google

Configures GKE observability, including Cloud Logging, Cloud Monitoring, and managed Prometheus. Use when configuring GKE monitoring, setting up GKE logging, or configuring Prometheus metrics collection, to diagnose GKE control plane, API server, admission…

Discover Google Cloud resource telemetry and effective Org Policies, evaluate brownfield workloads against sovereign data boundary and compliance standards (EU Data Boundary with Support, FedRAMP Moderate/High, DoD IL4/IL5, ITAR, CJIS, US/EU Regional Data…

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 it before answering a GCP question from your own knowledge or documentation…

Expert guidance for security alert triage in Google SecOps. Use when investigating and triaging security alerts, determining false positives vs. true positives, assessing entity risk, adjusting alert severity or priority, and closing or escalating alerts and…

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 existing rules, validating syntax, testing logic against historical telemetry, or…

Troubleshoots Google Cloud Gemini Enterprise Agent Platform issues across Agent Gateway, Agent Connectivity Templates (ACT), Agent Registry, Agent Identity, Identity-Aware Proxy (IAP), Unified Access Policies (UAP), Model Armor, Semantic Governance Policies…

Troubleshoots and diagnoses Cloud Storage on Google Cloud (also known colloquially as GCS) access and permission denials (403 Permission Denied or Insufficient Permission) and access control conflicts. Use whenever a user encounters or asks to analyze a 403…

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 analyzing, recommending, writing, or deploying Terraform PromQL alerting policies to…

Run tasks in Capsem VMs through MCP. Use when an agent needs isolated execution, file analysis, or reports returned to the host.

Building the Capsem VM runtime (kernel, initrd, rootfs). Use when working on the runtime package set, Dockerfile templates, kernel or rootfs builds, or the capsem-builder backend.

Capsem testing policy and workflow. Use whenever running or writing tests. For VM, hypervisor, frontend, or Python specifics see the dev-testing-* skills.

Capsem's release process: orthogonal binary/runtime CI, signing, notarization, channel deployment. Use for release commands, failures, manifests, or anything affecting what ships.

Rust patterns and hard-won lessons. Use when writing Rust in capsem-core, capsem-app, or capsem-agent: async/tokio, non-blocking I/O, cross-compilation.

Testing the Capsem frontend. Use when writing frontend tests, running type checks, or doing visual verification with Chrome DevTools MCP.

Capsem project overview and navigation: what it is, how the crates fit, which skill owns what. Start here when orienting on any task.

The documentation site, docs.capsem.org. Use for user-directed Diátaxis documentation and Astro Starlight changes.

Creates product search agents with semantic search and RAG on Google Cloud (Vector Search on Gemini Enterprise Agent Platform, BigQuery, embeddings). Use when the user wants to "build a product search agent", "create an e-commerce search", "make a shopping…

Creates virtual try-on agents supporting image and video (catwalk animation) try-ons on Google Cloud (Gemini image models and Veo on Gemini Enterprise Agent Platform). Handles resource setup, user photo uploading, image/video generation pipelines, local…

Work with the Ambient Quality Agent (AQuA) added to this agents-cli project: augment the agents-cli agent with AQuA or attach the agent to an AQuA deployed elsewhere, read the quality insights it finds in production conversations, get AQuA's root-cause…

Run a custom investigation: review a chosen slice of conversations instead of a random sample, by writing a SQL selector over the observed agent's telemetry, and optionally narrow what the reviewer reports. Use when a message asks to investigate only certain…

Root-cause analysis of one AQuA insight against the observed agent's own source code. Use when a message names an insight and asks what the root cause is, how to fix it, why the agent behaved that way, or to diagnose a failure -- for example `Diagnose insight…

Blog post writing skill with structure templates and style guidelines. Guides the agent through writing well-structured, engaging technical blog posts with proper formatting, section flow, and reader engagement techniques.

Content research and SEO writing methodology. Guides the agent through topic research, keyword identification, competitive analysis, and writing SEO-optimized content that ranks well and provides genuine value to readers.

