PH热榜 | 2026-02-23

Hello fellow makers 👋

David here, founder of Siteline - Growth analytics for the agentic web. Think Google Analytics, but for AI agents and bots.

Why we built Siteline

The web as we know it is changing. Humans are no longer the only customers visiting websites to research products and brands. Agents, bots and crawlers already make up 30% of web traffic and are hired by humans through apps like ChatGPT to visit hundreds of websites on their behalf, report back their findings and even make purchases.

The problem

The way people discover potential products is moving from direct web visits to indirect access through chatbots and agents, yet the web is still built only for human visitors. While new “AEO” / “GEO” tools provide some visibility, they don’t show what’s actually happening on your website. Additionally, they rely on running simulated prompts to determine if your brand appears in AI answers. But without reliable data about what people are actually asking ChatGPT and other AI chatbots, this approach has proven to be misleading and expensive.

Our approach

I’m a data nerd with 10+ years of experience at companies like Twitter & Glovo and thought there had to be a more evidence-based way. So instead of guessing prompts and simulating outcomes, my co-founder @vzotov and I  developed a different approach which measures the full AI purchase funnel: from bot / agent visits, to citations & answer visibility, all the way to real customer traffic coming from AI apps.

What Siteline helps you answer:

Is my site a go-to source for AI?

See which AI agents visit your site, how often, and where they get blocked - with clear recommendations for what needs to be fixed or improved.

Is my most important content actually referenced by AI?

Understand which pages and topics AI fetches or ignores, and build a truly data-driven content strategy. Especially useful for info-heavy products that target AI power users (developers, product folks, marketers).

How does agent & bot activity translate into human traffic and new customers?

Cross-reference actual AI bot visits with prompt visibility to understand how AI exposure translates into traffic and authority.

Thanks so much for checking out Siteline - we’d love your support and feedback 🙏

Our basic agent analytics and AI visibility product is forever free. To unlock more features and higher limits at 30% off for 2 months use the promo code PH30.

@Siteline great product, impressed. Do you provide any suggestions on how to reshape product to optimize AI bots scrapping?

Congrats on the launch!

Quick questions for the team :

1. How do you handle differentiation from traditional analytics (GA4, Plausible, etc.) when agents mimic human behavior more and more?

2. What's one quick win you've seen that boosts how often agents cite/reference your site/pages in their responses (without gaming the system)?

Congrats! Looks powerful. Haven't seen any platform that covers this much breadth. Do you support Vercel? Do you have any sort of service offering to help companies increase their AI visibility?

Have been using the product since their private beta. It helped us get insights into our ai seo visibility and take steps towards improving it as efficiently as possible. The team is also great - extremely responsive, helpful and knowledgable. Congrats on the launch, Siteline!

Seems like a compelling product, congrats on the launch! Do the scraping agents from the big labs all set a proper user agent? Or in other words, could they hide this data from you?

Congrats on the launch 🔥

Looks interesting, will give it a try!

The "stop guessing prompts, measure actual bot traffic" approach is way smarter than most AEO tools. I've seen products spend $500/month on prompt simulation tools that don't reflect what users actually ask ChatGPT. Does Siteline differentiate between OpenAI's crawler vs actual ChatGPT browsing on behalf of users?

Good luck guys!

Looks promising 😸. I'll surely try.

But i have few doubts, normaly we can track ai agents due to their user agent. But can this product track the ai agents who uses ip rotation.

Oh super cool product guys! Hope this transparency make al this market more visible

Congratulations!! Looks great

Congrats on the launch!
Getting visibility in the AI agent era for website traffic is a must-have

Very beautiful site with clear messaging. I am not in the market for this category of products but I'll definitely recommend it to others :)

Congrats! Checking it out now for respira.press

It's super cool David. Getting insights from AI traffic to turn it into human visits makes absolutely sense and I'm sure many of us will take the most of it. Wish you all the best here!

@vzotov Congratulations. And happy product launch.

Super cool idea - really different behavior between agents and users. Agents won't fall for the typical funnel/checkout optimizations.

Congrats on the launch 🔥
Do you see this becoming a new standard layer of analytics, alongside GA, or something more niche for AI-heavy businesses?

