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WHITESPACE · CLUSTER INDEX · 10,297 CLUSTERS

Clusters

Every group of products the index has found building the same thing. Biggest collisions first, or newest first — all 10,297 of them, 50 to a page.

  1. AI full-stack browser app builders5 entriesfirst seen 2025-03-01This cluster consists of AI-powered web development tools that let users build full-stack apps directly in the browser using multiple LLMs; most entries are near-identical descriptions. The five dated pre-index entries are one from February 2025, three from March 2025, and one from July 2026, showing sporadic activity without a clear trend. Traction leaders, based on activity signal, are bolt.diy (listed twice) and redesigned-octo-robot, all with zero stars.
  2. AI vs human labor cost calculators5 entriesfirst seen 2025-02-28This cluster consists of web tools for comparing AI versus human labor costs, particularly for customer service, and estimating savings from automation. Only one dated entry predates the index start, so the cluster's dated history is too thin to read a shape from. Traction is led by hermes-console with 1 star, while other members show 0 stars.
  3. catering and event booking apps5 entriesfirst seen 2025-02-28This cluster comprises mobile and web applications for discovering, booking, and managing catering services, party rentals, and event food orders, with some also handling venue-specific features like menus, merchandise, and table reservations. Dated entries before the index start appear sporadically across five months from February 2025 to July 2026, showing no clear trend, and two members have no source date. Traction is minimal across all members—ibekiatch, Kaliber, and caterease each show zero stars, so none leads meaningfully.
  4. Document to Markdown/JSON converters5 entriesfirst seen 2025-02-19This cluster consists of document parsing tools that convert PDFs, Office files, and scans into structured Markdown and JSON for downstream use. The cluster's dated history is too thin to read a shape from — only three pre-index entries exist, so it predates the index or members are undated. Traction leaders, all with zero stars, include Scholar-Agent, ParseAnything_DQ_P3, and python-mineru, indicating no dominant player yet.
  5. Star Wars fan browsing apps5 entriesfirst seen 2025-02-14This cluster consists of web apps that let Star Wars fans browse and explore franchise data—characters, planets, films, vehicles, and starships—often pulled from an external API, with one app focused on generating themed images. The cluster's dated history is too thin to read a shape from, as only a single entry exists before the index start and three members have no source date. Traction leaders are starWarsApiConsult, Star Wars Maker, and Star Wars Characters, each showing 0 stars.
  6. Terminal ASCII webcam feeds5 entriesfirst seen 2025-02-12A cluster of terminal applications that capture live webcam video and render it as ASCII art in the console. Dated entries appear sporadically from February 2025 to July 2026, with no clear trend. Traction leaders termicam-bin, ascii-cam, and charviews each have 0 stars, indicating minimal user adoption.
  7. Browser-based full-stack app generators5 entriesfirst seen 2025-02-08This cluster consists of developer web apps that generate full-stack applications in the browser from natural-language prompts, with some allowing users to choose the AI model. Dated entries show 4 in February 2025 and 1 in May 2026, indicating early concentration followed by a single later entry. Traction leaders Devonz, robai, and bolttest each show zero stars, so no product stands out in traction.
  8. Open-source multi-LLM coding assistants5 entriesfirst seen 2025-02-04This cluster consists of open-source AI coding assistants that run in the browser and let users pick from multiple large language models for code generation and editing. The dated history is too thin to read a shape from—only four dated entries exist before the index start, all identical, so the cluster predates the index or its members are undated. Traction leaders by activity signal are bolt.diy-2 (1 star) and Moon-AI-memory and bolt.coolfiy (0 stars each).
  9. Synchronized movie watching apps5 entriesfirst seen 2025-02-01This cluster consists of web applications that enable friends to watch movies together with synchronized playback, real-time chat, and in one case, voice notes. The cluster's dated history before the index start is too thin to read a shape from—only one dated entry exists, so it likely predates the index or its members are undated. Traction leaders, Muvidate, Watch_Movie-Together-Website, and drive-in, each show 0 stars, indicating minimal early adoption.
  10. Helmet detection and commerce5 entriesfirst seen 2025-01-27This cluster spans helmet e-commerce and helmet-wear verification via uploaded images or live camera feeds, with one app displaying check-in results. Its dated history before the index start is too thin to read a shape (only one dated entry). The 'web' product leads on traction with 4 activity stars, while the other two show 0 stars.
