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WHITESPACE · CLUSTER INDEX · 9,788 CLUSTERS

Clusters

Every group of products the index has found building the same thing. Biggest collisions first, or newest first — all 9,788 of them, 50 to a page.

  1. Legal practice management software16 entriesfirst seen 2025-05-09This cluster comprises legal practice management and case tracking platforms for law firms and solo practitioners, covering client records, deadlines, documents, billing, and in some cases client portals, AI assistance, and specialized features for specific jurisdictions. The pre-index dated history shows sporadic activity from March 2025 to July 2026, with monthly entries ranging between 1 and 4, indicating irregular but ongoing development rather than a sustained trend. Traction leaders are shuanglv-legal-skills with 6 stars and legal-case-workflow-tracker with 2 stars, while ementaai has 0 stars.
  2. Product comparison shopping tools16 entriesfirst seen 2025-04-23These are web apps and tools that help shoppers compare products, prices, specs, and ratings across online stores. The cluster's dated history is too thin to read a shape from, with only four dated entries before the index start. Among traction leaders, Shopnosis shows the highest activity signal with 3 stars, while smart_compare and Hate It Or Rate It have 0 stars each.
  3. Gym and fitness studio management16 entriesfirst seen 2025-04-17This cluster comprises SaaS platforms for gym and fitness studio management, covering memberships, bookings, payments, check-ins, and analytics, with some also offering trainer-specific tools for workout planning and client progress tracking. Dated entries begin with two in April 2025, followed by a gap of nearly a year, then five entries between April and July 2026, suggesting a recent flurry of similar products. The traction leader is power-fitness with 1 star of activity signal, while gymbook-app and flexfit-studio2.0 both have 0 stars.
  4. AI video dubbing tools16 entriesfirst seen 2025-04-15This cluster consists of tools that automate video dubbing, translation, subtitling, and often short-form repurposing, ranging from browser extensions to self-hosted command-line utilities. The dated history before the index start is too thin to read a shape from — it predates the index or its members are undated, with only three dated entries total. Traction leaders are i-hate-editing and voxylio (each with 11 stars), followed by Athar-Studio (1 star).
  5. AI expense tracking apps16 entriesfirst seen 2025-03-25The cluster consists of AI-powered expense trackers that categorize spending and deliver financial insights and analytics. Dated entries before the index start show a modest, consistent monthly presence, with counts of 1 to 2 entries per month from March 2025 through July 2026 (11 dated entries total), so the cluster's history is thin and spread out rather than showing a clear trend. The three traction leaders—AI-Based-Finance-Manager, TallyPenny, and together-expenses—all report zero stars, meaning no product clearly leads on activity.
  6. In-chat encryption keyboards16 entriesfirst seen 2025-03-25This cluster comprises encryption utilities and keyboards that secure messages within existing messaging platforms, often via iMessage extensions or custom input methods. The dated entries are spread across 2019 to 2026, appearing at irregular intervals with no clear trend. Traction is uniformly minimal, with Kryptos, Secret Text: Encrypt Message, and Sudo Encrypt all showing zero activity stars.
  7. Secret Santa gift exchange apps16 entriesfirst seen 2025-03-18This cluster consists of web apps that organize gift exchanges such as Secret Santa and White Elephant by randomly assigning participants, hiding identities until reveal, and sometimes tracking gift preferences. The dated history is too thin to read a shape from—only two entries predate the index start, so the cluster's entry pattern cannot be determined. Traction leaders among the members, secret-santa-joy, giftexchange, and Desafio-amigo-secreto, all show zero stars, indicating no significant adoption yet.
  8. Startup financial modeling tools16 entriesfirst seen 2025-03-15This cluster comprises web apps and calculators for startup finance, covering valuations, cap tables, equity splits, burn rate, SaaS metrics, and investor decision-making. Dated entries before the index start were sparse: one in March 2025, one in October 2025, and two each in April and May 2026, an irregular early pattern with no clear trend. The top three products by activity signal (comparazioni-tra-aziende, Fund-Model, saas-scenario-engine) all show zero stars, indicating minimal traction across the cluster.
  9. Social photo sharing networks16 entriesfirst seen 2025-03-15The cluster includes 18 social networking apps focused on photo and video sharing, real-time feeds, and standard social interactions like likes, comments, and profile management. Their dated entries before the index start are sparse and irregular, with single counts in 2011-07, 2019-10, 2020-08, 2025-01, and 2026-01, and pairs in 2025-03 and 2025-11, making the overall shape too thin to interpret. Traction leaders are fasta-social, moments-mirror-me, and spotlight, each showing zero stars as the highest activity signal.
