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WHITESPACE · CLUSTER INDEX · 10,069 CLUSTERS

Clusters

Every group of products the index has found building the same thing. Biggest collisions first, or newest first — all 10,069 of them, 50 to a page.

  1. Pothole detection and reporting apps9 entriesfirst seen 2026-08-17This cluster consists of mobile apps that detect road potholes via camera or sensor analysis, confirm and geotag them, and generate reports (e.g., emails, exports) for citizens to alert road maintenance authorities. The cluster's dated history is too thin to read a shape from, as only one dated entry exists before the index start. Among members with traction signals, pothole-reporter leads with 144 stars, while Raah and visteracsmhackathon show no stars.
  2. SEO audit report services9 entriesfirst seen 2026-08-17This cluster comprises web services that crawl a user-submitted URL or website and produce a scored SEO audit, typically as a PDF or dashboard report, with scores like 0–100. The dated history is too thin to read a shape from, with only three pre-index entries. Among members with traction activity, audit-seo-onsite leads with one star, while Signal and seo-audit have none.
  3. Restaurant content generation tools9 entriesfirst seen 2026-08-16This cluster consists of web apps and tools that generate restaurant-related assets such as menus, websites, proposals, and names. The cluster's dated history is too thin to read a shape from—only two dated entries exist before the index start, and four members have no source date. Plated leads on traction with 1 star, while the other tracked products have 0 stars.
  4. Medical RAG chatbots9 entriesfirst seen 2026-08-16This cluster consists of three chatbots that answer medical questions using retrieval-augmented generation over medical documents, all leveraging large language models. The cluster's dated history is too thin to read a shape from—only one dated entry predates the index, so it either predates collection or members are undated. Traction leaders all show 0 stars, with medical_rag-chatbot listed highest on activity signal, followed by AI-Healthcare-Assistant and Chat-bot-.
  5. Free coding education platforms9 entriesfirst seen 2026-08-16This cluster comprises free online platforms that teach programming through tutorials, guided curricula, and auto-graded exercises. The dated history is too thin to read a shape from, as only one entry predates the index start. Traction leadership, based on activity signal, is held by hoppypy-repo with 5 stars, while the other two members show zero.
  6. Library management web apps9 entriesfirst seen 2026-08-16This cluster consists of web applications that manage library operations, including cataloging books, member records, borrowing, and role-based administration. The dated history before August 2026 is too thin to discern a trend, with only two dated entries. Traction leaders are lms-frontend, Library-Management-System-Web, and Libreria, each with zero stars.
  7. E-commerce marketplace platforms9 entriesfirst seen 2026-08-16This cluster consists of online marketplace and e-commerce platforms where shoppers browse products, manage carts and wishlists, and complete purchases, typically backed by an admin dashboard for catalog and order management. The dated history before the index start shows six entries spread across 2025-09 through 2026-07, with no month having more than one entry, indicating a thin, sporadic pattern rather than any concentration. The traction leader is veyra-marketplace-live per the given ordering, followed by social-media-market-place and e-commerce_web.
  8. Telegram taxi dispatch bots9 entriesfirst seen 2026-08-16This cluster comprises Telegram-based ride-hailing bots that connect passengers with drivers, handle bookings, fare calculation, cancellations, and provide web admin panels for managing taxi operations, driver approvals, and balances. The dated history is too thin to read a shape from — only 0 dated entries exist before the index start, so the cluster predates the index or its members are undated. Traction leaders, based on activity signal, are HaulAlert, Qutayfah, and janakala-taxi-bott, each with 0 stars.
  9. Scheduled reminder messaging tools9 entriesfirst seen 2026-08-16This cluster comprises tools that schedule and send reminder messages, primarily over WhatsApp, with some also supporting SMS, email, or local notifications. Dated entries appear sporadically from 2016 through early 2026, with no clear acceleration pattern. Canalbot leads on traction with 2 stars, while the other named members have none.
  10. Self-hosted network diagnostics9 entriesfirst seen 2026-08-16This cluster covers self-hosted network diagnostics tools that run tests such as ping, traceroute, DNS lookup, port checks, and bandwidth measurements from agents or browsers. The cluster's dated history is too thin to read a shape from, as it has no dated entries before the index start; this suggests it predates the index or members are undated. Among members with activity signals, network-doctor leads with 3 stars, while MapMyLAN and AdminForge each have 1 star.
  11. Handwritten note to text apps9 entriesfirst seen 2026-08-15The cluster consists of web apps that use OCR to turn photos of handwritten notes into editable text or Markdown. The dated history is too thin to read a shape from—only two entries exist before the index start, so no trend can be identified. Among traction leaders, inkwell shows the most activity with 4 stars, while WriteMind and HwTex have none.
