... Your AI editor just got superpowers for distributed systems design. I've shipped a remote MCP server that connects Claude, Cursor, VS Code, OpenCode, and Windsurf directly to your Cascode account over OAuth 2.1. No API keys. No copy-paste. Just your AI editor talking natively to your diagrams. **What's new in 0.8.0:** **Proper auth, done right** OAuth 2.1 with PKCE and dynamic client registration. Per-user token scoping and audience-bound access tokens mean your diagrams stay yours ... ... editor. Ask your AI assistant to pull up your architecture, tweak it, and push it back. **Terraform CloudFormation round-trips** this is the big one. Convert between formats

... SELECT * FROM 'sales.csv'; SELECT * FROM read_parquet('events.parquet'); SELECT * FROM 'report.xlsx'; It supports CSV, Parquet, JSON, Excel, Avro, Arrow, and SQLite all built into the engine. Before we launch, I'd love to hear from you: 1. What file format do you deal with the most at work? 2. What's the most painful part of working with data files? 3. Would GPU-accelerated queries (CUDA + Metal) matter for your use case? We're open source ...

... months, our most requested feature at Murror was a chat function. Users wanted to talk to the AI the way they talk to a friend. It seemed obvious. Every competitor had it. Every feedback form mentioned it. So we built it. And within two weeks, our core metrics started dropping. Session length went down. Return rate went down. The thing users said they wanted was actively making the product worse. Here is what we discovered when we dug into ... ... data: the chat format

... between how fast you think and how fast you can type. It addresses real daily pain, not a hypothetical one.   - The product is built around a single insight: the interface should disappear. Hotkey activation, context-aware formatting that matches the app you're in, a popover that applies any AI prompt to any text on screen the experience is designed to feel like an extension of thought, not a tool you have to manage. - The formatting

... invoicing creates errors, delays payments (35-45 day average), and looks unprofessional to enterprise clients. Solution approach: Cloud-based invoice management system handling repetitive billing tasks: document generation, payment tracking, automated reminders, and tax calculations. Technical capabilities: Multiple print formats: Standard (A4/Letter), thermal receipt (80mm/58mm), custom templates Hardware integration: USB/Bluetooth barcode scanners for product billing QR code generation: Embedded payment codes on invoices (UPI/PayNow/PayPal) Multi-currency: 150+ currencies with auto-conversion Thermal printer support: ESC/POS compatible printers API access: Data ... ... export in CSV/JSON formats

... founder of Munch. I built this because I kept watching creators spend hours turning one video into posts. You paste a YouTube or Vimeo URL Munch extracts the transcript using 5 fallback strategies (so it actually works on videos competitors choke on) Claude AI writes 8 complete, platform-ready pieces in ~60 seconds. No file uploads. No per-action credits. One munch = everything. PH exclusive: Your first munch is completely free, no card needed. Just sign up at munch.video ... ... LinkedIn Post 2. X Thread 3. Newsletter Section 4. Carousel Slide Guide 5. YouTube Description + Tags 6. Pull Quotes 7. Marketing Email (subject line, preview text, full body, CTA) 8. SEO Blog Post One input. Eight outputs. No per-format

... just exposure, but the degree to which AI treats your brand as a credible source . Share of Voice (SOV): Represents your brand s voice share within AI narratives the probability that AI mentions your brand rather than a competitor when answering a topic-related question. Sentiment: Captures the emotional tone of AI mentions positive, neutral, or negative showing how AI portrays your brand. Together, these four metrics answer the two most fundamental GEO questions: How frequently does AI mention ... ... brand? and In what tone and context is the brand represented? 1.2 Trends and Competitor