Congratulations on the launch 🎉 🎉 !!

For two years, people kept asking me one question: When is Flow coming to Android?

We didn't want to ship a "checkbox" Android app. We waited until we could ship something that genuinely replaces typing.

📱 Nearly 4 billion people are on Android, yet voice on Android has always felt like a second citizen. Slow. Error-prone. Something you keep fixing.

Today we're changing that.

Wispr Flow floats above every app. No keyboard switching. No rewriting your own words to make them sound like you. If you can speak, you can stop using your keyboard.

⚡ We also just completed a major infrastructure rewrite that made Flow 30% faster across the board. And we now support 100+ languages, including Hinglish for people who naturally switch between English and Hindi mid-sentence. 🌍

This isn't a "mobile version" of Flow. It's the same intelligent system across Android, iPhone, Mac, and Windows. One experience. Every device.

🎁 We're offering unlimited free dictation on Android for a limited time at launch. Try it. Push it hard. Tell us where it breaks.

We've been obsessing over latency and accuracy for years. Today is the first time we feel like voice on Android is ready to be the primary interface, not the fallback.

Excited to finally ship this. Now it's your turn to just talk instead of type, and send without needing to edit ❤️

This is the launch I've been most excited about since joining Wispr.

Android has been our #1 most requested feature for over two years. Every week we'd get messages asking when it was coming. We could have shipped something basic early on, but the team wanted to make sure the Android experience was on par with what we'd built on Mac and iOS.

What makes this different from other voice-to-text apps on Android: Flow floats above every app. You don't switch keyboards or change modes. You just tap, speak, and it writes in your voice. It matches your tone, cleans up filler words, and formats everything so you can send without going back to edit.

We also built support for 100+ languages, including mixed-language dictation. If you switch between English and Hindi (or any other combo) mid-sentence, Flow handles it natively. That was a hard problem to solve and I haven't seen another app do it well on Android. I switch between English and Polish very often, and the ability to switch between the two without issue is crazy useful every day.

Over a million people already use Flow daily across Mac, Windows, and iPhone. We're offering unlimited free dictation on Android at launch because we want as many people as possible to push it hard and tell us what they think.

Try it: https://wisprflow.ai/android

Would love to hear how it feels compared to whatever you're using now.

Very excited for the Android launch, even though I don't have an Android phone. I've been using Wispr Flow on iOS for a while, and it's really changed the way I think on the go. I often have ideas or realizations when I'm on the go and write them down in personal notes using Bear. With Wispr Flow, I can dictate long, complex ideas on the go.

While I love the iOS functionality, it is a bit high-friction to get into Wispr Flow because of limitations on iOS's side. I'm really intrigued (and envious of Android users) to see what Wispr built in Android with less system restrictions!

This team ships 💥

Congrats! Nice to see wispr flow power for android users as well

I was lucky enough to be in the alpha and beta for the app. It was amazing to use even before the team added the additional product features. I've been dictating text messages and notes while on runs, alarm descriptions, todos, and all sorts of other things I always assumed I'd have to use a keyboard for. I'm excited to see other people using it too!

Building Wispr Flow for Android was one of my favorite projects for the year -- and I'm so excited for all of you to try it. We've built a truly native experience that lets you speak anywhere you use your phone. Please share any feedback you have and we'll keep making it better and better!

I'm using Flow right now to dictate this message. I have used this app now for around a week or two. I find it extremely fast. I would say 99% accurate or 98% accurate.

It works wonderfully, especially with somebody like me who speaks more than one language. It does wonderfully especially in Arabic. Yes it has its own issues when it comes to Arabic but that's totally accepted or expected.

Honestly the app is functioning as it should be, very smooth, no issues, no problems. It delivers what it needs to deliver. Yes it has some issues, for example, if you try to say when I say "https://www.linkedin.com/in/aalkulaib/" you post your full https://www.linkedin.com/in/aalkulaib/ page. It doesn't always have the right context when you don't want to actually paste the link for your https://www.linkedin.com/in/aalkulaib/ page but rather you want to say to someone "I checked it in https://www.linkedin.com/in/aalkulaib/" in a different sense, rather than "Oh here's my https://www.linkedin.com/in/aalkulaib/".

