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WHITESPACE · CLUSTER INDEX · 9,893 CLUSTERS

Clusters

Every group of products the index has found building the same thing. Biggest collisions first, or newest first — all 9,893 of them, 50 to a page.

  1. E-commerce shopping apps13 entriesfirst seen 2025-05-04The cluster consists of e-commerce applications centered on browsing product categories, maintaining wishlists and carts, and completing purchases with order tracking. The dated history is too thin to read a shape from – only 3 dated entries exist before the index start, insufficient to identify any trend. Traction leaders are kantkart-ecommerce-application, E-Commerce, and ShopKart, all with 0 stars, indicating minimal activity.
  2. Real-time bus tracking apps13 entriesfirst seen 2025-05-03The cluster consists of apps that let passengers track public buses in real time, with features for route discovery, trip planning, and in one case ticket purchase. Dated entries are sparse and irregular between January 2013 and November 2025, showing no clear growth pattern. The traction leader is PUB-BUS-TRAKING- with 1 star, while other members have 0 stars.
  3. Curated online game portals13 entriesfirst seen 2025-05-03This cluster consists of web portals that offer curated collections of online games for users to browse and play. The dated history before the index start includes only two entries, so the cluster's timeline shape is too thin to read – it either predates the index or its members are undated. The traction leaders by activity signal are LazyGameWeb, shuzidiantang, and brainrotgames, each showing 0 stars.
  4. AI coding assistant tools13 entriesfirst seen 2025-05-01This cluster comprises web-based AI coding assistants that generate, edit, debug, and explain code from natural language prompts, with some offering code conversion, documentation, and comparison of AI tools. Dated entries before the index start appear sporadically from May 2025 through June 2026, with the most in August 2025, though the overall pattern is thin. Traction leaders by activity signal are 'tests', 'web-based-ide', and 'codemorph-ai-react', all with zero stars.
  5. Cybersecurity gamified learning platforms13 entriesfirst seen 2025-05-01This cluster comprises gamified learning and simulation products that teach cybersecurity, cryptography, digital security, and media literacy through interactive games, arcade-style challenges, and lab exercises. The dated history is too thin to read a shape from — only 4 dated entries exist before the index start, and 4 members have no source date. Traction leaders, each with 0 stars, are cyber-guardian-game, cyberquest-user, and TRUTHVERSE.
  6. AI interview practice apps13 entriesfirst seen 2025-04-30This cluster consists of AI-powered interview practice tools that simulate conversations, provide feedback, and often include voice and video features. The cluster's dated history is too thin to read a shape from, as only three dated entries exist before the index start. Voicebot leads on traction with the highest activity signal, followed by interview-assistant and MockMate.
  7. Fridge inventory recipe apps13 entriesfirst seen 2025-04-28This cluster consists of mobile apps that track fridge inventory and expiry dates, and suggest recipes from ingredients on hand. Dated entries span from May 2022 to June 2026, with the majority appearing in early 2026, though the overall pattern is sparse and irregular. The top traction signals belong to fridgeai, Cyber, and fridgo, each holding zero stars.
  8. Personal finance dashboards13 entriesfirst seen 2025-04-25This cluster comprises personal finance dashboard products that track income, expenses, budgets, savings, and investments, often featuring reports, charts, and AI-driven insights. The dated history before the index start shows 11 entries scattered across April, May, and December 2025, and January, April, May, June, and July 2026, with no clear trend. Among traction leaders, finora has 1 star, while controle-financeiro and financas-app have 0 stars each.
  9. Hotel management systems13 entriesfirst seen 2025-04-11This cluster comprises real-time lodging management platforms covering room or cabin status, bookings, check-ins, payments, staff operations, analytics, and role-based access control. Entry dates before the index start span from April 2025 to April 2026, appearing in five separate months with a gap between May and October 2025 and two entries in April 2026. The dated history shows a thin, irregular distribution rather than a clear growth pattern. CampFlow leads on traction with 2 activity stars, while zenotel and bmpcHometel have none.
  10. AI coding assistants13 entriesfirst seen 2025-04-09The cluster consists of AI-powered developer tools and coding companions that support code generation, task management, and productivity. Dated entries appear sporadically from March 2025 to July 2026, with a notable gap in late 2025 and early 2026. NEXUS leads traction with 1 star, while SDLC_APEX and Metis have 0 stars.
