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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. Automated content delivery bots12 entriesfirst seen 2026-08-25This cluster consists of bots that automate the delivery of news, summaries, and updates across platforms like Slack, Discord, Telegram, and social media. Many focus on specific niches (e.g., arXiv papers, game news, book RSS feeds) and use AI to summarize or personalize content. The cluster's dated history is too thin to read a shape from — only two dated entries before the index start, so it predates the index or its members are undated. The traction leader is The-Dagmawi-Dispatch, with 8 stars, far ahead of others with 0 stars.
  2. University hackathon team matching platforms12 entriesfirst seen 2026-08-23This cluster consists of campus platforms that help university students form teams for hackathons, competitions, and projects via skill matching, teammate discovery, and application management. Only one dated entry exists before the index start, so the dated history is too thin to read a shape from; the cluster predates the index or its members are undated. On traction, c3-community and junction lead with 1 star each, while CampusConnect has 0 stars.
  3. game server management dashboards12 entriesfirst seen 2026-08-22This cluster consists of dashboards for managing and monitoring game servers, primarily for Minecraft, but also ARK, L2Journey, and Counter-Strike. 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 leaders are asms, DashCraft, and ViodRealm-dashboard, each with 0 stars.
  4. Football chat bots12 entriesfirst seen 2026-08-22This cluster consists of chat and bot tools for football fans, covering match results, fixtures, statistics, team splitting, and game predictions. The dated history is too thin to read a shape from, as only a single dated entry exists before the index began collecting; the cluster predates the index or its members are mostly undated. Traction leaders, each with 0 stars, are football-results-bot, football-stats-telegram-bot, and stats-predictions-over-gols-public.
  5. Live streaming interaction apps12 entriesfirst seen 2026-08-21This cluster consists of mobile apps focused on real-time live video streaming, allowing users to broadcast, watch, and interact with viewers during streams. Dated entries before the index start appear sparsely from October 2021 to July 2026, with single entries in several months, becoming slightly more frequent in late 2025 and 2026. Traction leaders are Brix and Device-Donation-Controller-2026, both at 1 star, while Pulse-Live-Streaming-App trails at 0 stars.
  6. Payment settlement reconciliation tools12 entriesfirst seen 2026-08-20This cluster consists of web-based tools for payment settlement reconciliation and exception management, covering discrepancy tracing, fee validation, and multi-asset trade settlement. The cluster's dated history is too thin to read a shape from—only one dated entry exists before the index start, so it predates systematic collection or members are undated. Traction is minimal: the highest-activity member has 1 star (4_site_finance-ops-control-center), while LedgerLoop-AI and recon-app each have 0 stars.
  7. Local Git repository dashboards12 entriesfirst seen 2026-08-20Local read-only dashboards for browsing and tracking multiple Git repositories, branches, worktrees, commit timelines, and workspace risks. The dated history is too thin to read a shape from, as only two dated entries predate the index start. Orrerium and codex-project-hub lead on traction with 6 stars each, ahead of project-minder with 3 stars.
  8. AI for heavy industrial operations12 entriesfirst seen 2026-08-19This cluster comprises AI-driven platforms that monitor, predict, and optimize operations in heavy industries such as mining, construction, and logistics. The dated history before the index start shows 5 entries spread across 2025-11 to 2026-06, with no clear trend. SentinelZone-AI leads traction with 5 stars.
  9. Online bookstore platforms12 entriesfirst seen 2026-08-19This cluster consists of digital bookstore platforms that let users browse, purchase, and in some cases read e-books or audiobooks, with a few aimed at students or subscription-based access. The dated history is too thin to read a shape from — it predates the index or its members are undated. On traction, 'bookstore' leads with the highest activity signal, followed by 'Amaano-bookverse-App' and 'Campus-Shelf'.
  10. AI usage and quota dashboards12 entriesfirst seen 2026-08-19This cluster focuses on dashboards that monitor AI tool and API usage, quotas, and spending, often self-hosted on devices like Raspberry Pi with integrations for web, mobile, and home automation. The dated history is too thin to discern a trend, with only a single pre-index entry. Traction is led by perch (5 stars), followed by tokenpulse (4 stars) and iauso (1 star).
