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WHITESPACE · CLUSTER INDEX · 10,202 CLUSTERS

Clusters

Every group of products the index has found building the same thing. Biggest collisions first, or newest first — all 10,202 of them, 50 to a page.

  1. Mac Bluetooth audio menu bar apps7 entriesfirst seen 2026-08-15This cluster consists of macOS menu bar utilities for controlling Bluetooth headphones and speakers, covering multi-device audio playback, sound controls, and noise-cancelling/transparency switching. The cluster's dated history is too thin to read a shape from — it predates the index or its members are undated. Traction is led by HeadBridge with 2 stars, ahead of simple-nothing-macos and SoundCoreBar with 1 star each.
  2. Autonomous crypto trading agents7 entriesfirst seen 2026-08-15This cluster covers autonomous on-chain financial agents and multi-agent trading systems for cryptocurrencies like TON, emphasizing security constraints, risk management, and operator oversight. The dated entry history before the index start is too thin to read a shape from, as only zero dated entries exist. Traction is led by ALTA with 700 stars, followed by sentinel-wallet-ai (2 stars) and pulse (1 star).
  3. Research workbenches for academics7 entriesfirst seen 2026-08-15This cluster comprises research workbenches that support experiment tracking, literature review, and manuscript writing, with an emphasis on traceable workflows and linked artifacts. The cluster's dated history is too thin to read a shape from, as it predates the index or its members are undated. Traction is led by dsh-Mimir-Academic-research (206 stars), followed by ArguMesh (6 stars) and fanqie-radar (3 stars).
  4. Desktop AI coding agent wrappers7 entriesfirst seen 2026-08-15This cluster consists of desktop shell applications that package browser-based AI coding agents as native programs, bundling a runtime, launching a local backend, and displaying the agent's web interface in a native window with tray controls and auto-updates. The dated history is too thin to read a shape from, as only one entry predates the index start. Traction leaders are DSH-Desktop (24 stars), dsh-desktop-windowos (18 stars), and dsh-desktop (8 stars).
  5. AI coding assistant usage monitors7 entriesfirst seen 2026-08-15This cluster consists of menu bar apps that monitor token usage, limits, and reset times for AI coding assistants such as Claude Code and Codex. The cluster's dated history is too thin to read a shape from, with only 0 dated entries before the index start. Traction leaders are mabiao (5 stars), Rimarc (4 stars), and aistat (2 stars).
  6. School counseling management apps7 entriesfirst seen 2026-08-15This cluster consists of web applications for school guidance staff to manage counseling records, student session requests, scheduling, and certificate workflows. Only one dated entry exists before the index start, so the cluster's dated history is too thin to read a shape from — it predates the index or its members are undated. Traction leaders are cshs-gms-12, cshs-gms, and sibk, all tied at 0 stars.
  7. self-hosted media sharing platforms7 entriesfirst seen 2026-08-15This cluster consists of three self-hosted web apps designed for small groups or communities to upload, organize, comment on, and share media such as photos, videos, music, and documents. The dated entry history is too thin to read a shape from, with only one dated entry before the index start, so the cluster's timeline predates the index or members are largely undated. Traction leaders by activity signal are AnySpace, brim, and private-server, all showing 0 stars.
  8. Pirate Discord roleplay bots7 entriesfirst seen 2026-08-15This cluster consists of Discord bots that roleplay as a pirate in character and respond to messages, with one variant reacting to a specific '!ahoy' command with a pirate greeting. The cluster's dated history is too thin to read a shape from—it predates the index or its members are undated. Traction leaders by activity signal are avathuy, discord-bot, and avathuy-dbot, each showing 0 stars.
  9. Gym management platforms7 entriesfirst seen 2026-08-14This cluster comprises nine gym management platforms that handle class booking, memberships, credits, waitlists, trainer scheduling, and staff operations. The cluster's dated history is too thin to read a shape from—it predates the index or its members are undated. Traction leaders are spafit-v2, FlexFit-Studio-refactor, and FLEXFIT-GYM-MANAGEMENT-WEBSITE-, each with 0 stars.