  11. AI browser dev tools13 entriesfirst seen 2025-04-01This cluster consists of AI-powered web applications that generate, run, and deploy full-stack applications from natural-language prompts in the browser, with one member also focused on automated test generation and coverage tracking. The dated history shows 5 entries in April 2025 and 2 in May 2025, indicating a decline before the index start. Traction leaders among dated members are wayam_testing_new, bolt-new, and boltt, each with 0 stars, suggesting minimal early public adoption.
  12. Lost and found matching apps13 entriesfirst seen 2025-03-27These products help users report, track, and match lost items with finders, covering features like GPS matching, QR codes, SMS remote location, and AI or memory-based matching. The dated entry history before the index shows an isolated entry in May 2019, then a gap until March 2025, followed by two entries in September 2025 and single entries in April and July 2026. No traction leader has any stars; the top activity signals (wanai, jdkiosk-Live, Findit) are all at zero.
  13. Cross-platform local music players13 entriesfirst seen 2025-03-17This cluster consists of cross-platform music player applications centered on playing and organizing local audio files, with one member also supporting streaming from online sources. The dated history shows sparse entries scattered from March 2015 through July 2026, with a slight concentration of three entries in March 2025. Traction is minimal, as the leading members—vynody-bin, pulsar-music, and pulsar-music-bin—each have zero activity stars.
  14. Community lost-and-found platforms13 entriesfirst seen 2025-02-23This cluster consists of community-driven platforms for reporting and locating lost and found items, often including photo uploads, search, and claim workflows. The dated history shows a thin, sporadic pattern: entries appeared at intervals from February 2025 through June 2026, with no clear upward or downward trend. Among dated members, traction is led by wasel, lost-and-found, and TraceBack, each with a star count of 0.
  15. Community server automation bots13 entriesfirst seen 2025-02-19This cluster consists of chat bots and web apps that automate community management tasks such as verification, onboarding, moderation, engagement, and order handling, primarily for Discord and Slack servers. 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. Among traction leaders, Discord-Bot, noobplaceverify.com, and CreatorFlow each have 0 stars, indicating early-stage activity.
  16. Snack food e-commerce stores13 entriesfirst seen 2025-02-19This cluster comprises online storefronts and marketplaces selling snack foods, including nuts, dried fruits, honey, protein bars, and gluten-free items, often targeting health-conscious or specialty-food consumers. The cluster's dated history is too thin to read a shape from: only four dated entries predate the index, and most members are undated. Traction leaders, measured by activity signal, are all at zero stars (E-commerce-nuts, mddma-test, nutty-commerce-galaxy, indicating no clear traction leader yet.
  17. Academic Dashboard Information13 entriesfirst seen 2025-02-18
  18. open-source browser AI coding assistants13 entriesfirst seen 2025-02-08This cluster consists of open-source AI coding assistants that run in the browser and let users select from multiple LLMs to build and deploy full-stack web applications. Their dated entries are concentrated in early 2025 (January and February account for 7 of 13 total dated entries), with a long tail of occasional additions in subsequent months. The traction leaders—SpinCoin-, Bolt, and Boxi—each show zero stars, indicating minimal observable activity.
  19. Local AI chat clients13 entriesfirst seen 2025-02-04This cluster comprises desktop and web applications that provide a chat interface for interacting with locally hosted AI models, primarily via Ollama, with some supporting multiple backends and document/image context. The dated history before the index start shows a sparse and uneven pattern: a couple of entries in early 2024, a few scattered through 2025, and a couple in 2026, suggesting occasional development rather than a continuous stream. Among members with activity signals, ollama-gui-simple leads with 150 stars, far ahead of Aether's 1 star and lm-studio-bin's 0 stars.
  20. AI web app builders13 entriesfirst seen 2025-02-01The cluster consists of AI-powered web app builders that generate full-stack applications from natural-language prompts, often in the browser and with the ability to choose among multiple AI models. The dated entries prior to the index start begin with four in February 2025, followed by single entries in March, May, and July 2025, and two in June 2026, indicating an early start with sporadic later additions. Traction leaders, by activity signal, are forgeai and 10XAI (both with 0 stars) and Cosmos-capture.Bolt (1 star), though all show minimal activity.
  21. Natural language full-stack app generators13 entriesfirst seen 2025-02-01This cluster consists of web applications that generate full-stack applications from natural-language prompts, typically running them in an in-browser sandbox. Prior to the index start, twelve members appeared with dated entries, showing an early concentration in February–April 2025 and sporadic appearances afterward through June 2026; the overall pattern is irregular rather than steadily accelerating. The three traction leaders (agentflow-deploy, autosite-studio-ai, Prompt2Prod) all report zero stars, so no member shows meaningful observable adoption yet.