I've downloaded the app on Android since I use an Android phone and it has worked flawlessly so far, so perfect launch, guys, great job!

Other than that I don't have any gripes. To be honest the only thing I've been avoiding is trying to subscribe to the service because I feel exhausted with all the subscriptions I have right now with so many different apps and so many different things. I'm bound to do that sooner or later.

Great job, amazing work. Honestly thank you from the heart. I will even leave the errors for antiquity's sake.

Very excited for this launch - WisprFlow is a huge unlock in my workflow and love seeing it on Android. Congrats, team!

Well done on the release folks!

At one point, the Flow team had 12 people who collectively spoke 22 languages. So, for many of us, it's a personal milestone to bring Flow to a platform that's inherently international.

It's been a privilege to see @rajbhattayushi @zhdan_philippov @sumitobroi and more bring Flow's characteristic smooth interaction the Android world. Excited for folks to try it!

been a customer for a while now - our whole team is also on it!! Congrats on launch

Yay a new feature!!

Since it supports mixed-language dictation and learns over time, have you seen any wild/creative use cases popping up like devs dictating code comments in VS Code, multilingual teams handling Hinglish/Spanglish in chats, or creators blasting out long-form content?

The mixed-language dictation is what really caught my eye. I switch between English and Chinese constantly and every other voice tool completely falls apart with that. Also smart move making it a floating overlay instead of a keyboard replacement — way less friction to actually use.

Congrats on the launch!!

Congratulations! This is going to be huge for android users

Hi Product Hunt 👋

I’m Benny, the maker of TypeBoost.

I use AI a lot. But it often felt messy: copy-pasting text, switching to ChatGPT, rewriting the same instructions, juggling Gemini, Claude, Apple Intelligence, or whatever. Plus, the better the prompt, the better the result. Which meant: you’d better write a good one. That felt wrong.

What I really wanted was AI inside my workflow. Right inside any app. And full control over how my text is improved. My actions. My style. My prompts. My rules.

So I built TypeBoost for macOS.

It’s not "just another AI assistant".

It’s a personal, fully customizable AI writing toolkit that lets you apply your own prompts directly to selected text, see exactly what changed, accept/reject edits on a granular level. All without breaking focus. Voice input included 🎙️

Once it becomes a habit, it’s insanely productive.

There’s also an iOS app that stays fully in sync. E.g. capture ideas by voice on the go, and they’re waiting for you on your Mac later. Or what ever you need.

I genuinely hope TypeBoost helps you as much as it helps me.

If you’ve got questions, ideas, or feedback — I’m here 😊

Cheers

Benny

I use Typeboost every single day and honestly can't live without it anymore

I reckon I'm saving like 1-2 hours a day thanks to the shortcuts

Total game changer!

Can't wait to see what's next

I have been using Typeboost for 2 months now, and it is absolutely amazing. 💚

Love the value proposition and how you make the toolkit usable from anywhere. Solid UX work. A clear agentic replacement to Grammarly. Quality++

Very cool - nice to see something using ai personalized and helping get better instead of automated ai spamming on different channels. Is it bring your own key or use yours as saas?

very helpful for my non-coding activities

Quick question on privacy. I work with some sensitive client stuff and I'd want to know where my text goes when it's processed. Is anything stored on your end or does it just pass through?

Cool product, as someone who built an AI CMS for a blog recently I really see the benefit of not having to switch focus while writing :)

Congrats on the launch! I've been using ChatGPT for most of my writing but honestly this looks awesome. Not needing to switch to ChatGPT for every little thing is great. Can I get started quickly or does it take some time to set things up?

Hey there, happy launch day!

What's been the biggest technical hurdle in making it work reliably across any app (e.g., permissions, text selection in sandboxed apps, or shortcuts/hotkeys conflicts)? And how do you make onboarding feel instant without overwhelming new users?

