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WHITESPACE · CLUSTER INDEX · 9,676 CLUSTERS

Clusters

Every group of products the index has found building the same thing. Biggest collisions first, or newest first — all 9,676 of them, 50 to a page.

  1. Employee time tracking apps20 entriesfirst seen unknownThis cluster of 22 web and mobile apps centers on employee time tracking, timesheet management, and work-hour logging, with recurring features like approval workflows, overtime tracking, and export capabilities. The dated history shows a single entry in 2015-09, then entries in 2026-01, 2026-02, 2026-03, 2026-05, and 2026-07, indicating a sparse early presence followed by a spread of months in early 2026. Traction leaders by activity signal are work-pulse, Longfellow-payroll, and webapp, each with 0 stars, suggesting an early-stage, low-signal competitive field.
  2. Browser-based file managers19 entriesfirst seen 2026-10-02This cluster comprises web applications for uploading, downloading, browsing, organizing, and managing files through browser interfaces, with some offering drag-and-drop, validation, administrative review, or remote code execution. The dated history is too thin to read a shape from — only two dated entries exist before the index start, and six members have no source date. Traction leaders are File-Management-System, cloudcmd, and Mission3, each showing an activity signal of 0 stars.
  3. Kids coding puzzle games19 entriesfirst seen 2026-09-26This cluster consists of interactive educational platforms and games that teach children programming fundamentals through puzzles, quizzes, and guided robot challenges. The cluster's dated history is too thin to read a shape from, as fewer than five dated entries exist before the index start, with the earliest members predating the index or lacking source dates. Among members with activity signals, kids-games leads with 1 star, while pyquest and Nalaraya each have 0 stars.
  4. Sprint retrospective collaboration tools19 entriesfirst seen 2026-09-26These web applications help teams run Agile sprint retrospective meetings by providing collaborative boards, guided processes, and feedback collection. The cluster's dated history is too thin to read a shape from – only two dated entries exist before the index start, so it likely predates the index or many members are undated. Traction leaders, as measured by activity signal, are Loopwise, livecoach-analise-reunioes-tempo-real, and retro-board, all currently at zero stars.
  5. Receipt generation tools19 entriesfirst seen 2026-09-26This cluster consists of web and mobile apps that generate printable or digital receipts for various use cases, from small business payments to social media activity and mock bills. The dated history is too thin to read a shape from—only one entry predates the index, and most members are undated. Traction leaders by activity signal are ReceiptCraft, recibo-to-pdf-flutter, and resit-van, each with 0 stars.
  6. Local-first cited document search19 entriesfirst seen 2026-09-21The cluster consists of local-first document search applications that retrieve passages by meaning, answer questions with cited sources, and generate quick or deep research reports from private files. The dated history is too thin to read a shape from—it predates the index or its members are undated. Among traction leaders, kinvault has the highest star count (2 stars), with findrail and lantrn at 1 star each.
  7. Gantt chart project management apps19 entriesfirst seen 2026-09-20This cluster consists of web and desktop applications for project management centered on Gantt chart visualization and scheduling. Entries appear sporadically from 2006 to 2026, with single products recorded in scattered months and no sustained pattern. Traction leaders all show zero activity, so no product has yet gained meaningful user engagement.
  8. Newsletter landing pages19 entriesfirst seen 2026-09-17This cluster consists of landing pages designed to capture newsletter email signups and send notifications, with some presenting responsive marketing layouts. The dated history is too thin to read a shape from—members predate the index or are undated. All three members show zero stars on their activity signal, with newsletter-landing listed highest, followed by Landing-Page and nazare-website.
  9. Telegram expense tracking bots19 entriesfirst seen 2026-09-13This cluster consists of Telegram bots that log and track expenses, often writing to spreadsheets and offering receipt scanning or natural-language input. The cluster's dated history is too thin to read a shape from, as there are only 3 dated entries before the index start. On traction, telegram-expense-bot leads with 2 stars, while fin-copiloto-fpa and automate-life each have 0 stars.
  10. Online auction web apps19 entriesfirst seen 2026-09-12This cluster consists of web applications for online auctions, where sellers list items and buyers place competitive bids, with some offering live updates and user accounts. The cluster's dated history is too thin to read a shape from — only one dated entry exists before the index start, and most members are undated. Among traction leaders with activity signals, fanta-helper, rising-star-board, and auction.updated each show zero stars.
