... PropFlow is a VS Code extension that helps React developers understand prop flow through component hierarchies. THE PROBLEM Debugging prop drilling is painful. You search for a prop name, get 47 results, and spend 20 minutes manually tracing

... experimenting with something new in Trace. Instead of asking people to check another app, Trace

... focused expertise. Reusable Workflows Code review, debugging, implementation, testing which have built-in patterns you can run with a single command. Multi-Model Discussions Ask multiple AIs (Claude, Gemini, Codex, Grok) together and get a consensus result. Governance & Traceability Guard checks, audit trails, execution traces

... Trace tends to show up where workflows get complex. The parts of work that involve reasoning, coordination, and follow ups instead of simple triggers. If you are using Trace

... real-world development, a lot of time is spent not only on writing code, but on understanding context: Reading large requirement PDFs and Excel sheets Understanding error screenshots shared by QA or clients Debugging long stack traces and server logs Converting business language into SQL, APIs, and backend logic Learning new frameworks with limited time and sometimes limited hardware For many developers in India, there are additional constraints: Mixed use of laptops and mobile devices Unstable or slow internet ... ... system like SambhashApp can help in practical ways: File Understanding Upload PDFs, Excel, Word, or images and get clear summaries and answers. Screenshot Debugging Paste an error screenshot and receive root-cause explanation with fix steps. Log & Stack Trace

... curious how people here think about a calmer, signal-first feed in practice. If you ve tried Trace already: What felt immediately useful? What felt missing or confusing? What would make it something you d actually open every day? If you haven t tried it: What would you need to see before giving a feed like this a real shot? What would make you bounce? I m early and still shaping this, so honest feedback (good or bad) is genuinely ...

... have been insane From discovering awesome products (built by SF legends) to actually launching 2 products myself and winning 2x product of the month awards a golden kitty with @Clustr and now being nominated for an orbit award with @Trace feels unreal. Not only did my team go through the ups and downs, but we persevered and survived two top tier accelerators with @500 Startups & @Y Combinator - gotta catch them all All this would NOT have been possible without ... ... days! I'm on day 6 and already proud of myself lol. You just set the bar impossibly high. Congrats! Comment from Rohan Chaubey(@rohanrecommends): Many congrats, Tim. I'm so happy to read this and I hope Trace

... makes Sync different? 13ms Latency: Direct browser-to-browser connection via WebRTC. Your speed is determined by your fiber optic connection, not my server. Absolute Privacy: No database. No logs. No cloud storage. If you close the tab, the trace disappears. In-Chat Multimedia: You can preview images and listen to audio (MP3) directly in the chat as soon as you receive them, without leaving the application. Total Transparency: It's hosted on GitHub Pages. The code is complete ...

... tools that connect the messy middle. They route requests, hand off tasks, chase down follow ups, update systems, and generally keep work moving while you re doing literally anything else. The products in the running are @n8n , @Taskade , @Zapier , @Trace , @Relay.app , @Gumloop , @Lindy , @Wordware , @Airtop . Now we want the stories behind the automations. Which one is running your daily ops? Which one replaced a dozen tabs and a recurring headache? What workflow did you set up once and never looked ... ... that it sorta started choking towards the end, and took extra handholding (this seems endemic to the product category, and is the reason I won't use tools like Replit anymore!)... still, a 4.5/5 stars! @Airtop and @Trace

... being recalled now? Why was it created as a memory in the first place? Memory Graphs is our first attempt to fix that. See memory evolution Watch facts evolve across conversations: favorite color = blue green red yellow Trace exact origins Every memory links back to the message that created it. Visualize recall events See when and how often memories are injected into prompts. Explore interactively Zoom, pan, hover understand the full memory timeline instantly. Why this matters Debug memory bugs ... ... logic Maintain a full audit trail for compliance We re really trying to build @Mnexium AI for both enterprise teams & hobbyists and weekend warrior devs struggling with building AI tools and agents. The most neglected part: auditing and traceability

... Keep all possibilities open Don't trust AI guessing. Make it verify with actual server, DB, API calls Read the functions your function calls Don't guess, actually trace the logic. Timing conflicts between functions cause one to get skipped Search everywhere that function is used It's being called somewhere you didn't expect Fixed a screen freeze bug that wouldn't go away for days using this method. The culprit was insufficient function call intervals + fit function ... ... Comment from solhun(@solhun): Follow these rules when debugging: - No guessing. Log server responses and DB query results directly. Call APIs yourself to verify actual return values - Find every function that the problem function calls, actually read them, and trace

... agent for automating work. Whether that's a task you complete just once, or everyday, Instruct is there to help! Personally I have a dozen workflows setup around my Notion and linear workflows, helping to fill in context, track competitors and keep me on top of my to-dos! Comment from Chris Pechau(@christopher_pechau): @zapier I agree with Aleksandar. Been using those guys for years and they dont fail to keep up with AI and Integration progress. @Instantly ... ... community templates save hours of setup time, and the AI workflow builder is genuinely useful for complex automations. Make (formerly Integromat) - When you need granular control over data transformations, Make shines. The scenario editor is more powerful than most alternatives

