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WHITESPACE · CLUSTER INDEX · 9,593 CLUSTERS

Clusters

Every group of products the index has found building the same thing. Biggest collisions first, or newest first — all 9,593 of them, 50 to a page.

  1. Flood risk prediction dashboards23 entriesfirst seen 2026-08-19These are web platforms that predict or map urban flood risk from weather and environmental data, with features like real-time street-level alerts and safer route suggestions. The cluster's dated history is too thin to read a shape from — it predates the index or its members are undated. The most active members by traction signal are Predicting-El-Nino-Intensity-Climate-Vulnerability-in-Kenya-A-Time-Series-and-Spatial-Risk-Analysis, disasterguard, and Floodcast, each with 0 stars.
  2. E-commerce store applications23 entriesfirst seen 2026-08-16This cluster consists of e-commerce store applications that provide core selling functionality such as product listings, shopping cart, checkout, and in some cases payment and order management or rule-based recommendations. The dated history before the index start is too thin to read a shape from—only 4 dated entries exist—so the cluster predates the index or its members are undated. Traction leaders by activity signal are 'e-commerce-', 'order-management-system', and 'competitor-import-tool-de', each with 0 stars.
  3. QA test management platforms23 entriesfirst seen 2026-08-15This cluster consists of web applications that help software QA teams organize test cases, track manual testing efforts, and aggregate automated test results for quality reporting. The dated history before the index start is too thin to read a shape from, with only 3 dated entries and some members lacking source dates. Among traction leaders, QAssistant leads on activity signal with 62 stars, while TestCheck and TRR have none.
  4. Full-stack e-commerce platforms23 entriesfirst seen 2026-08-13This cluster consists of full-stack e-commerce platforms that uniformly provide product catalogs, cart/checkout, payment processing (often Stripe), and admin dashboards for order and inventory management. The dated history is too thin to read a shape from—only two dated entries exist, so the cluster likely predates the index or its members are largely undated. Among the few with activity signals, E-commerce-website-of-a-brand leads on traction with 2 stars.
  5. Spreadsheet diff and reconciliation tools23 entriesfirst seen 2026-08-13This cluster comprises browser-based and desktop tools that compare CSV, TSV, JSON, and Excel files by key columns, highlight added or changed rows, and generate exportable diff reports without uploading data. The cluster's dated history is too thin to read a shape from—only 4 dated entries exist before the index start, so it predates the index or its members are undated. Traction leaders are Crypto-Tax-CSV-Converter-Desktop (3 stars) and rowbridge (1 star), with sabun-robot at 0 stars.
  6. macOS keyboard utility tools23 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.
  7. 3D product preview tools23 entriesfirst seen 2026-08-12This cluster consists of web-based tools that display and configure products in interactive 3D for e-commerce shoppers. The dated history is too thin to read a shape from, as only two dated entries exist before the index start; many members are undated. On traction, voxelprint-pro-woocommerce-3d-print leads with 16 stars, followed by weight2view at 1 star and custimoo-showcase at 0 stars.
  8. WhatsApp catalog commerce23 entriesfirst seen 2026-08-12This cluster consists of product catalog websites where customers browse and then contact the seller via WhatsApp to make purchases, typically managed through an admin panel for products and business details. The dated history before the index start is too thin (only 3 entries) to read a shape from, indicating the cluster predates the index or its members are undated. Traction is led by genpark-zero-commission-social-commerce-reseller-network-skill with 8 stars, while other members have 0 stars.
  9. Local macOS dictation apps23 entriesfirst seen 2026-08-12These products are macOS dictation apps that transcribe speech locally on-device, typically inserting text at the cursor or copying to clipboard when a hotkey is held. The cluster's dated history before the index is too thin to read a shape from (only 0 dated entries), so it predates the index or its members are undated. Among members with activity signals, jot-gemini-transcribe-macOS leads with 483 stars, followed by typevoice (12) and steno (11).
