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WHITESPACE · CLUSTER INDEX · 9,593 CLUSTERS

Clusters

Every group of products the index has found building the same thing. Biggest collisions first, or newest first — all 9,593 of them, 50 to a page.

  1. Stock screener apps29 entriesfirst seen 2019-03-01This cluster comprises stock screening, scanning, and alerting applications, many focused on penny stocks and day trading. The dated history shows an outlier in 2010, then entries from 2018 through 2022, with a gap before 2025 entries. Traction leaders, all at 0 stars, are SmartMarketWatchlist, Stock Analysis: Stocks & Funds, and Screener.
  2. Audio editing and mixing tools29 entriesfirst seen 2018-08-25This cluster comprises desktop and web applications for recording, editing, mixing, and applying effects to audio, spanning general-purpose editors, specialized tools for remixing, and console companions. The dated entries span from 2010 to 2026, with sparse early years and a notable increase in frequency during 2020 and 2026 before the index start. Traction leadership is held by mixmill-class-remixer with 2 stars, while audacity4-bin and soundly each have 0 stars.
  3. Pet care business management apps29 entriesfirst seen 2018-08-03Cluster of mobile apps for pet care businesses to handle appointments, invoicing, messaging, payments, and customer/pet management. Dated entries appear sparsely across a ~15-year span (from 2011-11 to ​2026-07) with at most two per month, showing no clear trend. None of the members shows meaningful traction; the top activity signals are all at zero stars.
  4. Desktop music notation editors29 entriesfirst seen 2018-01-05This cluster comprises desktop and terminal-based applications for composing, editing, engraving, and printing sheet music, with some offering MIDI playback and score setup tools. The dated entry timeline from October 2010 to June 2026 shows a steady, low-volume stream of new products, with most months having a single entry and a few months having two. Traction leaders (abc-sf2-editor, Aria – Music Notation Editor, nted) all report zero stars, indicating no meaningful user engagement signal yet.
  5. Karaoke hosting and repertoire apps29 entriesfirst seen 2017-12-17This cluster covers karaoke hosting tools—managing singer rotation, song requests, and playback—plus personal repertoire visualization. The dated history is sparse: a single entry in 2010, another in 2021, and several from 2025–2026, making the timeline too thin to discern a clear shape. The leading products by activity signal are royal-karaoke-judging, Karaoke, and StarMaker-Sing Karaoke Songs, all showing zero stars.
  6. Multiplayer drawing and guessing games29 entriesfirst seen 2017-08-17This cluster centers on multiplayer drawing-and-guessing games, often with AI evaluation, word prompts, and real-time room-based play. The dated history before the index shows sporadic entries from June 2025 to May 2026, with the largest single month being June 2025 (3 entries). Traction leaders by activity signal are codenames-online, doodle-duel-AI, and Blind-Ink, all currently at zero stars.
  7. QR and barcode scanner apps29 entriesfirst seen 2016-06-30This cluster consists of QR and barcode scanning applications that read codes from cameras, images, and files, often storing history and offering actions like sharing or opening links. Entries predating the index are sporadic, with a concentration in 2024 after an initial entry in 2016. Traction leaders by activity signal are Barcode-Scanner, Easy QR Code Reader - Scanner, and CoBang, all with zero stars.
  8. Hyperlocal weather radar apps29 entriesfirst seen 2016-01-12This cluster comprises weather apps that emphasize hyperlocal forecasts, radar imagery, and alerts, often pulling from personal or open data sources. The 15 dated entries span December 2011 to June 2026 at a steady, low frequency—about one per month with irregular gaps—indicating a persistent but modest flow of new products. No product stands out strongly on traction: OpenRadar leads with only 2 stars, while all others have 0.
  9. Anti-phishing mobile security apps29 entriesfirst seen 2014-01-28This cluster consists of mobile and some Windows security apps that converge on phishing detection, data-breach monitoring, Wi-Fi scanning, ad blocking, and identity protection. Entries appear sporadically from 2011 onward, with a concentration of new entries in mid-2026. The traction leaders (Antivirus Protection: Onyx, Web-Guard, and Hacker Protection) each show zero stars, indicating low user engagement.