  10. Terminal AI chat clients16 entriesfirst seen 2025-03-14This cluster consists of terminal-based clients for chatting with AI assistants like ChatGPT. Dated entries before the index start appear sporadically from August 2024 to May 2026, with no clear trend. All traction leaders—rust-llm, gpterm, and agentty-bin—show 0 stars, indicating minimal observable traction.
  11. Online contest and voting platforms16 entriesfirst seen 2025-03-10These 18 products are web platforms for running competitions, scoring entries, and conducting voting or judging. The dated history is sporadic, with one entry in December 2024, March 2025, September 2025, and January 2026, and two in February 2026. Traction leaders are shorts_champs, pollpools, and talenttesttally, all at zero stars.
  12. Math formula to LaTeX converters16 entriesfirst seen 2025-03-08This cluster consists of tools that convert images or handwritten math into LaTeX (and sometimes MathML) code, primarily as desktop or web apps with offline capabilities. Dated entries are sparse and irregular, appearing in 2020-05, 2022-11, 2024-12, 2025-03, and 2025-12, with no clear trend. On traction, formulaforge leads with 2 stars, followed by shishi-formula-ocr with 1 star and VibeScribe with 0 stars.
  13. Self-hosted RSS dashboard aggregators16 entriesfirst seen 2025-03-04The cluster consists of customizable personal dashboards that aggregate RSS feeds and other data sources into widgets, with many self-hosted options. The dated history before the index start is too thin (only four dated entries) to discern a trend. Among the traction leaders, flux-rss-dashboard and mindash each have one star, while DELPHI has none.
  14. Alarm clock and reminder apps16 entriesfirst seen 2025-03-01The cluster consists of web and mobile apps for setting alarms, timers, and scheduled reminders, with variations like world clocks, radio, or video wake-ups. The dated entries are sparse, appearing in March 2021, November 2022, and then three times between March and July 2025, suggesting intermittent early activity and a slight concentration in 2025. Traction is low, with the leader ALARAM-CLOCK having only 1 star, while aLARM and alarm have 0 stars.
  15. Mobile companions for Mac AI agents16 entriesfirst seen 2025-02-26These are mobile companion apps that let developers remotely monitor and control AI coding agents running on their Mac, including chat, runs, and git actions. The dated history is too thin to read a shape from—only 3 entries predate the index. Traction leadership is led by lody-ios with 91 stars, followed by dsh-ios-app (4 stars) and pingvi (0 stars).
  16. ESG compliance and reporting platforms16 entriesfirst seen 2025-02-25This cluster includes 14 products that help organizations or individuals track, manage, and report environmental, social, and governance metrics for compliance, sustainability insights, or investment decisions. The dated history before the index start is sparse and irregular, with six entries spread from February 2025 to June 2026, showing no clear trend. CCL_CSR_Monitor_OSS leads on activity signal among the traction leaders.
  17. Wilderness cabin booking apps16 entriesfirst seen 2025-02-18This cluster comprises web apps for browsing and booking cabin accommodations at wilderness resorts. Pre-index dated entries show sporadic activity across early 2025 and early 2026, with no consistent monthly pattern and at most two entries in a month. The traction leader is northwood-website with 1 star, while skorovascamping and the-wild-oasis-website each have 0 stars.
  18. Job posting and search automation tools16 entriesfirst seen 2025-02-14This cluster spans tools for generating job descriptions, automating job applications, ranking postings, and supporting recruitment workflows. The dated history is too thin to read a shape from, as only 4 dated entries exist before the index start. Traction leaders based on activity signal are Job-Wire (5 stars), CareerUpdates (2 stars), and fam (0 stars).
  19. AI full-stack app generators16 entriesfirst seen 2025-02-09Cluster of AI-powered tools that generate full-stack applications from natural language prompts using various LLM providers. The dated entry history is sporadic from February 2025 to July 2026, with an initial pair, several single-month entries, and a second pair in May 2026, showing no consistent trend. Among members with activity, singulary leads with 54 stars, followed by locode with 8 stars and Buildflow-AI with 0.
  20. Ocean and environmental awareness apps16 entriesfirst seen 2025-02-08This cluster consists of interactive web and mobile apps focused on environmental and ocean awareness, using visualizations, educational content, and narratives to engage users. The dated history is too thin to read a shape from—only two entries predate the index, and seven members have no source date. Traction leaders are ocean-wonders-v3, Aquabloom-mobile, and Sos-Natureza, all with the highest activity signal (0 stars each).
