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LLMs alone aren't great at reviewing code—they produce noisy, irrelevant, or even incorrect comments far too often.
We open-sourced Kodus, our AI-powered code review platform built specifically to address this problem. Instead of relying purely on GPT models, we use a deterministic, AST-based rule engine to provide precise, structured context directly to the LLM. The result is a dramatically reduced noise rate, fewer hallucinations, and comments you can actually trust (and merge).
A quick rundown:
- Hybrid approach (AST + GPT): Precise, deterministic context feeding into the LLM reduces false positives and irrelevant suggestions.
- Self-hostable & Open Source: Run on your own infra/cloud—no code leakage, no data privacy concerns.
- Customizable rule engine: Easily define and share context-specific review rules across your team and community.
We'd love your feedback, suggestions, or criticisms—especially if you've experienced frustration with purely GPT-based review tools.
I wanted to share something we've been pouring our hearts into. Our team has collectively spent over three decades in this industry, working alongside writers, reading thousands of scripts, and honestly... getting frustrated with the same recycled formulas Hollywood keeps pushing.
For the past 10 years, we've developed a methodology that's helped hundreds of writers find their unique voice and craft stories that actually stand out. Now, we're turning that approach into an actual tool called Script.Movie.
This isn't another "three-act structure" preacher or "character archetype" regurgitator. We built this because we genuinely love great writing and want to see more original voices break through.
What makes it different?
Instead of forcing your creativity into some producer's template, we've created a resource that adapts to YOUR writing style. Whether you're a complete beginner or a seasoned pro, the tool scales with you. It includes carefully selected examples from exceptional screenplays (not just the same five movies everyone references), and focuses on helping you develop your story in YOUR voice.
We're tired of seeing the same stories told the same ways. We're tired of formulaic advice that crushes what makes writers special. And we're definitely tired of tools that feel like they were designed by people who've never actually written anything meaningful.
I know this community gets bombarded with "revolutionary new writing tools" every other day, but we've been in the trenches with you. We're writers and industry veterans who just want to see better, more authentic stories get made.
Would love to hear your thoughts or answer any questions. And if you're interested in being an early adopter, let us know.
Have a great one
Hi my name is Shaquan Jones I’m the founder of Eden OS. It’s an AI OS that developers and consumers a like can build on or use to suite their needs. I’m building a community on Reddit: buildwitheden and YouTube: buildwitheden. My goal is to build Eden but also empower people with low resources to build software using AI. Please check me out on YouTube or Reddit!
I lead Product at Velocity. Our on-demand usability feedback is putting a stop to wasted human time by encouraging designers to first review with AI simulations. We are a team of ex-agency owners whose teams had a hand in building big mobile Apps for companies like Meetup, Soundcloud, Mubi, Glovo.
We, like many design, engineering and Product teams, were often in a position where evidence was weak and feedback was impossible to access, but we were still under pressure to deliver! Limited time, budgets and firewalls meant waiting weeks to iterate.
Now, in seconds, on-demand, you can challenge an AI on your app's designs just like in user testing sessions. Ask questions, then witness a simulation trying to 'use' connected images of your current or future app.
We are first launching as a Figma plugin to provide designers with 24/7 on-demand design feedback. We offer the earliest validation BEFORE code and BEFORE asking real humans.
Figma Plugin link: https://www.figma.com/community/plugin/1397952939678206595/ai-design-reviews-user-simulations-then-human-feedback-1min
Website Link:
Demo Video:
https://www.youtube.com/watch?v=qxWCQ1EIPPo
Would love to hear your feedback, thanks in advance 🙏
Hey everyone,
Excited to share a project I've been working on called AddCal!
What I Built:
AddCal is a tool designed to tackle the common frustration of sharing an event and ensuring people can easily add it to their specific calendar system (like Google Calendar, Outlook Calendar, Apple Calendar, etc.). Instead of just sending details and hoping they manually input it correctly, AddCal aims to streamline that process.
The core idea is to provide a simple, universal way for users to add events they receive to their preferred calendar with minimal fuss.
How I Built It:
I developed AddCal using Laravel for the robust backend logic and API handling. On the frontend, I used Vue.js to create interactive user interface components. Styling was handled efficiently using Tailwind CSS, allowing for rapid development of a custom look and feel.