Also, have you seen users combining voice dictation with text selection for hybrid workflows (like dictating into emails/docs then refining selected parts)?

this looks amazing 🙌
super clean and easy to use :)

been following your journey on twitter... really excited to see this live :)

Been using this tool for a while. One thing I can say. The UI is superior for me. I love the simplicity and ease of use. That's it. All I need in a good tool.

Great stuff. I am interested in trying this over the next weeks and see my prompting efficiency increasing. But one question: are follow-up prompts possible? Or is a user limited to the prior saved prompts to execute? thanks

The "apply custom AI actions directly to selected text" is exactly what's missing from most AI writing tools. I'm constantly copy-pasting between Claude and my editor when writing docs or blog posts. Quick question — does it support custom shortcuts for specific prompts (e.g., ⌘+Shift+E for "explain technical concept simply")?

The no-context-switch angle here is genuinely useful — how many times do you write something, open a new tab, wait for a response, then try to remember where you were. What does the 'learning over time' feature look like in practice? Style adaptation based on your edits, or more explicit prompt memory?

Congrats on the launch Benny, TypeBoost sounds like a thoughtful take on bringing AI directly into the workflow instead of bouncing between tools. Love the focus on customization and granular edits without breaking focus. Feels like something power users will really appreciate. Great work getting this out there.

Voice Mode is interesting. Like it's more than Voice to Text right, you instantly apply a prompt to this? Sounds powerful. But I also think just plain transcription like Wispr etc. makes most sense a lot of the time.

Hey Benedikt,

Tried the app out today , really cool - i just wish it also had transcription like wispr flow

both the editing and transcription today will really increase the stickness of the product

Congrats on the launch! 🔥

Time to get rid of pains on writing elegantly! Btw, how does it differ from those generic embedded AI writing helper in gmail etc?

Congrats! looks really interesting!

Hi everyone!

There are so many new models dropping lately, but 4.2 is one of the very few that instantly feels genuinely innovative. Haven't experienced this kind of raw fascination in a while.

The coolest part is being able to audit the thought process and actually watch the four agents battle it out before giving you an answer.

I'd say the structural shift is what makes this special. Instead of a single monolithic brain, you are querying a native team. You have:

• Grok (Grok Leader) coordinating everything

• Harper (Agent 1) pulling real-time research & fact-checking

• Benjamin (Agent 2) pushing heavy logic, math, and code verification

• Lucas (Agent 3) injecting creative angles and out-of-the-box ideas

They debate and peer-review internally, which is why the hallucination rate on complex engineering tasks is insanely low right now. The architecture also supports rapid learning, meaning the weights aren't static after launch. We are getting weekly improvements based on user feedback.

And according to Elon:

"Grok 4.2 will be about an order of magnitude smarter and faster than Grok 4 when the public beta concludes next month."

If you want to see this internal debate dynamic in action, open your Grok, manually select 4.2 in the menu and throw your hardest open-ended problem at it.

Oh yeah, new stuff to test 🤤

Curious here! Have you seen use cases where users prompt Grok 4.2 to "debate" ambiguous voice inputs (e.g., rambling feedback or mixed-language dictation) and arrive at cleaner, more accurate outputs?

Hey Product Hunt! I'm Yang, one of the makers behind Shepherd 👋

I'm also Co-Founder of Composite (composite.com), and Shepherd came from wanting to understand where my time was actually going in the browser, instead of just feeling guilty about procrastinating.

Why we built this

I used to end every week with the same uneasy feeling: I was busy, but what did I actually do? My days are long as a founder, and I couldn't tell you where any of my time went. I tried pomodoro timers, but they couldn't account for longer work sessions. And manual time tracking felt like another exhausting errand to remember.

My problem wasn't discipline, it was the lack of visibility and granular insights into how I was actually spending my time online.

So I built Shepherd! The name (and the sheep) are a little homage to where I'm from. I grew up in New Zealand, a 10-minute drive from sheep farms, so it felt right to bring a bit of home into the product 🇳🇿

I got our team at Composite hooked on it, then my friends from Stanford started using it too. Turns out everyone had the same blind spot.

What makes Shepherd different

Shepherd quietly runs in the background and tracks how you spend your day in Chrome. No manual input, no start/stop buttons, no friction, super lightweight, and completely passive.

