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Kombai

The first AI agent built for real-world frontend tasks

Software Engineering
Developer Tools
Artificial Intelligence

Hunted byfmerianfmerian

The first domain-specific AI for frontend tasks beyond prototypes. Build entire app UIs, refactor code, or create components from Figma, text, image or code. Understands your codebase. Works in your IDE. Vastly outperforms generic agents + frontier models.

Top comment

Hello Product Hunt!

The Kombai team is back. We’re thrilled to launch our new domain-specific agent for frontend tasks and can't thank you enough for checking us out! 🙏

WHAT WE ARE LAUNCHING

Today, we’re introducing Kombai’s new avatar, the first domain-specific AI agent for Frontend development. It's a major evolution from our popular Figma-to-code tool, PH’s most upvoted devtool in 2023.

THE MOTIVATION

Today’s models, and by extension general-purpose coding agents, are great at tasks represented in benchmarks, e.g. SWE bench and Terminal Bench, as well as competitive programming platforms, e.g. Leetcode and Atcoder.

However even the frontier models struggle with real-world Frontend tasks, e.g. building a large component or a page using a given set of components and libraries; while adhering to best practices. For example, in our evaluation of large Frontend tasks, SOTA models were unable to produce compilable code 30-40% time, even when coupled with best-in-class MCPs.

On the other hand, AI prototyping tools are great for quickly producing complex-looking V0 (no pun intended) for a page or app. But their outputs can rarely, if at all, be used for long-term production codebases.

KEY CAPABILITIES & FEATURES

Kombai is laser-focused on the frontend domain and has highly specialized optimizations that make AI work for Frontend codebases. In real-world frontend benchmarks, Kombai consistently beats general-purpose agents, even when coupled with frontier models and popular MCPs.

Some of the interesting features:

  • Human-like Codebase Understanding: Learns your repo like a human developer to get parametrized, domain-specific context, going beyond simple embedding search.

  • Best-in-class Figma Interpretation: Uses an advanced engine to interpret complex, imperfect Figma designs that humans create.

  • Understands best practices of 30+ frontend libraries: Uses built-in, human-tested context engine.

  • Plans before it codes, preview before you save: Get editable plans before coding, see visual previews in a sandbox, and iterate safely with a no-write-by-default policy.

  • Smart Model Routing: We continuously benchmark frontier models, so our agent automatically picks the best one for your task, saving you time and cost.

NEXT STEPS

We are committed to improving with your help. Please give the agent a try and share your feedback. Our team will be live all day to answer your questions. We can't wait to build the future of frontend development with you!
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Dipanjan

Co-founder & CEO, Kombai

Comment highlights

Kombai feels like the real deal. It’s the first AI agent truly built for real-world frontend tasks, not just prototyping. The fact that it can build full UIs, refactor code, and even generate components from Figma, text, or images is a huge leap. congrats on the launch

Congrats on the launch @anbhole @dipanjan_dey - all the best!

Big congrats to the Kombai team, This looks like a huge step forward for frontend devs. Love how focused it is on real-world use cases. Excited to try it out.

This is really cool! I am wondering if it can one day integrate backend tasks!

The features look promising, especially the ability to work directly in the IDE and integrate with Figma. Looking forward to seeing how far Kombai can go!
This is such a game-changer for frontend developers! Excited to see how Kombai streamlines UI building
Kombai's innovative approach is really inspiring! I'm curious about how its unique features could streamline workflows and enhance collaboration — excited to explore its full potential further!

Super intriguing finally an AI that’s not just “helpful,” but actually understands frontend development in depth. Love that it works directly in your IDE and goes way beyond basic prototyping.

Can’t wait to see how it performs on large-scale UI builds. Congrats on the launch!

Finally, an AI tool that gets it! Moving "beyond prototypes" is the real game-changer for frontend development. The fact that it understands my existing codebase and works in the IDE is a massive win. Congrats on the launch!

Congrats to the team! One question about how accurate is the conversion from Figma/text/image to production-ready code? Are there any limitations?

The integration with IDEs and Figma is impressive. Can't wait to try Kombai on my next project!

About Kombai on Product Hunt

The first AI agent built for real-world frontend tasks

Kombai launched on Product Hunt on July 31st, 2025 and earned 641 upvotes and 63 comments, earning #2 Product of the Day. The first domain-specific AI for frontend tasks beyond prototypes. Build entire app UIs, refactor code, or create components from Figma, text, image or code. Understands your codebase. Works in your IDE. Vastly outperforms generic agents + frontier models.

Kombai was featured in Software Engineering (42.3k followers), Developer Tools (511k followers) and Artificial Intelligence (466.2k followers) on Product Hunt. Together, these topics include over 158.5k products, making this a competitive space to launch in.

Who hunted Kombai?

Kombai was hunted by fmerian. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.

Reviews

Kombai has received 12 reviews on Product Hunt with an average rating of 5.00/5. Read all reviews on Product Hunt.

Want to see how Kombai stacked up against nearby launches in real time? Check out the live launch dashboard for upvote speed charts, proximity comparisons, and more analytics.