  12. Boutique Pilates studio websites9 entriesfirst seen 2026-08-15This cluster consists of websites for boutique and private Pilates studios, emphasizing class scheduling, booking, and promotional content such as class descriptions and trial offers. The dated history is too thin to read a shape from—it predates the index or its members are undated. Traction leaders, based on activity signal, are vitality-pilates-prompt, Pilates Circle by Cult, and Blooming moves, though all have zero stars.
  13. Desktop AI coding agent wrappers9 entriesfirst seen 2026-08-15This cluster consists of desktop shell applications that package browser-based AI coding agents as native programs, bundling a runtime, launching a local backend, and displaying the agent's web interface in a native window with tray controls and auto-updates. The dated history is too thin to read a shape from, as only one entry predates the index start. Traction leaders are DSH-Desktop (24 stars), dsh-desktop-windowos (18 stars), and dsh-desktop (8 stars).
  14. Email management chat bots9 entriesfirst seen 2026-08-14These are chat-platform bots that generate temporary email addresses, automate Gmail account creation, or consolidate newsletter emails, typically forwarding incoming messages and verification codes to users via Telegram or Discord. The cluster's dated history is too thin to read a shape from — it predates the index or its members are undated. Among members with activity signals, tempmail-telegram-bot leads with 23 stars.
  15. Non-profit ERP platforms9 entriesfirst seen 2026-08-14This cluster comprises web-based ERP/CRM platforms tailored for non-profit foundations and charities, covering finances, projects, operations, donor and volunteer management, and specialized features like Qard Hasan loans and welfare campaigns. The dated history before the index start is too thin to read a shape from—only one dated entry exists, so the cluster predates the index or its members are undated. On traction, fund_doc leads with 2 activity stars, while the other two members show 0 stars.
  16. AI prescription digitization platforms9 entriesfirst seen 2026-08-14These products use AI and OCR to turn handwritten or printed medical prescriptions into structured digital records and dashboards for clinics, patients, and pharmacists. The cluster's dated history is too thin to read a shape from: only 3 dated entries exist before the index start, so it predates the index or its members are undated. On traction, clinicOCR leads with 1 star, followed by paddleOCR and Doctonotes at 0 stars.
  17. Context-aware document AI assistants9 entriesfirst seen 2026-08-14This cluster consists of conversational AI assistants that retain conversation context, retrieve answers from uploaded personal documents, and invoke tools such as web search, calculators, and date handling. The dated history before the index start is too thin to read a shape from, as only one dated entry exists, so the cluster's early trajectory is unclear. Among traction leaders, retain-ai shows the highest activity signal with 8 stars, followed by Edith-Windows with 1 star and smart-ai-assistant with 0 stars.
  18. Real-time college quiz platforms9 entriesfirst seen 2026-08-13This cluster consists of web apps for real-time quiz competitions, primarily aimed at college clubs and events, with features like host-controlled rounds, phone-based buzzers, admin controls, live audience views, and scoreboards. The dated history before the index start is too thin to read a shape from; the cluster either predates the index or its members lack source dates. Traction is led by the-rotaract-quiz with 1 star, while quiz-2026 and quizplatform_ each have 0 stars.
  19. AI spiritual guidance chatbots9 entriesfirst seen 2026-08-13This cluster comprises AI chatbots offering spiritual and religious guidance, grounded in specific sacred texts or traditions such as the Torah, Bhagavad Gita, and esoteric teachings. The dated history is too thin to read a shape from, with only one pre-index entry and several undated members. Traction is led by GitaAI-Wisdom-of-the-Ages.-Power-of-AI., which has the highest activity signal.
  20. Desktop AI agent managers9 entriesfirst seen 2026-08-13This cluster consists of desktop clients and tray managers that provide graphical interfaces for running, monitoring, and controlling local AI models and agent harnesses. Members typically bundle installation, model management, plugin/tool control, and system tray integration. The dated history is too thin to read a shape from — only three pre-index entries exist. Bigfish leads on traction with 310 stars, followed by dsh-desktop (18) and laobos-agent-studio (13).
  21. YouTube video downloaders9 entriesfirst seen 2026-08-13This cluster consists of web tools that download and convert YouTube videos into local media files for offline viewing. The dated history is too thin to read a shape from, as only one dated entry exists before the index start, which is insufficient to discern any trend. Traction leaders are TunarrTube with 9 stars, followed by Youtube-Dowloader and douyin-studio with 0 stars each.