🐑 Simple layout – Your browsing is categorized as productive or distracting in real time. One panel shows you exactly where your day is going, right now.

🐑 Live tracking – We visualize when you're typically distracted throughout the day, and give you a weekly health score. You can stop bad trends before they snowball, or double down on what's working.

🐑 Grow your sheep – This is the fun part! Every day, you get a new sheep that grows based on how you spend your time. Stay focused in long sessions and your pasture flourishes, and your sheep grows up healthy and strong. Get distracted too much and your sheep might get a little dirty. Or sick. It's weirdly motivating to keep a virtual sheep healthy.

Who it's for

Busy professionals, founders, students, really anyone who wants to understand their habits without adding another chore to their day.

I've been using it daily while building Composite and it's genuinely changed how I structure my work. My team has started getting competitive about their sheep, which was not the intended outcome but I'm not complaining 😄

Shepherd’s completely free and takes less than 30 seconds to set up. It's a lightweight Chrome extension, with no accounts or onboarding flows to sit through. I'd love your feedback! Check it out at shepherdtime.com 🐑

What's your biggest struggle with staying focused during the day? Would love to hear from you in the comments!

Hi everyone, I’m Varun, also on the Composite team that built Shepherd!

We originally built this for ourselves. Once we started using it internally and seeing what it surfaced, it was obvious other people might want the same visibility.

The core idea is simple. No setup, no configuration, no productivity theater. Install it and it passively shows you where your time actually goes.

Also, designing the sheep states was unexpectedly fun. Watching them change based on your behavior makes the feedback loop feel a lot more real.

Would love for you to try it and tell us what you think.

The gamification with the growing sheep is genius — way more motivating than a boring time chart. "Anti-brainrot extension" made me laugh. Sometimes you need a little guilt from a virtual sheep to close that 47th tab.

Hi everyone! I'm Charlie, also one of the makers behind Shepherd 👋

Since we had so much fun building and using this tool internally, we thought that some of you may love it as well!

Designing the different sheep stages was one of the most fun parts of the build, watching them evolve from cute lambs to full grown sheep. Would love for you all to give it a try and let us know what you think!

That's so cute!!

sers can probably tweak what counts as productive (e.g., Notion good, Twitter bad for some), but how private is the data really? Does it stay fully local/on-device, or is there any cloud sync for cross-browser insights?

Also, do you have integrations or requests for it to play nicer with other productivity tools (like auto-logging focus blocks to calendars, or exporting sheep stats to Notion/ClickUp)?

Hey Product Hunt! I'm Tim, also a fellow maker behind Shepherd! 🐑

Shepherd is such an easy extension to just keep in the background as I go about my working day. I'll admit, when I first started using it, I was a little humbled by how often I got sidetracked. But once I could actually see my habits laid out, I started making real changes. Now there's nothing more satisfying than ending the day with a fully-grown, pristine sheep! 💪

My favorite part whenever I check in has to be the daily sheep fact. It's just a nice touch that adds a bit of personality to the experience. Didn't know I needed those in my life, but here we are. 😂

I'll be around for a bit to answer any questions. Would love for you all to try out Shepherd!

love the idea. Is it only tracking my computer, or my phone as well?
Would love to add the data to my Whoop & Apple Health stats too

Congrats on launching Shepherd to Product Hunt 🎉

I really like the user interface and the concept of growing a sheep, great concept to gamify productivity! It's adorable too.

Would be cool if you could see each sheep from each day in a farm like tab almost like a streak to see how well you've been doing over the week / month / year.

Hope more people find this useful. ❤️

Love this launch from the team at Replit! :)

Animated Videos is a new feature inside Replit Agent that lets you create professional motion graphics just by describing what you want in plain English.

What is it?

Replit Animated Videos allows you to generate programmatic, React-based motion graphics through conversation. You describe the video... a product launch, explainer, brand promo... and the Agent builds it for you. You can iterate via chat and export it as an MP4 in 720p or 1080p.

Who is it for?