  10. Game top-up recharge platforms7 entriesfirst seen 2026-08-14This cluster consists of web apps for purchasing game top-ups and recharge credits, with admin panels for managing games and recharge options. The dated history is too thin to read a shape from—only one entry predates the index start, so it either predates the index or its members are undated. All three members show zero stars on activity signals, with zeoxy-collab, zeoxy, and Recargas-project-main tied for traction leadership.
  11. Playful yes/no invitation apps7 entriesfirst seen 2026-08-14This cluster consists of web apps that let users craft playful date or proposal invitations, commonly featuring animated hearts and a runaway No button to keep the interaction lighthearted. The cluster's dated history before the index is too thin to read a shape from, as there are no dated entries in that period. Traction leaders, based on activity signal, include will-you-say-yes, Date-proposal, and website, all with 0 stars.
  12. Self-hosted iCloud alias managers7 entriesfirst seen 2026-08-14This cluster comprises self-hosted tools for managing iCloud Hide My Email aliases, bulk-creating addresses, and retrieving verification codes via IMAP. The cluster's dated history is too thin to read a shape from, as no pre-index entries were dated; it predates the index or its members are undated. Among traction leaders, iCloudEmail-Lite leads with 106 stars, followed by ic-mail-tools and iCloud-Alias-Hub.
  13. Competition registration and info platforms7 entriesfirst seen 2026-08-14The cluster consists of web platforms for registering participants and providing information about academic and non-academic contests, including science, math, olympiad, trampoline, and teacher competitions. The cluster's dated history is too thin to read a shape from, as only one dated entry exists before the index start; it predates the index or its members are undated. Traction leaders by activity signal are 'contest-site', 'Maths-leauge', and 'olympiad', each showing zero stars.
  14. University course dashboards7 entriesfirst seen 2026-08-14This cluster consists of desktop dashboards for universities and students that aggregate learning-platform data, including deadlines, exams, announcements, analytics, and AI-generated summaries. The cluster's dated history is too thin to read a shape from, as no dated entries exist before the index start, suggesting members either predate the index or lack dates. Among traction leaders, Muster leads with 25 stars, followed by academic-dashboard and THU-Learn-Dashboard with 1 star each.
  15. Game trainer and cheat tools7 entriesfirst seen 2026-08-14This cluster comprises trainer tools that modify single-player games, primarily OpenRCT2 and a racing title, to unlock currencies, vehicles, scenarios, and gameplay tweaks via hotkeys. One member is an open-source WeMod alternative emphasizing auditable source and no ads. The cluster's dated history is too thin to read a shape from—it predates the index or members are undated. Traction leaders are the WeMod alternative (150 stars), followed by OpenRCT2 tools (56 and 55 stars).
  16. TMDB movie discovery apps7 entriesfirst seen 2026-08-14This cluster comprises apps that let users browse, search, and view details of movies (and sometimes TV shows) using The Movie Database (TMDB) as their content source. Some add watchlist management, some integrate with Trakt or Seerr for collection organization or media requests, but core functionality is TMDB-driven discovery. The cluster's dated history is too thin to read a shape from, with only two dated entries predating the index start. Traction leaders are screenfind, ScenePeek - TMDB & Seerr, and MovieLand, each currently at 0 stars.
  17. Werewolf game master automation apps7 entriesfirst seen 2026-08-14This cluster consists of web apps that automate the game master role for the party game Werewolf, handling lobby creation, secret role assignment, night actions, voting, and winner declaration. The dated history before the index start is too thin to read a shape from, with no entries recorded. Among tracked members, Werewolf_demo01, Werewolf, and wolf each have zero stars, indicating no clear traction leader.
  18. AI agent mobile companions7 entriesfirst seen 2026-08-14This cluster comprises mobile companion apps that let users interact with AI agents via chat, set and manage goals, approve agent actions, and receive notifications, primarily over a local network. The cluster's dated entry history is too thin to read a shape from — it predates the index or its members are undated. The traction leader is deepseek-harness-mobile, which shows the highest activity signal at 86 stars.
  19. Web-based virtual desktops7 entriesfirst seen 2026-08-14These products offer virtual desktop environments accessible through a web browser, providing file storage and applications. Some target shared remote desktops, while others cater to locked-down computers with tools like code editors and retro games. The cluster's dated history is too thin to read a shape from, as there are no dated entries before the index start. The traction leader is nova-cloud-computer with 2 stars, while other members show no activity signal.
