PH热榜 | 2026-02-26

Real-life scenarios sound so great! Would this app be helpful for advanced students, like to maintain the level and practice regularly? Or is the focus mainly on the intermediate learners?

Congrats on the launch, best of luck!! 🎉

@daniele_packard what's the current list of languages btw? or AI enough trained to support almost any?

I like the concept of a conversational agent. Can I polish my product pitches with ChatPal?

Spanish is fine in apps, crumbles IRL. Scenarios + quick feedback sounds right. How real is Nora with pauses and slang? If there’s EU Spanish voice, even better. Will test tonight on the train.

Can't recommend ChatPal enough to anyone wanting to get fluent in a language!

After spending years playing games with Duolingo with little to no improvement in my ability to speak Italian, I'm very excited to switch to ChatPal and practice actual speaking. A catch up with Nora is now part of my daily morning routine, and her feedback on my grammar and sentence structure is helping me become more fluent already!

conversation-first approach; great way to learn!

Love how real and natural the conversations feel. I’ve tried tons of other apps like Busuu and Duolingo but I don’t want homework I just want someone to practice with and build up my confidence to talk in real life situations. This is where ChatPal really shines. HIGHLY RECOMMEND!

I might finally start learning Mandarin!

I have to admit I’m pretty bad at learning languages 😅 I’ve tried most of the typical apps, and I’m really excited to try ChatPal because it brings a new angle to language learning.

I realized that I learn best when I actually use the language in real-life situations. That’s so much more efficient than traditional learning methods. Big fan of the concept 👏

This is a much-needed product. Could you tell me which languages I can learn with it?

I tried using Duolingo to learn French and while the experience taught me new words and phrases, there was a lack of being able to get into conversations. Congrats on your launch - this is a great idea to help get those language juices flowing.

The founder's insight here is dead on. Every language app nails vocabulary and grammar but skips the thing that actually builds fluency: forcing yourself to speak in real, unpredictable conversations. That gap is where most learners stall.

The real scenarios angle is smart too. "Order a coffee" or "meet someone for the first time" gives you a concrete goal to hit, which is way more motivating than open-ended practice.

As someone raising two young kids bilingual, this is exactly the kind of tool I'd want them to grow up with. Curious if there are plans to add younger learner modes or kid-friendly scenarios down the road. Congrats on #1 today, well deserved! 🗣️

Congrats on the launch! 🚀

My little brother just started learning German, and I can already see how helpful ChatPal would be for building his speaking confidence early on. Practising real conversations with instant feedback is such a smart approach!

Looks interesting. I taught foreign languages for 5 years and I’ve noticed that many apps are great for beginners but get too easy once you pass the A1 level... I haven't found an app yet that helps me really grow after the start. I’m also curious about Nora. How does a total beginner start a conversation without feeling lost?

As someone who’s been learning Spanish for the last year, talking to people and practicing has been my biggest challenge.

Very excited for this @daniele_packard, congrats!

Congrats on the launch! The Duolingo gap is real — years of streaks, zero real conversations. Does ChatPal correct you mid-conversation or only after?

This is awesome! Congrats Daniele on the launch!

I definitely need this to improve my Japanese speaking!

Congrats on the launch! 🎉

This really resonates with me. When I visited Egypt, a hotel owner told me something that stuck with me: "Japanese people can't speak English because they never actually practice speaking." He was absolutely right.

Most language learners study grammar and vocab endlessly, but avoid the one thing that matters most — actually opening their mouth. ChatPal tackles exactly that barrier. Love it. 💪

Congratulations! Do you have an API service?

Congrats on the launch! 🎉

Voice-first learning feels like the natural evolution for language apps. Love the real-world scenario focus.

What’s been the most surprising user behavior so far?

Let's go team! 🔥

Congratulations on launch, looks awesome 😎

I've been learning Spanish for quite a while, using the voice mode on ChatGPT to help me, but I find that it lacked a lot of the direction needed for me to actually improve my skills. This seems really great!

I’ve honestly been looking for a friendly, conversation-first language learning app like this for a long time! Such a nice and practical idea — especially the real-world scenarios and personalized feedback. I’d love to try it out. Is it available for Android users as well?

👋 Hey Product Hunt! I’m Amit, Co-founder of Koi.

Today we’re launching Koidex. It helps you quickly check whether a package, extension, or AI model looks safe before it enters your stack.

Try it here: Koidex → https://dex.koi.security/?ref=producthunt

📖 Why We Built It

We’re the research team behind the discoveries of GlassWorm, ShadyPanda, and PhantomRaven, and we’ve seen how easily malicious code hides in “normal” developer tooling.