• Indie Hackers launching new products

• Startup founders announcing features or fundraising milestones

• Marketers creating social content

• Developers who want polished visuals without learning video tools

• Agencies looking to speed up creative production

The problem
Creating launch videos is painful:

• Editing tools are complex (and time-consuming to learn)

• Hiring a video agency is expensive

• AI video tools often generate “cinematic clips” but not structured explainer motion graphics

• Iteration is slow and disconnected from your product workflow

The solution
Replit turns video creation into a conversational, iterative workflow:

• Type a prompt → get a working animated video

• Refine it via chat (“make transitions smoother”, “add a logo reveal”)

• Export server-side as an MP4

It’s video creation that feels like coding with an AI pair programmer.

Why it’s different

This isn’t AI-generated cinematic footage like @RunwayML or @Sora by OpenAI. It’s programmatic animation built with React and animation libraries, meaning:

• Clean, structured motion graphics

• Text overlays, smooth transitions, UI-style animations

• Repeatable, controllable outputs

• Built directly inside your dev workflow

It’s closer to “designing with code” than generating random AI clips.

Key Features

• Prompt-based video creation

• Iterative refinement via chat

• Text overlays + transitions + AI-generated images

• 720p / 1080p export (30fps / 60fps)

• Server-side rendering

• Auto-play preview

• Available even on the free tier

Use Cases

• Product Hunt launch videos

• Feature announcements

• Explainer videos (30–60 seconds)

• Landing page hero animations

• Social media motion graphics

• Investor milestone updates

The benefits

Faster launches.

Unlimited iterations.

Lower production cost.
Now builders who want to ship storytelling as fast as they ship code.

And it lives inside the same environment where you’re already building your app.

Over to you!

How do you build your launch videos? Are you going to use Replit for it?

Those animations are pretty useful. I think that video editors will not lose their jobs, because founders will not have time to "babysit" AI to create something, just video editors will do this but possibly will make output faster.

Congrats on the launch! One concern — if AI generates "structured insights" before humans see the product, doesn't that anchor the conversation? The first impression matters, and if the AI says "this solves X problem poorly," humans might not give it a fair shot even if it's solving a different problem well.

signed up but the content seems to be in Chinese

It would be great if I could set my language and then see content in it. I can't read most of this:

Congrats on the launch — this is a strong thesis for the AI-era distribution problem.

One thing I’d love to see for GTM teams: transparent scoring controls so builders can tune *how* agent evaluation works (e.g., weighting for clarity, ICP fit, differentiation, proof signals).

Also curious if you plan to add an anti-anchoring mode where human voters can choose to hide agent analysis on first view, then reveal it after their initial impression. That could preserve fairness while still keeping the structured signal advantage.

Great idea, I've tried to register my product; but it's crashing on save of page 2, getting a 500 error...

i tried learn spanish on duolingo and got some vocabular, but i can't speak nor i know grammar.

will try yap for sure :-)

Hi Christian, first off congratulations on the launch. I watched your video, its inspiring to see you were able to turn a difficult situation into something positive! I also like the app idea, Ive been there with duolingo. I do have two questions, 1. what languages do you support? 2. Why the addition of on-chain language tokens?

This is a cool thing, I have the same problem – I cannot remember certain words or retain them, because tapping is very passive. Active using could help. P.S. Looking forward to see German language in the future :) That one has a priority for me :)

Love this and the thought behind it. What does the token do? And how can we actually maximize it? Congrats on the launch. @yapchristian!

Great that it works on a system level, congrats on the launch!

Hello Eduardo,

did you implement any kind of human feedback? Like if the user would correct something and your system learn about it?

This is very cool. Is Swedish supported?

This is epic, especially for a bilingual household like mine!

The 'subtitles for everything' framing is sharper than 'translation app' — it immediately makes the use case obvious. The interesting edge is latency: real-time translation on streaming audio has a fundamental delay trade-off. What's the current lag for live content vs pre-recorded? And does it work on system audio from apps like Zoom or Discord?

Love that this was born from a real personal need. The bilingual household use case really resonates — my partner and I deal with this exact problem watching shows together. The fact that it works as a system-level overlay across all apps is what sets it apart from the clunky subtitle tools out there.