  20. Desktop GUI wrappers for CLI AI tools7 entriesfirst seen 2026-08-13This cluster comprises desktop GUI wrappers that make command-line AI tools and harnesses more accessible through graphical interfaces, spanning Mac, Windows, and cross-platform targets. The cluster's dated history is too thin to read a shape from -- it predates the index or its members are undated, with only one dated entry prior to collection start. Among traction leaders, dsh-gui shows the strongest activity signal with 3 stars, ahead of AgenLynk at 2 stars.
  21. Jewelry store management systems7 entriesfirst seen 2026-08-13This cluster comprises point-of-sale, inventory, and financial management systems tailored to jewelry stores and fashion ateliers, with features like size/color variants, commissions, e-invoicing, and reseller tracking. The cluster's dated history is too thin to read a shape from – only two dated entries precede the index start, so no trend can be discerned. Among traction leaders, golden-bay-jewelry shows the highest activity signal with 2 stars, while creative-jewerly-pos and flutter-jewellery-pos each have 0 stars.
  22. Solana memecoin trading tools7 entriesfirst seen 2026-08-13This cluster consists of self-hosted and web-based tools for launching, trading, and managing Solana memecoins, covering token creation, wallet coordination, sniping, copy trading, volume tracking, and wallet risk. The cluster's dated history is too thin to read a shape from — only two pre-index dated entries exist, and several members lack source dates, so it predates the index or its members are undated. Traction is led by solana-meme-tool (194 stars), followed closely by Trpjan-solana-trading-toolkit (193 stars), while apex-solana-pumpswap-launcher has minimal traction (1 star).
  23. Persian niche e-commerce stores7 entriesfirst seen 2026-08-13The cluster consists of Persian-language online stores serving the Iranian market, each focused on a specific product niche such as graphic design resources, clothing, and hats. With only 0 dated entries before the index start, the cluster's dated history is too thin to read a shape from – it predates the index or its members are undated. All three members show zero activity signals, so none emerges as a traction leader.
  24. Self-hosted AI running coaches7 entriesfirst seen 2026-08-13This cluster consists of self-hosted AI running coaches that sync fitness data from wearables like Garmin, COROS, or Strava, generate training plans, and interact via local interfaces. The dated history before the index start is too thin to read a shape from, as there are no dated entries; the cluster likely predates the index or has undated members. Among members with activity signals, garmin_ai leads with 6 stars, followed by runcoach-ai and EPS_runcoach.
  25. Roblox moderation community platforms7 entriesfirst seen 2026-08-13This cluster comprises platforms for Roblox communities to manage moderation, roles, and developer content sharing. The cluster's dated history is too thin to read a shape from, as no pre-index entries exist. Traction leaders all show zero stars, so no single product stands out.
  26. Browser-based Python learning platforms7 entriesfirst seen 2026-08-12This cluster consists of web-based platforms for learning and practicing Python, featuring interactive lessons, coding exercises, progress tracking, and some gamification elements. The dated history before the index start is too thin to read a shape from—only one dated entry exists. On traction, l2e-lab leads with 3 stars, while other members have none.
  27. Visual cloud browser automation7 entriesfirst seen 2026-08-12This cluster comprises collaborative visual workflow builders that design, execute, and replay browser automations in cloud environments. The pre-index dated history is too thin to read a shape from; only 2 dated entries exist. Traction leaders show zero stars, with browser-automation listed highest.
  28. HR management systems7 entriesfirst seen 2026-08-12This cluster consists of HR management systems that streamline onboarding, attendance, leave, payroll, and role-based access control. The dated history is too thin to read a shape from, as only three dated entries exist before the index start, so the cluster may predate the index or have many undated members. Odoo_Hackathon_2026_PitchPerfect leads in traction with 2 activity stars.
  29. Quote request websites7 entriesfirst seen 2026-08-12This cluster consists of small business and contractor websites with quote request forms that deliver submissions via email. Its dated history is too thin to read a shape from — it predates the index or its members are undated. Traction leaders all show zero stars, indicating no product has emerged as an activity leader.
  30. Privacy-focused Mac browsers7 entriesfirst seen 2026-08-12This cluster comprises web browsers for macOS that prioritize privacy through ad/tracker blocking, with additional features like tab isolation, VPN, and Chrome extension support. The dated history is too thin to read a shape from, as only a single entry predates the index start. Among members with traction signals, knotchy leads with 3 stars, followed by mote with 2 stars and qwave with 1 star.