To prove how fast these blind spots get targeted, we ran a blunt test: we published a harmless lookalike VS Code theme and saw installs from large-company networks within 30 minutes. The industry knows these threats exist, but workflows haven’t changed. That was the moment we realized: “one-click install” needs “one-click due diligence.”

💡 What You Can Do With Koidex Today

• 🔍 Unified Search: One place to check VS Code, Chrome, JetBrains, npm, and Hugging Face, and more.

• 🧠 Behavior-Based Scoring: Focuses on what the code actually does, not just what the listing claims.

• 🧾 Readable Risk Summaries: Vulnerabilities, deep dependencies, permissions, and publisher signals.

• 🐟 Catch of the Day: Fresh suspicious or malicious items spotted in the wild.

• 👨🏻‍💻 Koidex IDE Extension: Scans installed extensions and flags risky installs in real time across VS Code, Cursor, Windsurf, VSCodium, and more.

🎁 Product Hunt Launch Offer

First 200 registrants via the Product Hunt link get unlimited searches for 2 weeks. Sign up here: https://dex.koi.security/?ref=producthunt

🙏 What I’d Love Feedback On

1. What ecosystem should we evaluate next?

2. What’s the one signal you wish you had before installing something?

3. If you try it, drop a package, extension, or model you use and tell me if the rating matches your gut.

I’m here in the comments!

this is one of the greatest product i have ever seen

Super useful! Does it also work for MCPs?

Congrats on launching. MCP seems to be enterprise feature. Is there a pricing for enterprise?

This is the first time I can quickly sanity check an extension without falling into a rabbit hole. Nice job. Do you update scores automatically when an extension releases a new version?

Behavior-based scoring is the right call. Most registry security tools just check known CVE lists, but the real danger is packages that pass all the obvious checks and do something unexpected at install time. Focusing on what the code actually does rather than what the listing claims is a much stronger signal.

The IDE extension scanning installed extensions in real time is a nice touch - most developers don't revisit what they've already installed. One question: how does the scoring handle packages with legitimate but unusual permission patterns? Something like a build tool that needs file system access and network calls could look suspicious by the same heuristics that catch actual malware.

I appreciate your team building this. It's unfortunate that we can't trust the store front for all of these tools to verify the safety and validity, but in these trying times where AI can build and ship useful tools that can have a malicious purpose undisclosed it is helpful to know what a new type of virus/malware scan is being actively developed to provide another level of safety to all.

The scoring feels opinionated in a good way. How do you balance “this needs broad permissions to work” vs “this is overreaching”?

This tool is seriously awesome. I’m always nervous about downloading sketchy extensions (but I still install them sometimes). I’m definitely using this from now on. Great job!

Really amazing app and a great web interface. Absolutely love it

Love the idea of one-click due diligence. Finally, a tool that keeps developers safe without slowing us down! 👏

Love the “Catch of the Day” concept. How often is it refreshed, and what qualifies something to show up there?

Great launch!!!!!!! This is one of those “why doesn’t this already exist” products. Curious how you detect suspicious behavior without running the code on my machine?

Interesting. How do you find what is suspicious and what is safe though? What tech are you using on the backend? Asking to check the reliability.

How does it exactly work? I tried to input name of a chrome extension but it said "No items found matching your search". Does that mean it is not safe?

I installed the IDE flow in Cursor and it instantly showed a couple extensions I forgot I even had. That alone is worth it. Does it alert when an extension updates and changes behavior?

Very much needed in this AI era. Congrats on your launch!

this sound really cool, congrats!
i'll test it on my WordPress MCP - https://www.npmjs.com/package/@respira/wordpress-mcp-server

A product like this could help other startups overcome a trust barrier. Maybe we could put a "koidex badge" on our site to independently prove safety!

Congrats on the launch!

Huge congrats on launching a much-needed security layer for dev workflows. While the real-time IDE scanning and behavior-based scoring are fantastic for individual developer workstations, I’m curious about your broader enterprise roadmap. Do you have plans to integrate Koidex directly into CI/CD pipelines (like GitHub Actions or GitLab) to automatically block risky npm packages or malicious models before they even merge?

Hey Product Hunt! 👋

I'm Arjun, co-founder and CEO of rtrvr.ai. I pioneered Vertical Federated Learning at Google and left to build a vision for the agentic web. We've spent the last year building the leading DOM/text-only web agents, and today we're bringing that technology directly into your website with Rover.

Every website has a chat widget. They all do the same thing: answer questions and link you somewhere else. They are just glorified FAQ answerers and leave users frustrated when trying to navigate complex workflows.

Rover actually completes the task. It clicks buttons, fills forms, navigates pages, and finishes checkout flows, all through a conversational interface embedded on your site.

Our script tag is a complete agentic harness that can propagate types/clicks/selects and other interactions to complete tasks on your site for your users.