  11. Tender bid management tools12 entriesfirst seen 2026-08-19These tools assist with tender and bid processes, covering document generation, compliance checking, opportunity discovery, and submission evaluation. The cluster's dated history before index start consists of only three entries, too few to discern a shape -- it predates the index or its members are largely undated. OpenBidKit-Yibiao-Web leads traction with 32 stars, followed by supplier-quote (1 star⁾and ZhiBiao (0 star⁾.
  12. DeepSeek API usage desktop widgets12 entriesfirst seen 2026-08-19The cluster consists of desktop apps and widgets that monitor DeepSeek API usage, displaying balance, token consumption, costs, and daily trends while keeping API credentials local. The dated history is too thin to read a shape from—it predates the index or its members are undated. The traction leader is DeepSeek-Balance-Whale-Widget with 1729 stars, followed by DeepSeek-Whale-widget-desktop (40 stars) and dsh-deepseek-usage (10 stars).
  13. Student council election voting apps12 entriesfirst seen 2026-08-18These are web apps for conducting student council elections, letting students cast ballots and view results. The cluster's dated history is too thin to read a shape from, with only one dated entry before the index start. On traction, flutter-votapp leads with 1 star, ahead of MUN-VOTE and pemilihan-ketua-osis at 0 stars each.
  14. Web-to-app package builders12 entriesfirst seen 2026-08-18These tools convert an existing website or web app into downloadable native app packages, primarily Android APKs, with some also covering iOS and desktop targets. The cluster's dated history is too thin to read a shape from — only one dated entry exists before the index start, so its timeline predates the index or its members are undated. Traction leader is demo2apk (627 stars); construct and Light-Embassy- trail at 0 stars.
  15. Self-hosted server management panels12 entriesfirst seen 2026-08-18This cluster consists of self-hosted web and desktop tools for monitoring, managing, and administering servers, including game servers and virtual private servers, with features like remote console access, alerts, and analytics. The dated history is too thin to read a shape from, with only one dated entry before the index start. On traction, warcon leads with 8 stars, while vps-panel and NodeFlare have none.
  16. Wristwatch e-commerce and marketplaces12 entriesfirst seen 2026-08-17The cluster comprises online watch retailers, marketplaces for new and pre-owned wristwatches, and smartwatch accessory stores. The dated history is too thin to read a shape from, as only one entry predates the index start. Traction leaders are chronara-watch-store, timevault-app, and remix-of-maison, each with zero stars.
  17. Fan media and community apps12 entriesfirst seen 2026-08-17This cluster covers mobile and web apps that deliver celebrity and fandom news, media, fan club updates, community video, and fan-relationship management for artists. The period before the index start has only two dated entries, so the cluster's dated history is too thin to read a shape from — it predates the index or its members are undated. Among dated members, AAfanclubViewer leads on traction (4 stars), while boomtok-showcase and E! News have 0 stars each.
  18. Student course organization apps12 entriesfirst seen 2026-08-17This cluster consists of mobile and web apps that help students and sometimes teachers organize coursework, schedules, assignments, and study plans. Dated entries before the index start appeared sporadically: one in February 2025, one each in July and August 2025, and two in January 2026, showing no clear growth pattern. Traction leaders, all with zero stars, are studysphere-mobile, hesaaty-my-class, and Study-Planner.
  19. AI student exam prep chatbots12 entriesfirst seen 2026-08-17This cluster comprises AI chatbots and bots that assist students with exam preparation, homework, and study support, spanning subjects like math, standardized tests, and curriculum-specific exams. The cluster's dated history is too thin to read a shape from—only three dated entries exist before the index start, so no trend can be inferred. The traction leaders are dso429-hw1-bot, gaokao_rag, and SATBot, each showing 0 stars.
  20. Water quality monitoring dashboards12 entriesfirst seen 2026-08-17The cluster comprises web dashboards for water quality monitoring, typically ingesting sensor data to display metrics, raise anomaly alerts, and sometimes support predictive modeling or autonomous robot feeds. The dated history before the index start is too thin to read a shape from, with only 3 dated entries and no discernible trend. Traction leaders are aquasentineln, Apollodon_v2, and streamkeeper, each with 0 stars.
