... reads files one by one, and pieces things together blind. It works, but it's slow and sometimes misses the bigger picture. I know the space is crowded. There are plenty of tools tackling this now and I've tested most of them. Graphify, Gortex, code-review-graph, tokensave, Repomix, Drift, codebase-memory-mcp... My daily driver before this was GrepAI . They all do useful things. But I kept wanting one tool that covered the full picture without needing ... ... keys, a Python runtime, or a cloud service. So I built Sense . Four capabilities in one binary: Graph. Who calls this function? What does it call? Where are its tests

... built KudosWall ( kudoswall.org ) to solve a problem every founder knows too well you have happy customers, but actually getting their testimonials on your site is a nightmare of chasing, formatting, and copy-pasting. Here's how it works: You get a unique shareable link send it via email, SMS, wherever Your customer clicks it, records a quick types a text review no account needed, takes under 60 seconds You approve the ones you love from your dashboard Embed the widget ... ... your site with a single line of code That's it. What I built it to do well: Text testimonials

... needed. Average utilization was 13%. Burned $3,000 $15,000 per month on nothing . At the security level: 70% had authentication vulnerabilities that would give any security engineer a heart attack . At the quality level: 91% had no automated tests. Every deployment was a gamble. No one could "click a button and confirm that nothing else is broken" . The True Cost (Not Just Engineering Hours) For a 4-person engineering team, the math is brutal. 42% of engineering time ... ... market fit. The most cost-effective investment is made before writing the first line of code: spend two weeks on architecture. Scale mindset: Ask "what will break at 10,000 users?" not "can it run with 100 users." Automated testing

... indie iOS dev finishing up Habitra , a privacy-first habit tracker built in SwiftUI, and I'm looking for 9 serious beta testers before I submit to the App Store. Why it might be worth your time: - No account. No cloud. No analytics SDKs. All data is local (SwiftData). - Track up to 5 habits with custom icons, colors, and schedules - Multi-completion habits (e.g. "Water 8 ", "Meds 3 ") - Streaks + milestones at 7/14/21/30/50/100/365 days - XP, levels, badges - Local smart reminders, Lock ... ... Screen widget, Live Activity timer - Calendar heatmap, trend analysis, day-of-week breakdown - Shareable streak cards - 100% free no paywalls, no ads, just an optional tip jar What I'm asking for: - iOS/iPadOS 17+ - Daily use for ~14 days - TestFlight

... fluff, no 2,000-word life story before the first ingredient. It also has Cooking Mode (screen stays on + big text), smart shopping list, and works really well on Israeli recipe sites. Beta is already live on TestFlight. Now the hard part begins. I m looking for real advice from people who already launched their first app: How did you find your first quality beta testers

... honest people don t trust testimonials anymore. Not because testimonials

... VeilChain is a Zig-based blockchain node. Today it already includes a functional Proof-of-Work loop (Blake3-backed header hashing), an ASERT-like difficulty retargeting hook, chain append/validation checks, and a local multi-node testnet runner you can launch from the CLI (status, mine, testnet

... this guide isn't just a quick summary. We're going to go deep. We'll explain exactly what Snaply is, how it works, why privacy matters so much for dictation tools, how it stacks up against every major alternative, who it's best for, and how to get the most out of it. Whether you're a solo professional, part of a team, or evaluating dictation software for an enterprise deployment, this is the most complete breakdown ... ... find. Table of Contents Why AI Dictation Matters in 2026 What Makes a Truly Great Dictation App What Is Snaply? Snaply's Core Features: In Depth Why Privacy Is Non-Negotiable for Dictation Snaply vs

... Every API testing eval we found either required source code access, relied on rich documentation, or measured output format rather than whether a test

... Last month, I did something that felt slightly insane. I took our product description, fed it into ChatGPT, and asked it to build a competitor. Not a parody. A real competitor

... Current (see screenshot) Send Emails People Actually See. Find out why your emails land in spam and fix in minutes with AI-powered tools backed by a real deliverability expert. 2. Your Emails Deserve to Be Read. Test your deliverability, find what's broken, and fix it with AI tools built by a Top-Rated expert. 3. Stop Sending Emails Into the Void. See exactly where your emails land inbox, spam, or promotions and get AI-powered fixes in minutes ... ... Every Email You Send Should Land. Most don't. Find out why yours aren't reaching the inbox and fix it before your next campaign. 5. Send With Confidence. Land in the Inbox. Test

... this meme and honestly it s so far from reality. We keep talking about shift-left, testing earlier, bringing QA into development and then we share memes like this, implying API testing

... honest answer from most of them is: "We just run it and hope." Some do a quick manual click-through. Some write a few spot checks. Some just ship and wait for users to find the bugs. We built TestSprite to solve exactly this autonomous testing

... Here's the dirty secret of trading: almost every "edge" you see online is fake. Not intentionally people just don't know how to test properly. They overfit to historical data. They don't correct for multiple testing

... Hello ProductHunt community, I am currently developing a service that combines Agentic E2E Testing with Automated Triage (Fail Reporting) , and I would love to hear your honest feedback. Demo/Showcase Introducing Jaebau The Problem Traditional E2E testing

... city events Your location It s designed to feel like a smart local guide that updates your plan as the day unfolds. I finished the first version last week. Now I m looking for travelers who are willing to test it and give honest feedback - what works well, what feels confusing, and whether it truly delivers real value during ... ... actual trip. Before I officially launch it, I want to make sure it genuinely helps people. If it doesn t create meaningful value, I d rather improve it - or move on - than release something mediocre. Test

... kept running into the same issue when testing repository layers that rely heavily on SQL. Integration tests

... guys. I am seeking testers to help me test

... Product Hunt! I m building TesterBuddy because I m tired of seeing indie devs launch to crickets ... ... community-driven hub where developers swap feedback. The rule is simple: Reciprocity . Test

... Product Hunt community and fellow makers, We're thrilled to announce that Quash is officially live on Product Hunt today! For too long, mobile QA has been a bottleneck, plagued by brittle test scripts, endless maintenance, and the constant struggle to keep up with rapidly evolving UIs. We built Quash to change that. Quash is an intent-driven mobile testing

... done): RustApi::run_dual_stack now runs HTTP/1.1 (TCP) and HTTP/3 (QUIC/UDP) simultaneously. WebSocket permessage-deflate (done): real parsing + parameter negotiation for Sec-WebSocket-Extensions. OpenAPI ref integrity coverage upgraded: traversal validation now covers response / requestBody / header / callback paths + tests. Async validation context from app state: AsyncValidatedJson now respects state-provided ValidationContext (with verified coverage). Docs aligned with reality: architecture docs synced to OpenAPI 3.1 + v2-native validation direction. Dependency footprint reduced: trimmed unused / overly broad dependencies & feature sets ... ... reduce lockfile surface. Validation checklist cargo test

... Product Hunt community! I m currently bringing Planelo to Android, and I just hit a classic indie dev roadblock. Google rejected my production access because they want to see more "real-world engagement" during the closed testing phase. As a solo dev, reaching that 14-day active usage threshold for 20 people is quite a challenge. I m looking for a few more early birds to help me cross the finish line! If you d like to help me launch ... ... Join the testing

... agents are being shipped faster than ever. But I keep noticing something worrying when talking to founders and engineers: Most teams don t really test their agents they prompt them a few times and hope for the best. No structured evals. No multi-turn testing

... everyone! I m Jochen, founder of TestingBot . We built this because many teams love Maestro s simplicity when performing mobile app testing

... Sapnesh , Customer Solutions Architect at BlinqIO . I am based out of Toronto, and I help connect our product AI Test Engineer with potential customers. AI Test