  11. Mosaic art generators5 entriesfirst seen 2025-01-24This cluster consists of applications that generate mosaic art from various inputs such as dice, media files, uploaded images, or music playlists. The dated history before the index start is too thin (only 3 dated entries) to read a shape from, so it predates the index or its members are undated. Among the products with active signals, media-mosaico leads with 1 star, while others have 0 stars.
  12. Hardware-accelerated video transcoders5 entriesfirst seen 2025-01-19This cluster consists of video transcoding tools that leverage hardware acceleration to convert between formats. The cluster's dated history is too thin to read a shape from, as only one pre-index entry exists. Among the members, 'handbrake-alternative-simple' leads in traction with 25 stars, while the others show no activity.
  13. Ebook sales landing pages5 entriesfirst seen 2025-01-18This cluster consists of landing pages that promote an ebook by showcasing its description and benefits while directing visitors to purchase or download it. The cluster's dated history before the index is too thin to read a shape from—only one dated entry exists, so it predates the index or its members are undated. Traction is low across the board, with all members tied at zero stars, indicating no clear activity leader.
  14. Customer queue management apps5 entriesfirst seen 2025-01-16This cluster consists of web applications for managing customer queues, reducing waiting times, and improving service flow in businesses. The dated history before the index start shows sporadic single entries across several months from January 2025 to March 2026, indicating a thin and irregular pattern. Traction leaders among these products are QueueLess, smartqueue, and Aqlli-navbat, each with 0 stars, indicating minimal traction.
  15. Mood garden tracking apps5 entriesfirst seen 2025-01-15This cluster consists of mood-tracking and journaling apps that represent emotions as plants, flowers, or spheres in a virtual garden. The dated history is too thin to read a shape from—only two entries predate the index. All tracked members show zero stars, with mood-blooms having the highest activity signal, followed by One Year: Daily Journal and Lumora-Mood Tracker.
  16. Screen time for activity rewards5 entriesfirst seen 2025-01-14This cluster consists of mobile apps that condition screen-time access on completing real-world healthy habits, primarily walking or exercise, often using AI or step tracking for verification. Dated entries before the index start are sparse but present: a single entry in April 2024, January 2025, November 2025, and January 2026, rising to two in June 2026—indicating a thin, slow-starting series with a slight uptick in its final pre-index month. Traction is minimal, with all three listed leaders (Steppin: Steps for Screen Time, Walk Lock: Screen Time Control, HipHabit: Screen Time Control) showing zero stars, suggesting no product has yet gained notable user adoption.
  17. Public domain audiobook apps5 entriesfirst seen 2025-01-12This cluster comprises apps for finding, streaming, downloading, and playing public domain audiobooks, with features like offline listening, bookmarks, and playback customization. The cluster's dated history before the index start consists of too few entries to read a shape from, so it predates the index or is undated. Traction is tied among Aradia: LibriVox listener, Libly: Audiobook Player, and ListenBook: audiobook player, each with 0 stars.
  18. Smoothie recipe web apps5 entriesfirst seen 2025-01-10This cluster consists of web applications centered on smoothie recipes, covering browsing, creating, managing, logging, and sharing, with some using React and Supabase and others supporting personal accounts. 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 most members are undated. Traction is led by blendbase (1 star), while Supa-Smoothies and Supa_Smoothies show no traction signal.
  19. AI full-stack generators5 entriesfirst seen 2025-01-09This cluster consists of open-source AI web development tools that generate full-stack applications from natural-language prompts. Dated entries appear only in early 2025, with three in January and two in March. Traction is led by bolt.diy with 4 stars, while other members have no stars.
  20. Posture monitoring mobile apps5 entriesfirst seen 2025-01-09This cluster comprises mobile apps that monitor and correct posture using alerts, wearable vests, or guidance. The cluster's dated history is too thin to read a shape from, as only a few dated entries predate the index start. Traction leadership is held by turtleup with 3 stars, while sitx-mobile-app and Cadeira-Ergon-mica-inteligente have no stars.