To seamlessly connect the Laravel backend with the Vue.js frontend without building a separate REST API, I leveraged Inertia.js. This setup provides a modern, single-page application experience while allowing me to work primarily within the Laravel ecosystem.
A key part of the development involved generating the correct formats ([e.g., .ics files]) compatible with the major calendar platforms. Handling time zones correctly and ensuring cross-calendar compatibility were also interesting challenges during the build.
Achievements & What I Learned:
Building AddCal has been a fantastic learning experience, especially in leveraging the synergy between Laravel, Vue, and Inertia for a cohesive development workflow [or mention another specific skill area you improved]. The main achievement for me is creating a tool that solves a tangible annoyance I've personally experienced and seeing it work reliably across different calendar types.
Feedback Welcome!
I'm keen to hear your thoughts! Any constructive feedback on the concept, potential features you'd find useful, or technical implementation suggestions would be greatly appreciated.
Thanks for checking it out! Looking forward to contributing and learning together in this community.
#showcases #laravel #vuejs #tailwindcss #inertiajs #productivity #webdev
After years of collecting resources and building side projects, I launched my first product: unarkhive.com 🚀
A clean, fast, and constantly evolving archive of tools, apps, and inspiration for developers, designers, and makers.
No monetization. No popups. Just quality content that fuels creativity.
Built with Next.js, Tailwind CSS, and a love for minimal UX.
This is not the destination—it’s the beginning of a longer journey to ship, learn, and grow.
Feedback is always welcome. Let’s keep building. 🙌
Hi,
I created my product to solve my own problem: writing blog posts. The idea of doing keyword research, planning, outlining, drafting, etc, etc, etc drives me crazy. As a builder, I'm not comfortable writing posts.
To fix my own problem, I launched https://owlendar.com
I've seen many people talking about how this can affect SEO negatively in some cases, as Google sees AI content creation as a warning sign. Well, Owlendar have published 30 articles for one of my websites so far and all good. The SEO is picking up.
How do you feel about AI blog posts? Do you want to give Owlendar a try?
Charty AI is a powerful mobile application that uses advanced artificial intelligence to analyze price charts for any financial instrument — including stocks, cryptocurrencies, indices, ETFs, and commodities. It transforms visual chart data into human-readable reports, helping traders and investors of all levels make smarter, faster decisions.
Whether you’re a beginner who struggles with technical indicators or a pro looking for a second opinion, Charty AI acts as your personal chart analyst — right in your pocket.
Hey everyone! 👋
I’m excited to share my latest project: ToneCraft AI – a free tool that intelligently transforms the tone of your text while preserving its meaning.
🛠️ What I built:ToneCraft AI is a web app that helps users rewrite their content in different tones such as:
- ✅ Professional
- ✅ Friendly
- ✅ Formal
- ✅ Casual
- ✅ Persuasive
It’s ideal for emails, social media posts, job applications, and more. Whether you're a marketer, creator, or just someone who wants to sound more polished, it can help your writing hit the right note.
⚙️ How it works:- Built with React, Tailwind CSS, Firebase Auth, and Node.js
- Integrated with OpenAI to power smart tone rewriting
- Hosted on Replit, making it super accessible
- Users get 5 free tone conversions without login, then can sign up for unlimited access – still 100% free
We all write a lot – but not always with the right tone. I wanted to create something that helps people communicate better, especially in professional and digital spaces. No fluff, no paywalls.
Would love for you to try it and let me know your thoughts or suggestions!
Thanks for reading 🙌
Fauzia Luqman
I came across a conversation between two developers discussing how frustrating it was to deal with Stripe integration on existing support platforms. For creators in India, especially those relying on UPI, the experience felt unnecessarily complex—and sometimes, just broken.
What stood out even more was the discomfort around platform commissions. Support, in its true sense, isn’t supposed to feel like a cut is being taken from appreciation.
That’s when the idea took shape.
This project BuyMeAChai was built to address those specific friction points:
No third-party payment gateways, no hidden deductions, and no complex onboarding. Just a simple, direct way to receive support using UPI, with a familiar, creator-first experience.
It’s not trying to be a disruptor. It’s trying to be simpler.