We already power 1.5 MM+ web automation workflows with SOTA performance of 81.4% task completion on WebBench. Rover brings that same engine to your website.

We built this because the agentic web shouldn't mean handing your users to the mercy of Google's Chrome agent that can for example redirect users to your competitors. Your website should have its own agent, engaging and serving users on your own turf.

Try it → rover.rtrvr.ai

🧡 rtrvr.ai Team

Hey PH!                                                                                                                                                            

I'm Bhavani, CTO and Co-founder of rtrvr.ai. Ex-Google, ex-Adobe. We spent 2 years building DOM-native web intelligence before shipping Rover.

The Problem

Every website has a chat widget. They all do the same thing... answer questions and link you somewhere else. When a user says "help me checkout," the chatbot says "here's the link to our cart page" and wishes them luck. The user still has to click, navigate, and fill everything themselves.

What Rover Does Differently

Rover lives inside your website and takes real actions for your users. It reads your live DOM, builds a semantic action tree, and executes with native browser precision. Sub-second. First-party. One script tag.

Why Existing Solutions Fall Short

RAG chatbots (Intercom, Chatbase, Drift): Answer questions, spit links, take zero actions. Users are left to figure it out themselves.

Screenshot agents (Operator, Computer Use): Take a picture of your page, guess where to click. 2-5 seconds per action. Run in a remote browser VM. Can't be embedded on your site.

WebMCP: You expose your internal APIs to Google so their agent can act on your behalf. You build it, you maintain it, Google owns the user.

Rover: Reads the live DOM, not screenshots. No APIs to expose, no knowledge base to maintain. Just one script tag and your site is agentic.

Key Features

✅ Checkout automation: User says "help me checkout," Rover fills the fields, clicks the buttons, completes the purchase.

✅ Guided product tours: Walks users through every feature, step by step, through conversation.

✅ Smart form filling: Forms filled from natural language. Zero manual input.

✅ Universal embed: One script tag. Works on any website. No backend changes needed.

Who It's For

SaaS companies that want to onboard users without hand-holding.

E-commerce sites that want higher checkout completion.

Any website that wants to convert visitors through action, not just conversation.

The Numbers

81.39% task success rate on WebBench, the highest in web automation, ahead of every vision-based agent we've tested against. 22,000+ users. 1.6M+ workflows completed. 2,000+ websites already live.

Try it out rover.rtrvr.ai

Would love your feedback and brutal honesty. What would make you embed this on your site? 🧡

Congrats. Help me understand, is this designed to replace chatbots and it takes over the function of a chatbot as well as an agent for the website?

Finally, a chat widget that actually does stuff instead of just linking me around! 🚀

Cracked team and incredible product!

Super cool use case!! Curious, how does Rover handle authentication-gated workflows (e.g., when a user needs to log in before completing a purchase)? Does it store session context or does each action start fresh?

Congrats, strong vision. Сan site owners control which actions it’s allowed to perform?

I love that the agent can be embedded as a script tag, and that's literally all you need to onboard customers - little to no friction to start using Rover right away! Another use case is navigating complex (and often ill-designed) government websites, for example finding POCs for specific grants on highergov and adding them on LinkedIn with a personalized message. Very excited for the launch and excited to continue to use rover!

"Think Stripe for AI agents" is a sharp analogy and it lands well. One script tag to make your site agentic is the kind of primitive that could quietly become infrastructure for a lot of products.

The checkout completion use case is compelling because it hits a real pain point. Curious how Rover handles sites with heavy dynamic rendering or multi-step auth flows. Those are usually where browser agents struggle most.

Building AI-powered workflows myself and the embed-first distribution model is smart. Developers adopt it where they already are, no new tool to learn. Congrats on #3 today, well deserved! 🚀

This is the direction everything is heading! The gap between AI that talks and AI that actually does is where the value is.
How Does Rover handle edge cases mid-workflow, like when a form has conditional logic or a checkout has an unexpected step? Impressive execution on the embed simplicity though, the Stripe analogy is spot on

Since it's a script, does it affect the site speed? BTW, congrats

Grats on launching!! Which industry would benefit the most using Rover according to you? Maybe Ecom?

The "glorified FAQ answerer" framing is exactly right — the shift from answering to completing is what matters for multi-step workflows. Drop-off compounds when a user has to take over from the bot mid-flow. Curious what the failure mode looks like at the 18.6% gap from WebBench: does Rover roll back cleanly, or does it hand off to the user with context on where it stopped?

This feels like the end of ‘book a demo to see it’ - instant value is the new default.

The team at @OpenAI shipped an interesting update!

GPT-Reatime-1.5 is OpenAI's flagship model audio model for voice agents & customer support.

Voice workflows just got stronger with gpt-realtime-1.5 in the Realtime API. The model offers more reliable instruction following, tool calling, and multilingual accuracy.