  22. DRM-free audiobook player apps13 entriesfirst seen 2025-01-31This cluster consists of apps that import, organize, and play DRM-free audiobook files, with offline listening, playback controls, and some variation in bookmarks, progress sync, accessibility, and CarPlay support. Before the index start, dated entries run from Oct 2015 to Jul 2026, but the pattern is sparse: single entries in Oct 2015, Mar 2016, Jan 2025, Oct 2025, and Dec 2025, followed by four dated entries in May–Jul 2026. Novelwave: An Audiobook Player leads the traction activity signal, ahead of StoryLogic: Audiobook Player and EPUB Reader: eBook & FB2, though all three are listed at 0 stars.
  23. AI voice call dashboards13 entriesfirst seen 2025-01-27This cluster comprises dashboards and platforms for managing, monitoring, and analyzing AI voice calls and call center operations. Dated entries appeared sporadically from January 2025 to May 2026, with no clear growth pattern. Zerde109 leads on traction with 2 stars, while other members have no stars.
  24. Digital guestbook and visitor log apps13 entriesfirst seen 2025-01-21The cluster consists of lightweight web apps for collecting guest messages, check-ins, or signatures, ranging from personal slam books to event signbooks. With only four dated entries before the index start and three members lacking source dates, the cluster's dated history is too thin to discern a growth shape. Traction leaders are test1, signbook-main, and Tamuboard, each with a 0-star activity signal.
  25. Mood-based AI playlist generators13 entriesfirst seen 2025-01-20This cluster comprises AI-driven music apps that generate personalized playlists from detected or described moods, emotional states, or listening history, often integrating with platforms like Spotify and YouTube Music. The dated entries from January 2025 to July 2026 show a low, irregular pattern with at most two entries in any month, indicating a steady but sparse rate of new ideas. Traction leaders (music-xp, H-1, AURA-AI-Music-Remix-Mood-Generator) all show zero stars, so no product has yet established meaningful traction.
  26. Call analytics and insights tools13 entriesfirst seen 2025-01-17This cluster comprises seven products focused on analyzing phone call data—recordings, logs, or live conversations—to surface quality scores, trends, and business insights, ranging from on-device log analysis to AI-driven conversation review. The dated history is too thin to read a shape from: only two entries exist before the index start, and three members have no source date, so the cluster predates the index or its members are largely undated. Traction leaders, by activity signal, are rime-DataForge, call-insights-app, and CallScope, each at 0 stars.
  27. AI story generators13 entriesfirst seen 2025-01-16This cluster comprises web apps that generate short stories, reading materials, or other written content from user prompts, often for literacy or entertainment. The dated history before the index shows only five entries—two in January 2025, one in July 2025, and two in October 2025—so the timeline is sparse and shows no clear shape. Traction signals are uniformly low, with the top activity leaders (DreamForge, plot-twist, moeincyber-ai) all having 0 stars.
  28. Audio/video transcription tools13 entriesfirst seen 2025-01-14These products all convert spoken audio or video into text, with some offering speed control, speaker diarization, and offline processing. The dated entries before the index start are sporadic: a single entry in 2023-11, then another in 2024-12, followed by single entries in 2025-01, 2025-03, 2025-04, 2025-08, and 2026-02, showing irregular product appearances. The traction leaders all have zero stars, with vibe-bin, interviewtranscribe, and Transcription2.0 listed highest in activity, indicating minimal community adoption among these tools.
  29. Desktop manga and anime clients13 entriesfirst seen 2024-12-05This cluster consists of desktop applications for reading manga, watching anime, managing visual novel libraries, aggregating content from multiple online sources, and one for automated manga translation. The dated history shows sparse entries from December 2024 through June 2026 with no discernible trend, as only a handful of products appeared in scattered months. Traction is minimal, with all leading members showing zero stars.
  30. Internet radio streaming apps13 entriesfirst seen 2024-10-21The cluster comprises applications for streaming internet radio stations, often combining additional sources like local files, podcasts, or niche audio content. Dated entries are sparse with one in 2009 and one in 2012, then a recent cluster from 2024-10 through 2026-04. Traction leaders are Clarionet, worldradioconsole, and myTuner Radio - Live Stations, though all show zero stars.