More aligned with how we already share value with each other here.
If you’re curious, feel free to check it out.
And if you do, I’d genuinely appreciate hearing what you think—good, bad, or in between.
I was casually scrolling where I came across a conversation between two developers discussing the issues with stripe on buymeacoffee. I thought yes, it's a problem which I can solve.
Additionally, people were also not very intrigued by the idea of commission which buymeacoffee or similar products were charging.
So here we are, presenting buymeachai, Buy Me A Chai is a heartfelt platform that lets developers, creators and side hustlers receive support as easily as sharing a cup of chai—with zero fees and instant payouts. Designed for India’s digital economy, it removes all friction with one-click UPI payments, customizable pages, and a warm, creator-friendly experience.
Do try buymeachai and let me know in the comments what is your honest opinion about it?
We're thrilled to announce that after months of dedication and development, the PeakRoutine website has officially launched!
Why did we build this?
Because understanding your health data shouldn't require a medical degree.
Many of us track our metrics—whether it's glucose levels from a CGM, sleep patterns, or daily activity—but making sense of this information and knowing how to act on it is where most people get stuck.
PeakRoutine bridges this gap. Our AI-powered health coach analyzes your personal health data and crafts customized routines that actually work for your unique body and lifestyle. No more generic advice or wondering why your glucose spiked after that "healthy" meal.
Visit us at https://peakroutine.netlify.app/to discover how PeakRoutine can transform your relationship with your health data into actionable, personalized wellness routines.
📣 Would Love Your Feedback!
Or explore the idea behind it: https://www.reddit.com/r/PeakRoutine/
Hello all! I’m co-founder of Deadline Bar. We’re a caffeinated energy bar for busy professionals who are physically active.
R&D was a long road but we’re nearing the end and are spending our time now trying to build preorders. We’re reaching out to retailers we believe would be a good fit for us like Whole Foods, Sprouts and Wegmans.
We’re a few months from launch and are getting the word out there that we’re coming soon! Come check us out and tell us what you think and feel free to ask anything.
Hey everyone! 👋
I wanted to share the marketing strategy we've been testing for our project, Gitdocs AI, and open the floor for feedback or similar experiences.
We’re building a tool that helps developers auto-generate high-quality README files using AI, based on the actual content of their GitHub repos. But instead of going heavy on paid ads or traditional promotion, we’re trying a slower, more sustainable path:
Our Current Strategy:- Community-first mindset: We’ve been active in open-source and dev forums, not promoting the tool, just genuinely helping folks write better docs.
- Content > Ads: We’ve started a blog + mini-guides (like “How to structure a great README”) to provide value without selling anything.
- Dogfooding: Every update we make to the tool is something we document and share transparently on Twitter/LinkedIn, focusing on what we’re learning.
- Feedback loop: Early testers are shaping the roadmap—this has led to more organic interest than we expected.
- Cold outreach via LinkedIn (even thoughtful messages) mostly felt inorganic.
- Reddit can be great, but we had one post flagged—even though it wasn’t promo—so we're being extra cautious now.
Would love to hear from others working on dev tools or bootstrapping products:
🧠 What has worked for you in building awareness authentically?
Let’s make this thread a goldmine for early-stage marketing ideas that don’t rely on ads or spam 🙌
Hey everyone! 👋
Super excited to finally share something I’ve been building over the past few weeks — Gitdocs AI.
🧠 What is it?Gitdocs AI is a developer tool that analyzes the structure and content of a GitHub repository and generates a clean, professional README file using AI. It's designed to help devs ship better documentation without spending hours figuring out what to include or how to format it.
⚙️ How it works:- GitHub Integration: Users connect their repo, and the tool fetches metadata, file structure, and key code files.
- AI Analysis: It uses natural language generation (via locally run models or API-based, depending on setup) to generate a README draft with installation steps, usage instructions, features, and contribution guidelines.
- Customization Options: Users can tweak the tone (casual, professional, etc.) or focus areas (e.g., installation-heavy vs. feature-focused).
- One-Click Commit: The final README can be committed directly to the repo after review.