A +5% lift on Big Bench Audio and double-digit gains in alphanumeric transcription are not cosmetic improvements, they directly impact real-world reliability in production voice systems.

What stands out most from early partner results @Genspark @Sendbird:

• 66% human connection rate (up from 43.7%)

• 97.9% perfect score across scored conversations

• Problem case rate cut in half

• Stronger dialog completion

Those numbers point to better instruction adherence, cleaner tool calls, and more stable turn-taking, exactly what voice agents have historically struggled with.

Low latency + stronger interruption handling + improved multilingual accuracy makes this feel less like a demo upgrade and more like infrastructure maturing for enterprise use.

Excited to see what builders ship on top of this.

Instruction adherence in real-time voice is the unsexy problem that actually determines whether voice agents ship to production or stay in demos. Good to see this getting serious attention.

The multilingual accuracy improvement is the one I'm most curious about. Does it hold up equally across languages or are some still significantly behind English? That gap tends to be what blocks voice AI from working in non-US markets.

Building AI-powered products myself and the tool calling reliability in voice workflows is genuinely one of the harder problems to solve well. A model that actually follows complex instructions mid-conversation without derailing is a big unlock. Congrats on the launch! 🎙️

How are you validating real user behavior at OpenAi right now?

This is cool, and exactly what ForexGPT launched a few days ago on ProductHunt, in terms of demonstrating realtime voice agent tool calling and widget rendering in an chat UI. Will be interesting to test this model out, compared to the realtime models we are currently using.

Hey Product Hunt! 👋

Guypo here, founder of Tessl (previously founded Snyk).

Today, I’m excited to announce that you can evaluate your skills and optimize them on Tessl. This means you can stop debugging agent output and start shipping quality code, faster: https://tessl.io/registry/skills/submit

Agent skills help agents use your products, build in your codebase and enforce your policies.

They're the new unit of software for devs - but most are still treated like simple Markdown files copied between repos with no versioning, no quality signal, no updates.

Without AI evaluations, you can’t tell if a skill helps, provides minimal uplift or even degrades functionality. You spend your time course-correcting agents instead of shipping.

Tessl is a development platform and package manager for agent skills. With Tessl, we were able to evaluate and optimize ElevenLabs' skills, 2x'ing their agent success in using their APIs.

If you are building a personal project, maintaining an OSS library, or developing with AI at work, you can now evaluate your skill and optimize it to help agents use it properly.

What skills are you working on, and what's your use case for them?

I'm an absolute fan of @guypod and the @Tessl team.

They're pioneers in the AI industry, and active contributors by maintaining AINativeDev and organizing the AI Native DevCon. So, when the team reached out for this launch, I was super pumped.

@Tessl is a package manager for agent skills. It helps you find, install, and evaluate capabilities for your coding agents. It's the right direction. In a recent thread, [1] we discussed best practices to get the most out of @Claude Code. Above all? Run more agents in parallel. @Tessl teaches them coding best practices, raising the quality of the outputs.

The timing is perfect.

Go to tessl.io/registry/skills/submit and start shipping better, secure code at scale.

S/O to @guypod and team, keep up the inspiring work 👏👏

[1]: How many Claude Codes do you run in parallel?

This is the right tool at the right time! The eval and optimize functions are clearly what skills creators need right now to test and validate their skills - great job, Tessl!

Very relevant and important in the new agentic sdlc, skills and context are key.

Tools like Tessl help bring the engineering mindset to context engineering. It's like Grammarly for skills , something actionable , finally we can go beyond the simple "vibe check".

Good tool team! Currently working across documentation mainly. Just tested out Tessl, very easy to use, good user experience!

Amazing product and outstanding team behind it. Love what you're all building!

Congrats on the launch!

The eval-driven approach makes sense. Most teams copy skill files across projects and hope they still work after a model update - there's no feedback loop telling you the context degraded. Having structured evals that catch regression before it hits production is the missing piece.

Curious about the version compatibility matrix. When a new model version drops (say Claude Opus to Sonnet), how granular is the eval detection? Does it flag per-skill degradation or just overall task completion changes? The 1.8-2X performance numbers are compelling but I'd want to know which skills contributed most vs which ones were noise.

Really strong launch. The "package manager for agent skills" framing is exactly where teams are heading as multi-agent workflows get real.

What stood out to me is the eval + optimization loop: most teams can feel output drift but can’t isolate whether the issue is model choice, prompt context, or skill quality. If Tessl can make that diagnosis explicit (before/after score deltas per skill revision), that’s high leverage for shipping faster with fewer hallucination regressions.

Curious if you’re planning CI hooks so teams can gate skill changes on eval thresholds the same way we gate tests/lint in code pipelines.