  21. Recruiting and hiring platforms16 entriesfirst seen 2025-02-07This cluster consists of platforms for managing recruitment, including candidate tracking, interview scheduling, and hiring workflows. Dated entries before the index start, from February 2025 through July 2026, fluctuated between one and two per month with no clear trend, indicating a low but steady flow of new products. Traction is led by NovaHR with six stars, while Coral and GORIYA-SAAS have no stars.
  22. Minecraft mod and content platforms16 entriesfirst seen 2025-01-30This cluster consists of web platforms for browsing, sharing, and downloading Minecraft-related content such as mods, texture packs, and building designs, along with a few adjacent tools for Roblox and VCC. The dated history is too thin to read a shape from—only three dated entries exist before the index start, so no trend can be discerned. frontend leads the activity signal with 4 stars, while Indexium and Mubaraza-Webapp both have 0 stars.
  23. AI home inventory apps16 entriesfirst seen 2025-01-26This cluster consists of mobile apps that use AI photo recognition to catalog household belongings, estimate values, and generate insurance-ready reports. Entries appear intermittently from mid-2021 through mid-2026, with slightly higher counts in early and mid-2026. Traction among the listed leaders is minimal, with all showing zero activity stars.
  24. No-code ecommerce store builders16 entriesfirst seen 2025-01-25This cluster comprises tools for creating and customizing online stores without coding, ranging from open-source builders to AI-guided options with region-specific payments like M-Pesa and Pix. Dated entries before the index start appear intermittently: two each in January and July 2025, one each in April and July 2026, and five members lack dates entirely, making the pre-index history too thin to discern a clear shape. Among traction leaders, openshop has the highest activity with 1 star, while tovendendo-app and kuza each have 0 stars.
  25. Web file format converters16 entriesfirst seen 2025-01-12This cluster comprises web-based tools that convert files between formats via upload and download workflows. The dated history shows a sparse, even spread of single entries across several months from January 2025 to April 2026, with no discernible trend. The traction leaders all show zero activity, indicating minimal engagement or development.
  26. Poker tracking and bankroll apps16 entriesfirst seen 2025-01-08This cluster consists of applications for tracking poker tournament and cash game results, bankrolls, expenses, and buy-ins, including tools for organizing home games. The dated history is too thin to read a shape from, as only three dated entries exist before the index start, indicating the cluster predates the index or most members are undated. Among traction leaders, PokerBankroll shows the highest activity signal, followed by pokerbros and FELT, though all currently have 0 stars.
  27. Social impact measurement platforms16 entriesfirst seen 2025-01-07This cluster consists of web and app platforms that measure, track, and visualize the social impact of projects or organizations, often with dashboards, reports, or AI-generated insights. The dated history is too thin to read a shape from—only one entry predates the index, and four members have no source date at all. Traction leaders are impactplatform, Impactloom, and chapada-ong-management, each with zero stars, indicating negligible observable activity.
  28. comic reading platforms16 entriesfirst seen 2025-01-03This cluster comprises digital comic reading apps and platforms, including web-based readers, mobile apps, a desktop webtoon reader, a comic shop catalog, and a translation tool. Dated entry history shows sparse single entries from 2013 to 2018, followed by a denser grouping in 2025 and early 2026. Traction leader is MangaKitchen with 4 stars, followed by hyse-comics-web (2 stars) and Tappytoon Comics & Novels (0 stars).
  29. Team task management apps16 entriesfirst seen 2025-01-03The cluster consists of web apps focused on team task management, including task creation, editing, organizing, searching, filtering, and status updates. Only 3 dated entries exist before the index start, making the historical shape unreadable and indicating the cluster predates the index or members are largely undated. Traction leaders all show 0 stars, so activity is flat and no single product currently stands out.
  30. AI prompt-to-app builders16 entriesfirst seen 2025-01-01This cluster consists of AI-driven tools that generate full-stack web applications from natural language prompts, with several emphasizing self-hosted or open-source usage and one targeting a Next.js/FastAPI stack. Dated entries before the index start span January 2025 through June 2026, showing an uneven pattern: a burst of activity in early 2025 (peaking in February), a sparse month in March, a modest April, and a single entry in June 2026 after a gap. Traction leadership is nominal, as the top activity signal belongs to Agentic-AI-App-Builder, though all listed leaders have zero stars.
