Use LLM-assisted harness generation to expand fuzz coverage for real projects before manual fuzzing work begins.
Diagnoses GKE JobSet interruptions, restarts, and preemptions for AI/ML training workloads autonomously.
Configures, optimizes, and troubleshoots GKE ComputeClasses. Use when configuring Spot VMs with on-demand fallback, targeting specific accelerators (GPUs/TPUs) or machine…
Processes GCP infrastructure design and deployment workflows within Application Design Center (ADC). Use when: - Designing GCP infrastructure with Terraform.
Use when local tools cannot provide a needed capability and a SAM agent mesh can: inspect mesh state, discover reachable services/tools, describe and call namespaced remote MCP…
AddressSanitizer detects memory errors during fuzzing. Use when fuzzing C/C++ code to find buffer overflows and use-after-free bugs.
Analyzes the downstream impact (blast radius) when a BigQuery table or view is broken, stale, or modified.
Google ADK (Agent Development Kit) architecture and core concepts. Covers agent types (LLM, Sequential, Parallel, Loop, Multi-agent), tool ecosystem, execution flows, deployment…
Plans and executes GKE cluster creation, provisioning, and production readiness audits. Use when creating GKE clusters, provisioning GKE environments, or auditing GKE clusters.
Google Agent Development Kit (ADK) for Python. Capabilities: AI agent building, multi-agent systems, workflow agents (sequential/parallel/loop), tool integration (Google Search,…
Troubleshoots Google Cloud Gemini Enterprise Agent Platform issues (Agent Gateway, Registry, Identity, Policies, Model Armor, Identity-Aware Proxy (IAP)).
Synchronizes events across multiple Google Calendar accounts using the Calendar API v3 and OAuth 2.0. Handles recurring events, timezone conversions, and conflict resolution.
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…
CMake build system skill for C/C++ projects. Use when writing or refactoring CMakeLists.txt, configuring out-of-source builds, selecting generators (Ninja, Make, VS), managing…
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 for any git operation (commit, push, pull, rebase, branch, PR, cherry-pick, etc.). Provides commit message format and conventions.
Plans, configures, and hardens platform-level Google Kubernetes Engine (GKE) cluster security. Covers cluster add-ons (Secret Manager enablement), RBAC hardening (disabling…
Monitors and troubleshoots GKE TPU workloads, nodes, and node pools using GKE system metrics and PromQL.
Provides instructions to implement, integrate, or configure Google Mobile Ads (GMA) banner ads in Android, iOS, or Unity mobile applications.
Inspects Google Cloud Filestore capacity and utilization, evaluates storage scaling rules, and performs capacity autoscaling (scale UP for low free space or scale DOWN for cost…
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…
Provides guidance for migrating Apache Airflow DAGs in Managed Service for Apache Airflow (MSAA; formerly Cloud Composer).
Manages Agent Platform serving endpoints. Use when you need to create, list, describe, update, or delete serving endpoints for model deployment on Agent Platform.
OSS-Fuzz provides free continuous fuzzing for open source projects. Use when setting up continuous fuzzing infrastructure or enrolling projects.
Configures PromQL-based Service Level Objective (SLO) alerting policies for Google Cloud resources registered in App Hub or individually specified. Generates Terraform output.
Integrate generative AI into an XR Blocks app via `xb.ai` — text and multimodal (image) queries to Gemini or OpenAI, real-time Gemini Live audio/video sessions, and image…
Assists in provisioning instances and databases, designing performant schemas, and querying data in Spanner.
Guides agents to discover requirements and design a governed, secure borderless open data lakehouse with agentic AI integration.
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.
Safely simulates and applies Google Cloud IAM v1 (Allow) policy changes. Uses the Policy Simulator to replay historical access logs against proposed policies to prevent breaking…
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…
Use only when writing/updating/fixing C++ tests, configuring GoogleTest/CTest, diagnosing failing or flaky tests, or adding coverage/sanitizers.
Build spatial UI in an XR Blocks app with the core `xb.SpatialPanel` system — a grid of rows and columns holding text, text buttons, icon buttons, and images, with a unified…
Foundational knowledge for creating ADK (Agent Development Kit) agents including environment setup, project structure, and basic agent scaffolding.
Gemini 3 Pro API/SDK integration for text generation, reasoning, and chat. Covers setup, authentication, thinking levels, streaming, and production deployment.
Configure and troubleshoot Google Cloud cross-project centralized logging and read-time aggregation. Use when: - Setting up log routing from multiple…
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,…
How to regenerate/update pre-generated files (e.g., perlasm, build files) in BoringSSL.
Guides agents to interactively discover customer requirements for a Secure n-tier serverless web application and generate a tailored cloud multi-product solution that incorporates…
Stores, retrieves, and manages data as objects in Cloud Storage (Google Cloud Storage, or GCS) buckets.
Guides developers through Google Ads API quickstart: credential setup, choosing from 6 client libraries/REST, configuring environments, and running a "retrieve campaigns" script.
Reviews all local changes in the repository for errors, styling compliance, unintended outcomes, and necessary documentation/test/sample updates.
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…
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…
Triage inbox backlog with the Gmail API’s `users.threads`, `users.messages`, and `users.labels` methods so agents can classify and prioritize whole conversations instead of…
Install dependencies, run type checking, lint, tests, and build the project. Use after making code changes to verify nothing is broken.
Processes GCP infrastructure design and deployment workflows. Use when: - Designing GCP infrastructure with Terraform. - Validating local HCL.
Manages and orchestrates prompts in Agent Platform. Use when you need to create, list, retrieve, version, or delete managed prompts in Agent Platform.
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,…
Monitors, troubleshoots, and manages GKE TPU Dynamic Slices custom resources. Use when checking TPU slice lifecycle states, troubleshooting slice provisioning failures, v — from…
Designs a tailored multi-product agentic data science architecture on Google Cloud that incorporates opinionated best practices.
Guidance for a developer's first steps on Google Cloud, covering account creation, billing setup, project management, and deploying a first resource.
Building effective fuzzing harnesses to maximize code coverage and vulnerability discovery through automated input generation
Manages clusters, instances, and backups for AlloyDB for PostgreSQL, and integrates with AlloyDB model context protocol (MCP) tools for automated database operations.
Fetches raw IAM recommendations and associated security insights from Google Cloud for a specified target scope (Organization, Folder, or Project).
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.
Use AlphaEarth Foundations Satellite Embeddings in Google Earth Engine (GEE) for change detection and area summarization.
Guides the migration of existing AI workloads (Cloud Run, Gemini API, Gemini Enterprise Agent Platform) to self-hosted GKE inference using gcloud and kubectl.
Assists in provisioning instances/tables, designing performant schemas, and querying data in Bigtable.
Pulls search analytics from Google Search Console's /searchanalytics/query API to identify declining pages and keyword cannibalization.