Review a GitHub pull request and leave inline comments in a natural human reviewing voice, indistinguishable from comments typed by hand on the GitHub web UI. Deliberately bounded to defects a reader can settle by looking at the anchored line, rather than a…

Launches automated vulnerability review campaigns on target files or repositories. Use to initiate Mantis vulnerability review pipelines with automated preflight checks, environment auto-configuration, and runtime overrides (sandboxes, models, endpoints).…

Generates and runs crash reproducers to verify security flaws. Use when viable findings exist and you need to write and execute a script or payload to verify the crash. Don't use for code auditing or patching.

Proactive security advisor and architectural remediation assistant for secure code development. Use to query threat models, historical vulnerability lineages, verified patch patterns, triaged false positives, and learned trajectory invariants before code…

Synthesizes raw learnings and codebase analysis into an interlinked Markdown Knowledge Base (KB). Use at the beginning of a loop to build or update architecture.md, entities, and vulnerabilities. Don't use for generating threat models or formulating execution…

Calculates the final risk score based on empirical evidence and architectural impact. Use when findings have been fully processed by previous stages and you need to append final risk scores to the finding files. Don't use for discovering new vulnerabilities…

Analyzes individual security findings to identify and construct complex exploit chains. Use after validation stages to see if multiple low-severity bugs can be combined into a higher impact vulnerability. Don't use for initial codebase auditing or writing…

Assesses the production viability of findings, filtering out debug-only features and assertion traps. Use when findings have been validated and you need to confirm they are triggerable in production release builds (with assertions disabled). Don't use for…

Consolidates raw security findings to eliminate redundant reports. Use when raw findings have been generated by the researcher and need consolidation before review. Don't use for initial code auditing or patch generation.

Use this skill to initialize and configure skills_lint in a Dart project. Covers adding skills_lint to pubspec.yaml dev_dependencies, creating root skills_lint.yaml, generating baseline ignore files for legacy skills, and configuring CI workflows or…

Use this skill to execute skills_lint validation and resolve rule violations across AI agent skills. Covers running the CLI validator, analyzing diagnostic failures, applying automated fixes with --fix, and authoring custom SkillRule classes in Dart.

Executes AI agent skill evaluations with staged execution pipelines and data-driven discovery. Requires a reserved keyword (content, triggers, audit, all, help); running without arguments displays the CLI usage guide.

Mandatory checks to run before completing any task that touches md files or dart code in this repository.

Instructions for adding a new validation rule and CLI flag to skills_lint. Use this skill when asked to create a new rule that validates aspects of skills (like frontmatter metadata).

Guidelines and format for writing pull request descriptions in this repository. Use this skill whenever the user asks you to draft a pull request description, submit a PR, or update a PR description.

Formats Dart code with dart format and fixes the lints that formatting can't. Use when a change fails the formatting check in CI.

Prepares and publishes a new version of a Dart package to pub.dev, from the version bump to the GitHub release. Use when asked to cut, tag or publish a release.

Writes a hands-on developer guide for one ADK code unit — a minimal runnable example, how it works, a configuration-option table, advanced uses, limitations, and links to related samples — to `docs/guides/{topic}/{unit}/index.md`, then lists it in the index…

Explains how the ADK runtime fits together: the node and graph execution model, Context and Event flow, checkpoint and resume, tracing, and the rules governing the public API surface. Use when answering "how does X work" about ADK internals, tracing where an…

Diagnoses misbehaving ADK agents by inspecting sessions, events, tool calls, and the exact request that reached the model. Covers the `adk run` CLI and the `adk web` dev server with its session, trace, and debug HTTP endpoints. Use when an agent returns the…

Sets up a local ADK Python development environment in a git clone of the open-source adk-python repository: a uv virtual environment, all dependency extras, pre-commit hooks, and a first unit-test run. Runs only when explicitly requested, never on its own.…

Builds ADK (Agent Development Kit) Python agents: LLM agents with tools, graph workflows of function and agent nodes, conditional routing, fan-out and join, schema-validated delegation between agents, human-in-the-loop pauses, and pytest coverage for all of…

Reviews the uncommitted changes in an adk-python working tree and reports correctness, design, public-API stability, test, sample and documentation gaps as a prioritized findings report, fixing them only when asked. Use when the user asks to review local…

Python style and codebase conventions for ADK (Agent Development Kit): private-by-default file visibility, imports, type hints, Pydantic v2 models, formatting, docstrings, logging, async I/O, file and test layout, and unit test structure. Use when writing or…

