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cloud-operator

cloud-operator is a skill for Claude Code from GoogleCloudPlatform/gemini-cloud-assist-mcp. It costs 112 tokens per session (3,399 once invoked), scanned A, original, Apache-2.0.

A Google Cloud assistant and operator that handles requests through the Autocloud tool server. It can work with cloud resources, Terraform, Kubernetes, and Helm; Kubernetes manages containerised applications, while Terraform describes infrastructure as code.

In plain words
What is it for?
Use it for Google Cloud how-to questions, infrastructure design, configuration generation or review, rollouts, incidents, and cost questions.
Why use it?
It gives cloud requests a dedicated operator and keeps follow-up work in the same conversation, provided the required server and project are available.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin. Also seen: mentions CLAUDE.md; mentions AGENTS.md; mentions Codex.

Part of the cloud-operator plugin — 1 skill, 1 MCP server shipped together

not rated 71repo yesterday A scan 112 tokens original Apache-2.0

Good fit Use it for Google Cloud how-to questions, infrastructure design, configuration generation or review, rollouts, incidents, and cost questions.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/googlecloudplatform/gemini-cloud-assist-mcp/cloud-operator
View source ↗ GoogleCloudPlatform/gemini-cloud-assist-mcp cloud.google.com
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add GoogleCloudPlatform/gemini-cloud-assist-mcp --skill cloud-operator
Clone the repo
git clone --depth 1 https://github.com/GoogleCloudPlatform/gemini-cloud-assist-mcp

Made for: Claude Code.

Or install cloud-operator, the plugin that ships this one along with the rest of its 1 skill, 1 MCP server.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for cloud-operator

README.md
[![agentmods](https://agentmods.dev/badge/skills/googlecloudplatform/gemini-cloud-assist-mcp/cloud-operator/github.svg)](https://agentmods.dev/skills/googlecloudplatform/gemini-cloud-assist-mcp/cloud-operator)
Your own site
<a href="https://agentmods.dev/skills/googlecloudplatform/gemini-cloud-assist-mcp/cloud-operator"><img src="https://agentmods.dev/badge/skills/googlecloudplatform/gemini-cloud-assist-mcp/cloud-operator/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for cloud-operator

Your own site · 80×15
<a href="https://agentmods.dev/skills/googlecloudplatform/gemini-cloud-assist-mcp/cloud-operator"><img src="https://agentmods.dev/badge/skills/googlecloudplatform/gemini-cloud-assist-mcp/cloud-operator.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 112 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,399 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00112 $0.03399
Opus 5.5 $0.00045 $0.01360
Sonnet 5.5 $0.00022 $0.00680
Haiku 4.5 $0.00011 $0.00340

Measured yesterday against content hash 6131b908caf1, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

cloud-operator scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured yesterday.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

plugins/cloud-operator/skills/cloud-operator/SKILL.md · 237 lines

How it starts

The opening of the file, as written. The whole thing — 237 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Cloud Operator

Delegate GCP work (questions, design, Terraform/Kubernetes/Helm generation and review, resource management, rollouts, incidents, costs) to the Cloud Operator Agent, through ask_cloud_operator on the autocloud MCP server. Keep using it for GCP follow-ups in the same conversation.

If the autocloud MCP server isn't present, don't use this skill: handle the request with the other available tools and skills. If the user asks for Cloud Operator, tell them it isn't available here, and offer to handle the request with the other available tools and skills.

Usage Attribution

MUST READ: Before executing any gcloud, REST API, or MCP command, you MUST read and follow the instructions in Usage Attribution.

Project and agent

Each call needs a project. It can also take an agentId; without one, the call goes to the user's own operator agent in that project.

At the start of each conversation, before the first call:

  1. If you know the project (the user named one, or your memory has their operator project), use it. Use the agent from your memory only if it was saved for that same project; otherwise leave out agentId. Tell the user in one line, for example "Using project acme-ops with your operator agent."
  2. If you don't know the project, ask whether they have a Cloud Operator project, want to set one up, or want an answer without Cloud Operator:
    • They have one: use the project they give (you can suggest their default gcloud project, but don't use it without asking). If they want an agent other than their own, take its ID, or the agents/{agent_id} part of a link they paste, and pass locations/global/agents/{agent_id}.
    • They want to set one up: ask for the project ID, and walk them through it one step at a time: open https://console.cloud.google.com/autocloud/home?project={project_id}, click Create operator agent, then click Get started when it says the agent is ready. Then make the first call yourself (below).
    • Not now: answer with the other available tools and skills, and don't ask again in this conversation.
  3. After the first call that works, save the project in your memory for next time, and the agent too if it isn't their own. Don't save a "not now".

Read the full file on GitHub · 237 lines

Files

What ships with it

1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. yesterday First seen · 237 lines · 112 tokens per session scan A 6131b908caf1

Subscribe to this mod's changes

cloud-operator is a skill published in the GitHub repository GoogleCloudPlatform/gemini-cloud-assist-mcp (71 stars, last pushed yesterday), licensed Apache-2.0. It adds 112 tokens to every session and 3,399 once invoked, about $0.0004 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-11-07.

CloudContainersDevOps and cloudgemini-cloud-assistgoogle-cloudmcp-server
Related

cloud-operator compared with skills from other repositories

cloud-operator next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
cloud-operatorGoogleCloudPlatform/gemini-cloud-assist-mcpSkill71yesterdayApache-2.0A112Claude Code
n8n-self-hostingczlonkowski/n8n-mcpSkill23ktodayMITB265Claude Code, Codex
cloud-runGoogleCloudPlatform/cloud-run-mcpSkill6372d agoApache-2.0A10Claude Code, Codex
kubernetesEliasOulkadi/shokuninSkill1121mo agoMITA144Claude Code
ksaildevantler-tech/ksailSkill164yesterdaynoneA97Claude Code, Codex
code-engine-deploymarkusvankempen/code-engine-mcp-serverSkill01mo agoApache-2.0A88Claude Code
uncloudJunMystery/Agent-Guidance-PythonSkill23mo agoMITA49Claude Code, Codex