MCP: AWS Labs MCP
by AWS Labs
AWS Labs' core MCP server — the entry point to AWS's official collection of service-specific MCP servers.
Google's official MCP server for driving the gcloud CLI from natural language, with allowlist and denylist controls over which commands an agent may run.
Set up this MCP server in your favorite AI agent — copy a ready-made configuration below.
The gcloud CLI is enormous, and most of the friction in using it is remembering which of several hundred command groups, flags and argument shapes applies to the thing you want. Google's official gcloud MCP server removes that step: an agent describes the outcome, the server executes the corresponding gcloud command against your Google Cloud environment, and multi-step workflows can be chained into a single request instead of being assembled by hand.
The practical audience is wider than "people who dislike typing". Teams routinely have members who are competent engineers but not fluent in gcloud, and this server lets them perform real cloud operations without first learning the surface area. Because the server is a wrapper over the CLI rather than a bespoke API client, whatever your gcloud installation can do, the agent can do — which is also why the safety controls matter.
The server supports allowlisting and denylisting gcloud commands, so an operations team can expose read-oriented commands to an agent while blocking destructive ones. For an MCP server that shells out to a cloud CLI, this is the single most important configuration to get right before pointing an agent at a production project.
For Gemini CLI and Gemini Code Assist, npx @google-cloud/gcloud-mcp init --agent=gemini-cli installs it as a Gemini CLI extension for the current user across all projects; gemini mcp list then shows it connected over stdio. Any other MCP client takes the standard stdio entry running npx -y @google-cloud/gcloud-mcp. Node.js 20 or higher and an installed, authenticated gcloud CLI are prerequisites.
The same repository publishes sibling servers for Google Cloud Observability, Cloud Storage, and Backup and Disaster Recovery, and Google separately operates a set of remote, fully managed MCP servers for Google Cloud products that authenticate with your Google credentials over HTTP.
Apache 2.0 licensed and maintained by Google in the googleapis organisation.
by AWS Labs
AWS Labs' core MCP server — the entry point to AWS's official collection of service-specific MCP servers.
AWS's managed MCP server: call any AWS API, run sandboxed Python against your account, and load AWS agent skills on demand — under IAM, CloudWatch and CloudTrail.
by Runpod
Runpod's official MCP server for driving GPU infrastructure — create and manage Pods, Serverless endpoints, templates and network volumes from an AI client.
by DigitalOcean
DigitalOcean's official MCP server — deploy apps and manage Droplets, databases, and storage conversationally.