  22. Ethnic food and spice online stores9 entriesfirst seen 2026-08-13This cluster consists of online stores selling ethnic foods and spices, including African and Ivorian dishes and region-specific spices. The dated history is too thin to read a shape from, as there are no dated entries before the index start. Traction leaders include spice-origin, sabi-spice, and coffee-ecom, though all show zero stars, indicating minimal activity signal.
  23. Static malware analysis tools9 entriesfirst seen 2026-08-13This cluster comprises desktop and web tools that statically analyze executable files—covering PE inspection, YARA rules, packer identification, suspicious API detection, security mitigations, hex views, and disassembly—without executing samples. The dated history is too thin to read a shape from, as only one pre-index entry exists, so the cluster predates the index or most members are undated. Traction leaders by activity signal are Malware-analysis-AsphDex (6 stars), followed by WinVault and binary-sentinel (2 stars each).
  24. Macroeconomic indicator dashboards9 entriesfirst seen 2026-08-13This cluster consists of web dashboards that track and compare macroeconomic indicators such as inflation, growth, employment, and interest rates across major economies (US, UK, Euro area, Singapore) using official statistical sources. The dated history before the index start is too thin to read a shape from, as only 0 dated entries exist. On traction, RMB-Macro-Sim leads with 1 star, while the other members have 0 stars.
  25. Group meeting place selection apps9 entriesfirst seen 2026-08-12The cluster consists of web apps that help friend groups choose a central or fair meeting destination, with one using ranked-choice voting to compare logistics and accommodation options. The dated history is too thin to read a shape from—only 0 entries exist before the index start, so the cluster's dated history predates the index or its members are undated. On traction, travel-planner, Middle Point, and Next Meetups are the leaders, each with 0 stars.
  26. Desktop file organizer apps9 entriesfirst seen 2026-08-12This cluster consists of desktop applications that automatically sort or organize files by user-defined rules, file extension, or type, detect duplicates by content, and offer undo for changes. The dated history is too thin to read a shape from: only 3 dated entries exist before the index start, so the cluster predates the index or its members are undated. Traction leaders are orderly-files and File-Organizer, each with 3 stars, while Organizador-archivos has 0 stars.
  27. PDF chat assistants9 entriesfirst seen 2026-08-12This cluster consists of web apps and tools that let users upload PDFs (and sometimes Markdown or books) and chat with the content to get grounded, source-cited answers, often with study aids like summaries or flashcards. The dated history before the index start is too thin to read a shape from—only two dated entries exist, so the cluster predates the index or its members are undated. Traction leadership is minimal, with AI-SaaS-PDF-Chat showing the highest activity signal at 1 star, followed by ai-pdf-support and pdf-rag-assistant at 0 stars.
  28. Agentic AI parametric CAD tools9 entriesfirst seen 2026-08-12This cluster consists of AI-agent-driven CAD tools that generate parametric 3D models for printing from text prompts and allow users to inspect, adjust, and export the results. The cluster's dated history is too thin to read a shape from: there are no dated entries before the index start. Among the traction leaders, AgentCAD has the highest star count (16), followed by not-a-cad (4) and nova-ai-3d-customizer (1).
  29. Minecraft server item shops9 entriesfirst seen 2026-08-12This cluster consists of web-based storefronts where Minecraft server players purchase in-game items such as ranks, kits, coins, and crate keys. The cluster's dated history is too thin to read a shape from, as no dated entries predate the index. Traction leaders all show zero stars, with lightningsmp listed first among them.
  30. YouTube to MP4 converters9 entriesfirst seen 2026-08-12This cluster consists of web applications that convert YouTube videos to downloadable MP4 (and sometimes MP3) files via a browser interface. The dated history prior to the index start is too thin to read a shape from, with only one dated entry. Traction is led by 'yttools' with 1 star, followed by 'ytfetch' and 'FastAPI-YouTube-to-MP4-Converter' with 0 stars each.
  31. Branded event photo graphics tools9 entriesfirst seen 2026-08-11The cluster consists of web tools that let users upload a photo and generate branded graphics for events—such as profile frames, ID cards, event passes, and wedding announcements—for download or social sharing. The dated history is too thin to read a shape from: there are zero dated entries before the index start, and two members have no source date. Traction leaders are Hacker-House-GOA-2026, Goa_House, and hhgoa2026, all with 0 stars.
  32. AI retail analytics and forecasting9 entriesfirst seen 2026-08-11This cluster covers AI-driven retail analytics platforms for customer segmentation, demand/sales forecasting, and business insights, including point-of-sale dashboards for enterprise retail management. The dated history before the index start is too thin to read a shape from: only two dated entries exist, so the cluster predates the index or its members are undated. Traction leaders by activity signal are RetailPulse-AI-Powered-Customer-Analytics-Demand-Forecasting-Platform, Retail-Sense-AI, and internship_project, each with 0 stars.