  21. Social music ranking apps5 entriesfirst seen 2025-01-08This cluster comprises social music apps where users rank and rate songs and albums, compare taste with friends, and engage via reviews, messaging, and achievements. Only three dated entries exist before the index start, so the cluster's entry history is too thin to discern a shape; all traction leaders show zero stars, indicating early-stage or unproven engagement.
  22. Parent-local service marketplaces5 entriesfirst seen 2025-01-07This cluster consists of platforms that connect parents with local providers of education and childcare services, such as home tutors, classes, camps, and household support. The dated history is too thin to read a shape from, with only one dated entry prior to the index start, and the rest undated. Traction leaders all show zero stars (PTM-Product, hoeteacher, Our Village DFW), indicating no clear traction advantage among them.
  23. Zero-based budgeting apps5 entriesfirst seen 2025-01-07This cluster consists of personal budgeting applications centered on zero-based planning, real-time expense tracking, and income management, with some offering partner sharing. The dated history is too thin to read a shape from, as only three dated entries exist before the index start, so the cluster's early trajectory cannot be characterized. Traction leaders by activity signal are BatchFlow, Zero Dollar Budget, and cashsense, each with 0 stars.
  24. Food photo nutrition trackers5 entriesfirst seen 2025-01-06This cluster consists of mobile health apps that use photo scanning to estimate calories, macros, and nutritional content from meals, with some also handling food labels, freshness, recipes, or an intermittent-fasting timer. Dated entries are sparse: one each in October 2024, January 2025, August 2025, and December 2025, with two in September 2025, so the pre-index timeline shows no clear growth pattern. Among the traction leaders, cal-ai-clone leads with 15 stars, while Calorie Counter: Cal Snap and KnowYourBite have 0 stars.
  25. Risk-style strategy games5 entriesfirst seen 2025-01-04This cluster consists of turn-based and online strategy board games inspired by Risk, where players conquer territories on world maps against AI or human opponents, often with custom maps, cards, and skins. The dated history is too thin to read a shape from, as only 3 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 Risk of war - Wartime Glory, KsirK, and xTactics, each with 0 stars.
  26. Linux battery monitoring tools5 entriesfirst seen 2024-12-14This cluster consists of Linux battery monitoring utilities that display charge status and alert on low power. Dated entries before the index start appear sporadically from late 2024 through mid-2026, with a slight concentration in May 2026. The traction leaders—battui-bin, alertify, and gobatmon—all show 0 stars, indicating minimal observable activity.
  27. Automated music collection managers5 entriesfirst seen 2024-10-18This cluster comprises self-hosted and web-based tools that automate acquiring and organizing personal music libraries, often pulling from newsgroups, torrents, or streaming services for discovery. Dated entries are thin—a single creation in June 2021, another in October 2024, two in late 2025 (October and November), and one in April 2026—so no clear trajectory is observable. Traction is led by Navikat (1 star), followed by lidarr-nightly-bin and auroradownloader (both 0 stars).
  28. Offline encrypted vault apps5 entriesfirst seen 2024-10-18This cluster consists of mobile and desktop apps that store sensitive personal data—such as passwords, notes, files, contacts, and health records—in encrypted local storage, often without requiring a cloud account. The dated entry history before the index start shows a sparse pattern: one entry in October 2024, two each in October and November 2025, and one in July 2026. Traction leaders, all at 0 stars, are Libre Contacts Backup, Zero-Friction Task Manager, and Tane.
  29. Tic-tac-toe mobile games5 entriesfirst seen 2024-09-18This cluster consists of four mobile tic-tac-toe game apps featuring adjustable board sizes, AI opponents with difficulty levels, real-time multiplayer against friends or bots, and some include match history and leaderboards. The cluster's dated history before the index start includes only 3 entries, too few to discern a trend. Among traction leaders, Tic-Tac-Toe leads with2 stars, while Dooz and tic-tac-toe-app have0 stars.
  30. Ad-free anime and mango apps5 entriesfirst seen 2024-09-06These desktop apps stream anime, movies, TV series and read manga, manhwa, and manhua from online sources without ads. The cluster's dated history before the index is too thin to read a shape from, with only two dated entries. Leaders on traction are the-watcher and kurunime-desktop with one star each, while Vetro trails with zero.
