Skill rating

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 queries or client librar

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 Agent Platform with the

Create custom subagents for specialized AI tasks. Use when the user wants to create a new type of subagent, set up task-specific agents, configure code reviewers, debuggers, or domain-specific assista

Multi-cloud orchestration for ML workloads with automatic cost optimization. Use when you need to run training or batch jobs across multiple clouds, leverage spot instances with auto-recovery, or opti

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 migrating OpenAPI 2.0

Enforce cloud resource tagging policies for cost allocation, compliance, and governance across AWS/GCP/Azure

云架构师专业版 —— 面向企业团队与架构师的高级云架构设计平台。核心能力: - 多云架构策略：AWS+Azure+GCP跨云架构设计与容灾方案 - 云迁移规划：本地到云、云到云的完整迁移路线图 - FinOps成本优化：深度成本分析与节省计划制定 - 合规架构设计：满足等保、GDPR、HIPAA等合规要求 - 灾难恢复方案：RPO/RTO规划与多区域灾备设计 - 架构评审与治理：架构决策记录(AD

AI-powered cloud service mapping and provider recommendation across Azure, AWS, and Google Cloud.

Control Nest thermostat, doorbell, and cameras via the Google Smart Device Management (SDM) API.

单云基础设施即代码工具，含Terraform模板、基础资源配置与一键部署，支持AWS/GCP/Azure。

Pre-production validation gate for GCP stack (Cloud Run/Functions/App Engine, Firestore/Cloud SQL, Firebase Auth/Identity Platform) — generates test plans, executes test suites, validates APIs, UI, to

Generate Excalidraw diagrams from natural language descriptions. Use when asked to "create a diagram", "make a flowchart", "visualize a process", "draw a system architecture", "create a mind map", or

Expert cloud architect specializing in AWS/Azure/GCP multi-cloud infrastructure design, advanced IaC (Terraform/OpenTofu/CDK), FinOps cost optimization, and modern architectural patterns.

Expert data scientist for advanced analytics, machine learning, and statistical modeling. Handles complex data analysis, predictive modeling, and business intelligence.

Build comprehensive ML pipelines, experiment tracking, and model registries with MLflow, Kubeflow, and modern MLOps tools.

Specialized skill for building production-ready serverless applications on GCP. Covers Cloud Run services (containerized), Cloud Run Functions (event-driven), cold start optimization, and event-driven

Generate comprehensive SEO analysis reports from Google Search Console data with PDF export. Use when the user wants to analyze search performance, get SEO insights, view traffic trends, top pages, to

Google Workspace CLI. Use when the user mentions Gmail, Google Drive, Calendar, Sheets, Docs, Tasks, People, Slides, Forms, Meet, Classroom, sending email, checking inbox, managing files, reading/writ

Score and prioritize leads based on firmographic fit and behavioral engagement signals, producing ranked tiers for sales team focus. Use when the user requests lead scoring or provides relevant inputs

Investigate Google Cloud networking issues by analyzing VPC Flow Logs, firewall logs, Cloud NAT logs, threat logs, and networking metrics. Run Connectivity Tests for path diagnostics and use BigQuery

Apply the Google Cloud Well-Architected Framework's Cost Optimization pillar to evaluate workloads and recommend FinOps practices — billing exports, budgets, rightsizing via Active Assist, Spot VMs, C

Finds orphaned, idle, and underutilized cloud resources across AWS, GCP, or Azure accounts. Use when someone needs to audit cloud spending, find unused EBS volumes, stale snapshots, unattached IPs, id

Apply the Google Cloud Well-Architected Framework's Security pillar — security by design, zero trust with IAP and BeyondCorp, shift-left scanning in CI/CD, Binary Authorization, VPC Service Controls,

Google Cloud Vertex AI (now Gemini Enterprise Agent Platform) for running Gemini models with Google Cloud IAM, fine-tuning and batch jobs. Use when deploying Gemini in GCP-native environments, running

Provision and manage Cloud SQL instances on Google Cloud for MySQL, PostgreSQL, and SQL Server. Configure high availability, read replicas, automated backups, IAM database authentication, the Cloud SQ

