• STAGING
  • PRODUCTION
  • CLEANUP
  • HUMAN

How to deploy prompt versions with your AI

Connect Humanloop to your AI client to manage prompt lifecycles through chat. You can move versions between environments without touching the Humanloop UI.

Ask AI about this page

Short answer

How can I move prompt versions to production?

Tell your agent which prompt version you want to move and which environment it belongs in. Your agent uses Humanloop tools to identify available environments and push the specific version you requested. You'll see the changes reflected in your staging or production setups immediately.

Deployment outcomes.

Where your prompts land.

Your agent handles the heavy lifting of environment management.

STAGING

Safe testing environments

The AI moves your chosen prompt version to staging. This lets you test changes before they hit live users.

PRODUCTION

Live environment updates

Push specific prompt versions directly to production. Your agent handles the deployment once you confirm the version.

CLEANUP

Removing old versions

If a deployment fails or is no longer needed, your agent can strip it from the environment to keep things clean.

HUMAN

Manual verification

You decide which version is ready. The AI won't guess which prompt is better or push to production without your command.

The workflow

What your AI does when you request a deployment.

The agent acts as the bridge between your chat interface and the Humanloop API.

  1. Identify environments

    The agent checks which environments like staging or production are currently available in your Humanloop account.

    list_prompt_environments

  2. Select version

    You tell the agent which specific prompt version you want to move, and it prepares the deployment.

    deploy_prompt

  3. Execute deployment

    The agent pushes the selected prompt version into the target environment you specified.

    deploy_prompt

  4. Rollback if needed

    If you need to undo a deployment, the agent removes the active version from the environment.

    remove_deployment

Try it

Copy these to start.

Use these prompts to trigger deployment actions.

Starting points

These are basic commands. Swap out the environment names or prompt IDs to match your Humanloop setup.

Humanloop Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_SDhmK5J7LYd6XJCbZRuzCR6WIRna9REWi8m4RQ2M/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 — Humanloop capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "humanloop-llm-prompt-management-api-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_SDhmK5J7LYd6XJCbZRuzCR6WIRna9REWi8m4RQ2M/mcp"
    }
  }
}
Copy into chat04

  • Show me all my available prompt environments.

  • Deploy prompt version v2 to the staging environment.

  • Remove the current deployment from production.

  • Move the latest version of the 'customer_service' prompt to staging.

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

Start here

Connect Humanloop once, then ask.

Just link your Humanloop account to Vinkius. Your credentials stay encrypted, and you can start managing prompts through your favorite AI client immediately.

Connect Humanloop to your AI

FAQ

How deployment works

  • 01

    Can the AI create new prompt versions?

    No. The AI can only deploy existing versions from your library to different environments.

  • 02

    Will the AI accidentally delete my prompts?

    No. The tools only allow for removing a deployment from an environment, not deleting the prompt itself from your library.

  • 03

    Can I deploy to a custom environment?

    Yes, as long as that environment exists in your Humanloop account and the agent can see it.

  • 04

    Does the AI decide which version is best for production?

    No. You must explicitly tell the agent which version to deploy.

  • 05

    Can the AI edit the text inside a prompt?

    No. The AI manages where versions live, but it does not edit the prompt content itself.

  • More questions about Humanloop? The Connector page answers them. See everything the Humanloop Connector can do

Connect Humanloop to Claude, Cursor, ChatGPT & more