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, predict values, detect outliers or anomalies, find key drivers, perform semantic…

Builds ADK Kotlin agents: LlmAgent with instructions and tools, @Tool function tools generated by KSP, hand-written tools, agent-as-tool and MCP, Sequential / Parallel / Loop agents and LLM transfer between sub-agents, callbacks and plugins, session state,…

Sets up ADK Kotlin: either a consumer project that depends on the published com.google.adk artifacts (Gradle or Maven coordinates, KSP wiring for the @Tool processor, Kotlin / JDK / Android floors) or a contributor checkout of the adk-kotlin repository…

Translates a common phrase into one or more languages.

Casts a fireball at a specified target.

Summons a magical creature to assist you.

A skill living directly under the assets root.

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Standard verification pipeline to execute after modifying C++ source or header files. Use this skill to format includes, build the engine, and run core tests.

Guidelines and SOP for synchronizing public C++ API changes (methods, enums, options structs) to Java (Android JNI) and JavaScript/TypeScript (Web/WASM Embind).

Clean and build Filament targets for development, debugging, and production. Use this skill whenever you need to clean the workspace or compile desktop targets.

Cherry-pick a commit onto another branch and open the PR. Use when the user asks to cherry-pick or backport a commit or PR to a release branch.

Adversarial systems, concurrency, memory-model, and architecture code review protocol. Use this skill whenever asked to review code, PRs, diffs, or branches in Filament.

Enforce C++ static thread safety annotations and correct synchronization primitives. Use this skill when designing multi-threaded classes or editing guarded member fields.

Build, deploy, run, and benchmark Filament binaries on connected Android devices or emulators. Use this skill for compiling, pushing, and executing Android tests or benchmarks.

Enforce correct Filament object creation and destruction lifecycles. Use this skill when initializing rendering pipelines or allocating/deallocating GPU buffers and entities.

Use when working in this project — adding tools, editing the agent, running, evaluating, serving or deploying it — or when guidance mentions ADK, LlmAgent, google.adk, adk web, or an ADK runner. This project is a Claude Agent SDK agent scaffolded by…

Use when working in this project — adding tools, editing the agent, running, evaluating, serving or deploying it — or when guidance mentions ADK, LlmAgent, google.adk, adk web, or an ADK runner. This project is LangChain/LangGraph scaffolded by agents-cli, so…

This skill should be used when the user wants to "write agent code", "build an agent with ADK", "add a tool", "create a callback", "define an agent", "use state management" — in a project that needs ADK (Agent Development Kit) API patterns and code examples.…

This skill should be used when the user wants to "deploy an agent", "deploy my ADK agent", "set up CI/CD", "configure secrets", "troubleshoot a deployment", or needs guidance on Agent Runtime, Cloud Run, or GKE deployment targets, or binding an agent to an…

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 failures", "compare eval results", "optimize agent", or needs guidance on the Gemini platform eval…

This skill should be used when the user wants to "set up tracing", "monitor my agent", "configure logging", "add observability", "debug production traffic", or needs guidance on monitoring deployed agents, including ADK (Agent Development Kit) agents. Covers…

This skill should be used when the user wants to "publish an agent", "publish my ADK agent", "register an agent with Gemini", "publish to Gemini" (formerly Gemini Enterprise), or needs guidance on the agents-cli publish gemini command. Also use when the user…

This skill should be used when the user wants to "create an agent project", "start a new ADK project", "build me a new agent", "add CI/CD to my project", "add deployment", "enhance my project", or "upgrade my project". Part of the agents-cli skills suite.…

Develop, modify, build, test, or validate code in google/zerocopy's zerocopy crate and its derive crate. Use for implementation work, compiler-version gating, generated macro code, UI or compile-fail tests, test placement, linting, feature-gate validation,…

Review proposed changes to google/zerocopy's zerocopy crate and derive crate. Use for pull-request, patch, or diff review where findings should account for zerocopy's correctness, compatibility, testing, maintainability, known merge-blocking placeholders and…

Author, document, review, audit, or redesign unsafe Rust with proof-grade rigor. Use for unsafe blocks and functions, unsafe traits and impls, raw pointers, FFI, inline assembly, intrinsics, layout or validity reasoning, concurrency and atomics, SIMD and…