  11. Strategic planning and execution apps19 entriesfirst seen 2026-09-11This cluster consists of web applications for strategic planning and execution, helping teams define, track, and achieve objectives through dashboards and actionable plans. The cluster's dated history is too thin to read a shape from—only three pre-index entries exist and many members have no source date. Traction leaders, all with zero stars, are screenshot-magic-011, strategy-planner, and okr-kpi-system.
  12. Local meeting transcription apps19 entriesfirst seen 2026-09-08This cluster consists of desktop applications that record and locally transcribe meetings, featuring speaker separation, editable transcripts, and exports in multiple formats. The dated history is too thin to read a shape from—it predates the index or its members are undated. Traction is led by MeetPair with 41 stars, followed by summo-app with 3 and verbale with 0.
  13. Industrial predictive maintenance dashboards19 entriesfirst seen 2026-09-08This cluster consists of dashboards that analyze industrial machine sensor data to predict failures, with some offering batch scoring, repair instructions, or real-time monitoring. The dated history before the index start is too thin to read a shape from—only three dated entries exist. On traction, CoolE-AI-KeyFactor leads with one star, while defect-sight-chain and prototype-builder have zero stars.
  14. Role-based CRM web apps19 entriesfirst seen 2026-09-07This cluster consists of CRM web applications that manage clients, leads, deals, tasks, reports, contracts, and advertising, all with role-based access control. 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. Traction leaders are vue-crm, biz-mate-connect, and leadmemory, each with 0 stars.
  15. Windows hardware monitoring dashboards19 entriesfirst seen 2026-09-07This cluster consists of Windows desktop applications that monitor CPU, GPU, and memory telemetry such as temperatures, usage, clock speeds, and power draw. The dated history is sparse: single entries in 2015, 2019, and 2025, followed by two entries in 2026 (May and July), too thin to read a clear shape. Traction is led by Win11-Widgets and TaskManagerPlus (2 stars each), ahead of coolercast (1 star).
  16. Automotive repair booking platforms19 entriesfirst seen 2026-09-06This cluster comprises platforms that connect car owners with auto repair shops, managing appointments, repair orders, and status updates. Dated entries are sparse before mid-2025, with a single entry in April 2021, followed by a concentration of entries from July 2025 through May 2026. All three members—nuxt-elmecanic, allatyou-taller, and Werkstatt—have zero stars, indicating no traction leader.
  17. Real-time video calling apps19 entriesfirst seen 2026-09-05This cluster consists of web and app-based real-time video and audio calling platforms, with variations including chat, screen sharing, AI enhancements, and social features. The dated history shows two entries in mid-2020 and three in spring 2025, a sparse pattern with a long gap. All three traction leaders (nexus-app, video-chat-app, holo-circle-connect) report zero stars, indicating minimal public engagement.
  18. Academy management platforms19 entriesfirst seen 2026-09-05This cluster consists of web platforms and CMS tools for managing academy operations, including course scheduling, student records, and administrative workflows. Entries appeared sporadically from October 2025 to July 2026, with a gap in early 2026. All traction leaders (vsc-academy, Plataforma-Web-para-una-Academia, and Drive-And-Talk) show zero stars, indicating minimal public activity.
  19. AI video highlight clippers19 entriesfirst seen 2026-09-05The cluster comprises AI tools that transform long-form videos into short, social-ready clips by detecting highlights, with some adding captions, editing drafts, or automated publishing. The dated history before the index is too sparse (only two dated entries) to discern a trajectory, suggesting members predate the index or lack dates. ClipPulse-AI leads traction with 13 stars, far outpacing ClipSense-AI's 1 and shorts-factory's 0.
  20. AI coding agent usage dashboards19 entriesfirst seen 2026-09-04This cluster consists of local dashboard tools that parse AI coding agent session logs to display token usage, cache hit rates, cost estimates, and activity across models and tools. The dated history is too thin to read a shape from—it predates the index or its members are undated. Traction leaders include hermes-plugin-session-analyzer with 16 stars, HanaAgent-session-insight with 7 stars, and secaiq-watch with 5 stars.