- Frontend: Next.js + Tailwind
- Backend: Node.js, Python (for AI processing), GitHub API
- Database: Supabase
- AI Integration: Custom prompt pipelines + optional Ollama local model support
README files are often overlooked, yet they’re the first thing people see. As someone who jumps between side projects, I found myself procrastinating the docs every single time. This was my attempt to solve that friction point — for myself and maybe for others too.
Would love your thoughts, suggestions, or even tough love if you spot something I could improve.
Thanks for reading! 😊
Hey folks! 👋
Super excited to share something I’ve been working on for a while:
DoCoreAI – a dynamic temperature profiler for LLMs that auto-optimizes your prompts without manual tuning.
🧠 The ProblemWhen working with AI models like GPT or Mixtral via OpenAI or Groq, I noticed a lot of devs (including me) were stuck tweaking prompts manually—changing temperature, adding random system messages, guessing what might help the output.
Fine-tuning? Too expensive and time-consuming.
Prompt engineering? Trial and error.
⚡️ The SolutionDoCoreAI takes your raw prompt input and dynamically adjusts:
- 🔍 Precision
- 🎨 Creativity
- 🤖 Reasoning style
- 🌡️ Temperature
All based on the context of your input — giving you more accurate, useful, and optimized responses on the fly.
It works with both OpenAI and Groq, and it’s completely open source.
💡 Why I Built ItThis started as a side project while experimenting with customer support AI.
I wanted AI to adapt intelligently to user intent, without hardcoding tons of prompt templates or tweaking settings manually.
Now it’s evolved into something I believe can help:
- Developers
- Prompt engineers
- AI researchers
- Anyone building AI-powered tools
- Python + FastAPI
- OpenAI & Groq support
- Swagger Docs for easy testing
- Cosine similarity for reuse of past “intelligence profiles”
Check it out on GitHub: https://github.com/SajiJohnMiranda/DoCoreAI
Or explore the idea behind it: Reddit
Would love thoughts, issues, stars ⭐, and feedback from fellow builders!
Thanks Huzzler fam! 🙌
Let’s build smarter AI tools—without overengineering the hard parts.
QForm – a simple way to build waitlists with referral tracking.
If you're launching a product and want to:
✅ Capture emails with a custom form
✅ Incentivize sharing with referrals
✅ Embed on your site or use a hosted page
QForm makes it ridiculously easy. No code, no clutter – just focused on helping you grow early. Tried to build the tool I wish I had during my last launch.
Hello everyone,
Building software always made me feel good. I liked the idea of programming an app for my specific use-case to fix a specific problem. But i never imagined making any of my work public because of how complicated things can get.
i am very excited to announce my first ever web application - Trackscription.
developing the application i mostly worked on the front end side while using Supabase as my backend. The whole application i built based on a service that i was looking for but could not find.
I live and work abroad so i had a lot of recurring payments and subscriptions to track. i could not find a simple, affordable and privacy friendly application that will let me track all of these recurring payments to show me a clear overview of all my expenses.
Here are some of the most important features:
Key Features:
- Automatic Subscription Detection: Import your bank statement and let Trackscription identify recurring payments for you.
- Client-Side Only: All logic runs in your browser. Your bank data is never uploaded or shared.
- Zero-Knowledge Encryption: Your data is fully encrypted using a zero-knowledge model — even the developer cannot see your info.
- Multi-Currency Support: Supports over 170 currencies.
- Smart Currency Conversion: You can enter subscription prices in any currency, and Trackscription will automatically convert them based on your selected main currency in settings.
it would mean very much for me if i can get any feedback no matter how small it is.
Thank you and have a nice day!
Hey community! I’m excited to share a project I’ve been working on: RepuShield AI, an AI-powered platform designed to help small and medium-sized businesses (SMBs) worldwide protect their online reputation. As a founder passionate about empowering SMBs, I wanted to create a tool that levels the playing field, giving them affordable access to the kind of reputation management big corporations often take for granted.
What We Built: RepuShield AI tackles a universal problem for SMBs: the devastating impact of negative online reviews and social media backlash. Did you know that 88% of customers trust online reviews as much as personal recommendations, and a single bad post can cost a business 22% of potential customers? For SMBs, this can be a make-or-break issue, especially when they lack the resources to monitor or respond effectively.