... LinkedIn Post 2. X Thread 3. Newsletter Section 4. Carousel Slide Guide 5. YouTube Description + Tags 6. Pull Quotes 7. Marketing Email (subject line, preview text, full body, CTA) 8. SEO Blog Post One input. Eight outputs. No per-format billing. About 60 seconds. TRANSCRIPT EXTRACTION WHY THIS MATTERS ----------------------------------------- Most tools hit one YouTube endpoint. If it's geo-restricted, a non-standard embed, or YouTube just blocks it that day, you get an error and that's that. Munch ... ... Polish, Arabic, Hindi, Turkish, Indonesian, or Swedish. Same URL, different language, all 8 outputs. AFTER GENERATION ---------------- Regenerate any output: Not happy with one piece? Hit the regenerate button on any card to get a fresh version of just that format

... Rankfender , we've identified clear patterns. Certain content types get cited 3x more often than others. Here are the 7 content types that win AI citations with real examples you can steal. First, the data: Content Type Citation Rate (vs. average) Best For Comparison pages 3.2x higher "X vs

... many found they were invisible. But here's what scared me more: Of those who WERE visible, 43% had incorrect information in AI answers. Not "suboptimal." Not "could be better." Wrong. Outdated pricing. Missing features. Wrong founder bios. Competitors credited for your work. And the average error sticks around for 4 6 months . Today, I'm sharing the full dataset: 1,000+ SaaS products, 75,000+ AI answers, and the hard truth about what's being said about you when ... ... analyzed 50 brands that discovered errors and tracked the impact. Error Type Average Revenue Impact Pricing error (higher than actual) 47,000 Pricing error (lower than actual) 23,000 (leakage) Missing critical feature 38,000 Wrong positioning (enterprise vs

... schema 71% 19% Cite data sources 68% 27% Part 3: What content wins AI citations? This is the question everyone asks. Here's the data: Top 5 content types by citation rate: Comparison pages (X vs Y) 3.2x average Structured FAQs 2.8x average Data-driven articles (with stats, tables, studies) 2.4x average "How to" guides (step-by-step) 1.9x average Original research 1.7x average What performs poorly: Short opinion pieces Thin content (<500 words ... ... Pages without structure or headers Content that doesn't cite sources Why? AI engines love pulling from clear, organized, authoritative formats

... Minute Audit Step 1: Keyword Selection (5 minutes) Choose 20 keywords to audit: 10 branded keywords: Your company name Your product names Your founder/CEO name Your flagship features 10 non-branded keywords: "[Your category] best tools" "[Your category] alternatives" "How to [solve problem you solve]" "[Your category] vs

... working on GHOSTYPE a context-aware AI voice interface for macOS. I built this because I was tired of two things: "Smart" tools are actually dumb: If I say "Ask Mike to hang out tomorrow," standard AI writes a formal email. I don't want to dictate every word, and I don't want to sound like a robot. I wanted a tool that takes my intent and writes the actual message as me . AI tools that break my flow ... ... Discord ? It hits Enter. In Notes ? It just pastes. I can reply to messages without touching my keyboard once. 2. App-Specific Profiles It context-switches for me. Outlook: Automatically polished to "Professional". Telegram: Switches to "Casual & Lowercase". VS

... have stayed the same. Most forms are still slow to build and boring to fill out. Part of the problem is the mental model people have for online forms. Most people expect something like Google Forms , even though its format is not how people actually spend their time. We are much more comfortable with the chat format

... resume.yml file. In v0.8, we had PDF (via LaTeX) for corporate apps and Markdown for AI workflows v0.9 adds the HTML rendering engine. This completes the "Resume Trinity", making it the perfect resume tool that suites almost all needs: PDF : formatting-heavy, print-ready. Markdown : raw text, AI-ready. HTML : responsive, web-ready. Now, a single build command keeps all three versions in perfect sync. Pros of HTML Output PDF is a print native format

... been working with Google Docs content recently and kept running into issues when exporting documents especially when I needed clean text or structured output without extra formatting. Google s default export options work, but for some use cases they felt a bit clunky, especially when used programmatically. I ended up building a small converter that pulls Google Docs content and outputs it in simpler formats

