Skip to main content
In this guide you’ll learn how to integrate Cursor (an AI-assisted editor) into an Ansible-driven workflow to speed up playbook creation, generate templates, and validate changes before applying them to managed hosts. This walkthrough covers:
  • creating a local workspace and basic Ansible configuration,
  • installing and authenticating Cursor Desktop,
  • using Cursor to generate and refine an Ansible playbook,
  • adding a Jinja2 template and an idempotent lineinfile change,
  • linting and executing the playbook, and
  • verifying the result on the managed host.
A slide titled "Integrating Cursor" showing a DevOps team icon on the left linked by a dotted line to a laptop/gear graphic on the right. The right panel is labeled "Testing AI tools to improve playbook creation."
High-level workflow
A dark-themed presentation slide titled "Demo." It lists six numbered steps for using Cursor in VS Code: create/open the project, install Cursor, generate tasks, improve and validate the playbook, and execute the validated playbook.
Before you begin: ensure passwordless SSH or configured credentials from the control host to managed hosts, and that you have privileges to install and manage services (become/sudo). If you plan to run this on remote systems, test in a safe environment.
Workspace setup (control host) Create a working directory and add a minimal inventory and ansible.cfg so Ansible targets your local inventory and uses privilege escalation. Commands:
Create a simple inventory file named inventory:
Create an ansible.cfg file that points Ansible to the local inventory and enables privilege escalation by default:
Now your workspace prompt should look like:
Install and sign in to Cursor Desktop
  1. Open a browser and download Cursor for your platform: https://www.cursor.com/download
  2. Install the Cursor Desktop app, then sign in (e.g., via Google) to your Cursor account.
  3. Configure appearance/IDE layout if desired, then open the project directory (the cursor folder you created).
A browser screenshot of the Cursor website showing a dark "Appearance" settings panel with layout and theme options (IDE layout and Dark theme) and a highlighted "Continue" button with a hand cursor.
Create the initial playbook with Cursor Open the cursor project directory in Cursor or your IDE and create site.yaml (or site.yml). Ask Cursor to generate an Ansible playbook to deploy httpd on RHEL-based servers in the webservers group. Cursor often suggests tasks such as installing the package, enabling and starting the service, managing firewall rules, and adding templates. A concise Cursor-generated starting playbook:
Refine the playbook — add a Jinja2 template We want to deploy an index.html.j2 template that renders the managed host’s hostname (using ansible_hostname). Create index.html.j2 with the HTML content below. This template will be rendered on each managed host.
Update the playbook to deploy the template and notify a handler that restarts httpd on changes. Add an idempotent line insertion To append a consistent line to the rendered page, add a lineinfile task that inserts the paragraph only if it does not already exist. Notify the restart httpd handler when the file changes. Final consolidated site.yaml (refined playbook):
Best practice: review Cursor suggestions and remove duplicate or unnecessary tasks (for example, multiple service tasks or firewall rules if not required). Useful Ansible modules used Open and lint the playbook in VS Code Open the cursor directory in VS Code to inspect files. Run Ansible Lint to catch style and potential issues: https://ansible-lint.readthedocs.io/ VS Code and Cursor extensions may flag warnings; these are often informational but should be reviewed.
A screenshot of a dark-themed code editor (Visual Studio Code) with an open file picker window showing a Home folder and blue folder icons like Desktop, Documents, Downloads, Music, Pictures, and Videos. The code editor sidebar and a "Build with agent mode" panel are visible in the background.
Run the playbook Execute the playbook from the control host:
Sample (trimmed) output showing successful tasks:
Verify on the managed host SSH into the managed host and retrieve the rendered page:
Expected output includes the rendered hostname and the added paragraph:
When testing playbooks that install or restart services, be mindful of production impact. Run first in a staging or lab environment. Confirm proper privilege escalation and inventory targeting to avoid unintended changes.
Summary and recommendations
  • Cursor can accelerate playbook authoring by suggesting task skeletons, templates, and small refinements. Always review generated content.
  • Use handlers and idempotent modules (template, lineinfile, systemd) to produce safe, repeatable runs.
  • Validate generated playbooks with Ansible Lint and test in a controlled environment before applying to production hosts.
  • Combine Cursor suggestions with human review to maintain correct security posture and operational intent.
Links and references

Watch Video