  21. Self-hosted collaborative workspaces19 entriesfirst seen 2026-09-04These products are self-hosted collaborative workspaces centered on notes, documents, wikis, and databases, with real-time or offline editing and optional AI assistance. Five dated entries appear before the index start, scattered across 2020-08, 2024-02, 2024-08, 2026-03, and 2026-05, so the timeline is too sparse and irregular to show a clear shape. Narralume leads traction with 114 stars, followed by sixsentences and weave at 7 stars each.
  22. Local media conversion tools19 entriesfirst seen 2026-09-04This cluster covers tools for converting and compressing images, audio, and video locally without uploading to a server, including Windows utilities and browser-based converters. The dated entries before the index start show a single entry in March 2021, then a gap until October 2025, with additional entries in February and May 2026 (two in May), giving a sparse timeline with a concentration in early 2026. Among these products, video-converter-free-2026 leads traction with 150 stars, followed by ai-media-extractor (27) and yuanmotools-package (1).
  23. Native macOS Markdown editors19 entriesfirst seen 2026-09-03This cluster consists of native macOS Markdown editors emphasizing live preview, math and diagram rendering, offline use, and lightweight performance for technical writing. The cluster's dated history is too thin to read a shape from, as there are no dated entries before the index start, indicating these products predate the index or have undated source records. flo-state leads in traction with 89 stars, followed by LiteMD (23 stars) and lucid-macos (2 stars).
  24. AI coding assistant usage overlays19 entriesfirst seen 2026-09-02This cluster consists of desktop overlays that display live usage limits, remaining context, and session status for AI coding assistants, typically docked to the window or screen edge. The dated history is too thin to read a shape from, with only 1 entry predating the index startebb. Among traction leaders, agent-notch leads with 16 stars, followed by toki (4) and harbor-light (2).
  25. Offline lecture transcription tools19 entriesfirst seen 2026-09-01This cluster consists of 5 offline/local tools that transcribe lecture videos, extract slide text, and generate study materials such as notes, chaptered summaries, and answerable question subtitles. The cluster's dated history is too thin to read a shape from, as only one dated entry exists before the index start. Among the members with activity signals, yuketang-helper leads with 5 stars, followed by EchoSign at 3 stars and Athar-Studio at 1 star.
  26. Local home services marketplaces19 entriesfirst seen 2026-09-01This cluster consists of marketplace apps connecting customers with local home service providers, covering search, booking, payments, messaging, and reviews. The dated history is too thin to read a shape, with only four dated entries before the index start. Traction leaders, based on activity signal, are allolokal, neighborhandyy, and SevaSetu, all currently at zero stars.
  27. Blockchain explorer and web3 tools19 entriesfirst seen 2026-09-01The cluster comprises web apps and command-line tools that let users search, view, and analyze blockchain data — including blocks, transactions, wallets, tokens, and network metrics — across various chains like Bitcoin, Ethereum, BitShares, Hive, and Blocknet. The cluster's dated history is too thin to read a shape from: only three dated entries exist before the index start, and most members have no source date, so it likely predates the index or its members are undated. The leading traction signal is BlockExplorerLegend with 6 stars, while go-tari-explorer and lighterscan have 0 stars.
  28. Self-hosted AI companions19 entriesfirst seen 2026-09-01These are self-hosted AI companion applications that prioritize long-term memory, voice interaction, proactive messaging, and identity persistence across sessions. The cluster's dated history is too thin to read a shape from, as only one entry predates the index start. Among tracked members, dengta-home leads traction with 4 stars, followed by lamplit (3 stars) and obsidian-vow (1 star).
  29. QR code restaurant ordering19 entriesfirst seen 2026-09-01This cluster consists of web apps that let restaurant customers scan a table QR code to view a menu and place orders from their phone, with orders sent to kitchen or cashier screens. Dated entries before the index start appear sporadically from June 2025 through June 2026, with no clear trend. Traction is led by mystic-roast-ordering with 1 star, while Micro-Menu-Online and cafe-qr have 0 stars.
  30. Real-time room communication apps19 entriesfirst seen 2026-09-01This cluster consists of web apps that create private or public rooms for real-time communication, including chat, voice/video calls, screen sharing, and sometimes games or shared activities. The dated history before the index start is too thin to read a shape from, with only 2 dated entries. Among members with activity signals, discord-lite-room leads with 2 stars, while muza-platform and fast-chat have 0 stars.