How are you validating real user behavior at Tessl right now?

The "package manager for agent skills" framing clicks immediately, especially coming from the Snyk founder. The dependency management and security signal problem in traditional code is exactly what's now happening with agent skills, and most teams don't have the tooling to even see it yet.

The ElevenLabs 2x result is a concrete proof point that avoids the usual vague benchmark claims. That kind of before/after is what actually convinces teams to adopt a new tool in their workflow.

I use Claude Code daily for building my own AI platform and the skill quality problem is very real. You genuinely can't tell if a skill is helping or quietly degrading outputs without proper evals. This fills a gap that's been easy to ignore until it hurts. Congrats on the launch!

This feels like the missing layer in the agent stack.

Everyone’s shipping “skills” but very few are measuring whether they actually improve outcomes. The versioning + evaluation angle makes a lot of sense.

Curious how you think about benchmarking across models? A skill might behave very differently between Claude / GPT / open models.

Congrats on the launch — this could quietly become core infra for serious agent teams.

I've been building with Claude Code and the difference between a well-written skill/instruction set and a mediocre one is night and day. The ElevenLabs case study is a compelling proof point. Most people are still treating agent instructions as an afterthought, just a markdown file in the repo. The idea that you can actually evaluate and iterate on them like any other piece of software makes a lot of sense.

Congrats on the launch! Excited to see where this goes.

Agent evaluation is the part of the AI workflow that still feels unsolved — deterministic tests don't translate well when your output is non-deterministic by design. Curious how Tessl approaches defining "skill" for an agent: is it task completion rate, output quality scoring, or something closer to behavioral alignment? The 3x better code claim is a big statement, but if the eval layer is solid, the compounding effect on code quality could absolutely get there.

Live on iOS, Android, Mac, Windows and Linux at https://www.zavivoice.com/download (Free & No Credit Card)

Hey everyone, I'm Raman, one of the makers of Zavi.

I started building this because I was spending way too much time typing things I could just say out loud. Every voice typing tool I tried felt like a rough draft that I'd have to go back and fix anyway. So I built one that actually gets it right the first time. Clean grammar, no ums, no filler words.                                                                          

But then I kept pushing it further and that's where it got interesting.

Magic Wand: You highlight any text in any app, tap the wand, and just say what you want. "Make this shorter." "Translate to French." "Make it sound more professional." It rewrites the text right there in place. No copying, no switching apps.

Agent Mode: You say "email Sarah about the meeting tomorrow" and it actually sends through your Gmail. "Post in general on Slack that I'll be late" and it does it. It connects to Gmail, Slack, GitHub, Notion, LinkedIn, Telegram and more.

It also does real time translation across 50+ languages. You speak in English and it types in Japanese or Spanish or whatever you pick.

Works on iOS, Mac, Android, Windows and Linux. Completely free, no ads, no credit card required. We just want people to use it.

Would love for you to try it and tell me what you think. Happy to answer any questions here all day!

How are you validating real user behavior at Zavi Ai right now?

Himanshu here, co-maker of Zavi. Super excited to finally share this with you all today.

Raman nailed the introduction, so I'll just add that building the agentic flows that actually do the work has been an incredible journey. It is amazing to send an email or update Slack using just your voice. We built Zavi to be the ultimate productivity multiplier, and we want everyone to experience this new way of interacting with their devices.

Drop your questions, feature requests, or any edge cases you find. We're here all day to chat!

me in 2010: 'voice control will never work'

me in 2026: verbally arguing with my computer about comma placement

The framing is right — most voice tools stop at transcription, and Zavi pushing into actual execution is where the product gets interesting. The hard problem in Agent Mode isn't execution itself though, it's intent disambiguation: "email Sarah about the meeting tomorrow" has several valid interpretations depending on context (which Sarah? what specifically about the meeting? what tone?). Curious how Zavi handles underspecified commands — does it ask a clarifying question inline, proceed with a best guess and confirm, or surface the ambiguity in some other way?

Been testing IronClaw.
It’s basically OpenClaw, but I don’t have to worry about my keys getting leaked. That alone makes it worth it.

How are you validating real user behavior at IronClaw right now?

Really amazing. Would love to try this out

Hey Vincent, cool concept! Quick question about the creative pipeline —

The docs mention "Bots bring their own AI tools — DALL-E, Suno, Claude." Does that mean my agent needs its own API keys for image generation / music generation to actually create in the studios? Or does the city provide those services on the backend?

Basically trying to understand the cost model before sending my agent in.

How are you validating real user behavior at OpenClawCity right now?

Hey everyone! 👋

I built Hush because i share my screen a lot and there's always something behind my windows that shouldn't be there - personal chats, random notes, a messy desktop with a hundred icons. especially when switching between apps, for a second everything is visible.

