Mouad Kabiri

Visdiff - Stop bridging the design-to-code gap, close it

AI coding tools generate frontends that look close, but never match the design. You end up spending hours fixing spacing, fonts, colors, and layout. Design-to-code plugins generate rigid code. Visual regression tools catch problems but don't fix them. Visdiff closes the loop: paste your Figma link, and AI agents generate, verify, and fix the code against your design reference until it actually matches. No more "close enough." What you designed is what gets shipped.

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Mouad Kabiri
Hello Hunter👋🏻 I'm Mouad, one of the co-founders of Visdiff. We ran a development agency and every single project had the same problem: a client hands us a Figma design, we use the best AI coding tools available (Cursor, Claude, v0), and the output is never pixel-perfect. We'd spend 3-5 hours per page manually fixing things that should have been right. We talked to dozens of developers and designers, turns out everyone has this pain. Agencies, freelancers, in-house teams. The AI tools are amazing at generating code, but terrible at visual accuracy. So we're building Visdiff: a visual diffing engine that sits between Figma and your codebase. It generates code, screenshots the result, compares it pixel-by-pixel to the original design, and iterates until it matches. We're looking for developers who want to be first in line when we ship. If you've ever wasted hours fixing AI-generated code to match a design, we're building this for you. Would love to hear: what's the most annoying visual bug you keep having to fix manually?
Bengeekly
Hey, Congrats on the launch. What makes you different from other similar products? Is your target designers, agencies or developers?
Abderrahmane Hana

@bengeekly Hey, thanks!

Most design-to-code tools give you a first pass and leave you to fix the rest manually. We do the fixing part too. VisDiff generates the code, then screenshots what it built, compares it to the Figma, and keeps iterating until it actually matches. You can finally get production ready output instead of a rough starting point.

From there you can take the code directly or use our MCP server to plug it into your existing codebase.

Target is both developers and agencies. We come from an agency background and built this for ourselves first. Individual devs shipping UI from Figma have the same pain, just at a different scale. Designers aren't the primary user today, but the direction we're heading is making it possible for designers to push changes without waiting on a developer at all.

Bengeekly
@abdelh2o nice, Does it support multiple coding languages?
Abderrahmane Hana

@bengeekly We use React + Tailwind internally for the generation and diffing phase, that's where we get the code to spec. But when you integrate the output into your codebase through MCP, your coding agent (Cursor, Claude Code, etc.) can translate it into whatever framework or language your project uses. So the internal engine is React + Tailwind, but you're not locked into that on your end.

Sean Doyce
This looks promising, and I can see the value when Figma and the codebase are perfectly in sync. However, in practice, production environments often diverge from the original designs—whether it’s updated iconography or elements that were cut during development but never reflected back in Figma. How does your tool manage these discrepancies between the 'source of truth' in design and the actual live implementation?
Abderrahmane Hana

@sdoyce Great question. This is a real problem and we intentionally don't try to solve it by being heavy-handed.

VisDiff generates code against the Figma reference, but it doesn't force anything into your codebase. The integration step (through MCP) is where you stay in control, so if something was intentionally changed or dropped during development, you just instruct the agent to skip it.

We're also planning to support the reverse flow (diffing the implementation back against the design) so teams can keep Figma up to date with what actually shipped. Basically the same engine, but in the opposite direction.

Sean Doyce
@abdelh2o ok awesome, yes the reverse process is actually almost as valuable for us. Can’t wait to test this out!
Anusuya Bhuyan
Bold tagline. What happens when the design updates mid sprint, does it auto sync or require a manual pull?
Abderrahmane Hana

@anusuya_bhuyan Since it's the same Figma URL, you just hit refresh: VisDiff pulls the latest design, diffs it against your current code, and only updates what changed, so no need to start over.

We're also exploring auto-detection of Figma changes so it can trigger automatically. Would that be useful in your workflow?