  10. macOS menu bar calendar apps23 entriesfirst seen 2026-08-11This cluster consists of macOS menu bar utilities that surface calendar events at a glance, featuring live countdowns, monthly popovers, and multilingual support. The cluster's dated history is too thin to read a shape from -- only one dated entry predates the index, so it predates the collection or its members are undated. On traction, zikr leads with 9 stars, followed by meetingblitz-mac and CalendarBar each with 2 stars.
  11. Music event discovery and scheduling23 entriesfirst seen 2026-08-09The cluster covers tools for discovering, scheduling, and managing music events—concerts, festivals, and tours—with features like lineups, calendars, artist browsing, and personal event tracking. Only three dated entries exist before the index began, making the entry timeline too thin to read a shape from; the cluster likely predates tracking or most members lack source dates. Among the traction leaders, Concert-Festival-Finder has the highest activity (4 stars), while tour-calendar and Encore show none.
  12. Café menu and atmosphere websites23 entriesfirst seen 2026-08-02The cluster consists of website ideas for cafés that showcase menu, atmosphere, and location to attract customers. The dated history is too thin to read a shape from: only a single dated entry exists before the index start, and 14 members have no source date. Traction leaders are coffee-shop-, cafeparisienne, and black-bear-coffee-lounge, which hold the highest activity signals.
  13. AI mock interview platforms23 entriesfirst seen 2026-07-31This cluster consists of AI-powered platforms that conduct mock interviews for technical and analyst roles, generating role-specific questions, scoring responses, and producing feedback and readiness reports. With only three 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. On traction, 'ai-interview-system' leads with 2 stars, while 'interview_v2' and 'ai-interview-forge' have 0 stars.
  14. Windows mouse button remapping utilities23 entriesfirst seen 2026-07-29This cluster consists of Windows utilities that let users remap extra mouse buttons to keyboard shortcuts, often via config files, targeting terminal, coding, and general workflows. Dated entries before the index start appear sporadically: one in October 2024, one in December 2025, one in March 2026, and two in July 2026, showing no clear trend. StarPie leads traction with 592 stars, followed by xbox-controller-mapper (92) and learnomarchy (68).
  15. Vacation rental marketplaces23 entriesfirst seen 2026-07-25This cluster consists of marketplaces for booking rentals, predominantly vacation and short-term stays, with some variations covering equipment and vehicle rentals. The dated history is too thin to read a shape from, as fewer than five dated entries exist and many members are undated. On traction, AirBnB_FullStack leads with 1 star, while other named members have 0.
  16. Multi-timezone world clock apps23 entriesfirst seen 2026-07-05This cluster comprises web, mobile, and desktop apps that display current times across multiple time zones, convert times between zones, and help users coordinate across regions. Dated entries before the index start are sparse and irregular, appearing in 2020, 2024, 2025, and three times in the first half of 2026, without a clear trend. Among members with traction signals, zones-world-clock leads with 10 stars, followed by pal (1 star) and TimeAtlas (0 stars).
  17. Rental property management apps23 entriesfirst seen 2026-06-10These are web apps for managing rental properties and tenant interactions, covering property listings, tenant communication, and maintenance requests. The dated history before the index start shows a few entries in early 2025, then a gap, followed by occasional entries in 2026, indicating a sparse and irregular pattern. Traction leaders are hausflow and rentease, each with 1 star of activity signal, while multiserviceimmobiliere trails with 0 stars.
  18. P2P online marketplaces23 entriesfirst seen 2026-06-03This cluster consists of online marketplaces that enable peer-to-peer buying and selling of goods. The cluster's dated history is too thin to read a shape from—only two dated entries exist before the index start, and most members lack source dates. Traction leaders show minimal activity, with orphic-marketplace, EXPLOGSMARKETPLACE, and nexbuysell each having zero stars.
  19. Social media scheduling and analytics23 entriesfirst seen 2026-05-20These products form a cluster of social media management platforms that schedule, publish, and analyze content across multiple networks. Dated entries appear sporadically from April 2025 through June 2026, with a gap after April 2025 and then several months of entries in early to mid-2026. The traction leader is social-stats-social-media-manager with 6 stars, followed by instagram-tiktok-phone-farm-setup and xiaoqi-ai-ops.