Our platform uses AI to provide proactive protection and real-time insights:
• RepuGuard: Shields businesses from negative press by identifying risks early.
• BrandPulse: Tracks social buzz and market trends across platforms in real-time.
• Insight360 (coming soon): Offers unified analytics to uncover growth opportunities.
• CreativeFlow AI (coming soon): Automates content creation and social scheduling to maintain a positive online presence.
We’re currently in the pre-launch phase, building a waitlist of SMBs eager to try it out. One of our standout offerings for early adopters is a free $499 personalized reputation report. This report analyzes a business’s online presence, identifies vulnerabilities, and provides actionable insights tailored to their specific market and industry, all at no cost. It’s been a rewarding challenge to design this report to deliver real value, and I’m excited to see how it helps SMBs take control of their digital identity.
How We Built It: The journey started with identifying the gap in the market: most reputation management tools are either too expensive or too complex for SMBs. I leveraged my background in digital marketing and AI to design a solution that’s both affordable and user-friendly. We built the core platform using natural language processing (NLP) and machine learning to analyze online mentions with high accuracy, ensuring SMBs get actionable insights without the tech overwhelm. The biggest challenge was balancing advanced AI capabilities with a simple interface, something we’re still refining based on early feedback. We’re also planning multi-language support to truly serve SMBs globally, which has been a fascinating learning curve in understanding diverse market needs.
Why It Matters: SMBs make up over 90% of businesses worldwide, yet they often lack the tools to protect their reputation effectively. RepuShield AI aims to change that by offering enterprise-grade protection at a fraction of the cost. I’m proud to see businesses from multiple countries already joining our waitlist, showing there’s a real need for this solution.
What’s Next: We’re focused on launching soon, with early adopters getting exclusive perks like a 20% discount on their first year and priority access to new features. I’d love to hear your thoughts. what challenges have you faced with online reputation, and how can we make RepuShield AI even better for SMBs? Let’s keep the feedback constructive and keep growing together!
Hey devs 👋
I’ve been working on a tool called Schedify — it lets your app schedule stuff to happen later, like…
- send something in 5 minutes
- trigger a feature next week
- run logic in 2026 (seriously)
Why I built it:
Every time I needed to delay something in my own apps, it turned into a spaghetti mess of cron jobs, queues, and time-based hacks. So I made Schedify to do one thing: help you delay things cleanly — no boilerplate, no infra pain.
It’s super early (no users yet) but I’d love to hear:
- Does this solve a real pain for you?
- What would make this actually useful in your stack?
- Anything missing that you’d expect?
Right now it's in private beta — if you’re building something and think this might help, drop a comment or DM. Happy to share access.
Thanks!
I have been building and coming up with product ideas for over 7 years.
One day I had the itch to build a new product. So I got to thinking...
After hitting a dead end, I figured why not build a platform that helps people like myself ideate through product ideas (since I always find myself doing this).
So I got to building...
Then my wife gave birth to my two beautiful baby boys....
Then I got laid off....
Stressed about getting laid off after just having two new boy I started to build even more.
I was tired and stressed but, product was so fun to work on, so I kept building.
After many iterations I have finally launched my platform (in beta).
I already got some users, and have already received some good feedback.
I hope y'all find some enjoyment in the product.
I actively maintain it, aiming for weekly updates.
P.s the name (Eazle) is a mixture of the names of my two boys!
I've just launched Link Couture 🚀
We believe that your bio site should be an attractive interface for your brand universe, that encourages your audience to interact with your online ecosystem 🌐
The way you present yourself online is very important, it portraits your professionalism and transmits confidence in your brand & products. Your link in bio is often the first touchpoint a potential client has with your brand - So why not make it stellar?
Your digital world should be exciting, user-friendly and beautiful.
We would love to know what you think about it ✌️
I’ve just launched cardstack.dev — a platform where you can design and display your own Digital Developer Identity Card.
🔹 Show off your tech stack
🔹 Link to your portfolio, GitHub, and socials
🔹 Customize your card with themes and styles
🔹 Join the public gallery to connect with other devs
🔹 Totally free to create and share
I'd absolutely love your feedback, and it would mean a lot if you gave it a try and added your card to the gallery!