Hush sits in your menu bar and with one hotkey blurs your entire desktop - icons, dock, wallpaper, all hidden. your windows stay on top like normal.

The feature i use most is Focus Mode - you pick which apps stay visible and the rest gets blurred out. So when you switch between windows there's nothing embarrassing flashing behind them.

One-time $3.99.

100% offline.

No data collection.

4.2 Mb.

Would love to hear your thoughts and what you'd want to see added

Simple premise, I could deffo see myelf using this even while recording a video.

sounds great man. is this availble for windows

Does it also work when recording a video (screen recording), right?

Bruh, I need this hahah. Does it also blur other screens for example I am sharing with 2 or 3 monitors?

finally. a product that understands that my desktop is a crime scene and a work environment at the same time

Great idea! Will definitely be using this!

How are you validating real user behavior at Hush right now?

How are you validating real user behavior at RankingSuperior right now?

Amazing. Congrats on the launch!

Impressed with RankingSuperior’s approach!

I'm curious. Have you tested leading with the ICP in the hero section instead of the broader ‘content that ranks’ angle? Could help agencies immediately see the specific benefit.

👋 Hi Product Hunt!

I'm Kevin, one of the founding engineers at Heimdall. This is our team's first official launch, and we couldn't be more excited to share it.

We built Heimdall because we believe space has a problem that isn't talked about enough. Space is getting crowded. By 2030, over 100,000 active satellites are projected to orbit Earth, up from just 3,000 in 2020. As congestion grows, two questions become critical: how do we prevent satellite collisions, and how do we comprehensively track everything up there?

We believe the answer starts with giving people the right tools. Our vision is a satellite observability platform, one that gives operators complete, real-time insight into their assets and the environment around them. Today we are laying the foundation: a satellite intelligence platform that aggregates, processes, and renders the full public space catalog in real time. We are still early in our journey, but today we are excited to offer:

• Real time satellite position tracking using TLE data
• Aggregation of satellite information from all major public sources
• Comprehensive satellite search and filtering
• In depth 3D visualization of orbital positions and predicted paths.

We'd love your feedback. What data/features would you like to see? We're building this in the open and your input shapes the roadmap.

Thanks for checking us out! 🛰️

This is so cool. I would like to reorientate the earth based on input from the arrow keys. I enjoy seeing the path of each of the objects in orbit.

Really amazing and amazed to see how crowded the space is. Is this a real-time data feed?

I love the idea of a “Flightradar for space.” Congrats 🚀

Maybe you could take some inspiration from the Flightradar app itself. When a user clicks on a specific satellite, showing a photo or a simple visual model of it could make the details panel more visually appealing and easier to explore – assuming satellites actually differ visually 😅

How are you validating real user behavior at Heimdall right now?

Hey Product Hunt 👋

I’m Alex, a padel, chess, and tech enthusiast based in Lisbon 🇵🇹.

I’ve been playing chess since I was 8 and padel for 2 years. I still struggle with both, but I’ve realised that tactics are just as important in each of them.

So I built Padel Chess, an app that turns real padel situations into tactical puzzles, so you can train your decision making skills right on your phone.

In the app, you can:

• 🧩 Solve tactical puzzles and get feedback on your decisions

• 🏆 Earn points and compete with other players

• 🫂 Share your favorite puzzles with teammates so you are on the same page during a match

So if you have ever:

• 🤷‍♂️ Lost to someone who does “nothing special”

• 🙊 Not known what to tell your partner during a break between sets to turn the match around

• 🫣 Seen your Playtomic rating drop or watched a tournament go downhill without knowing why

Then Padel Chess might help you.

You can solve 5 free puzzles every day or upgrade to Premium for unlimited access. There are 100+ puzzles and the number is growing. Product Hunters get a special 30% discount with the promo code.

Give it a (side)spin, I would love your feedback 🙌

Great graphics and really easy to train decision-making in padel. Good luck with the launch Alex!

Thanks for this simulator a lot! As a early adopter I used it a lot during past several weeks.
It already helped me practice and remember most of frequent tactical situation. Now on training I focus more on punches and during the game I already remember what to do

Beautiful idea!

How are you validating real user behavior at Commit Please right now?

Hey Product Hunt! 👋 I'm Sam, Founder/CEO at FoodHealth Co.

My earliest memories are all about food. I grew up in an Italian-American family in New Jersey, and I remember sitting on my grandmother's kitchen counter at age 3, ripping parsley for her meatballs. She always prioritized fruits and vegetables at every meal and made sure we understood the importance of a well-balanced plate.

So it was jarring, two decades later, when she called to tell me that her A1C was too high. That if she didn't figure out how to turn it around, she was going to have to go on medication for diabetes. We didn't understand how this had happened when she's always prioritized eating well.

