3 ‘No-Code’ Moves to Tame the Cursor Black Box

AI Prototyping Hacks for UX Designers

Let’s be real: trying to go a day without touching Cursor — or some flavor of AI vibe-coding tool — is impossible if you’re a designer in enterprise IT. The whole AI-in-the-job push has been a mix of exhilarating and draining. I love how fast static designs become interactive, but getting to a clean, hosted, and easily browsable prototype felt like fumbling around in a black box.

After going through the grind, I’ve narrowed it down to 3 tangible, actionable “tricks” that will level up your AI-prototyping game, whether you’re just starting out or already consider yourself an AI-prototyping master.

Recommendation 1: Define terms with the Cursor chat

We all use internal shorthand for product elements, and you need to get Cursor on the same page. Take this monster phrase, for example: “in the drawer containing the navigation flyout that opens when a user clicks the masthead dropdown field labeled ‘Services’.” It’s exhausting to type out every time I need to make a change. Internally, my team just calls it the ‘services menu.’ If you feed that knowledge to Cursor, it can execute your designs way more efficiently because you won’t have to change how you communicate. You just need to tell the chat, plain and simple:

“From now on, I want to refer to ‘the drawer containing the navigation flyout that opens when a user clicks the masthead dropdown field labeled ‘Services’ as the ‘services menu’.”

Once you lay down the law, Cursor confirms it understands and starts using your custom term, saving you tons of time and headache.

More terms that I defined with Cursor …

• Help panel: The drawer component that comes in from the right side of the UI when a user clicks on the masthead ‘question-circle’ utility icon button
• Bundle: A collection of services that share a left-navigation structure (I work on a SAS platform, so we have several different left-navigations depending on the product context you’re in)
• Widget bank: The pale blue box that slides down from the page header of the homepage when a user clicks on ‘+ Add widget’, that stores widgets that are not currently being used on the page.

Recommendation 2: Explore hosting options early in the process

I’m just going to be honest: the absolute worst part of my entire vibe-coding workflow was setting up hosting to get a browsable URL for coworkers and stakeholders. Even with support, I was totally overwhelmed. I knew GitHub Pages, but I kept hearing whispers about GitLab Pages and Vercel and just wanted the easiest option, not knowing the trade-offs. I started with GitHub Pages because it was familiar, but then decided to try GitLab Pages by cloning my prototype, thinking it would be easier since my terms were already defined (Rec 1) and I had my main chrome implemented. Spoiler alert: I fought with GitLab for hours, gave up, and then threw my credit card at Vercel because Gemini said it was the most ‘designer-friendly.’ This whole agonizing experience is why I’m telling you now: explore your hosting options early.

I ended up with a cloned project originally configured for GitHub, then messed with for GitLab, and finally, desperately shoehorned into Vercel. I was frustrated because hosting is NOT a drag-and-drop sport, especially when you have zero conceptual understanding of the infrastructure configurations Cursor injects during these experiments. I did get Vercel working for almost-fully-automated deployments — thankfully, since I had paid for it — but the mix of configuration bits from all three platforms made the whole process clunky. Cursor didn’t clear out the old GitHub and GitLab configurations, and I got error after error because I didn’t know why.

To save you the pain, here are my quick takes on the three platforms so you can make a smarter decision than I did:

• GitHub Pages: Easiest to get your prototype up and running, but unprotected by VPN (this is good for external customer usability testing, but not so good for any higher security GUIs). Does not support certain backend functionality including: databases, API endpoints, and communicating with MCP servers to fetch data.
• GitLab Pages: Supposedly similar configuration process to GitHub Pages (although this was not my experience), but is VPN-protected. Does not support certain backend functionality including databases, API endpoints, and communicating with MCP servers to fetch data.
• Vercel: Took a bit of effort to get up and running, but has more customization available and is the only one of these three tools that DOES allow for you to deploy applications that communicate with more complex backend structures like databases, API endpoints, and MCP servers.

Recommendation 3: Determine your prototype’s ‘must have’ elements before you start vibe coding

It can be easy to get bogged down by trying to make your prototypes pixel-perfect. Having started my career in graphic design, I prefer to work pixel perfect as much as possible, so I learned quickly that I was in a bit of a ‘champagne taste with a beer (token) wallet’ situation. In other words, I spent a month’s worth of Cursor tokens making non-crucial elements pixel-perfect, and had to wait a month for the tokens I would need to actually prototype the main functionality of what I was trying to represent.

My advice to avoid this predicament? Set different levels of priorities for your prototype to avoid running out of tokens before you get the key elements implemented and make sure the bare minimum of each of the highest priority items get implemented with your first half of your available Cursor tokens. For example, here were my priorities for a recent prototype that I made to conduct external usability with …

Priority 1

• Create side ‘Help panel’ that has a fixed, non-dismissable ‘Chat’ tab followed by a dynamic amount of primary-styled tabs immediately to its right
• Make it so that each primary tab has a fixed quantity of 5 secondary / subtabs within them. The 5 tabs should be called: Search, Learn, Knowledgebase, Support, and Feedback

Priority 2

• Create custom dynamic flyout-menu style tab overflow treatment for the top primary tabs
• Enable resource favoriting within the panel

Priority 3 and so on

Once I started formulating this list of priorities, it truly helped me to stay focussed while vibe coding my prototype.

Another way to combat that is by determining the page layout with basic components that your Cursor MCP knows how to carry out, and telling it, “just use placeholder content for now — I will provide content later”. This allows you a basis for communication with Cursor. For example, if I’m looking to create a net-new dashboard-style page in my application, here is the first prompt that I might feed Cursor, using some of the terminology that I defined in (1):

“Create a new page in the ‘Settings’ bundle called ‘Alerts. In the body of this page, include a full width card component at the top of the page and then put 3 cards side by side below that such that they each take up ⅓ of the width.”

Wrap up

AI-prototyping offers the rewarding speed of turning static designs interactive, but the journey to a clean, hosted prototype often feels like navigating a black box. Designers can streamline their workflow and deployment by adopting a few “no-code, no-terminal tricks” rooted in thoughtful preparation.

The key to a consistently rewarding and streamlined design process is maximizing AI integration through these actionable strategies:

• Smart Communication: Proactively define your product’s internal terminology (e.g., ‘services menu’ or ‘help panel’) with the Cursor chat to make communication more efficient and empower the AI to carry out designs more effectively.
• Early Infrastructure Planning: Overcome the biggest pain point of hosting by making an informed decision about options like VPN-protected GitLab Pages, simple GitHub Pages, or backend-supportive Vercel before you start vibe coding.
• Focused Prioritization: Determine your prototype’s critical “must-have” elements and set clear priorities to manage resources, such as Cursor tokens, and ensure core functionality is implemented before non-crucial details.

By embracing these preparation strategies, you can transform the exhausting aspects of AI integration into a consistently rewarding part of your design workflow.

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Disclaimer: This story was drafted with AI assistance. All insights and final edits are the author’s own.