  31. Multi-computer keyboard and mouse sharing16 entriesfirst seen 2024-10-03This cluster consists of desktop utilities and clients that let one keyboard, mouse, or trackpad control multiple computers, either over a local network or via USB KVM devices. Dated entries before the index start show a thin timeline: a single entry in 2020-07, then a gap until late 2024, followed by entries in 2024-10, 2024-12, 2025-07, 2025-10, and 2026-04 — that is, an early isolated release and then a slow but steady trickle. Traction is led by InputMesh with 1 star, while vylo-mouse-share and Solaar have 0 stars, though no other activity metrics are provided.
  32. E-book to audiobook readers16 entriesfirst seen 2024-04-04These are desktop and accessibility e-book readers that read EPUB and PDF content aloud using text-to-speech, with some adding AI narration, multiple voices, and vocabulary building. The dated history before the index start has only two entries, so the cluster's shape is too thin to read. Traction leaders are daan (4 stars) and NovelReaderElectron (2 stars), with MapleRead CE at 0 stars.
  33. Retro game music tools16 entriesfirst seen 2024-01-17This cluster comprises utilities and tools for retro and chiptune music, including Game Boy composition, DOS game audio conversion, and extraction of music from Game Boy Advance games. The dated entries are sporadic from 2008 to 2025, with most months having a single entry, except 2024-03, 2024-04, and 2024-09 each having two entries. The traction leaders are abcpp, vgmtrans-bin, and chipmachine, each with zero stars.
  34. AI meeting and voice note takers16 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.
  35. Game controller testing and calibration tools16 entriesfirst seen 2023-10-08This cluster consists of desktop, terminal, browser, and mobile tools for testing, visualizing, and calibrating game controllers—covering deadzone tuning, stick drift detection, and input mapping for PlayStation, Xbox, and generic gamepads. The dated history is too thin to read a shape from, as only three dated entries exist before the index start, so the cluster predates the index or its members are undated. Traction leadership is led by D2-Morgeth-Kick (15 stars), followed by qptp (7 stars) and playstation-controller-tester (3 stars).
  36. Markdown note apps with sync16 entriesfirst seen 2023-09-10This cluster consists of markdown-focused note-taking and editing tools that emphasize cloud sync, often via Nextcloud, ownCloud, WebDAV, or Dropbox, and range from desktop apps to PWAs. The dated history shows a single entry in 2015, then a gap until late 2023, followed by roughly monthly entries through mid-2026. The clear traction leader is note-bridge-desktop with 62 stars, while other members show no star activity.
  37. Offline comic and collection readers16 entriesfirst seen 2023-08-23This cluster consists of desktop applications for organizing and reading local comic, manga, and media collections, with emphasis on offline access and no subscriptions. The dated history shows a single entry in September 2012, then a gap until entries in 2023 and 2024, followed by two more in early 2026 — a sparse and intermittent pattern rather than a continuous trend. Traction leaders are collection-ledger-releases (1 star), comicrd-bin (0 stars), and bibliak (0 stars), indicating very early-stage activity.
  38. Desktop AI chat clients16 entriesfirst seen 2023-08-03This cluster consists of desktop and web clients that provide native or browser-based interfaces for chatting with AI assistants, often supporting multiple providers, voice, and local execution. Entries appear sporadically from March 2023 through July 2026, with a concentration in mid-2026 after earlier activity. The most active project by star count is deepseek-harness-snowsalt with 27 stars, followed by Hermes-Desktop-Web-Port with 9 stars.
  39. Conway's Game of Life simulators16 entriesfirst seen 2023-03-03These 12 products all simulate Conway's Game of Life, mostly as interactive web apps where users observe and edit evolving cellular patterns on a grid. The cluster's dated history is too thin to read a shape from, with only 3 dated entries before the index start, so it likely predates the index or is mostly undated. Among the undated members, The-Colorful-Game-of-Life leads traction with 1 star, while Game of Life and Conway-Game_v0 have 0 stars each.
  40. Local QR file transfer apps16 entriesfirst seen 2023-01-17This cluster comprises desktop applications that transfer files between a computer and a phone over local Wi-Fi using QR-code pairing, with no cloud, account, or internet required. The dated history before the index start is too thin to discern a shape, with only three dated entries. Traction is led by photodrop, iphone-usb-reverse-tethering-windows, and PulseDrop.