We spent a Sunday afternoon going through her pantry, looking for answers, and I was disappointed by what we found. Cereal that said "made with whole grains" on the front, but had 4 different kinds of added sugar on the back. "Organic Dark Chocolate" that was only 35% cacao and had a laundry list of ingredients on the back.

She, like many of us, thought she was buying the healthier option at the store because of what was on the front of the package. Unfortunately, the front of the package doesn't tell us the whole story.

We created the FoodHealth Score to remove the guesswork and answer the single most common question people ask about food: "Is this healthy for me?"

We started B2B - working with insurers and employers to use the FoodHealth Score in food-as-medicine programs. And watching it work on a smaller scale made me even more certain: this needed to reach everyone, at the exact moment they're deciding what to eat: at the store.

That led to our partnerships with Kroger & Hy-Vee, bringing the FoodHealth Score to millions of shoppers. And now, with this Chrome extension, it works on Target, Walmart, Amazon and Whole Foods, too. Bringing something direct to consumer gives us the ability to move faster & support more of the places you buy food.

Here's what it does:
🔢 Scores every product 1–100 as you browse
🔄 Suggests a healthier swap (you can see insights on why we're suggesting it for you)

It's completely free. And right now we're giving away $2,000 in groceries - install and share with a friend to enter. Every friend who downloads it gives you an extra chance to win (closes April 30).

Would love to hear from you: what grocery store do you shop at most, and how can we best support you in making healthy choices at the store?

This should have every online grocery store mandatory!

this is an extremely powerful tool that we have been using for our weekly shops. It’s so easy and helpful. Thank you!

With two young kids, finding the time to eat healthy is nearly impossible. This truly makes my life easier :)

Kent here - I lead product at FoodHealth Co, working closely with Sam and our amazing crew. I'm so excited to see your prompts rolling in.

We built FoodHealth Score because nutrition doesn't show up in what you log in an app or what you tell a dietitian or what you tell chatGPT - it's down to what you buy. So we made this to be your healthy shopping companion right in your favorite grocers: Amazon, Whole Foods, Wal Mart and Target.

It’s rad, fun, and simple: just good sound dietary insight powered by our score to help you make these decisions just a bit easier. It’s important to me because I struggle with healthy eating, especially as I've gone on a GLP-1, and I’ve lost a number of family members to dietary conditions. My goal is to help as many people as possible to improve their health through food.

Check it out and give feedback. We'd love to make it better for you (with lots of exciting new things in the works already!).

This tool delivers food transparency right when you need it most: during your shopping experience. It’s time we empowered ourselves to make truly informed food choices.

Hey Product Hunt, Osman here, Co-founder of CodeWords, the one automation platform to build and run your business.

Our mission has always been to enable non-technical people to create automations that takes repetitive work away — all in a single conversation. Agencies, solopreneurs and small business owners have built thousands of automations on CodeWords.

But many of you have asked us: how can I interact with my agents? How can I visualize the outputs of my automations? How can I demo my workflows to clients? Can I turn my workflow into a SaaS?

Today, we’re excited to launch CodeWords UI to let you bring your workflows and automations to life!

Now you can build interactive agents, live dashboards for your workflows, and visualize your automations.

Our end game is to have agencies and solopreneurs building and running their business on CodeWords.

So, how is it different from a no-code workflow builder? On CodeWords, you do everything from the chat: build, edit, publish, and even maintenance.

Is it yet another app builder? CodeWords, at its core, is best for building complex backends for automations, not just CRUD apps. We just added the ability to generate a UI now.

👉 What can I build? Here’s what some of the businesses our community has already built:

• LinkedIn Auto-reply tool: https://linkedinautoreply.codewords.run/

• LinkedIn post scorer: https://linkedin-scorer.codewords.run/

• Article to Voice Message on WhatsApp: https://article-to-audio.codewords.run/

• Spotify podcast one-pager generator: https://podcast-one-pager.codewords.run/

• Logo finder: https://logo-finder.codewords.run/

• Track sales: https://track-sales.codewords.run/

🎁 We can’t wait to see what else you build! Product Hunt users get 20% off at checkout for any Pro or Business subscription with the promo code PH20.

As founding engineer at CodeWords, this is a big milestone for us 🚀

From the beginning, we focused on making it possible to build powerful systems purely through conversation. With CodeWords UI, those systems can now become interactive products - agents, dashboards, internal tools, and client-facing apps - all generated from the same chat-driven workflow.

You still build in chat.
You still iterate in chat.
You still deploy in chat.

But now you can create clean, usable interfaces that make what you’ve built accessible to others ✨

For agencies and solopreneurs, this means going from idea → working system → shareable experience without stitching together multiple tools.