  31. Activity-gated screen time lockers13 entriesfirst seen 2024-09-23This cluster comprises apps that lock distracting apps until users meet physical activity goals, such as steps or exercise minutes, converting movement into earned screen time. The dated entry history, based on months before the index start, shows sparse single launches from late 2023 through early 2026, with a notable rise to four entrants in June 2026 and two in July 2026. The traction leaders are WhyOpen: Screen Time, Be Serious: Earn Screen Time, and Social Limits: Screen Time App, each with zero stars.
  32. social gamified screen time apps13 entriesfirst seen 2024-09-16These are screen time management apps that gamify phone-use reduction through competition, rewards, streaks, accountability groups, and visual progress (e.g., growing plants or trees). Before the index start, entries were sporadic, roughly one per month from September 2024 through May 2026, with three entries landing in June 2026, so the early pattern is sparse and uneven. The traction leaders—Screen Time Control: Hazel, operacao-setembro, and Soberphone: Less Screen Time—all show zero stars, indicating limited observable traction.
  33. Mood and emotion journaling apps13 entriesfirst seen 2024-08-27These apps help users log daily moods and emotions, attach notes or photos, and visualize or summarize emotional patterns over time. The dated entries run from 2018-09 to 2026-05, appearing irregularly with a modest cluster in early 2026 (including two in 2026-03) — the overall shape is sparse and uneven rather than consistent. Traction is effectively tied among the three identified leaders — Hourly Journal: Time Tracker, chatbot-diary, and Cute Mood Tracker Diary — each with zero stars, so no single product stands out on activity signal.
  34. Bitcoin Lightning payment tools13 entriesfirst seen 2024-05-20This cluster comprises applications that enable Bitcoin Lightning payments, including merchant acceptance, address conversion, and private transaction tools. The cluster's dated history is too thin to read a shape from, with only four dated entries before the index start and seven members lacking source dates. Traction leaders by activity signal are BitBanana, Lightning Address to Invoice, and Swiss Bitcoin Pay, each with zero stars.
  35. Recipe saving and meal planning apps13 entriesfirst seen 2024-04-05The cluster consists of mobile apps that save recipes from social media, websites, photos, and handwritten notes, converting them into structured instructions for meal planning and grocery list generation. Prior to the index start, dated entries appear irregularly across 2021–2026, with single entries in most months and two entries each in February and April 2026. Traction leadership, as measured by activity signal, is held by Recipe Manager - CookIt, CookClip, and Mason - Recipe Manager, though all three show zero stars.
  36. Desktop torrent search clients13 entriesfirst seen 2024-03-06These are desktop applications for browsing and searching torrent sites, with filtering, sorting, and magnet link retrieval for external torrent clients. The dated history shows isolated releases in 2012, 2020, 2022, 2024, 2025, and 2026, forming a sparse and irregular timeline with long gaps and no clear growth trend. Traction leaders all have zero stars, indicating minimal user activity across the cluster.
  37. Sports news and highlights apps13 entriesfirst seen 2023-12-13This cluster consists of mobile apps that deliver sports-related content, including news, highlights, updates, and exclusive athlete interviews, targeting sports fans. The dated history spans 2011 to 2026, with an early wave in 2011-2013 and a later wave from 2023-2026, indicating intermittent but sustained creation. Traction is minimal across the cluster, with the leading members—appesporte360, sportsperson-of-the-year-nextjs, and The42 Sports News—all at 0 stars.
  38. Live sports streaming apps13 entriesfirst seen 2023-11-07This cluster comprises web and streaming applications that broadcast live sports events, with a focus on football, alongside real-time scores and player statistics. The dated entry history shows two isolated entries in 2008 and 2010, then a long gap, followed by a series of monthly entries from November 2023 through March 2026, each with a single product. Traction leadership is led by LiveScore-Overlay (4 stars), while SportyTV and kick-live-cast have 0 stars.
  39. AI meeting and voice note takers13 entriesfirst seen 2023-10-24This cluster covers AI tools that record and transcribe meetings or voice notes, then generate structured summaries, searchable notes, and action items. The dated entry history is sparse, spanning October 2023 to July 2026 with a modest concentration in 2025. Among traction leaders, vocal-note-keeper-ai leads with 43 stars, followed by wngmn with 10 stars.
  40. Virtual pet productivity companions13 entriesfirst seen 2023-08-04This cluster consists of apps that pair a virtual pet with productivity tools such as focus timers, habit tracking, reminders, and mood logging, targeting both general users and those with ADHD. The dated entry history before the index start spans 2023-08 to 2026-05 with only five entries, showing a sparse and irregular pattern with no clear directional shape. Traction leadership is shared by tute and NuomiPet, each with 2 activity stars, while PixelGator-DesktopPet-Todo-Note trails with 1 star.