  21. PC power cost monitoring apps12 entriesfirst seen 2026-08-17These desktop apps measure a PC's real power draw, estimate electricity cost from a user-defined tariff, and some attribute usage to specific applications, with one also tracking half-hourly smart-tariff rates. The cluster's dated history is too thin to read a shape from – it predates the index or its members are undated. Nabatt leads on traction with 2 stars.
  22. Real-time messaging apps12 entriesfirst seen 2026-08-15This cluster comprises real-time messaging applications centered on one-to-one chat, often with media sharing, presence indicators, and customizable themes. The dated history before the index is thin, with sporadic single entries in 2023-08, 2023-11, 2025-05, 2025-07, 2025-11, 2026-02, and 2026-05, showing no clear pattern. Chat_App leads in activity signal with 1 star, while other members have minimal traction.
  23. Privacy-focused metasearch engines12 entriesfirst seen 2026-08-14This cluster consists of metasearch engines that aggregate results from multiple providers while prioritizing user privacy, with features like no tracking, no stored data, and no account requirements. The dated history is too thin to read a shape from, as only one entry predates the index start. On traction, gronnfalk leads with 9 stars, followed by Cut with 1 star and white with 0 stars.
  24. Lossless audiophile music players12 entriesfirst seen 2026-08-14This cluster consists of music players and addons focused on lossless FLAC audio playback, catering to audiophiles via bit-perfect output and high-resolution streaming. The dated history before the index start includes only four entries, too thin to discern an entry trend. On traction, Qrip leads with 99 stars, followed by ClashFLAC at 76 stars, while shikardos-audio has just 1 star.
  25. Fitness studio management platforms12 entriesfirst seen 2026-08-14This cluster comprises web and portal platforms that help fitness studios, gyms, dance studios, and health centers manage class scheduling, bookings, memberships, payments, attendance, and client/trainer administration. The dated history is too thin to read a shape from—only 3 dated entries exist before the index start, so the cluster predates the index or its members are undated. On traction activity signal, Almativa-App and symmetry-accountability lead, though all listed activity indicators are at 0 stars.
  26. AI coding assistant desktop wrappers12 entriesfirst seen 2026-08-14This cluster consists of desktop apps that wrap an AI coding assistant's web interface into a native shell, adding system tray access, notifications, and auto-update features. The dated history is too thin to read a shape from—members predate the index or are undated. Traction is led by deepseek-harness-desktop (10 stars), with dsh-desktop (6 stars) and another deepseek-harness-desktop instance (3 stars) following.
  27. DeepSeek Harness plugin marketplaces12 entriesfirst seen 2026-08-13These products form a marketplace, catalog, and registry ecosystem for DeepSeek Harness plugins, covering discovery, installation, archiving, and updating. The dated history is too thin to read a shape from — it predates the index or its members are undated. Traction is led by dsh-plugin-shop (344 stars), followed by dsh-plugins-store (71 stars) and dsh-archive-manager (43 stars).
  28. WhatsApp link and message generators12 entriesfirst seen 2026-08-13This cluster covers web tools that generate WhatsApp chat links, pre-filled messages, and contact links for businesses, alongside a few that analyze chat exports for statistics and insights. Its dated history is too thin to read a shape from—only one dated entry exists before the index start, and most members have no source date. Traction is uniformly low, with the highest-activity members (Click_to_chat, WEBPULL, whatsapp-message-generator) all showing zero stars, so no member leads meaningfully.
  29. Student-alumni career networking apps12 entriesfirst seen 2026-08-13This cluster comprises mobile and web apps that connect students, alumni, and employers for professional networking, with features like profiles, messaging, and career opportunities. The dated entries are sparse, appearing as single entries in 2015, 2019, 2022, 2025, and early 2026, showing no clear annual rhythm. StudentNet leads traction with 3 stars, while the other two dated members have 0 stars each.
  30. Disk cleanup utilities12 entriesfirst seen 2026-08-13This cluster consists of desktop utilities that analyze disk usage and remove unnecessary files to free storage, primarily targeting Mac users. The dated history is too thin to read a shape from, as only 3 entries predate the index start, so the cluster either predates the index or has mostly undated members. Among the traction leaders, DiskCleaner shows the highest activity with 2 stars, while disk-whisperer-mac and c-drive-cleaner-lite have 0 stars.