We're launching our next MVP iteration with a core focus on replacing the Linkedin inbox because it sucks. This time we integrate 9 platforms with a new priority interface that learns your context & surfaces important matters to your attention.

Congrats on the launch! The early days of finding those first customers are such a grind. I remember spending what felt like half my week just on manual outreach and follow-ups. It's a tough bottleneck to break. Having gone through that recently, I've got a couple of growth experiments that might help you get initial traction without the manual slog. No strings attached, just happy to share the 1-page plan if you're interested. Keep up the great work!

InboxAgents caught my attention. Useful direction if it stays reliable in everyday use. I care most about clear control and predictable results.

LinkedIn's inbox is genuinely one of the worst messaging experiences out there. The fact that you're pulling 9 platforms into one priority view is bold — the key will be how well the smart filtering works so you don't just end up with a bigger mess. Curious to try it.

The API fragmentation across LinkedIn, Gmail, and social platforms is genuinely painful — every one has different auth, rate limits, and data models. Curious how InboxAgents handles when LinkedIn changes their API (which they do often) — is there a fallback scraping layer or does it break until the integration is patched?

Hey Product Hunt! 👋

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➜ Browse APIs on callio.dev
➜ Click "Add to Agent" to get your key
➜ Your agent calls our proxy, we handle auth and rate limiting

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The multi-platform export is what caught my eye. Editing is one thing, but reformatting the same video for TikTok, YouTube Shorts, and Instagram is the part that actually eats your afternoon. If this nails that workflow it's a huge time saver for solo creators.

Absolutely agree! The most valuable investment in 2026 is turning your daily personal workflow, which usually spread across multiple apps, into a fully automated agentic skill that allows your personal agent to take over on your local computer.

That’s exactly why I built SkillForge so that I can record my screen once and have my everyday work completely automated.

Before, I was struggling to guide OpenClaw to handle cross-software, multi-step, multi-window tasks. It’s extremely hard to write and describe a workflow that is both detailed and flexible at the same time.

This pain point really struck me, and I decided to build the tool myself:

1. Record everything in just one day—all my daily workflows

2. Build SkillForge to convert screen recordings into agent skill .md files

3. Feed them into OpenClaw

4. Boom!!! One shot—and it works!!!

Now my OpenClaw has been running for 5 days straight, following the exact same screen and app interactions from my recording. This “aha” moment inspired me deeply to share this tool with all my friends and employees for their daily use.

And now, I’d love to share it with our community and make it completely FREE for public good. Welcome to the new era—personalize your agent!

Your future is here: skillforge.expert

The 'screen recording → agent skill' pipeline is a clever abstraction. The hard part has always been capturing intent, not just actions — does SkillForge extract conditional logic (if X then Y) from recordings, or is it more linear action sequences? Curious how it handles edge cases the recording didn't cover.

Super cool idea — surely the easiest way of saying "here is what I do, do it for me".

How does it handle failures midway through? Especially if the workflow is a little bit longer, does it just fail or have some kind of retry logic?

Especially worried when the skills is about creating and not just reading data, the ability to fail gracefully will be important.

I love the new App permissions feature to check which apps have access to my camera and location.

Really excited to see how App Cleaner & Uninstaller has evolved into a full app manager. The updater is my favorite feature — updating all my apps in one click feels amazing ❤️

Can it do AI-generated summaries for process names in activity monitor.app?

This cool! Can it handle brew and other similar sources?

The human-in-the-loop approach is key here. Fully automated annotation sounds great until you realize your model learned that stop signs are red rectangles. Being able to intervene in real time instead of cleaning up bad labels after the fact saves so much pain.

Hi Vibecoders, I have built something I have previously many times faced issues with. I published an app and made 9 bucks and was so happy until I got someone telling me the security is weak. I thought it was a dummy threat but I went in and there it was. Exposed keys. Open API routes. No security headers. The whole thing was naked.

That's why I build Vibesafe. Seriously. Vibe. Safe. People assume vibe-coding is just a click of a button and voila you have a million dollar machine. There is struggle, endurance and diligence behind every build and direction. So Vibesafe and feel free to ask any questions you have.