  10. Flashcard study apps29 entriesfirst seen 2013-11-05This cluster consists of 22 flashcard apps for creating, organizing, and studying custom decks, with common features such as spaced repetition, iCloud/desktop sync, import/export (CSV, Anki, Excel), and sharing. Entries appear sporadically from July 2013 to July 2026, with no clear trend in frequency. The traction leaders are rappel-site, Flash Deck, and Flash Cards Flashcards Maker, each showing 0 stars on activity signal.
  11. Photo editing apps29 entriesfirst seen 2013-03-04This cluster comprises 26 photo editing apps that offer a common set of tools: filters, effects, cropping, stickers, text overlays, and often background removal or collage creation. Entries are spread thinly from October 2009 to February 2025, with typically one product appearing per month and no clear concentration in any period. Traction leaders are Photoshop Express Photo Editor, Cut and Paste: Photos Editor, and Esti: Aesthetic Photo Editor, though all show minimal activity signals (0 stars).
  12. Filesystem watch utilities29 entriesfirst seen 2013-03-02This cluster covers filesystem watchers that detect changes and trigger callbacks, commands, restarts, backups, or alerts. Dated entries appear steadily but sparsely from 2012 through 2026, with no clear upward or downward trend. Traction leaders are gamin, livediff, and direvent, each with 0 stars.
  13. Network media player remotes29 entriesfirst seen 2012-12-01This cluster comprises mobile and desktop apps that remotely control media players, music servers, and home audio systems over a local network, covering playback, volume, playlists, and library browsing. Dated entries scatter from 2012-01 to 2026-07 with no clear trend—mostly single monthly entries and one month with two—so the cluster shows a long, thin tail of niche releases. Traction leaders by activity signal are Atrium, music-assistant-desktop, and Sensors2OSC, each at 0 stars.
  14. Mobile point-of-sale apps29 entriesfirst seen 2012-03-14This cluster covers mobile point-of-sale applications for small and medium businesses, centring on payment acceptance, inventory tracking, and sales reporting. Dated entries span from August 2009 to May 2026, with most months having a single entry and a few months having two, indicating a sustained but modest trickle of new products rather than a concentrated burst. The highest activity signal is jumlaOP with 1 star, while other traction leaders have no scoring.
  15. Audiobook streaming subscription apps29 entriesfirst seen 2011-01-02This cluster comprises streaming and subscription services for audiobooks and e-books, offering large catalogs, offline listening, playback controls, and personalized recommendations. Entries appeared sporadically from July 2010 onward, with a gradual accumulation over the years, including a few months with multiple launches. Traction leaders include Audiobooks.com, Voxa, and Ubook.
  16. Personal finance dashboard apps29 entriesfirst seen unknownThis cluster consists of web dashboards that aggregate bank account balances, transactions, and spending summaries for personal finance tracking. The dated history is thin, with only seven dated entries before the index start, appearing sporadically from July 2025 to April 2026, showing no clear growth shape. The traction leader is fabulous-gems-dashboard with 1 star, while BRIP1000 and Vertex have 0 stars.
  17. Retirement and savings calculators29 entriesfirst seen unknownThis cluster consists of web-based financial calculators focused on retirement savings, pension projections, tax estimation, and bitcoin accumulation. The dated history before the index start shows a few entries appearing sporadically from September 2025 to June 2026, with the most entries in September 2025. Traction is minimal, with the top products (MoneySeasons, pension-calc, US Income Tax Calculator) each having zero stars. Many members lack source dates, making the cluster's early history largely undated.
  18. AI dream journal apps28 entriesfirst seen 2026-10-06This cluster consists of web apps for recording dreams and generating AI interpretations, with storage for past entries and review capabilities. The dated entry history shows a single member in February 2015, then a long gap before sporadic entries in 2024 and 2026 (including two in May 2026). With seven dated entries total, the timeline shape is sparse and irregular rather than steady. Traction leaders are all tied with 0 stars, indicating no member has achieved meaningful user activity as of the index start.
  19. All-in-one desktop organizers28 entriesfirst seen 2026-09-26This cluster consists of desktop applications that unify personal organization features like notes, tasks, schedules, habits, goals, finances, projects, and calendars into a single local workspace. The cluster's dated history is too thin to read a shape from – it predates the index or its members are undated. On traction, yamlist leads with 99 stars, followed by material-workbench with 98 stars, while TodoBench trails at 6 stars.