  31. macOS keyboard utility tools12 entriesfirst seen 2026-08-13This cluster comprises macOS menu-bar utilities and similar tools that handle keyboard input, hotkeys, language switching, translation, and key display, with a couple of Windows-specific variants. The dated history is too thin to read a shape from, as no dated entries exist before the index start. Traction leaders by activity signal include KeyLinger, defillama-search, and universal-control-helper.
  32. Construction company lead-capture websites12 entriesfirst seen 2026-08-12This cluster covers websites for construction and real-estate companies that capture customer inquiries through forms and provide an admin dashboard for managing those leads. 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, by activity signal, are sk-services-solutions-website, KNS-construction, and Kenpauline, each with 0 stars.
  33. Telegram freelance lead bots12 entriesfirst seen 2026-08-11The cluster consists of bots and directories that monitor freelance, remote, or client-opportunity sources (Reddit, Telegram, platforms), score leads with configurable rules or AI, and deliver alerts or ranked digests. The cluster's dated history is too thin to read a shape from, as only one entry predates the index start and no clear pattern emerges. Traction is led by telegram-freelance-lead-bot-v2 (15 stars), while botjobs and jobmatch are far lower at 1 and 0 stars respectively.
  34. LMS compliance training platforms12 entriesfirst seen 2026-08-11This cluster comprises open-source and proprietary learning management systems focused on compliance, employee training, customer education, and partner certification. The dated history is too thin to read a shape from — only 3 dated entries exist before the index start, so the cluster predates the index or its members are largely undated. Traction leaders by activity signal are mobre2, LMSclassroom, and bastion-lms, each at 0 stars.
  35. Document text analysis apps12 entriesfirst seen 2026-08-11This cluster comprises web applications that extract text from uploaded documents and provide linguistic and statistical analysis, including summarization, sentiment analysis, keyword tagging, entity extraction, reading level, and document comparison. The cluster's dated history is too thin to read a shape from, with only one dated entry prior to the index start, indicating it either predates the index or its members lack source dates. The most active products are Multi-Format-Document-Analysis and DocsScanAI, based on star ratings.
  36. Telegram bots for internal workflows12 entriesfirst seen 2026-08-11This cluster consists of Telegram bots that handle internal operational tasks such as summarizing data, managing Google Drive backups, verifying group or channel membership, providing admin statistics and broadcasts, and logging field activities into Google Sheets with photo evidence. The cluster's dated history is too thin to read a shape from, as only 0 dated entries exist before the index start, indicating the products predate the index or are undated. Traction leaders, based on activity signal, are QtekBot, Gallery, and rantselbot, each with 0 stars, showing no clear standout.
  37. Currency exchange Telegram bots12 entriesfirst seen 2026-08-11This cluster consists of Telegram bots and chatbots focused on delivering live currency exchange rates and conversion services. The dated entry history before the index start is too thin to read a shape from, as there are zero dated entries in that period, indicating that the cluster likely predates the index or its members lack source dates. Among the traction leaders, 'currency-telegram-bot', 'currency-converter_bot', and 'telegiram' all show zero stars, so no single product stands out as a traction leader.
  38. Wikilink note-taking apps12 entriesfirst seen 2026-08-11This cluster consists of note-taking apps that link notes via wiki-style references, offer a visual graph or map view, and often store plain Markdown files, with a focus on Apple ecosystem support. The cluster's dated history is too thin to read a shape from—only four dated entries exist before the index start, so it predates the index or many members are undated. Among traction leaders, kankan-shoucang has the highest activity with 35 stars, followed by inkstone with 4 stars and Tangent with 0 stars.
  39. Self-hosted Tesla dashboards12 entriesfirst seen 2026-08-08This cluster comprises self-hosted web dashboards for Tesla owners to aggregate and view vehicle data such as battery, range, location, and trips. The dated history before the index start is too thin to discern a trend, as only 0 dated entries exist. Among traction leaders, tessalytics-web shows the highest activity with 4 stars, while DriveOS and my-tesla each have 1 star.
  40. Movie discovery web apps12 entriesfirst seen 2026-08-06A cluster of movie discovery web apps focused on search, filtering by genre, rating, mood, or title, viewing details, and saving favorites or watchlists. 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 Filmanesia_v3 and Find-your-niche- with 1 star each, followed by flicker-swipe with 0 stars.
