• INVENTORY
  • WORKLOADS
  • NAMESPACE
  • HUMAN

How to audit cluster resources with your AI

Connect Rancher to your agent to pull real-time infrastructure data through simple chat commands.

Ask AI about this page

Short answer

How can I audit my Rancher clusters with AI?

Your agent uses the Rancher Connector to fetch lists of nodes, workloads, and namespaces. You get a clear view of your environment through direct questions. This breakdown shows you the specific outcomes you can expect.

Infrastructure visibility.

What you get from a scan.

The agent pulls data directly from your Rancher environment.

INVENTORY

Node lists

The agent pulls every node in your clusters. You get a clean list of your compute resources without opening the Rancher UI.

WORKLOADS

Workload status

Your agent identifies what is running and where. You can see which workloads are active across your namespaces.

NAMESPACE

Namespace mapping

The agent lists all namespaces to help you see how your resources are partitioned. This makes logical isolation easy to verify.

HUMAN

Manual control

The AI only reads data. You still handle all scaling, deletions, or configuration changes yourself in the Rancher console.

The workflow

What your AI does when the request arrives.

The agent acts as a read-only bridge between your chat and the Rancher API.

  1. Find clusters

    The agent identifies all available clusters to ensure it targets the right environment.

    list_clusters

  2. List nodes

    The agent pulls the specific node details for the selected cluster.

    list_nodes

  3. Check workloads

    The agent looks at the workloads currently running in the environment.

    list_workloads

  4. Map namespaces

    The agent retrieves the namespaces to organize the resource data.

    list_namespaces

Try it

Copy these to start.

Use these prompts to begin your audit.

Starting points

These are opening lines. Swap out the cluster or namespace names for your actual environment names.

Rancher Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_48JQqDtai3S1zaUsKSh5UlUL9fX8wRsUCkOFQCNW/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — Rancher capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "rancher-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_48JQqDtai3S1zaUsKSh5UlUL9fX8wRsUCkOFQCNW/mcp"
    }
  }
}
Copy into chat04

  • List all the clusters in my Rancher environment.

  • Show me all the nodes in the production cluster.

  • Which workloads are running in the kube-system namespace?

  • List all namespaces across my clusters.

  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Start here

Connect Rancher once, then ask.

Link your Rancher credentials once. After that, your agent handles the data retrieval through the Vinkius host.

Connect Rancher to your AI

FAQ

How this task behaves.

  • 01

    Can the AI delete a workload?

    No. The tools only allow the agent to list and read data. You must perform all deletions manually.

  • 02

    Can I use this to change cluster settings?

    No. This connector is for auditing. It does not have tools to modify or change any cluster configurations.

  • 03

    Does the AI see my Rancher passwords?

    No. Your credentials stay encrypted and are only used to facilitate the API calls.

  • 04

    Can I ask about specific namespaces?

    Yes. You can ask the agent to list workloads or nodes within specific namespaces.

  • 05

    Can the AI scale my nodes?

    No. The agent can only list existing nodes; it cannot add or remove them.

  • More questions about Rancher? See everything the Rancher Connector can do

Connect Rancher to Claude, Cursor, ChatGPT & more