  41. CPU power and frequency monitors13 entriesfirst seen 2023-08-01This cluster comprises utilities for monitoring CPU frequency, power consumption, and process resource usage across desktop, terminal, and Android. The dated entry history is sparse, with single entries in 2014, 2020, 2021, 2022, 2023, 2024, and 2025, too thin to read a trend. Traction leaders (CPU Stats, catproccpuinfogrepmhz, pcm) show minimal engagement with zero stars each.
  42. Non-Steam game import tools13 entriesfirst seen 2023-05-29This cluster consists of desktop utilities that import non-Steam games into a Steam library, automating executable detection, cover art selection, and folder management. Their dated history spans May 2023 through July 2026, with single entries in May2023, Nov2024, Mar2025, and a pair in July2026, showing sporadic activity with a gap in between. Steam-Commander leads on traction with 6 stars, while other named members show little activity.
  43. Desktop reminder and task schedulers13 entriesfirst seen 2023-04-18This cluster comprises desktop and mobile reminder apps that schedule one-time, recurring, or interval-based notifications, often with local storage, tray support, and customizable alerts. The dated history shows sporadic entries from September 2014 through November 2025, then a small uptick in mid-2026 with two entries each in June and July. Traction leaders are marking-calendar and StarSleep (both 2 stars), followed by Desktop-reminder (1 star).
  44. Habit tracker apps13 entriesfirst seen 2023-02-24This cluster contains habit tracker apps that let users create habits, log daily completions, track streaks and progress, and review history via home screen widgets and themes. The dated entry history is sparse but shows a slight concentration in March 2026, with single entries in earlier years. No traction leader emerges because all named products show zero stars.
  45. Offline commando FPS shooters13 entriesfirst seen 2022-12-05This cluster comprises 12 mobile first-person shooter games centered on offline commando missions against terrorists, enemy soldiers, or zombies, featuring weapon variety and mission progression. Entry history before the index start shows isolated entries in 2014 and 2017, then a concentration of activity from May 2022 to November 2023, peaking with 3 entries in December 2022. Traction leaders are DEAD TARGET: FPS Zombie Games, Survivor Agent: Shooting Games, and FPS Gun Shooting: War Games 3D, all with zero stars.
  46. Camera-based heart rate monitors13 entriesfirst seen 2022-10-25This cluster comprises mobile apps that measure heart rate via a phone camera, with some also tracking blood pressure, blood sugar, oxygen levels, and mental wellness while offering workout plans or AI-driven insights. Dated entries appear sporadically from February 2017 through January 2026, with a slight concentration of three entries in mid-2023 but no sustained pattern. Among the three traction leaders (Lens HRV, Pulsebit, pulsocamara), all show zero-star activity, so none holds a clear engagement advantage.
  47. Offline password managers13 entriesfirst seen 2022-10-20This cluster comprises password managers that prioritize local credential storage, encryption, and biometric or master-password protection, with optional cloud or peer-to-peer syncing. Dated entries are sparse from 2011 through 2022, then become more frequent from late 2025 into mid-2026, with most dated members appearing in that later period. Traction leaders are Passy, Password Manager (2FAS Pass), and Nexus-Identity, each showing 0 stars on the activity signal.
  48. File and folder diff/merge tools13 entriesfirst seen 2022-05-31This cluster includes 11 desktop and terminal applications for comparing and merging files, directories, and sometimes JSON or images, often with version control integration. Dated entries are sparse, with seven releases scattered from 2018-11 to 2026-06, yielding no clear trend. Traction leaders are libremerge and twinscope, each with 11 stars, while Spekter has 0 stars.
  49. BibTeX citation managers13 entriesfirst seen 2022-05-14This cluster comprises desktop and terminal utilities for managing bibliographic references, generating BibTeX entries, and organizing citations for academic writing. The dated entries span from 2019 to 2026 with a sparse, irregular pattern of one or two new products per year, showing no clear growth trend. Traction leaders among dated members are Essayist: Academic Writing App, QuickBib, and oldie, all with an activity signal of 0 stars.
  50. QR/barcode scan and generate apps13 entriesfirst seen 2022-04-16This cluster consists of mobile apps that scan QR codes and barcodes, generate custom codes, and maintain a history of scans and creations; some also support sharing and exporting. Dated entries appear sporadically, with a single entry in each of nine distinct months spanning January 2011 to December 2025, reflecting a slow but continuous introduction of new products. All traction leaders show zero activity stars, so no single product leads.

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.