. bigquery-troubleshooting

     Provides diagnostic workflows and step-by-step root-cause analysis procedures for actively broken, failing, or slow BigQuery jobs, execution graph and query plan stage bottlenecks…

     64C
164. developing-genkit-dart

     Provides guidance on developing AI-powered applications using the Genkit Dart SDK. Use when the user asks to build AI agents in Dart, use Genkit flows, or integrate LLMs into Dart…

     64C
165. developing-genkit-go

     Provides guidance on developing AI-powered applications using Genkit in Go. Use when the user asks to build AI features, agents, flows, or tools in Go using Genkit, or when workin…

     64C
166. gke-golden-path

     Provides GKE golden path configuration defaults, production readiness checklists, and cluster default patterns. Use when designing GKE clusters, verifying GKE production readiness…

     64C
167. 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, service identities, Ap…

     64C
168. dpop-adoption

     Implement and debug OAuth 2.0 DPoP (RFC 9449) refresh token sender-constraining for WebCrypto, Node.js ES6, and browser runtimes integrating with Google's OAuth platform. Use when…

     63C
169. google-cloud-waf-reliability

     Evaluates, designs, and improves the reliability, resilience, availability, fault tolerance, and disaster recovery (DR) of Google Cloud workloads based on the design principles an…

     63C
170. iam-helper-for-policy-management

     Streamlines the creation, modification, and management of IAM allow policies (v1) and deny policies (v2). Manages access control across Resource Manager resources (Organization, F…

     63C
171. gke-multitenancy

     Plans and configures multi-tenancy on GKE. Covers namespace isolation, RBAC planning for teams, resource quotas, LimitRanges, network isolation, and cost allocation. Use when desi…

     62C
172. gke-platform-security

     Plans, configures, and hardens platform-level Google Kubernetes Engine (GKE) cluster security. Covers cluster add-ons (Secret Manager enablement), RBAC hardening (disabling insecu…

     62C
173. sign-in-with-google-web

     Implement, configure, and secure Sign In With Google (SiwG) using Google Identity Services (GIS / `https://accounts.google.com/gsi/client`) across web architectures. Use when crea…

     62C
174. 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 moving applications to…

     61C
175. 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 with the Data Manager…

     61C
176. google-cloud-storage-fuse

     Mounts Cloud Storage buckets on Google Cloud as a POSIX file system with Cloud Storage FUSE (gcsfuse). Use when interacting with gcsfuse or Cloud Storage FUSE mounts: decide wheth…

     61C
177. google-cloud-waf-sustainability

     Provides recommendations for environmental sustainability, carbon footprint reduction, and energy efficiency based on the Sustainability pillar of the Google Cloud Well-Architecte…

     61C
178. iam-helper-for-troubleshooting

     Diagnoses, remediates, and manages Identity and Access Management (IAM) access issues on Google Cloud. Supports two distinct operational modes: (1) Requester Flow for developers e…

     61C
179. 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 platforms using VAST or VM…

     61C
180. 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 applying best practices fo…

     60C
181. google-cloud-waf-operational-excellence

     Generates operational guidance for CI/CD deployment pipelines, observability, monitoring, logging, and incident management on Google Cloud based on the design principles and recom…

     60C
182. google-cloud-waf-performance-optimization

     Generates performance-focused guidance for Google Cloud workloads based on the design principles and recommendations in the Performance Optimization pillar of the Google Cloud Wel…

     60C
183. secops-investigate

     Expert guidance for deep security incident and entity investigations in Google SecOps. Use when investigating cases, analyzing entities (hosts, IPs, domains, hashes, users), extra…

     60C
184. agent-platform-skill-registry

     Interact with the Gemini Enterprise Agent Platform Skill Registry to create and search for available skills. Use this skill to enable agents to register functionality or discover…

     59C
185. 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 queues. Don't use fo…

     58C
186. gemini-interactions-api

     Guides the usage of Gemini Interactions API on Gemini Enterprise Agent Platform. Use when the user wants to use the stateful, server-managed Interactions API for multi-turn conver…

     55C
187. 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 costs, configuring GKE…

     55C
188. 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 time-series forecasting, pre…

     54D
189. gemini-api

     Use when the user asks about using Gemini in an enterprise environment or explicitly mentions Vertex AI, Google Cloud, or Agent Platform. Guides the usage of the Gemini API on Age…

     54D
190. gemini-agents-api

     Manages custom Agent resources on Gemini Enterprise Agent Platform. Use when the user wants to programmatically create, configure, list, update, or delete stateful, server-managed…

     53D

Scores come from a snapshot of 300 public GitHub repositories taken on 12 November 2026. Every score is the result of fixed checks run by code; no AI is involved. How scoring works.