  33. Obsidian integration apps9 entriesfirst seen 2026-08-11These products are web-based utilities that extend Obsidian's workflow, ingesting external content (videos, articles, PDFs) as structured Markdown notes or knowledge cards, plus niche tools like plugin discovery and daily comic embeds. The cluster's dated history is too thin to read a shape from — it predates the index or its members are undated. On traction, youtube-card-reader leads with 31 stars, ahead of deep-read-summarize (28) and knowledge-inbox (6).
  34. Aternos 24/7 Minecraft keep-alive bots9 entriesfirst seen 2026-08-11This cluster consists of Minecraft bots that automatically join Aternos servers to keep them online 24/7, preventing idle shutdowns and handling reconnects. The dated entry history before the index is too thin to read a shape from, as there are no dated entries in that period. Traction leaders by activity signal are MyVeryOwnHostingbot, 24-7-MC-BOT, and INF-BOT-24-7, though all show 0 stars.
  35. Table extraction to spreadsheet tools9 entriesfirst seen 2026-08-10This cluster comprises tools that extract tabular data from diverse sources—such as PDFs, screenshots, photos, Word documents, and Adobe XD files—and convert them into structured formats like Excel, CSV, or Markdown. The cluster's dated history is too thin to read a shape from, since only one dated entry exists before the index start; it predates the index or its members are undated. Traction leaders, based on activity signal, are XDtoCSV, table-slice-parse, and PDFtoExcel-SPM, each with 0 stars.
  36. Gold trading analysis terminals9 entriesfirst seen 2026-08-10This cluster comprises web-based terminals and assistants for gold (XAU/USD) trading that aggregate fundamental, technical, and sentiment data to generate AI-backed trade recommendations with entry, stop-loss, and target levels. The dated history before the index is too thin to read a shape from—only one dated entry exists, so the cluster predates the index or its members are undated. Traction leaders are BunnyTrading, spilla-gold-ai-v3, and spilla-gold-analysis-engine-final, each with 0 stars.
  37. Football score prediction leagues9 entriesfirst seen 2026-08-10This cluster consists of web apps that let groups (football clubs, friends, or sixteen-person tournaments) predict match scores and scorers, with automatic points and season-long standings. The dated history before the index start includes only 3 entries, so the cluster's dated history is too thin to read a shape from — it predates the index or its members are undated. Traction leaders are fcsg-tippspiel, toto11, and sus-weselrewards, each with 0 stars, indicating uniformly low activity.
  38. Visual AI decision flow builders9 entriesfirst seen 2026-08-10This cluster comprises visual editors for building and executing branching AI decision workflows, where each node sends a prompt to a model and routes the yes/no response. The cluster's dated history is too thin to read a shape from, as only one pre-index entry exists. Among dated members, brief-me leads with 35 stars, while flowmind and AI-Decision-Flow have none.
  39. TV party trivia games9 entriesfirst seen 2026-08-06This cluster consists of self-hosted party quiz games that turn a television into a shared game-show screen while players use their phones as controllers, scoring based on speed and covering thousands of questions. The dated history is too thin (only two dated entries before the index start) to read a shape from, so the cluster likely predates the index or has undated members. Among the traction leaders are Trivia Huddle, cast-party-quiz, and inkoly-quiz, all of which currently show zero stars as an activity signal.
  40. Self-hosted AI note-taking apps9 entriesfirst seen 2026-08-04This cluster covers self-hosted, AI-assisted note-taking and personal knowledge-management apps, with features like semantic search, summaries, tasks, chat, cloud sync, realtime collaborative editing, and rich blocks. Its dated pre-index history shows one entry in February 2024, one in May 2024, then a gap before two entries in April 2026, one in May 2026, and one in June 2026. AstralNotes-Android is the traction leader at 6 stars, while obsidian-vault-kit and tachles-open-source each have 1 star.
  41. 3D and 4D geometry visualizers9 entriesfirst seen 2026-08-02This cluster comprises interactive tools for visualizing polyhedra and higher-dimensional geometry, spanning Platonic solids, polychora, and 4D manifolds. Their dated history is too thin to read a shape from—only two dated entries exist before the index start, so the cluster predates the index or its members are undated. Traction leaders are platonic-solids (4 stars), with polychora and ShadowGeometry at 0 stars each.