Author, document, review, audit, or redesign unsafe Rust with proof-grade rigor. Use for unsafe blocks and functions, unsafe traits and impls, raw pointers, FFI, inline assembly, intrinsics, layout or validity reasoning, concurrency and atomics, SIMD and…

Author, document, review, audit, or redesign unsafe Rust with proof-grade rigor. Use for unsafe blocks and functions, unsafe traits and impls, raw pointers, FFI, inline assembly, intrinsics, layout or validity reasoning, concurrency and atomics, SIMD and…

Author, document, review, audit, or redesign unsafe Rust with proof-grade rigor. Use for unsafe blocks and functions, unsafe traits and impls, raw pointers, FFI, inline assembly, intrinsics, layout or validity reasoning, concurrency and atomics, SIMD and…

Author, document, review, or audit unsafe Rust with proof-grade rigor. Use for unsafe blocks and functions, unsafe traits and impls, raw pointers, FFI, inline assembly, intrinsics, layout or validity reasoning, concurrency and atomics, SIMD and target…

Author, document, review, audit, or redesign unsafe Rust with proof-grade rigor. Use for unsafe blocks and functions, unsafe traits and impls, raw pointers, FFI, inline assembly, intrinsics, layout or validity reasoning, concurrency and atomics, SIMD and…

Build spatial UI in XR Blocks. Use when adding cards, overlays, panels, text, controls, model-viewer interfaces, layout, styling, themes, or UI placement with the built-in UI system.

Design and implement XR Blocks interactions. Use when adding selection, hover, direct touch, grab, gestures, event ownership, propagation, automatic manipulation, or physics-driven object behavior.

Add AI behavior to an XR Blocks application. Use when implementing Gemini or OpenAI queries, Gemini Live voice or vision, generated images, scene-grounded responses, or model-requested tools with an observable XR outcome.

Connect physical-world sensing to XR Blocks application state. Use when adding planes, scene meshes, depth, occlusion, world collision evidence, object or human recognition, face tracking, segmentation, or agent-facing scene context.

Build or extend a complete XR Blocks application. Use when the request concerns an app scaffold, a whole experience, several SDK areas, or an end-to-end simulator or XR handoff rather than one focused subsystem.

Complete an XR Blocks SDK change across implementation, runtime wiring, public exports, proof, build output, examples, and canonical documentation. Use when editing the XR Blocks repository rather than an application that consumes it.

Debug and repair XR Blocks applications. Use when an app fails to build or run, produces incorrect UI, interaction, sensing, or rendering behavior, differs between simulator and device, leaks resources, or contains obsolete SDK patterns.

Pin content to a real place with WebXR spatial anchors, and bring it back in a later session. Use when virtual content must stay put as the headset refines its map of the room, or when an app should remember where things were left. Covers `enableAnchors()`,…

Bootstrap directory README.md files across a repository subtree.

Interactive ideation and brainstorming skill for the Elephant & Goldfish Model (EGM). Helps turn half-baked concepts into structured hypotheses via clarifying questions, review, and iterative refinement. Produces an RFC summary for human review or more…

Drafts a design document section-by-section using the concepts brief from egm-brainstorm (or user notes). This is the second step in the Elephant-Goldfish (EGM) feature flow. Use when you are ready to write a design doc after aligning on requirements +…

Runs drift detection on all design documents to check for document and code consistency. Produces an actionable report with differences. Use when the user asks to detect drift or check for consistency across all design documents or READMEs in a directory.

The Elephant resolution skill. Ingests flat deficiency reports from concurrent Goldfish reviewers, applies automated fixes for PROPOSE FIX items via UI multiple-choice gates, and presents interactive negotiation/re-sync checkpoints.

Executes the Antagonistic-Review process from the Elephant-Goldfish Model (EGM) via an automated multi-agent review loop to audit documents against qualitative standards and structural templates, and automatically apply approved fixes. Use when reviewing…

Orchestrates the EGM Goldfish Review Protocol. Used as part of the EGM process to perform design document reviews. Executes five review phases: Initial Zoom Out Review, Comprehension Review, Design Critique, Intermediate Zoom Out Review, and Implementation…