  31. Web-based scientific calculators7 entriesfirst seen 2026-08-12This cluster consists of web-based scientific calculators offering trigonometric, logarithmic, power, and engineering functions, along with expression history, memory keys, and keyboard input. The dated history is too thin to read a shape from, with only one dated entry before the index start, so the cluster predates the index or its members are undated. Traction leaders among the members, based on activity signal, are fullmab, SciCal600, and darkkalk-py, all with zero stars.
  32. Multi-account AI desktop managers7 entriesfirst seen 2026-08-12This cluster consists of desktop utilities that manage multiple AI assistant or agent accounts side by side, using isolated browser profiles, encrypted local storage, and anti-detection or automation features. The cluster's dated history before the index start is too thin to read a shape from, as no dated entries exist from that period, indicating it either predates the index or its members lack source dates. Among known members, Matrix-Agent has the strongest traction with 7 stars, followed by SwitchAI-Account-Manager with 5 stars and agent-profiles with 3 stars.
  33. PDF Q&A with citations7 entriesfirst seen 2026-08-12This cluster consists of web applications that let users upload PDFs and ask questions, with answers citing source pages. The dated history is too thin to read a shape from — it predates the index or its members are undated. Traction leaders by activity signal are PDF-RAG-Chatbot-Q-A, chat_with_pdf, and AI-Knowledge-Assistant, all with 0 stars.
  34. Heat risk advisory platforms7 entriesfirst seen 2026-08-12This cluster comprises web-based tools that monitor heat conditions—urban heat islands, campus heat index, or regional heatwaves—and issue alerts, advisories, or decision support for heat-safety compliance. The cluster's dated history is too thin to read a shape from, as no dated entries exist before the index start. On traction, lana leads with 2 stars, while other members show no activity signal.
  35. Solana web wallets & token launchers7 entriesfirst seen 2026-08-12This cluster comprises browser-based tools for the Solana ecosystem: a wallet for managing, sending, and receiving tokens; a web app for deploying SPL tokens and collecting fees; and a devnet-focused wallet for creating wallets, checking balances, and sending SOL. The dated history is too thin to read a shape from, with only one dated entry before the index start, so the cluster's timeline predates the index or its members are undated. Traction leadership is held by Solana-Drainer-Tool with 45 stars, while the other two members each have 0 stars.
  36. Agent commission and MLM platforms7 entriesfirst seen 2026-08-12This cluster comprises web platforms for managing sales agents, commissions, and multi-level marketing networks, spanning use cases from web agencies to telecom resale. The dated entry history before the index start is too thin to read a shape from, as only one dated entry exists. Traction leaders based on activity signal are SmartPortal, zangetsu-etalase, and spirit-way-bloom, though all have zero stars.
  37. AI university course planning7 entriesfirst seen 2026-08-12This cluster consists of web and AI apps that help university students plan courses, assignments, and exams while generating personalized study plans. The dated history before the index start is too thin (only one entry) to discern a trend. Traction is led by Aiuniversity-planner, which has the highest activity signal with 1 star.
  38. Email header spoofing analyzers7 entriesfirst seen 2026-08-12This cluster comprises tools that parse email headers to detect spoofing, trace message paths, and produce risk assessments or response guides. The dated history before the index start is too thin to read a shape from — it predates the index or its members are undated. Traction is low, with Email-detection, email-analysis-tool, and chat-attack-visualizer each at 0 stars.
  39. Hardware store catalog websites7 entriesfirst seen 2026-08-12This cluster comprises business websites for hardware and similar product retailers, featuring product catalogs and digital showrooms. The dated history is too thin to read a shape from, with only one dated entry before the index start. Traction leaders include balajilaxmi, FR-001, and ortalyq-lombard-site, each showing minimal activity signals (0 stars).
  40. Social media unfollow extensions7 entriesfirst seen 2026-08-12This cluster consists of browser extensions that help users identify and unfollow accounts on social platforms (primarily X) that do not follow back. The dated history is too thin to read a shape from, as there are no dated entries before the index start. Among traction leaders, x-unfollowers leads with 7 stars, followed by x-auto-unfollow with 4 stars and X-Following-Filter with 3 stars.