Thanks for reading 🙏
Check it out here: cardstack.dev
I Created a Dating Game – Would Love Your Feedback
I've been working on Vermicelle (https://vermicelle.eu/), a unique dating game where you answer fun questions while getting to know others. It's a mix of trivia and matchmaking, designed to spark interesting conversations and connections.
The game will soon be available as a Trusted Web Activity (TWA) on the store, making it easily accessible like a native app.
I’d love to see it take off, and I’m looking for feedback! If you have a moment, feel free to try it out and let me know what you think. Does the concept appeal to you? Any ideas for improvement?
Thanks a lot, and looking forward to your thoughts!
Hi everyone,
Great to be part of this community!
I’d love to take a moment to introduce myself and share a bit about my journey so far with my SaaS project.
I started out as a web developer working with Sitecore for a multinational company, where I quickly became fascinated by the power of WYSIWYG tools and how they shape content management.
Fast forward a few years — about five, to be exact — I began building my own CMS as a SaaS product. I kept it under the radar and didn’t release it publicly... until just last week! It was during a business seminar that I got the encouragement I needed to open it up, collect feedback, and work toward making it a market-ready solution.
Over the past week, I’ve been fully focused on creating the right onboarding tools to make the experience smooth and accessible. That part is now working well! The MVP is live, already in production, and being used by some non-technical clients — which is super exciting.
I know the CMS space is crowded, and getting traction won’t be easy. But my aim is to offer something developers can truly benefit from: fair pricing, so you can keep most of the recurring revenue, while still enjoying the perks of a high-efficiency platform.
So, here I am — looking for developers and early users who’d be interested in testing things out.
If you have any questions, feel free to ask — I’m more than happy to chat! And if you have any feedback about the product, I’d be incredibly grateful.
Cheers,
Manaus
Https://www.adaptsite.com
Hey everyone! For those of you looking to get some traffic to your products, we've now added functionality to create weekly sponsored posts. These sponsored posts will appear every 7 posts on the homepage and category pages and are rotated. Much like a sponsored post you'd see on facebook or reddit.
Huzzler is growing rapidly and for a short period of time we are keeping the prices for sponsored posts low. Prices will double next week.
Estimated post impressions are 4,092 impressions / week. I've added a screenshot of our analytics below as reference.
Our audience is mainly founders, so make sure your product is targeted at founders as well or you won't get good results.
let me know if you have any feedback or suggestions, feel free to me on X for more info: https://x.com/vincent_edes
👉 View Advertising Options here
Good morning guys! Today we're featuring a cool project made by a Huzzler member. The product is called Postify AI and was made Huzzler member @ctatti.
Postify is an AI-powered social media tool for content creation. It's a tool that devliers consistant and most importantly on-brand messaging. What's cool about Postify is that it adapts to your brand’s tone and messaging, ensuring every post aligns with your identity and resonates with your audience.
Try it out here at postifyai.io
We all get those "million-dollar app ideas," but how do you know if they’re worth building?
I met a founder who takes a different approach. Instead of jumping straight into development, he validates first, and that strategy helped him find an idea that now makes $30K MRR without writing a single line of code.
Here’s a smarter way to test your idea before investing months of work:
1. Create a simple landing page – A quick preview of your product
2. Run small ad campaigns – Drive traffic to see interest
3. Track sign-ups & engagement – Measure real demand
Why does this work?
* No wasted time building something nobody wants
* Validate with real data, not assumptions
* Double down on what works, discard what doesn’t
The best part? You don’t need to code to test your idea. With
Brokenatom no-code AI landing page builder, you can launch a validation test in minutes and know if your idea has real demand.
🔗 Start validating today: https://build.brokenatom.io/
Verex is an AI-powered QA testing tool that helps developers and teams automate their web app testing without writing code. Onboard in minutes, run tests via CI/CD or manually, and get instant visual bug reports. No test maintenance, no hassle. Perfect for fast-moving startups, agencies, and dev teams that want to save time and ship faster with confidence.
Checkout our demo here: https://www.youtube.com/watch?v=KUHjFeHlSlg
Say goodbye to endless scrolling! AI Movie Finder uses smart AI to recommend movies and series tailored just for you. Fast, simple, and spot-on—your next binge is a tap away.
What’s your next watch? Test it and let me know!