Achraf El Ghazi

Congrats on the launch! When you say it integrates with existing codebases through MCP, what does that look like in practice?

Mouad Kabiri

@achraf_el_ghazi Thanks!
So the way it works is pretty simple, through MCP, Visdiff connects directly to your coding environment. Think of it as a bridge between your Figma design and your IDE.

In practice: you're working in your codebase as usual, you paste your Figma link, and Visdiff generates the code within your project structure using your existing components, your design system, your styling setup. Then it screenshots the rendered output, compares it to the Figma design, and keeps adjusting until it matches.

So you're not getting generic code dumped into a new project, it's writing code that fits into what you already have.

Natalia Iankovych

Can I define my own styles before starting a project? In other words, is there a proper flow for legacy projects?

Abderrahmane Hana

@natalia_iankovych Good question. You don't need to configure styles inside VisDiff. When you integrate through MCP, the coding agent already has context on your existing codebase (your styles, your components, your conventions). It works within what you already have.

So for legacy projects, the flow is the same. VisDiff handles the design accuracy, your coding agent handles fitting it into your project.

Hamza Ifleh

What happens with responsive? Figma designs are usually at one breakpoint. Does VisDiff only match that specific size, or does it do anything to make sure the output doesn't fall apart at other screen widths?

Oussama BEZZAD

@hamza_ifleh Good question, there are two parts to this. First, even with a single mockup, VisDiff generates responsive output by default. So if your design is a desktop frame, the implementation won't break on mobile out of the box.

Second, we're actively building multi-breakpoint support. You'll be able to link each Figma frame to a specific screen size (desktop, tablet, mobile) and VisDiff will match all of them simultaneously. Your 1440px frame, your 768px frame, and your 375px frame each converge to pixel-perfect, and the in-between sizes get handled cleanly. Design at the breakpoints you care about, we fill the gaps.

Aya Birouk

Hi, I’d definitely use this! I have 2 questions though. How do you map elements from design to implementation under the hood? And a real friction point for lots of us is that, unless given incredibly specific instructions, AI tends to just throw a magic number or an !important to pass a visual check, which over-time adds up to crazy tech debt. Does Visdiff address this?

Oussama BEZZAD

@aya_birouk Thanks, glad it resonates!

On element mapping, each component gets first implemented in isolation based on Figma, then integrated into the existing codebase through MCP. This means the agent has full context on your existing components and logic, and reuses them as much as possible. So the matching is highly contextual and semantic, not just visual. This works regardless of whether you have a clean design system, a partial one, or none at all.

On the tech debt point, there are two guardrails: our first implementation in a controlled environment helps us guarantee best practices and being aggressive with code smells like magic numbers and !important (we consider any occurrence as a failure, prompting autonomous reiterations). Because the agent is grounded in your actual codebase, it doesn't just "make the screenshot pass." It knows your existing patterns, your components, your spacing tokens, your utility classes, so it takes an already good code and personalizes it based on what already exists in your project. The result is code that fits in, not code that hacks around the problem.

ray

The Figma URL approach with no setup is a big deal. I've used Cursor to build UIs from Figma screenshots and the spacing is always slightly off. Does it work with any frontend framework or are there specific ones it handles best?

Mouad Kabiri

@ray_artlas Yes! It works with any codebase since it integrates through MCP. So whatever framework or stack you're using, it plugs right in. You just paste your Figma link and it handles the rest.

ray

@kabirimouad  Good to know, thanks! That makes it way more flexible than I expected.

Mohamed Reda El Ghazouani

I’ve run into this a lot working on frontend projects. The generation part is fast, but getting things pixel perfect still takes time. Curious to see how well this performs in real-world use.

Oussama BEZZAD

@iimedr We've been using VisDiff on real client work at our agency for a while now, and design changes that used to take hours of back-and-forth are down to minutes. In the demo video of this announcement, the design was implemented autonomously in less than 3 minutes. We'd love for you to try it and see for yourself.

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