... Performance can degrade as pages grow larger and more complex. And critically, the usefulness of a page often depends on the behavior of a community rather than on intentional editorial structure. Qeeebo takes a different path. A Static, Structured Alternative Qeeebo is built as a structured library of questions and answers rather than a collection of ongoing discussions. Each page is designed to deliver a clear answer quickly, without requiring users to scroll through debates, comments, or tangential replies. Instead ... ... changing threads, Qeeebo uses static pages generated ahead of time. These pages are organized around individual questions, grouped by topic, and delivered through a global content delivery network. This architectural choice influences nearly every aspect of the platform. Qeeebo vs

... Problem Most OCR tools fail when documents aren't perfect. If you have crumpled receipts, handwritten notes, or tables with weird formatting, standard OCR often outputs garbage. Even when it reads the text, you still have to manually map that unstructured text into a database. The Solution aOCR handles the messy inputs that other engines reject. Instead of just giving you a raw text dump, we allow you to define a specific schema or format

... When working with APIs, configs, or large datasets, a good online JSON formatter can save a surprising amount of time. Over the years, I ve tried many tools, and a few common factors really separate the good ones from the great ones. From my experience, the best online JSON formatter

... core workflow: Raw Input: You just dump your raw, messy text into the app. Auto-Canvas: The app switches to a "Canvas Mode" and automatically applies the correct styles (headings, paragraphs, title) based on the document type (e.g., Report vs. Article). Split Screen AI: On one side, you have your styled doc. On the other, a Multi-Agent Chatbot that helps with grammar, tone, and suggestions without messing up your layout. Done: One-click download to a perfectly formatted

... built an iOS app to solve my own problem: I write by hand every morning at 7am, but the workflow to transform those pages into something shareable was painful photograph, transcribe, edit, pair with images, format. Each step a context switch. Vibrant Frog Collab brings AI into the creative workflow with a specific philosophy: AI enhances, doesn't replace. The app has guardrails that can't be overridden it won't generate content from scratch, only help develop what ... ... text overlaid on photos) BYOK: Claude, GPT-4 (API keys) or Gemini (Google OAuth) $9.99 one-time / free tier available What I'm considering adding: I'm thinking about a "create book" feature letting writers compile projects into a formatted

... Skepticism is fair. We ve all seen: Awkward cultural mistranslations API outages before deadlines Version control conflicts Workflows that collapse at scale AI alone won t fix localization. But AI + proper workflows, format validation, and double-checks can. That s the goal of @L10n.dev - AI Localization Automation - context-aware translation with automated format

... were slow, brittle, and rarely good enough to rely on. The current generation is a leap forward because of three things: Speed : modern Whisper-based models + custom inference engines mean near-instant text. Accuracy : context-aware LLMs clean and format speech automatically. Usability : configurable shortcuts, cross-app support, tone shaping, auto-edits, and integrated workflows. The shift is big enough that dictation no longer describes what these tools do. They re becoming a primary input method , not just an accessibility ... ... structured professional text (reports, notes, internal emails) You don t care about style learning or fancy rewriting, just solid text Willow Voice Everyday Communication Award TL;DR Best fit for people who live in email, Slack, and DMs Auto-formats

... Tracking Systems (ATS) like Workday, Taleo, and Greenhouse to screen resumes before a human ever sees them. Studies show up to 75% of resumes are auto-rejected not because candidates aren't qualified, but because their resumes aren't formatted or keyword-optimized for the software. Applicants are left confused and discouraged, never knowing why they didn't hear back. Why Resumes Fail ATS systems can't interpret design they read raw text. Fancy formatting

... Ultracite is an opinionated, zero-config code linter and formatter. @haydenbleasel launched it on Product Hunt twice this year, and I had a humble contribution as a Hunter. Different launches, different results. Here's what I learned. @Ultracite first launched in June 2025, ranked #6 Product of the Day. We launched it again 6 months later, reworked some inputs, and ranked #2 Product of the Day. TL,DR: What we did differently Made the tagline straight-to-the-point ... ... Told the story visually through the image gallery Picked a different launch day Diff: Tagline - Fast, automated code formatting