  41. AI student task planners12 entriesfirst seen 2026-08-05This cluster consists of web apps that use AI to help students break down assignments and organize their study tasks. The dated history is too thin to read a shape from, as only four dated entries exist before the index start, so the cluster predates the index or its members are undated. Traction is led by tez-asistani and studysync-ai, each with one star, while repo-duplicator has zero stars.
  42. AI CV job matching apps12 entriesfirst seen 2026-08-04This cluster consists of AI-powered web apps that analyze CVs against job descriptions, returning match scores, keyword gaps, and tailored suggestions, with some also generating cover letters and tracking applications. The dated history is too thin to read a shape from—only three dated entries exist before the index start, and they are not enough to discern a trend. Traction leaders by activity signal are ai-job-finder, jobtrack, and Carriva, all showing zero stars, so no product stands out yet.
  43. simple to-do list web apps12 entriesfirst seen 2026-08-03This cluster consists of 12 web apps focused on creating and managing simple to-do lists for tracking daily tasks, with an emphasis on minimalism and straightforward organization. The dated history before the index start is too thin to read a shape from—only three dated entries exist, while seven members have no source date. Traction leaders by activity signal are bright-todo-journal, DjangoProject, and sleek-task-minimal, each showing zero stars.
  44. real-time typing competition games12 entriesfirst seen 2026-07-24This cluster consists of web-based multiplayer typing games and platforms where users compete in real-time—through races, duels, and themed battles such as wizard spells or territory capture. The cluster's dated history is too thin to read a shape from: only one dated entry exists before the index start, so it predates the index or its members are undated. Traction leaders by activity signal are territory-typing, Typing_Multiplayer, and typing-racer, though all show 0 stars, indicating no clear standout.
  45. Mortgage origination & underwriting platforms12 entriesfirst seen 2026-07-23The cluster consists of fintech platforms that automate mortgage origination, underwriting, and related processes for lenders, brokers, and developers, including risk scoring, document sharing, and capital-raising support. The indexed history is too thin to read a shape: only two dated entries exist before the index start, and most members are undated. No traction leader emerges; all listed members show zero stars on the platform.
  46. Git-backed content management systems12 entriesfirst seen 2026-07-15The cluster consists of tools that manage content through Git repositories, enabling version-controlled editing for websites and static sites, often with user-friendly interfaces or headless workflows. The dated history is too thin to read a shape from, as only two dated entries exist before the index start and the remaining members are undated or discovered later. Among dated members, sitepins leads in traction with 166 stars, followed by github-clone and Accordly.
  47. Plotter and laser vector generators12 entriesfirst seen 2026-07-13This cluster consists of browser-based tools and extensions that generate vector graphics (SVG, gcode, STL) for pen plotters, laser cutters, and similar fabrication devices, often with adjustable parameters and export options. The dated history before the index start shows a single entry in May 2025, one in April 2026, and six in July 2026, indicating most members appeared in that later month. AutoPig-Studio leads on traction with 36 stars, while other named tools have zero stars.
  48. Employee record management web apps12 entriesfirst seen 2026-07-12This cluster consists of web applications for managing employee records, centered on create, read, update, and delete operations with validation of employee details and department assignments. The dated history before the index start is too thin to read a shape from, as only two dated entries exist. On traction, the leading members are employee-management-systems, Employee-Management-System, and employee_system, all showing zero stars.
  49. Real estate document generators12 entriesfirst seen 2026-07-09This cluster consists of tools that generate real estate-related documents and listings, such as contract templates, property descriptions, and proposals, often using AI or template automation. The dated history before the index start is too thin to read a shape from, with only 2 dated entries. Among the members, assistente-proposta-contrato, Report-Portal-, and real-estate-remarkably lead on traction, though all show minimal activity.
  50. AI government scheme assistants12 entriesfirst seen 2026-07-07These products use AI agents to help citizens discover and access government welfare schemes and services. The cluster's dated history is too thin to read a shape from, as fewer than five dated entries exist before the index start. Traction among members is led by team-thekedaars-core with 3 stars, while PM-AJAY-SAKSHAM and SugamSeva_CitizenApp have none.

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.