  31. Word and character counting tools19 entriesfirst seen 2026-08-29This cluster consists of web-based utilities that count characters, words, sentences, and related metrics for writers and editors checking length limits or analyzing content. The cluster's dated history is too thin to read a shape from, as only 0 dated entries exist before the index start and most members lack source dates. Traction leaders all show zero stars, so no product stands out on activity signal.
  32. Student discipline and incident tracking19 entriesfirst seen 2026-08-26The cluster consists of web platforms for schools to track student behavior incidents, manage disciplinary records, and handle related workflows, with some focusing on bullying reporting and intervention prioritization. The dated history is too thin to read a shape from, as only one pre-index entry exists. On traction, sdms-system leads with 2 stars, while sikap-assalaam and School have 0 stars.
  33. Keyboard window switchers19 entriesfirst seen 2026-08-25This cluster consists of keyboard-driven utilities for switching between open windows on macOS and Linux, often mimicking Windows Alt-Tab. The cluster's dated history is too thin to read a shape from, as there are no dated entries before the index start. Among the traction leaders, switch leads with 6 stars, followed by mrtab with 4 and Whirl with 3.
  34. Windows input automation apps19 entriesfirst seen 2026-08-25This cluster comprises Windows desktop applications that automate keyboard and mouse actions via hotkeys, macros, and precise per-action timing. The cluster's dated history is too thin to read a shape from, as only two dated entries exist before the index start, so it predates systematic tracking or its members are undated. xbox-controller-mapper leads traction with 92 stars, far ahead of wandful (3 stars) and HyperKeys (2 stars).
  35. Customizable new-tab dashboards19 entriesfirst seen 2026-08-24This cluster consists of browser extensions and a web app that replace the new-tab page with a customizable dashboard of widgets, themes, and productivity tools such as tasks, notes, weather, timers, calendar, and search. The dated history is too thin to read a shape from—it predates the index or its members are undated. On traction, tab-out leads with 51 stars, followed by Aura-Tab at 1 star, and studylife-newtab at 0 stars.
  36. Real-time chat apps19 entriesfirst seen 2026-08-21The cluster comprises real-time chat applications that emphasize rich messaging features such as emoji, media sharing, message reactions, typing indicators, persistent history, group threads, push notifications, and in one case voice/video calls. The dated history is sparse: only seven pre-index entries exist, with a single entry in 2018-02, two in 2025-02, and four spread across March, May, and June 2026, making the timeline too thin to infer a clear growth pattern. Among traction leaders, CHAT stands out with 10 stars, followed by perry-chat with 5 stars and chatblink with 0 stars.
  37. Real-time payment fraud detection19 entriesfirst seen 2026-08-21The cluster targets real-time fraud detection for payment transactions using AI risk scoring, flagging suspicious activity for analysts and compliance teams. The dated history is too thin to read a shape from, as fewer than five dated entries exist before the index start. Traction leaders are RiskBridge-AI, FraudLens, and safepay, with RiskBridge-AI showing the highest activity.
  38. Custom game and card design tools19 entriesfirst seen 2026-08-20This cluster comprises web and mobile tools for creating, customizing, and sharing games, with a strong focus on card games and AI-assisted generation. The dated history is too thin to read a shape from—only two entries predate the index start, and most members are undated. Traction leaders are gamecraft-blueprint-buddy, magic-card-creation, and remix-arcade, all at 0 stars.
  39. Online store web apps19 entriesfirst seen 2026-08-20This cluster consists of web applications that function as online storefronts, allowing users to browse, search, and purchase products, often with shopping cart and checkout flows. The dated entries before the index show a small initial presence in March 2025 (2 entries) followed by single entries in July, September, and November 2025, indicating a sporadic entry pattern. Six members have no source date, and the traction leader is piwistore-v1 with 2 stars, while other named members have 0 stars.
  40. Personalized workout and tracking apps19 entriesfirst seen 2026-08-19This cluster consists of fitness apps that generate personalized workout (and sometimes nutrition) plans and track user progress, targeting various audiences from beginners to gym-goers. The dated entries before the index start appear sporadically in single months (2010, 2013, 2018, 2019, 2025, 2026), with a multi-year gap between 2019 and 2025, resulting in ten dated members overall. The traction leaders, Seven: 7 Minute Workout, set-and-signal, and MicroWorkout, have the highest activity signal but all show zero stars, indicating limited public traction. The cluster's early history is thinaine, but a mild uptick in entries occurs in 2025–2026 before the index begins.