Thank you for the chance!

Hey @arthi_arumugam ! Love the idea behind it, seriously limiting the risks of vibecoded software.

Have you considered expanding it to other, more architectural misconfigurations (for example missing rate limiting in endpoints)?

We loved what OpenClaw does - AI coding agents that plug into your GitHub repos and actually move code forward. But the irony was impossible to ignore: getting an AI coding agent running felt like provisioning infrastructure. CLI installs. Config files. Environment variables. API keys passed through terminals. You don’t just “try it.” You allocate an hour.

And that’s where the friction lives.

The issue wasn’t intelligence. It wasn’t capability. It was activation energy. Every extra step between “I want to see what this can do” and “I’m actually using it” quietly kills momentum. Curiosity fades fast. Setup friction compounds.

So we asked a simple question: what if the setup disappeared?

Not streamlined. Not improved. Gone.

What if you could just text it?

aImsg connects to your GitHub repos directly through iMessage. You verify your phone, link GitHub, and you’re live. No IDE required. No terminal. No Docker container spinning up. You send a message. It proposes edits. You confirm. It pushes to a new branch. Nothing touches main without your explicit approval. From zero to first action takes under a minute.

The idea didn’t start there.

Initially, we were building what we thought was a better CLI experience — cleaner commands, smarter defaults, smoother onboarding. But that approach still assumed developers were willing to invest setup time before seeing value. We realized the real bottleneck wasn’t the interface layer. It was the barrier to entry.

Every dev tool competes on capability. Very few compete on immediacy.

iMessage was already installed. Already trusted. Already habitual. No app store. No downloads. No learning curve. Just a conversation in a place you already use daily. Instead of introducing another dashboard or terminal abstraction, we embedded the control layer inside something universal.

That shift changed everything.

The challenge then became architectural: how do you make something feel instant and conversational without sacrificing safety? GitHub write access is not casual. So every destructive or write action requires explicit confirmation. All changes are isolated to new branches. There are no silent mutations, no background merges, no surprise pushes. You remain in control at every step.

What started as an attempt to refine a tool evolved into a rethink of how coding agents should be accessed at all. Instead of treating AI as another piece of infrastructure to deploy, we treated it like a persistent channel — always available, lightweight, and responsive.

The goal wasn’t to replace the IDE. It was to compress the distance between intention and action.

If you can reduce “I need to handle this” to a single message, you unlock an entirely different workflow. Quick reviews while commuting. Lightweight fixes without opening a laptop. Async approvals. Repo questions answered instantly. A control plane for your codebase that fits in your pocket.

That’s what aImsg became: not just an AI coding agent — but a frictionless layer between you and your repositories.

If you have any input or criticisms, please let us know!

We almost didn’t ship this.

Not because it didn’t work.
Because it felt too simple.

A coding agent that lives in messages. No installs. No setup. Just text.
We kept wondering if people would take it seriously.

But every time we showed it, the pattern was the same.
Someone would try it, watch a branch get created, then pause for a second.
You could see the moment it clicked.

That reaction made the decision for us.

So we shipped.

And this is just the start.
We’re exploring Claude Code, OpenClaw integrations, and bringing this into places people already work like email, Slack, and Teams.
The goal is simple.
AI that meets you where you already are.

This is an interesting evolution of the OpenClaw ecosystem.

Removing infra friction is such an underrated unlock for AI builders. The Skill Market concept is especially cool feels like going from one intern to a full team instantly.

Congrats on the launch 👏

Not only AGI, everything is in one place, website status, opportunities, no need for 5 different overpriced tools when you need simple data to make decisions that count.

Great tool team!

Happy customer. You guys rock!

I have been using it since the alpha, amazing progress of the product, good luck!

AI search is already impacting traffic, brand visibility, and conversions, but most teams have zero insight into it.

I'm glad Atomic is here to change that and excited for what this unlocks 🚀

Using this tool on all my websites, it's really helpful for non-SEO experts

Work-changing tool. You can actually see where you show up, where you don’t, what to fix, and HOW! It feels like someone finally built a tool for how discovery actually works.