  41. Comic and manga readers16 entriesfirst seen 2022-12-17This cluster comprises desktop and mobile applications for reading and managing comic and manga collections, supporting formats like PDF, EPUB, and archive containers, with features for library organization, progress tracking, and server/OPDS connections. Dated entries are sparse and scattered from 2014 to 2026, with no discernible pattern. Traction leaders, all with 0 stars, include Sutra - eBook & Comic Reader, Renobo: Ebook & Manga Reader, and synology-comics-opds.
  42. Idle auto-battle MMORPGs16 entriesfirst seen 2022-08-24The cluster consists of idle RPGs that feature automatic leveling, auto-combat, endless progression, and multiplayer elements such as teaming, PvP, or co-op. Six dated entries before the index start appeared sporadically from September 2019 through July 2026, with three entries clustered between November 2025 and January 2026. The traction leaders listed in order are Ulala: Idle Adventure, Butcher hero, and black-desert-idle.
  43. Freelancer mobile invoicing apps16 entriesfirst seen 2022-07-27This cluster consists of mobile apps that help freelancers and small businesses create, customize, and send professional invoices and estimates, with payment tracking. Dated entries span from 2018 to mid-2026, beginning with a single entry in 2018 followed by a gap until 2021, then a steady trickle of entries through 2025 and into 2026. Traction leaders all show zero stars, indicating no dominant product has established clear traction.
  44. Decentralized encrypted messaging apps16 entriesfirst seen 2022-07-12This cluster comprises decentralized messaging applications that provide end-to-end encrypted communication without central servers, often allowing users to chat without signing up or sharing personal data. Entries appeared sporadically from February 2017 through July 2026, with two entries in both June and July 2026 being the highest monthly counts. MNDO leads traction with 3 activity stars.
  45. Terminal internet radio players16 entriesfirst seen 2022-07-01These are command-line and terminal-based clients for streaming internet radio, often tailored to specific stations, genres, or regions. Entries appear sporadically from September 2020 to July 2026, with two in 2025-07 as the only month with more than one entry overall, showing no clear growth trend. halpradio leads traction with 6 stars, while all other dated members have zero stars.
  46. Terminal RSS readers16 entriesfirst seen 2022-06-20This cluster consists of terminal-based RSS readers that let users subscribe to feeds, fetch articles, and read them in a text-based interface. Dated entries before the index start appear sporadically from 2010 to 2026, with slight clustering in 2022 and again in early 2026; three members have no source date. konpeito leads traction with 11 stars, while firefly-feeds and thedailyfeed show none.
  47. Limited-guess word puzzle games16 entriesfirst seen 2022-06-04This cluster consists of word puzzle games that challenge players to deduce a hidden word within a fixed number of guesses. Dated entries before the index start are sparse and spread across 2010, 2013, 2022, 2025, and 2026, with two entries appearing in consecutive months of mid-2022 and many members lacking source dates entirely. The listed traction leaders—muttum, Warble, and Words!—all show zero activity stars, so no member stands out on engagement.
  48. Matrix protocol chat clients16 entriesfirst seen 2022-01-31This cluster consists of 15 chat client applications built on the Matrix protocol, offering encrypted messaging, rooms, direct and group chats, and in some cases voice/video calls, spaces, threads, and file sharing. Dated entries appear sporadically from January 2022 to July 2026, with a noticeable gap between July 2023 and February 2025 and a denser series of entries from April to July 2026. The traction leaders, tesseract-matrix, Sable, and Cinny, each show 0 stars on activity signal, indicating an early-stage, competitive field.
  49. Tic-tac-toe game variants16 entriesfirst seen 2022-01-26This cluster consists of tic-tac-toe games offering variations like grid sizes, AI opponents with adjustable difficulty, and online multiplayer with friends or solo practice. Dated entries before the index appear sporadically from January 2022 through June 2026, with a slight concentration in early 2025, but no clear growth trend is evident. All three traction leaders show 0 stars, indicating minimal activity signal, so no single product stands out. The cluster's dated history is irregular, making it hard to discern a meaningful timeline shape beyond scattered releases.
  50. Desktop launcher and shortcut tools16 entriesfirst seen 2021-08-03This cluster comprises desktop utilities for launching applications, managing shortcuts, file associations, and hotkeys across Windows and Linux environments. The dated history before the index start is sporadic, with single entries scattered from October 2020 to May 2026, showing no clear trend. Traction is led by zenith with 1 star, while TriggerPoint and windows-launcher have 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.