  41. Emotional connection web platforms19 entriesfirst seen 2026-08-19These web platforms aim to foster emotional connections, empathy, and meaningful personal relationships through shared interests, support, or conversations. Only one entry predates the index start, and five members have no source date, so the cluster's dated history is too thin to discern a trend. Traction leaders are all tied at zero stars, including heartfelt-connections-0d603ca5 and heartfelt-connections-hub-aff4a6cb.
  42. WorkBuddy account automation tools19 entriesfirst seen 2026-08-18This cluster consists of desktop scripts and apps that automate tasks, check-ins, and reward claiming across multiple WorkBuddy accounts to earn points. The dated history is too thin to read a shape from because only 0 dated entries exist before the index start. Traction is led by workbuddy-auto-signin with 125 stars, followed by Trae-workbuddyAssistant with 25 stars and workbuddy-account-hub with 14 stars.
  43. AI agent adversarial testing19 entriesfirst seen 2026-08-18Platforms that test AI agents against adversarial attacks in sandboxed or synthetic environments, exposing failure modes and hardening tool permissions. The cluster's dated history is too thin to read a shape from—only two dated entries exist before the index start, so it predates the index or its members are undated. Traction leaders are Kintsugi_Demo and Agent-security (3 stars each), with guardrail-auditor at 1 star.
  44. Print and merch e-commerce storefronts19 entriesfirst seen 2026-08-17This cluster consists of online storefronts for printed goods, merchandise, stationery, and related products, each handling catalog display, pricing, checkout, and payment processing, often with print-on-demand fulfillment. The cluster's dated history is too thin to read a shape from—only one entry predates the index and three members lack source dates—so its origins remain unclear. Traction leaders by activity are belialdigital (1 star), followed by ThomasBroadsideCo and Nexuz-com (0 stars each).
  45. Motorcycle rental management apps19 entriesfirst seen 2026-08-16The cluster consists of web and progressive web apps for managing motorcycle rental operations, covering fleet tracking, contracts, billing, maintenance, and customer booking. Its dated history from before the index start shows five entries appearing roughly every two to four months from August 2025 to June 2026, a sparse and irregular pattern. Controle_Locacao leads on traction with 2 stars, while the other dated members have none.
  46. AI coding assistant token monitors19 entriesfirst seen 2026-08-16This cluster comprises desktop widgets that monitor AI coding assistant token usage, quotas, reset times, and estimated costs, often for multiple accounts. The dated history before the index start is too thin to read a shape from, with only three dated entries. Traction leaders are mirasim-telemetry (8 stars), ai-usage-taskbar-widget (7 stars), and springcat (5 stars).
  47. AI software testing platforms19 entriesfirst seen 2026-08-14The cluster comprises AI-driven software testing platforms covering test generation, execution, analysis, and quality scoring across UI, API, performance, and mobile, with some tools also auditing AI codebases and monitoring model behavior. The dated history before the index start is thin, with isolated entries in Sep and Nov 2025, then consecutive monthly entries from Mar through May 2026. Traction leaders are checkyourself and BrickCoreTest (both 5 stars) and llm-drift (3 stars).
  48. Typing sound effect utilities19 entriesfirst seen 2026-08-14This cluster consists of desktop utilities that add sound effects to typing or keyboard input, including mechanical-keyboard sounds, gunshot keystrokes, and audio-device switching via macro keys. The cluster's dated history is too thin to read a shape from, with only one dated entry prior to the index start and two members lacking source dates. On traction, shortgun-keyboard leads with 3 stars, followed by ack05d with 2 stars and NeoKeys with 0.
  49. Local macOS transcription apps19 entriesfirst seen 2026-08-14This cluster consists of macOS apps that perform local speech-to-text transcription, keeping audio on-device without cloud processing or requiring accounts. The dated history is too thin to read a shape from, as there are no dated entries before the index start. Traction leaders include ScribeBot with 6 stars, PantelaVoice with 4 stars, and plume with 1 star.
  50. AI team knowledge agents19 entriesfirst seen 2026-08-13This cluster comprises AI agents that help teams build and use shared knowledge bases, including collaborative training, centralized knowledge management, and citation-backed decision records. The dated history before the index start is too thin to read a shape from — only 3 dated entries exist, so the cluster predates the index or many members are undated. On traction, covan leads with 21 activity stars, while yaoguang and OpenKT-ai 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.