clasp CLI を使って Google Apps Script プロジェクトをローカルで開発・デプロイする。 TypeScript 対応、スプレッドシート関数、Web アプリ、定期実行トリガーなどを素早く作成できる。 "GAS を作って", "Apps Script を書いて", "スプレッドシートの関数を作って", "clasp create",…
Manages GenAI tuning jobs in Agent Platform. Use this to list, get, or cancel ongoing model tuning jobs.
Provides GKE golden path configuration defaults, production readiness checklists, and cluster default patterns.
Provides instructions for implementing, integrating, or configuring Google Mobile Ads (GMA) SDK interstitial ads in Android, iOS, or Unity mobile applications.
Provides guidance for authoring Apache Airflow DAGs in Managed Service for Apache Airflow (MSAA; formerly Cloud Composer).
Assists in provisioning instances and databases, designing performant schemas, and querying data in Spanner.
Fetches raw IAM recommendations and associated security insights from Google Cloud for a specified target scope (Organization, Folder, or Project).
Deploy open models or custom weights from Model Garden to Agent Platform endpoints, check deployment status, verify serving endpoints, or clean up resources by undeploying models…
Use for any git operation (commit, push, pull, rebase, branch, PR, cherry-pick, etc.). Provides commit message format and conventions.
Monitors and troubleshoots GKE TPU workloads, nodes, and node pools using GKE system metrics and PromQL.
Manages clusters, instances, and backups for AlloyDB for PostgreSQL, and integrates with AlloyDB model context protocol (MCP) tools for automated database operations.
Uses the Gemini Imagen 3 API (imagegeneration endpoint) to apply stylistic transformations to uploaded images, converting photos to watercolor, line art, or oil painting styles.
Find Key Opinion Leaders (KOLs) in a given domain by combining web research with LinkedIn post search.
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…
Configures GKE edge networking, traffic routing, load balancing, and private service endpoints. Use when configuring Gateway API manifests, standard Ingress, Cloud Armor WAF…
Guides developers through Google Ads API quickstart: credential setup, choosing from 6 client libraries/REST, configuring environments, and running a "retrieve campaigns" script.
Google Agent Development Kit (ADK) for Python. Capabilities: AI agent building, multi-agent systems, workflow agents (sequential/parallel/loop), tool integration (Google Search,…
Skill for BigQuery AI and Machine Learning queries using standard SQL and `AI.*` functions (preferred over dedicated tools).
Mounts Cloud Storage buckets as a POSIX file system with Cloud Storage FUSE (gcsfuse). Use when you need to interact with gcsfuse — decide whether FUSE, native gs:// reads, or…
Bidirectional calendar synchronization using Google Calendar API v3 with OAuth 2.0. Detects scheduling conflicts across multiple calendars, suggests optimal meeting times using…
AddressSanitizer detects memory errors during fuzzing. Use when fuzzing C/C++ code to find buffer overflows and use-after-free bugs.
Plans, configures, and hardens platform-level Google Kubernetes Engine (GKE) cluster security. Covers cluster add-ons (Secret Manager enablement), RBAC hardening (disabling…
Provides guidance for migrating Apache Airflow DAGs in Managed Service for Apache Airflow (MSAA; formerly Cloud Composer).
Stores, retrieves, and manages data as objects in Cloud Storage (Google Cloud Storage, or GCS) buckets.
Measure and improve the quality of AI models and agents on Google Cloud using the Eval Quality Flywheel methodology.
Manages and orchestrates prompts in Agent Platform. Use when you need to create, list, retrieve, version, or delete managed prompts in Agent Platform.
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…
Diagnoses GKE workload failures (CrashLoopBackOff, OOMKilled, ImagePullBackOff, Pending, etc.) via logs and events. Use when pods fail to start or crash repeatedly.
Designs a tailored multi-product agentic data science architecture on Google Cloud that incorporates opinionated best practices.
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…
Diagnoses GKE JobSet interruptions, restarts, and preemptions for AI/ML training workloads autonomously.
Optimizes GKE costs, rightsizes workloads, and configures Spot VMs and CUDs. Use when optimizing GKE costs, rightsizing GKE workloads, or configuring GKE Spot VMs.
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…
Troubleshoots Google Cloud Gemini Enterprise Agent Platform issues (Agent Gateway, Registry, Identity, Policies, Model Armor, Identity-Aware Proxy (IAP)).
Guide for building AI agents with Google ADK (Agent Development Kit). Use when creating multi-agent pipelines, implementing conditional agent branching, designing agent t — from…
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,…
Use AlphaEarth Foundations Satellite Embeddings in Google Earth Engine (GEE) for change detection and area summarization.
Plans and configures multi-tenancy on GKE. Covers namespace isolation, RBAC planning for teams, resource quotas, LimitRanges, network isolation, and cost allocation.
Techniques for writing effective fuzzing harnesses across languages. Use when creating new fuzz targets or improving existing harness code. — from google/fuzzing
Manages the end-to-end lifecycle of on-demand, temporary access using Privileged Access Manager (PAM).
Generates Python code using BigQuery DataFrames (BigFrames), the pandas/scikit-learn-style API over BigQuery.
Audits, configures, and hardens workload-level security controls for Google Kubernetes Engine (GKE) applications and namespaces.
Scans npm, PyPI, and Go module dependencies for known vulnerabilities using the OSV.dev API and GitHub Advisory Database. Generates SBOM reports in CycloneDX format.
Provides instructions to implement, integrate, or configure Google Mobile Ads (GMA) banner ads in Android, iOS, or Unity mobile applications.
Trigger on mention of GKE cluster autoscaler, node autoscaling, node pool auto-creation / node auto-provisioning.
Pulls search analytics from Google Search Console's /searchanalytics/query API to identify declining pages and keyword cannibalization.
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…
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.
Reviews all local changes in the repository for errors, styling compliance, unintended outcomes, and necessary documentation/test/sample updates.
Processes GCP infrastructure design and deployment workflows. Use when: - Designing GCP infrastructure with Terraform. - Validating local HCL.
Gemini 3 Pro API/SDK integration for text generation, reasoning, and chat. Covers setup, authentication, thinking levels, streaming, and production deployment.
Guidance for a developer's first steps on Google Cloud, covering account creation, billing setup, project management, and deploying a first resource.
Build RAG (Retrieval-Augmented Generation) agents with Google ADK and Vertex AI RAG Engine. Use when implementing document Q&A, knowledge base search, or citation-backed — from…
Quick reference cheatsheet for Google ADK in Clojure. Includes agent creation patterns, model configuration, tool building, execution patterns, and common workflows.
Agent Platform Model Tuning. Use when you need to fine-tune open models or Gemini models using Agent Platform infrastructure.
Use only when writing/updating/fixing C++ tests, configuring GoogleTest/CTest, diagnosing failing or flaky tests, or adding coverage/sanitizers.
Plans, configures, and hardens Google Kubernetes Engine (GKE) security. Covers Workload Identity Federation, Secret Manager integration, RBAC hardening, Binary Authorization,…
Produce a license inventory for Go module dependencies before release, procurement review, or open-source due diligence.
OSS-Fuzz provides free continuous fuzzing for open source projects. Use when setting up continuous fuzzing infrastructure or enrolling projects.
Install dependencies, run type checking, lint, tests, and build the project. Use after making code changes to verify nothing is broken.