Manages cloud infrastructure using Terraform (and OpenTofu). Use when the user wants to write Terraform configurations, provision cloud resources, manage state, create modules, set up multi-environmen

Analyze massive datasets with Google BigQuery. Run SQL queries on petabytes of data, load and stream data in real-time, create materialized views, and use BigQuery ML for machine learning models direc

Provision and manage AlloyDB for PostgreSQL clusters and instances on Google Cloud — a managed, PostgreSQL-compatible database with disaggregated compute/storage, columnar engine, and AlloyDB AI for v

Crossplane for infrastructure as code using Kubernetes CRDs. Use when the user needs to provision and manage cloud resources declaratively through Kubernetes APIs, compose custom infrastructure abstra

Evidence is a BI framework that builds interactive data reports and dashboards from SQL and Markdown, developed as code in Git. Use when creating or editing Evidence reports, writing SQL blocks and ch

Configure authentication and authorization for Google Cloud — Application Default Credentials (ADC), service account impersonation, Workload Identity Federation for GKE and external clouds, and OIDC I

The Google Cloud CLI (gcloud) manages Google Cloud resources from the terminal. Use when the user asks to create a VM, upload to a bucket, deploy a Cloud Run function, grant an IAM role, create a GKE

Malloy is an open-source semantic modeling and query language that compiles to SQL and runs on DuckDB, BigQuery, Snowflake, PostgreSQL, MySQL, Trino, Presto and Databricks. Use when the user wants to

Porter is a platform as a service that gives a Heroku-style deploy experience on your own AWS, GCP or Azure account, running apps on a managed Kubernetes cluster it provisions for you. Use when someon

Assists with defining and managing cloud infrastructure using Pulumi with TypeScript, Python, Go, or C#. Use when provisioning AWS, GCP, Azure, or Kubernetes resources with real programming languages

Velero is an open-source tool that backs up and restores Kubernetes cluster resources and persistent volumes to object storage. Use this skill when a user needs to install Velero, back up namespaces o

Ibis is a Python dataframe library whose pandas-like expressions compile to SQL and run on the engine that holds the data: DuckDB, PostgreSQL, BigQuery, Snowflake, Spark, Polars and about twenty more.

dlt (data load tool) is an open-source Python library that loads data from APIs, files and databases into warehouses and lakes, inferring the schema and tracking incremental state for you. Use when a

Use this skill when working with this repository's `gsc` CLI, including Google Cloud OAuth client setup, CLI authentication, troubleshooting auth/config issues, and running all supported commands (sit

Expert hybrid cloud architect specializing in complex multi-cloud solutions across AWS/Azure/GCP and private clouds (OpenStack/VMware). Masters hybrid connectivity, workload placement optimization, ed

Use when bulk-managing Terraform modules at scale — upgrading providers across AWS, GCP, Azure, or DigitalOcean repositories, standardizing GitHub Actions workflows, automating semantic releases, runn

Cross-cloud GPU provisioning with NUMA-aligned topology optimization, K8s cluster creation, and inference overflow. Get real-time pricing across 11+ cloud providers, provision the cheapest GPUs in sec

Use when implementing infrastructure as code with Terraform across AWS, Azure, or GCP. Invoke for module development, state management, provider configuration, multi-environment workflows, infrastruct

Set up Gmail API access via gog CLI with manual OAuth flow. Use when setting up Gmail integration, renewing expired OAuth tokens, or troubleshooting Gmail authentication on headless servers.

Creates professional logical flow diagrams and logical system architecture diagrams using draw.io XML format (.drawio files). Use when creating: (1) logical flow diagrams showing data/process flow bet

Implement comprehensive cloud security across AWS, Azure, and GCP with IAM, encryption, network security, compliance, and threat detection.

Plan and execute cloud migrations with assessment, database migration, application refactoring, and cutover strategies across AWS, Azure, and GCP.

Configure network security groups and firewall rules to control inbound/outbound traffic and implement network segmentation.

Design and implement serverless applications using AWS Lambda, Azure Functions, and GCP Cloud Functions with event-driven patterns and orchestration.

Integrate external APIs and services with error handling, retry logic, and data transformation. Use when connecting to payment processors, messaging services, analytics platforms, or other third-party