• READY
  • SECURE
  • HUMAN
  • FAST

How to provision new Terraform workspaces with your AI

Connect your AI to Terraform Cloud to automate environment setup. Once connected, your agent handles the heavy lifting of workspace creation and variable assignment.

Ask AI about this page

Short answer

How can I use AI to set up Terraform workspaces?

Your AI uses specific tools to create new workspaces in Terraform Cloud and link them to the correct variable sets. This removes the manual clicks needed to prep an environment for a run. You get a fully configured workspace ready for your Terraform code.

The outcomes

What you get from this automation.

The AI handles the configuration steps so you can focus on the code.

READY

Configured workspaces

The AI creates the workspace and attaches the necessary variable sets. You'll find a clean environment waiting in Terraform Cloud.

SECURE

Variable management

Your agent creates and applies variable sets to ensure the right credentials and settings are in place. This keeps your environment consistent.

HUMAN

Final review

You still decide when to trigger the actual Terraform plan or apply. The AI prepares the stage, but you pull the trigger.

FAST

Zero manual setup

Instead of clicking through the HCP UI, you just tell your agent what you need. The setup happens in the background.

The workflow

What your AI does when the request arrives.

The AI follows a logical sequence to move from a text prompt to a live Terraform Cloud environment.

  1. Create the workspace

    The AI starts by spinning up a new workspace in your Terraform Cloud organization based on your requirements.

    create_workspace

  2. Define variables

    If the environment needs specific configuration data, the AI builds a new variable set to hold those values.

    create_variable_set

  3. Link variables

    The AI attaches the newly created variable set to the workspace so the settings are active immediately.

    apply_variable_set_to_workspace

  4. Confirm setup

    The AI verifies the workspace exists and the variables are attached, then reports back to you.

    create_workspace

Try it

Copy these to start.

Use these prompts to kick off the automation.

Starting points

Swap out the bracketed text with your actual organization name and workspace names.

Terraform Cloud (HCP) Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_pNVIE7JDmTNH9R3AT9KWNrBlFpc8rqVEBmhZ8zXB/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 — Terraform Cloud (HCP) capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "terraform-cloud-hcp-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_pNVIE7JDmTNH9R3AT9KWNrBlFpc8rqVEBmhZ8zXB/mcp"
    }
  }
}
Copy into chat04

  • Create a new Terraform Cloud workspace named 'production-web-app' in my organization.

  • Set up a new workspace called 'staging-api' and attach the 'staging-vars' variable set to it.

  • Create a variable set for 'dev-environment' and apply it to the 'dev-db' workspace.

  • Provision a workspace for 'customer-data-service' and make sure it has the standard security variable set.

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

Start here

Connect Terraform Cloud (HCP) once, then ask.

Enter your credentials once to establish the connection. Your login stays encrypted, and you can immediately start managing workspaces through your AI client.

Connect Terraform Cloud (HCP) to your AI

FAQ

How this task behaves.

  • 01

    Can the AI delete existing workspaces?

    No. The current tools only allow for creating workspaces and managing variables. Deletion is a manual task.

  • 02

    Will the AI run my Terraform plan?

    No. The AI sets up the environment and the variables, but it does not execute the actual Terraform apply command.

  • 03

    Can I use this to update existing variable sets?

    No. The AI can create new sets and apply them to workspaces, but it cannot modify the contents of an existing variable set.

  • 04

    Does the AI need my Terraform Cloud API token?

    Yes, you will provide your token during the connection process so the AI can act on your behalf.

  • 05

    Can the AI create multiple workspaces at once?

    Yes. You can ask your agent to provision several environments in a single request.

  • More questions about Terraform Cloud (HCP)? The Connector page answers them. See everything the Terraform Cloud (HCP) Connector can do

Connect Terraform Cloud (HCP) to Claude, Cursor, ChatGPT & more