  42. Smart waste management platforms9 entriesfirst seen 2026-07-31This cluster consists of platforms for smart waste collection and disposal management, with a focus on monitoring bin fill levels, issuing alerts, and optimizing collection routes to shift from fixed schedules to demand-driven pickup. The cluster's dated history is too thin to read a shape from: only two dated entries exist before the index start, so it predates the index or its members are undated. Among traction leaders, Smart-Waste-Management-Platform ranks first by activity signal, followed by waste and SegreGo, all with 0 stars.
  43. Apple remote Mac controllers9 entriesfirst seen 2026-07-29This cluster of macOS utilities repurposes Apple's Siri Remote or Apple TV remote as a programmable input device for coding, navigation, dictation, and controlling AI coding agents. The dated history is too thin to read a shape from (only one dated entry before the index start). Traction is led by 'vibe-mote' with 5 stars, while 'vibe-remote' and 'siri-remote-keyboard' have 0 stars.
  44. Persistent alarm medication reminders9 entriesfirst seen 2026-07-29Medication reminder apps in this cluster use persistent, escalating alarms that override silent mode and keep ringing until a dose is confirmed, with offline tracking of dosage notes and times. The dated history before the index start is too thin to read a shape from—only three dated entries exist, so the cluster either predates the index or its members are undated. Traction leaders by activity signal are Pill Reminder — PillsCheck, Med Locker: Medication Rounds, and CadaToma: Medication Reminder, each with zero stars.
  45. Supplement marketing landing pages9 entriesfirst seen 2026-07-28This cluster consists of marketing landing pages for dietary supplements, such as probiotics, that describe benefits and encourage purchases through discounts and testimonials. The dated history is too thin to read a shape from, with only two dated entries before the index start, so the cluster predates the index or its members are undated. Traction leaders are vital-clone-creator, GHOST Lifestyle, and pv-back-pain-italia, each with 0 stars, indicating minimal activity.
  46. Campus election voting platforms9 entriesfirst seen 2026-07-22This cluster consists of web-based voting systems tailored to university, church, and student-organization elections, with emphasis on anonymous ballots, duplicate-vote prevention, and real-time results. The dated history before the index start is too thin to read a shape from—only 4 dated entries exist, so the cluster predates the index or its members are largely undated. Among traction leaders, Online-Election-System has the strongest activity signal (5 stars), followed by Charusat-Voting-system-Campus-Vote (3 stars) and sues (0 stars).
  47. Desktop video and audio downloaders9 entriesfirst seen 2026-07-20This cluster consists of desktop applications for downloading videos, playlists, and audio from YouTube and other streaming platforms, with options for quality, format, subtitles, and batch support. The dated history is too thin to read a shape from, as only three dated entries exist before the index start. Traction leaders include Media Downloader, 4KTUBE, and YouDownloader, each with zero stars.
  48. AI BIM project platforms9 entriesfirst seen 2026-07-19This cluster consists of AI-integrated platforms for managing BIM (Building Information Modeling) projects, offering role-based access, project coordination, real-time collaboration, and digital twin or 4D capabilities. The cluster's dated history is too thin to read a shape from, as only two dated entries exist before the index start. Traction is led by archviz-asset-hub with 17 stars, while the other members show 0 stars.
  49. Employee leave management systems9 entriesfirst seen 2026-07-15The cluster consists of leave and absence management tools for employees, HR teams, and guilds, covering requests, approvals, calendars, and reporting. The dated history is too thin to read a shape from—only 4 dated entries exist before the index start, so the cluster predates the index or its members are undated. Traction leaders by activity signal are guild-leave-manager (1 star) and poornimaLMS and employee-leave-management (0 stars each).
  50. Multi-session AI coding terminals9 entriesfirst seen 2026-06-14This cluster covers terminal apps that run multiple AI coding-agent sessions side by side, often with features to direct the developer's attention. The cluster has only one dated entry before the index start, so its dated history is too thin to read a shape from; it predates the index or its members are undated. On traction, mulmoterminal leads with 236 stars, followed by lazychat (21) and godterm (4).

How to read this list

HOW TO READ THIS

A cluster is a group of products whose descriptions sit close together, redrawn from scratch every night. Groups split, merge and disappear between rebuilds, and a group's size can change without a single product changing. Read this as a map of where ideas crowd, not a census — most products sit in no cluster at all.

Many labels here are auto-generated from the group's own text rather than written, and the summaries and gap analyses lag behind the clustering: the pass that writes them has not caught up with the groups the last rebuild created. A missing summary means we have not written one, not that there is nothing to say.

“First seen” is the earliest date any member carries, which is a creation date where the source published one and a crawl date otherwise. Nothing in the index was found before 11 August 2026, and coverage broadened sharply on 14–15 August, so an early date reports how far back a member's own source dated it — not how long we have been watching. The Pulse carries the live totals.