... some questions about connecting your repository to start identifying risks in your dependencies so here's a super easy guide with screenshots to get you up and running with Trace-AI! What is Trace

... Product Hunt community! When we launched Trace-AI, we promised multi-ecosystem support. Today, we're delivering: Java/Maven Central scanning is now live. What this means: Full transitive dependency analysis for Java projects (including Spring Boot, Hibernate, etc.) Same risk scoring across Python, JavaScript AND Java Unified dashboard for polyglot codebases Complete SBOM generation for Maven projects Why we built this: Most teams don't use just one language. You need ONE tool that understands your ENTIRE supply chain ... ... what ecosystem to tackle next! Product Hunt Community Exclusive: Our launch promo code is still active! Grab the code from our Product Hunt launch page and unlock 2 additional repos when you sign up. Ready to dive in? Check out Trace

... everyone, First off, a massive thank you With your support, Trace became #4 Product of the Day on Product Hunt! Seeing installs come in from the USA, Canada, India, Singapore, and beyond has been incredibly exciting for our team. Since launch, many of you have jumped straight in trying Trace

... with audit logs. Targeted Caching Hot responses + tool I/O caching to cut infra spend. Real-time Ingest CDC streams keep data fresh within seconds. Privacy & Policy Row-level tenancy + field-level encryption baked in. Observability Drift monitors, query traces, and auto-reindex alerts. It s not just RAG. It s a database strategy for agentic AI: portable, efficient, and production-grade. We ve paired this with our Rust-powered execution core (lock-free scheduling + atomic counters) so GraphBit doesn ... ... benchmark and can download the white paper here- https://graphbit.ai/resources/ru... Comment from Imrul Kayes(@imrulkaayes): Data really is the silent failure point for most agents. Makes me wonder, how are teams today balancing freshness vs

... super excited for our first launch on PH! Please check out our product here since teaser links are gone (haha) https://www.producthunt.com/prod... You should all mark yours and your network's days on Trace :) Wishing everyone who launches today the best ...

... finally cut through the fog: Move fast caution kills startups. We sprinted: - 54 expert interviews in two weeks - Shipped our first code - Closed three big pilots After a long, scrappy road we re finally building something that feels inevitable: @Trace a workflow automation platform that breaks down existing projects, assigns repetitive tasks to AI agents and routes the rest to the right people. Teams jump from idea to execution in minutes, without changing how they work ... ... fatal flaws. 2. Momentum beats certainty. Speed produces real signals. 3. Stay small and decisive. Two aligned builders beat a stuck dozen. 4. Talk to users daily. Conversations outclass conjecture. If repetitive busywork drains your team, let s chat. @Trace

... everyone I m Subin, from Trace. Our team s motto is work fast, without boundaries. The problem? We re all freestylers who dive right into work which meant moving fast often turned into moving chaotically. We tried every calendar app, hoping one would give us structure without slowing us down. Nothing clicked. We felt frustrated and even started to think we just hated planning altogether. But the truth was different: we don t hate planning we hate ... ... calendars and productivity tools. Endless forms, edits, and even sloppy AI features made planning harder than it should be. So we built Trace

... everyone I m Subin, from Trace. Our team s motto is work fast, without boundaries. The problem? We re all freestylers who dive right into work which meant moving fast often turned into moving chaotically. We tried every calendar app, hoping one would give us structure without slowing us down. Nothing clicked. We felt frustrated and even started to think we just hated planning altogether. But the truth was different: we don t hate planning we hate ... ... calendars and productivity tools. Endless forms, edits, and even sloppy AI features made planning harder than it should be. So we built Trace

... super fun with or without the coming soon section.  That s my perspective, but I d love to hear from the community here :) P.S. BTW, two launches I found interesting on leaderboard today: Trace : Workflow Automations for the Human-AI Workforce Qoder : Qoder is an agentic IDE for real software development Vercel : The shadcn/ui component library for building AI-native apps Comment from Rohan Chaubey(@rohanrecommends): @busmark_w_nika  yes, slightly overwhelming, but I like it! Comment from ... ... launch, you would still want to reach out to your PH friends seeking their feedback. That's like making two 'asks' without anything immediately valuable for them. What do you think? Comment from Rohan Chaubey(@rohanrecommends): @dmitcha  An alternative

... illogical on a strategic level. Most startups fail because the cofounders break up more so than failing to find  product-market fit . (source = I made it up, but it s extremely common and often business problems can be traced back to dysfunction at the top) Therefore, I d argue you should just minimize the risk of you and your cofounder breaking up. Anything that could cause resentment, like a lack of evenness at the outset, should be avoided. Despite ... ... started working together, we just got lucky, but they are fundamental to why we work well together. These values have shaped everything we do at the company, and ensure that even when we disagree on specifics, we can trace

... brain processes and organizes knowledge, making it easier to understand and remember. Curated Content Minduck Discovery uses AI to curate essential information and avoid information overload. Each node contains concise, relevant insights, ensuring users focus on what truly matters. Traceability and Depth Users can trace