  31. Cross-platform extensible app launchers5 entriesfirst seen 2024-08-30This cluster consists of cross-platform, extensible application launchers, with at least one incorporating AI for faster app discovery. The dated history is too thin to discern a shape, as only two dated entries exist before the index start, so it predates the index or its members are undated. Among the tracked members, qimiao leads on traction with 7 stars, while the other two have 0 stars.
  32. Brazilian income tax filing apps5 entriesfirst seen 2024-08-20This cluster consists of nearly identical desktop applications published by the Brazilian federal revenue agency to help citizens prepare and file their annual income tax declarations. The five dated entries before the index start are spread thinly across 2024–2026, with two in August 2024 and single entries in later months, showing no sustained trend. The traction leaders, IRPF 2026, IRPF 2022, and IRPF 2023, all have zero stars, indicating no meaningful activity signal.
  33. Discord voice overlay apps5 entriesfirst seen 2024-07-20This cluster consists of desktop overlay applications that display who is speaking in Discord voice channels while other applications are in focus. The dated history is too thin to read a shape from—only four dated entries exist before the index start, so the cluster predates the index or its members are largely undated. Traction leaders are Discover Overlay, overlayed, and overlayed-bin, each with zero stars on the activity signal.
  34. Nostr Android signer apps5 entriesfirst seen 2024-06-28This cluster consists of Android apps focused on secure Nostr event signing and key management, using approaches such as hardware signer proxying, FROST threshold signatures, and the NIP-46 protocol. The dated history before the index start is too thin to read a shape from, with only three dated entries. Among the three members, nostr-signer shows the highest activity signal, followed by Amber and Citrine, though all currently show zero stars.
  35. Terminal data visualization tools5 entriesfirst seen 2024-06-28This cluster comprises terminal-based applications for visualizing data through dashboards, tables, graphs, and animations. The dated history shows one entry each in June 2024, September 2024, January 2025, September 2025, and May 2026, indicating a sparse, gradual addition of products. Traction leaders datacmd-bin, cybervis, and buffyboard each have 0 stars, so none demonstrates meaningful user adoption.
  36. classic arcade netplay platforms5 entriesfirst seen 2024-06-25This cluster consists of online platforms for playing classic arcade and fighting games over the internet, typically bundling emulators with netplay and matchmaking, and often positioning as open alternatives to existing services. The dated history before the index is too thin to read a shape from—only two dated entries exist, so the cluster predates the index or its members are largely undated. On traction, OpenFight and OpenCade lead with 22 stars each, while Fightcade shows 0 stars.
  37. Terminal-based DOOM emulators5 entriesfirst seen 2024-06-08This cluster consists of products that bring the classic first-person shooter DOOM into terminal environments, using approaches such as legacy emulation, WebAssembly with the Kitty graphics protocol, and text-based rendering. The cluster's dated history is too thin to read a shape from, with only two dated entries prior to the index start. Traction is led by terminal-doom with 8 stars, while the other members show no activity.
  38. Category-based budgeting apps5 entriesfirst seen 2024-03-22This cluster comprises personal budgeting apps focused on categorizing income, setting spending goals, and tracking expenses against planned amounts. Entries appear sporadically from March 2024 to April 2026, with three of the five dated launches occurring in the first four months of 2026. The traction leaders are The Happy Giraffe Budget App, Split My Paycheck: Budget Tool, and ZeroLine, each holding zero stars, indicating no traction advantage among them.
  39. Hardware and firmware management daemons5 entriesfirst seen 2024-03-21The cluster consists of Linux system daemons and utilities that monitor hardware, update or tune firmware, and reload kernel modules automatically. The dated history is too thin to read a shape from — fewer than five dated entries exist before the index start, indicating the cluster predates the index or its members are undated. Traction leaders include fwupd, Firmware, and ath10k-fixer, all showing zero stars.
  40. Multi-AI chatbot desktop clients5 entriesfirst seen 2024-03-18This cluster consists of desktop applications that aggregate access to multiple AI chatbots—such as ChatGPT, Gemini, Claude, Grok, Perplexity, and Qwen—into a single interface for users to converse. The cluster's dated history is too thin to discern a pattern, with only four entries before the index start, so it either predates the index or its members are undated. Traction leaders, based on activity signal, are ai-gate, ai-gate-bin, and aione, each with zero stars, indicating minimal public engagement.