  20. AI coding agent dashboards28 entriesfirst seen 2026-09-22This cluster consists of dashboards that monitor AI coding-agent activity across projects, surfacing status, blockers, progress, and items needing attention. The cluster's dated history is too thin to read a shape from, with only three dated entries before the index start. On traction, CallBoard leads with 15 stars, followed by auspex with 7 and CodeCraft with 3.
  21. AI resume and cover letter apps28 entriesfirst seen 2026-09-21This cluster consists of web-based tools that use AI to generate ATS-friendly resumes, cover letters, and related job-search content, with features like keyword scoring, mock interview practice, and LinkedIn optimization. The cluster's dated history before the index start is too thin to read a shape from (only 3 dated entries), indicating members either predate the index or lack dates. On traction, ai-resume-generator leads with 1 star, while other members have 0 stars.
  22. Short-form video social apps28 entriesfirst seen 2026-09-20This cluster consists of mobile applications for browsing, sharing, and creating short-form videos in a vertical feed, with social features like likes, comments, and following. Dated entries span from April 2020 to June 2026, with a multi-year gap after 2020 and a denser set of entries from January 2025 onward. The traction leader is dyparse (32 stars), followed by wizchat-reels-social (2 stars) and tiktok-mobile-app (0 stars).
  23. basic online storefronts28 entriesfirst seen 2026-09-17This cluster consists of simple online storefronts that let customers browse products and place orders. The dated entry history before the index start is too thin (only 4 dated entries) to read a shape from, so the cluster predates the index or its members are undated. Traction leaders, all at 0 stars, are smartsokotz, maxaro-storefront, and upshopbd-storefront in that order.
  24. Browser fantasy RPGs28 entriesfirst seen 2026-09-12This cluster comprises 29 browser-based role-playing games and related text adventures, spanning fantasy quests, turn-based combat, and collaborative storytelling. Dated entries are sporadic from December 2009 through June 2026, with a few entries in early 2026, but 13 members lack source dates. NeoMud leads on traction with 9 stars, while blob-knight has 2 and Time Princess: Pearl Girl has 0.
  25. Coffee tracking and recipe apps28 entriesfirst seen 2026-08-27This cluster consists of web apps for coffee lovers to explore coffee types and origins, log and share coffee experiences, track favorite brews, and create recipes. Dated entries appear sporadically from September 2014 to July 2026, with a small concentration of three entries in 2025, but no clear overall trend. Traction leaders include Secret Menu Recipes by Sipzy, fazendasanta, and digitalbaristascoffey2, all currently showing zero stars.
  26. To-do list web apps28 entriesfirst seen 2026-08-26This cluster consists of web applications focused on creating and managing to-do lists and tasks. The dated history is too thin to discern a timeline shape, as fewer than five dated entries exist before the index start. Traction leaders by activity signal are techzy-task, tdapp, and To-Do_Web_App, though all show zero stars.
  27. Chat bot moderation tools28 entriesfirst seen 2026-08-21This cluster comprises 29 chat bots, predominantly for Telegram and WhatsApp, that automate group moderation, member management, and administrative tasks such as banning, messaging, and content filtering. The dated history is too thin to read a shape from, with no entries before the index start in August 2026; the cluster appears to predate the index or its members are undated. Traction leaders include CHRISTUS-GOATBOT-PUBLIC (6 stars), instaReport (4 stars), and ShadowHosting (1 star).
  28. Self-hosted personal AI assistants28 entriesfirst seen 2026-08-20This cluster consists of self-hosted personal AI assistants that manage conversations, reminders, tasks, plans, notes, and information for individual users, with features configurable through language models or adapted by user interactions. The dated history before the index start consists of only three dated entries, which is too thin to read a shape from, indicating the cluster predates the index or its members are mostly undated. Traction is led by Relate (102 stars), followed by mojito (27 stars) and pi-durable-edge (17 stars).
  29. Biometric passwordless authentication apps28 entriesfirst seen 2026-08-17The cluster comprises mobile and web apps for passwordless, biometric-based identity verification and authentication, covering enterprise SSO, banking, national ID, and physical access. Dated entries appear intermittently from November 2016 through May 2026, with a slight concentration in the final pre-index year. Traction leaders, all showing zero stars, include Bio-Matric-Mobile-App and AusweisApp (twice), suggesting minimal observable activity.
