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JustVibe

The search engine for doing, with apps built for you

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Hunted byChris MessinaChris Messina

JustVibe is a free search engine, built to help get things done. Search "plan my 5 day trip to tokyo" and instantly receive a fully functional and interactive trip planner, perfectly set up for Tokyo and running directly in your browser. If your perfect app doesn't exist yet, JustVibe builds a custom one for your exact needs in minutes. Every app is yours to keep forever, with zero code. Chat to customize every detail and share your new app with a single link.

Top comment

Hey Product Hunt 👋

I'm Lianghao, Founder of @JustVibe. I previously led ML/AI teams at Pinterest and The Yes.

I believe the best search engine results should be visual, interactive and actionable. In other words: a working app, built for your exact need. JustVibe started with a simple frustration: when you need something done (compare two destinations for a trip, plan a wedding mood board, figure out dinner from what's in the fridge), every answer today is something to read: links, listicles, paragraphs. What you actually want is an app.

✍️ Here's how it works:

  1. Search like you normally would. Full sentences welcome. The more specific, the better.

  2. Instantly an app renders with your exact need, from our massive pre-built app library.

  3. Or get an app built just for you in a few minutes. Watch it come alive or explore related apps while you wait. All your apps land in your Library: yours forever to reuse, edit, and share.

  4. Want to customize anything? Open any app and reshape it by describing the change. You never see code.

👉 Go to https://justvibe.com. Try these searches. Or try to stump it. Everything is 100% Free.

  • "create a mood board for a rustic Italian wedding"

  • "plan my 5 day trip to tokyo"

  • "I have eggs, spinach, and feta. what can I make?"

  • "compare tokyo and kyoto for my next travel"

What are the search queries that have never worked in the way you wanted? Let's see what JustVibe would offer!

Comment highlights

Hi!
I am impressed with the idea. I think you've struck gold with the idea that current google is begging for a competitor to their top product ASAP. and you've done a great job in that department.

After trying it out, I feel like there isn't enough emphasis on followup on the first thing it found. the power of AI is continuous conversation and refinement, otherwise it just becomes slop.

It almost did what it was supposed to do. But since you just started, I'm sure you were already aware of that 🙏🏼

Keep up the good work!

This feels like search is finally evolving beyond blue links. I am curious, if two people type the exact same prompt, do they get identical apps or does the system personalize the experience over time?

I think the biggest challenge was not be the technology it'll be changing how people think about search. once someone experiences an app instead of links, it's hard to go back. was that your original vision from day one?

Congrats on the launch. Curious how can I use it beyond just travel planning @chenlh @chrismessina

This reminds me of the first time ChatGPT made search feel different, except you are taking it one step further. I would love to see what happens with more niche requests. have users managed to completely stump the system yet?

I love the direction, but i am wondering about accuracy. if someone builds something like a travel planner or budget calculator, how do you validate that the generated app is reliable?

The you keep every app forever part really caught my attention. Thats a clever way to build a personal toolkit over time. Are there any limits on how many apps a user can create?

"Search engine for doing" implies JustVibe knows when to build a custom app versus when an existing app or a simple answer is the better response. What's the actual decision logic there, like if I search "convert 50 USD to EUR," does it build me a currency converter app or just show me the answer? Curious where the line is between a query that deserves a purpose-built interactive app and one that would be better served by a direct answer.

I tried to imagine replacing Google for task based searches, and this actually makes sense. Curious whats the weirdest search someone has entered that surprisingly produced a useful app?

This is one of those ideas that immediately clicks. instead of giving me ten articles to read, just give me the tool I actually need. how do you decide when to use an existing app versus generating a brand new one?

@chenlh got it, that makes sense for me going back into the app myself. what about when I export something and hand the link to someone else who never opens JustVibe directly, like a flight itinerary shared with a travel companion? does their view also refresh against live data when they open it, or does the live-fetch only kick in for the person who originally built the app and comes back through JustVibe

The "search that returns a working app instead of a list of links" framing is the part that clicks for me — most of what I type into a search bar is really "do this," not "show me pages about this." The Tokyo planner example sells it instantly.

One genuine question as a user: what persists? If I generate an app on Monday, put a bunch of data into it, and come back Friday — is my state still there, or is each app a fresh build? The "yours to keep forever" promise kind of lives or dies on that answer. Either way, strong launch — congrats on #1.

Congrats on the launch! Curious — when someone searches a task, how do you decide between serving an existing app vs. generating a new one? And do popular generated apps get reused across users?

The “search engine for doing” line is interesting. When someone comes in with a vague task, like a marketing workflow or a small internal tool, does JustVibe first clarify the goal, or does it jump straight into building an app? Since the page mentions AI Workflow Automation, Engineering & Development, and Marketing & Sales, I’m wondering how much the product adapts its questions based on the category.

The 'answer is a working app, not a listicle' framing is the part I actually want - most AI search hands me text to redo myself. Two day-one questions on the keep/share flow: when I send someone the single link, do they get a live editable copy that forks into their own version, or a read-only view of mine? And is each generated app saved to my account so I can reopen and tweak it a week later, or is it a one-shot render I'd have to regenerate from the prompt?

@Lianghao Chen appreciate the detailed breakdown, that actually addresses most of my original concern. the part I'm still curious about is the persistent-summary/itinerary export piece you mentioned, when the underlying data changes after export (say a flight time shifts), does the exported summary stay static or does JustVibe surface that the source data moved on?

Nice job! I noticed one small issue that may just be on my end: after scrolling down, I’m unable to scroll fully back to the top of the page. It looks like the header may be blocking some of the content.

I recorded a short video here for reference ~15 seconds: https://createademo.com/v/cmriby0ze0001js04hyugcsiu

Just another question. This app definitely makes a difference in browsing the web, essentially interacting with the results rather than just reading. I wonder though, considering search engines fundamentally help surf the web by linking sources around a query, are you planning to embed sources into those apps that could make use of it, or is it out of scope for the time being? For example, the same trip planner demo could benefit from trip advisor reviews, or hotel accommodations to go along the planning, and so on. These references needn’t be included within the app itself, rather they could just be linked, so users know the results are not just vibed and are actually trustworthy, while making the engine actually help searching in a brand new way.

About JustVibe on Product Hunt

The search engine for doing, with apps built for you

JustVibe launched on Product Hunt on July 12th, 2026 and earned 568 upvotes and 88 comments, earning #2 Product of the Day. JustVibe is a free search engine, built to help get things done. Search "plan my 5 day trip to tokyo" and instantly receive a fully functional and interactive trip planner, perfectly set up for Tokyo and running directly in your browser. If your perfect app doesn't exist yet, JustVibe builds a custom one for your exact needs in minutes. Every app is yours to keep forever, with zero code. Chat to customize every detail and share your new app with a single link.

JustVibe was featured in Web App (122.9k followers), Search (18.1k followers) and No-Code (5.8k followers) on Product Hunt. Together, these topics include over 44.2k products, making this a competitive space to launch in.

Who hunted JustVibe?

JustVibe was hunted by Chris Messina. 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

JustVibe has received 2 reviews on Product Hunt with an average rating of 5.00/5. Read all reviews on Product Hunt.

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