  41. Admin panel website builders7 entriesfirst seen 2026-08-11This cluster covers websites that pair a public-facing catalog or content area with an admin panel for non-technical editing of listings, pages, articles, and contact messages. Its dated history before the index start is too thin to read a shape from—it either predates the index or its members are undated. On traction activity, sosari, oraclesoaproject, and Amcell lead, each with 0 stars.
  42. Automotive accessory e-commerce sites7 entriesfirst seen 2026-08-11This cluster consists of e-commerce websites for automotive aftermarket products, including custom floor mats and detailing supplies, featuring vehicle configurators, product catalogs, and online checkout. The dated history is too thin to read a shape from, as only one entry predates the index start, and the rest are undated or from the index period. Resetsupplymx, protekar-portugal, and protekar-espana lead on traction, all currently at 0 stars.
  43. Indian traveler safety SOS platforms7 entriesfirst seen 2026-08-11The cluster comprises safety platforms for travelers in India and Indians abroad, offering SOS alerts, location tracking, embassy/family coordination, and authority dashboards. The cluster's dated entry history is too thin to read a shape from, as only one dated entry exists before the index began. Traction leaders are Bharat-Suraksha-Connect, yatri-setu, and yatri-rakshak, each with zero stars.
  44. Fiber optic network monitoring dashboards7 entriesfirst seen 2026-08-11This cluster consists of web-based dashboards and GIS maps for monitoring fiber optic network infrastructure, with features like device status, signal levels, and rollout tracking. The cluster's dated history is too thin to read a shape from—only one dated entry exists before the index start. Traction leaders include NOCMON, zte-c300-monitoring, and peta-palapa.
  45. Brand system generators7 entriesfirst seen 2026-08-11This cluster consists of web apps that generate complete brand systems from various inputs—a logo and questionnaire, a creative brief, or an existing website or uploaded documents—producing palettes, typography, voice, and often logo marks and design tokens. The cluster's dated history is too thin to read a shape from, as only one dated entry exists before the index start and other members are undated or predate the index. Traction leaders are harmony-harvester-app, BrandKit360, and brand-mind, each showing zero stars.
  46. School transport management platforms7 entriesfirst seen 2026-08-11This cluster consists of products that manage school transportation, offering GPS tracking, dashboards for parents, administrators, and drivers, and integration with school administration. The dated history is too thin to read a shape from—the cluster predates the index or its members are undated. Traction leaders, based on activity signal, are RouteWise, aura-acadamey, and school, all showing zero stars.
  47. Wildfire risk prediction platforms7 entriesfirst seen 2026-08-11This cluster comprises geospatial software platforms that predict wildfire or peatland fire risk using historical data, live weather, and machine learning, typically rendering results through interactive maps. The cluster's dated history is too thin to read a shape from, predating the index or having undated members. Among the cluster's projects, pfrsim leads on traction, followed by forest_fire and Sipi_incendios.
  48. LPG cylinder refill tracking apps7 entriesfirst seen 2026-08-04This cluster comprises apps that monitor household LPG or cooking gas cylinder supply, estimate remaining gas, and send refill reminders via email or SMS, with some offering booking history and consumption prediction. The dated history before the index start has zero entries, so the timeline shape cannot be read—it either predates the index or its members are undated. Traction leaders, cerfa-frigo-app, App-flutter, and gas-self-meter-ai, all show 0 stars, indicating negligible observable engagement.
  49. Stationery shop management web apps7 entriesfirst seen 2026-08-03This cluster consists of web applications for managing stationery inventory and operations, spanning both internal corporate use (requests and approvals) and retail shop management (product administration, shopping cart, WhatsApp orders, and cash payments). The cluster's dated history is too thin to read a shape from, as no entries have source dates before the index start. Traction leaders, all at zero stars, include rowflow, Resoul-admin, and stationery_app.
  50. AI board game opponents7 entriesfirst seen 2026-07-31The cluster consists of apps and engines that enable single-player board game play against an AI, primarily for Go and Nine Men's Morris, with features like undo, scoring, and rule learning. The dated history before the index start is too thin to read a shape from, as only 3 dated entries exist. Traction leaders are Co-Caro, gomini, and go-game, each with zero activity 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.