  30. RAG document Q&A chatbots28 entriesfirst seen 2026-08-16This cluster consists of retrieval-augmented generation (RAG) chatbots that answer questions from ingested documents, websites, or knowledge bases, typically citing sources. The dated history before the index start is sparse and irregular, spanning from May 2025 to June 2026, with no clear shape. Info_scraper leads on traction among members.
  31. AI study note assistants28 entriesfirst seen 2026-08-13This cluster consists of web apps that turn uploaded study notes into interactive learning tools such as Q&A, quizzes, summaries, and personalized study paths. Five dated entries appear intermittently from July 2025 to February 2026, with no consistent monthly pattern. Traction is led by lensyou, lecturelens, and ai-asisten-tugas, though all show zero stars.
  32. WhatsApp command automation bots28 entriesfirst seen 2026-08-13This cluster contains WhatsApp bots that automate messaging, chat responses, media tasks, group management, and AI interactions through hundreds of commands. The dated history before the index start is too thin to read a shape from, as only one dated entry exists. Traction leaders are BLAZE-XMD (13 stars), VENOM-MD-BOT (8 stars), and black-hat-md (1 star).
  33. Hotel booking platforms28 entriesfirst seen 2026-08-11These eight ideas are all hotel booking platforms that connect guests searching, reserving, and paying for rooms with owners or admins managing availability, bookings, and payments. Dated entries before the index start are spread across six months from October 2025 to June 2026, with monthly counts never above two and the only two-entry month being May 2026. Traction leaders by activity signal are hotel-booking-website, InapDesa, and PousadaSolELua, each with 0 stars.
  34. Product authenticity verification apps28 entriesfirst seen 2026-08-11This cluster consists of web-based tools that verify product authenticity via barcode/QR scanning, OCR, AI image analysis, or official lookup portals, also covering reviews, websites, and specific verticals like medicines, cosmetics, and jewelry. The pre-index dated entries appear sporadically, with one each in May, June, August, November, and December 2025, showing no consistent cadence. Traction leaders all show zero stars, with Smart-Product-Detector ranked first, followed by barcode-truth and SIH26.
  35. Spaced repetition vocabulary apps28 entriesfirst seen 2026-08-11This cluster comprises web apps for learning vocabulary through spaced repetition, with users adding words and reviewing them on a schedule. Entries are sporadic from May 2021, with a denser stretch in early-to-mid 2026, though the overall dated history is limited. On traction, wordbook-worker leads with 1 star, while lingo-fox and vocab-loop each have 0 stars.
  36. Wholesale distribution ERP CRM portals28 entriesfirst seen 2026-08-10This cluster comprises web-based ERP/CRM portals for wholesale and distribution businesses, managing customers, inventory, sales challans, and role-based access. The dated history before the index is too thin to read a shape from, with only 2 dated entries, indicating the cluster predates the index or has undated members. Traction leaders based on activity signal are RemoteSale, Mini-ERP-CRM-Project, and Cosme-CRM, each with 0 stars.
  37. Online product catalogs28 entriesfirst seen 2026-08-04This cluster consists of websites that let businesses display their product listings for customers to browse. The dated history is too thin to read a shape from — only four dated entries exist before the index start, so the cluster likely predates the index or has undated members. Traction leaders by activity signal are uranium, goldthrifts-store, and dtcom-web, each currently showing 0 stars.
  38. AI lead qualification and scoring28 entriesfirst seen 2026-07-15This cluster consists of AI-powered tools that capture, score, qualify, and route sales leads, often integrating with CRMs, automating follow-ups, and providing dashboards or pipeline analytics for sales teams. Dated entries appear sporadically from May 2025 through July 2026, with no clear growth pattern in the counts, and only one member (LeadQualification-Agent) shows any traction at 3 stars while the others show none.
  39. AI resume and cover letter tools28 entriesfirst seen 2026-07-02This cluster consists of web apps that help job seekers analyze their resumes against job descriptions, generate tailored cover letters and resumes, track applications, and prepare for interviews. The dated history shows sporadic entries in January, March, June, and July 2026, with no clear trend; many members lack source dates. Traction leaders are job-application-workbench, just-hired, and Resume-Checker-and-Career-ChatBot-, each with one star in activity signal.
  40. Discord server management bots28 entriesfirst seen 2026-07-01This cluster consists of Discord bots focused on server administration, moderation, and automation, with overlapping features such as warnings, logging, role management, and utility commands. The dated history is too thin to read a shape from—only one entry predates the index, so the cluster likely predates the index or its members are undated. Traction leaders include PureRed-DiscordBot with 9 stars, and BotApprove and ServerGuard-Pro each with 1 star.