We’re excited to see what the Product Hunt community builds with it, and we’re listening closely to feedback 🙌

this is one the awesome products launched today , keep it up!

Hey Product Hunt
We kept building AI agents that impressed people in demos and frustrated them in production. Not because the LLM was bad, but because every session started from zero. No memory of past conversations, preferences, or context. Just a smart tool with amnesia.

We tried vector DBs. We tried RAG. They retrieve similar chunks, they don't actually *remember*. There's a difference between finding a document and understanding a relationship built over 50 conversations.

So I started over, in Rust, and built the memory layer I wished existed. Not a wrapper. A full cognitive engine, knowledge graphs, biological forgetting, structured fact extraction, hybrid retrieval. The kind of memory system that actually makes agents feel like they know you.

The approach evolved a lot. Early versions were too complex to integrate. We stripped it down to three core actions: ingest, recall, reflect. Turns out that's all you need, if the engine underneath is doing the hard work properly.

We're #1 on LoCoMo benchmarks. 2x faster than Mem0 and other alternatives.
Happy to answer anything - use cases, or why Rust. Ask away 👇

This is awesome. Can i add my own mcp server?

Looks promising!!

Congrats on the launch! MCP discovery is genuinely one of the biggest friction points right now. There are hundreds of servers popping up but being able to try a server in the browser before wiring it into your config is a great call. I built an MCP server for my product and the hardest part isn't the integration ... it's getting people to discover it exists and understand what it actually does before they commit to setting it up! A product this closes that gap.

This looks fantastic! Are Claud skills supported?

How are you validating real user behavior at Playground right now?

GitHub projects launching MCP products should have a hyperlink to "Test run this on Natoma"! Very impressive on first run :)

Hey Product Hunt!

I built Wordwand because I kept switching to ChatGPT for everything - and I was exhausted by it.

Every time I needed a quick answer, a better phrasing, or help with a sentence, I had to stop what I was doing, open ChatGPT, copy my text, write a prompt, wait, copy back, paste back.

Every. Single. Time.

Wordwand fixes that. It puts AI right where you type - in any Mac app.

Ask AI anything and get the answer inline, without leaving your app. Dictate with your voice instead of typing. Listen to any text read back to you, or turn it into a two-person podcast. Fix grammar, translate to 40+ languages - all from one keyboard shortcut.

Basically, this app improves your productivity and helps you stay focused.

What makes it different:

✓ Works in every Mac app - Slack, Mail, Notion, VS Code, Notes, anything. Not just browsers.

✓ Ask AI inline — like ChatGPT, but right where you're writing.

✓ Voice dictation, text-to-speech, podcast mode — all in one tool.

✓ You can try it for 5,000 words per month. No credit card required.

I built this for anyone who uses a Mac and wants to improve their productivity.

Glad to hear your feedback!

Appreciate y'all

Love this positioning, AI without the context switch is a real productivity unlock. How do you handle privacy and sensitive text?

How are you validating real user behavior at Wordwand right now?

I like this tbh, those micro interruptions can kill your focus in an instant and as long as you don't have 2 extra monitors, it's quite difficult to keep up

Super relatable problem. If a tool saves people from opening another tab 100 times a day, that’s already a win.

this turns simple pictures into little memory capsules. Hearing laughter or background sounds later would hit differently.

This is lovely! When I was creative director, I remember having to take photos and make separate voice recordings of changes I'd want to later apply, edits I wanted my team to make, etc. This would have made my life so much easier!

A search/transcription to easily find photos by speech would be perfect. That way users can also search for photos by what they remember saying, or feeling. Congrats on the launch

How are you validating real user behavior at Zipladin right now?

The Istanbul backstory gets it exactly right — travel photos are great at capturing what something looked like, and terrible at capturing what you were thinking or feeling at the time. The detail that kills me is "I'd forgotten." Embedding in the file itself rather than a separate database is the right architectural call: the memory stays with the image no matter what happens to the app. Does it work retroactively on photos you've already taken, or is it capture-forward only?

Hey Product Hunt! 👋

Thanks for checking out Zipladin. I'm Patrick, the solo developer behind this.

Quick backstory: I built this after visiting Istanbul and realizing all my photos of Hagia Sophia were beautiful but silent - I'd forgotten what I was thinking and feeling in those moments. That regret inspired me to create an app where your voice stays with your photos forever.

What makes it different: The audio doesn't live in a separate database or cloud - it's embedded directly into the photo file itself. Even if you delete Zipladin, your voice stays with the image.

I'd love your feedback on:

• What features would make this more useful?

• Should I add search/transcription so you can find photos by what you said?

• Any other use cases I'm missing?

It's completely free, no ads, no subscription. Just wanted to solve this problem for myself and figured others might want it too.

Happy to answer any questions!