  41. Android video editing apps5 entriesfirst seen 2024-01-22The cluster comprises Android apps for editing videos and images, with features like cropping, rotating, filtering, trimming, and audio extraction. The dated history is too thin to read a shape from—only three entries exist before the index start, so it predates the index or its members are undated. Traction leaders by activity signal are LibreCuts Beta, Bunny Media Editor, and Open Video Editor, each with 0 stars.
  42. Crypto price tracking Android apps5 entriesfirst seen 2023-12-01This cluster consists of Android apps for monitoring cryptocurrency prices, offering features such as watchlists, price overlays, charts, and widgets. The dated history is too thin to read a shape from, with only four dated entries before the index start. CoinMonitor leads on traction with 4 stars, while the other members have 0 stars.
  43. SSH config management tools5 entriesfirst seen 2023-11-17This cluster consists of desktop and terminal utilities focused on managing SSH configuration files—covering host/alias editing, key management, and security auditing. The cluster's dated history is too thin to read a shape from, as only 4 dated entries exist before the index start, and it likely predates the index or its members are undated. Traction leaders, based on activity signal, are keyward-bin, sshed-bin, and SSH Studio, all showing 0 stars.
  44. AI server management panels5 entriesfirst seen 2023-10-07This cluster consists of AI-powered server management panels focused on Docker container control, system monitoring, and natural-language administration across local and cloud environments. The dated history is too thin to read a shape from, as only 2 dated entries exist before the index start, which predates the index or has undated members. Chaterm leads on traction with 3,025 stars, far ahead of opsmini (13) and Nexus-Core-pub (0).
  45. Procedural dungeon roguelikes5 entriesfirst seen 2023-10-05A cluster of single-player dungeon-crawling roguelikes featuring procedural generation, permanent death, and a focus on descending levels to retrieve a legendary amulet. Two members are mobile ports of established titles (Dungeon Crawl: Stone Soup and Brogue CE), while others are mobile-first or Android-specific. The cluster's dated history before the index is too thin to read a shape from (only 3 dated entries), so it likely predates the index or consists mostly of undated members. Traction leaders all show 0 stars, so no member stands out on activity signal.
  46. Conversation starter card games5 entriesfirst seen 2023-09-19This cluster consists of mobile apps that present themed question decks to encourage conversation and bonding in group settings. The dated history before the index start is too thin—only four dated entries—to discern a clear trend shape, so the cluster's early growth cannot be characterized. Traction leaders are Familydeck: Family Card Game, Auvae — growing close, and 21 Questions - Card Games, all currently showing zero stars.
  47. Mobile QR and barcode scanners5 entriesfirst seen 2023-08-28This cluster comprises mobile apps that scan QR codes and product barcodes, generate custom QR codes, look up product information (prices, reviews), and keep a scan history. The dated entries before the index start appear sporadically across 2023 to 2026 with no clear shape, given only five dated months. Traction is led by QR Scanner & Barcode Reader + on activity signal, though all tracked products show zero stars.
  48. Tri Peaks solitaire card games5 entriesfirst seen 2023-08-07This cluster consists of single-player Tri Peaks solitaire card games, typically offering multiple board layouts, statistics, and adjustable settings for casual play. The dated history is too thin to read a shape from: only three dated entries exist before the index start, and two members have no source date. Traction leaders are TriPeaks NEUE and TriPeaks, though all show zero activity stars.
  49. Browser download manager integrations5 entriesfirst seen 2023-07-16This cluster consists of browser extensions and a desktop download manager that offload file downloads from web browsers to an external download manager. The cluster's dated history is too thin to read a shape from, with only two dated pre-index entries. On traction, haul leads with 3 stars, while the other two members have 0 stars.
  50. Sports-oriented matchmaking apps5 entriesfirst seen 2023-06-30The cluster comprises dating and matchmaking apps that connect users through shared sports interests and fitness activities, offering features such as profile swiping, mutual matching, and real-time chat. With only two dated entries before the index start, the cluster's dated history is too thin to read a shape from; it likely predates the index or its members are undated. Traction leaders are Quest-Fit, splove-app, and sportmatch, each at 0 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.