  41. Conversational Q&A chatbots28 entriesfirst seen 2026-05-11This cluster consists of chatbots that answer user questions, automate interactions, and provide conversational assistance across domains like education, marketing, and customer support. The dated history shows a single entry in 2010-06, a gap until 2025-06, then two entries in 2026-05 and one in 2026-07. WebChatBot leads on traction with 2 stars.
  42. Interactive flipbook viewers28 entriesfirst seen 2026-05-01This cluster consists of web-based tools that transform PDFs or documents into interactive, page-turning flipbook experiences, often used for catalogs, magazines, books, and educational content. The dated history before the index is too thin to read a shape from, with only two dated entries. Traction is led by Digital-commonplace-book with 19 stars, while other members show minimal activity.
  43. AI chat subscription apps28 entriesfirst seen 2026-04-29This cluster consists of web apps offering subscription-based access to AI chat models, often with personas, usage limits, or streaming responses. Dated entries appear sporadically across March 2025, April 2025, October 2025, January 2026, and May 2026, showing no clear temporal trend. The most active member by stars is claude-api-free-2026 with 16 stars, while others show minimal traction.
  44. Self-hosted team chat apps28 entriesfirst seen 2026-04-26This cluster consists of self-hosted team chat applications offering messaging, file sharing, and often voice/video calls. The dated entries before the index start appear sporadically from 2016 to 2026, with a small grouping in 2023 and again in early 2026. Traction is led by once-campfire-rust with 87 stars, far ahead of lets-chat (6) and sideporch (2).
  45. AI WordPress plugin tools28 entriesfirst seen 2026-04-04This cluster comprises AI-assisted WordPress tools: one for plugin development with AI code generation, one for content analysis and restructuring, and one for self-hosted AI agent orchestration of content, SEO, and maintenance. The dated history before the index is thin but shows a sporadic stream from October 2025 to June 2026, with a mild concentration in April 2026. The only member with any activity signal is dsh-wps-plugings, which leads with 5 stars.
  46. University student association websites28 entriesfirst seen 2026-02-27This cluster consists of web portals and websites for university student associations, typically offering public information, content publishing (blogs, events, galleries), and admin dashboards for content management. The dated history before the index start includes only 4 entries, too few to read a shape from, so the cluster's dated history is too thin to characterize. BEM-FTEIC-Website leads on traction with 10 stars, while the other two members have 0 stars.
  47. Fitness tracking dashboards28 entriesfirst seen 2026-02-27This cluster consists of web-based dashboards for logging workouts and visualizing fitness and health metrics over time. Entries are sporadic from mid-2021 through mid-2026, with a concentration in early-to-mid 2026. Obsidian Health Connect leads traction with 20 stars, far ahead of Phoenix Portal (2 stars) and Fitness Dashboard (0 stars).
  48. Live multiplayer quiz games28 entriesfirst seen 2025-12-28This cluster consists of live multiplayer quiz applications where users join real-time trivia games, answer questions, and compete against others, with some offering quiz creation or practice modes. The dated history spans from December 2020 to July 2026, but entries are sporadic: isolated entries appear in 2020, 2023, and 2025, while a denser run of entries occurs from January through July 2026, indicating recent increased activity but no consistent long-term pattern. Traction is led by subway-quiz (2 stars), while mashrou3-dactoor-the-game and inkoly-quiz have no stars.
  49. Fashion e-commerce platforms28 entriesfirst seen 2025-12-08This cluster comprises web and mobile applications that let users browse and purchase fashion clothing and accessories from an online catalog. The dated entry history shows isolated entries in 2018 and 2019, a multi-year gap, and then a concentration of entries from late 2025 through mid-2026. All traction leaders (catalogo-mm, stylish-story-booster, your-name-clothes) show zero stars, so there is no clear activity leader.
  50. AI inventory demand forecasting28 entriesfirst seen 2025-11-30The cluster consists of 18 AI-driven inventory management and demand forecasting platforms spanning retail, wholesale, food banks, and supply chain operations. Dated entries appeared one per month in nine separate months from May 2025 to July 2026, showing a steady but sparse flow rather than any concentrated burst. Traction is extremely low overall; stock-pilot leads with a single star, while other dated members each show zero stars.

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.