  20. Lost pet reunification platforms23 entriesfirst seen 2026-05-19Web and mobile apps that reunite lost pets with owners through reporting, search, AI photo matching, and scannable tags like QR, NFC, and microchips. Five dated entries appear sporadically from July 2020 to May 2026, with a long gap after 2020, but the sparse timeline makes it hard to discern a shape. SpotAPaw leads traction with 2 stars, while other members show minimal activity.
  21. Multi-vendor ecommerce platforms23 entriesfirst seen 2026-05-15This cluster consists of multi-vendor ecommerce marketplace platforms that enable sellers to list products, manage orders, and process payments through a storefront and admin panel. The dated entries before the index start show six releases spread irregularly across March 2025, October 2025, January 2026, and May through July 2026, indicating no clear monthly cadence. Traction leaders—CodeAlpha-E-commerce, second-wind-labs, and rumahfrozen—each have zero stars, suggesting minimal user engagement so far.
  22. Student learning content apps23 entriesfirst seen 2026-05-15This cluster consists of web and mobile applications that deliver educational content, courses, and study materials to students. The dated entries appear sporadically from April 2022 through May 2026, with a small concentration of three in August 2025. SimplifAI leads traction with 30 stars, while e-learning-app has 3 and friendly-learning-srmap has 0.
  23. AI lead scoring and qualification tools23 entriesfirst seen 2026-05-14This cluster comprises AI-powered lead qualification and scoring systems that automate follow-up, generate emails, and integrate with CRMs. Monthly entry counts from February to June 2026 show a low baseline of one entry per month, with a single elevated month of four entries in May. The three traction leaders each show zero stars, so none has demonstrated notable traction.
  24. Notion-style workspace apps23 entriesfirst seen 2026-04-03This cluster comprises 41 web and desktop products centered on Notion-like workspaces, combining note-taking, task management, document organization, and often AI-assisted or collaborative features. Dated entries are sparse in 2021 and 2024, then appear more regularly from mid-2025 through mid-2026, with the most activity in late 2025 and early 2026. On traction, wings leads with 12 stars, followed by terminal-workbench with 2 stars, and To-Do-Dual-Chatting-Application with 0 stars; 15 members have no source date.
  25. AI-powered B2B sales CRMs23 entriesfirst seen 2026-04-01The cluster comprises CRM solutions tailored for B2B sales teams, offering features such as lead management, pipeline tracking, and AI-driven assistance, with variations like open-source and multi-tenant SaaS. The dated entries show a single product in August 2018, then no entries until November 2025, after which monthly entries range from 1 to 3 through July 2026, indicating a consistent recent presence. Among these, super-crm has the highest traction signal with 1 star, while leads-management and kinvo have 0 stars.
  26. Customer testimonial collection tools23 entriesfirst seen 2026-03-03This cluster consists of web tools that collect, manage, and embed customer testimonials on websites, often with AI moderation and social proof widgets. The dated history before the index shows a gradual rise from 1 entry in Nov 2025 to 2 in Apr and Jun 2026, though 9 members lack source dates. Kudoswall, trustsnap, and testimonial-wall lead on the activity signal, each at 0 stars.
  27. Automated job application tools23 entriesfirst seen 2026-02-26This cluster comprises tools that monitor job postings and automatically submit applications on behalf of job seekers. The dated history is too thin to discern a shape, with only 3 dated entries before the index began. Traction is led by job-radar with 38 stars, followed by Job-Wire with 5 stars and application-tracker with 4 stars.
  28. Personal assistant productivity apps23 entriesfirst seen 2026-02-17This cluster comprises personal assistant apps focused on managing tasks, schedules, reminders, and daily productivity, with some offering human assistance or niche features like medication tracking and Persian calendar support. The dated entries before the index start appear sporadically from October 2018 through May 2026, with single or double entries in six months, showing no clear growth pattern. MyRoutine leads on traction with 2 stars, while Mordomo and versa-showcase have no star activity.
  29. Online scam detection apps23 entriesfirst seen 2026-02-09This cluster consists of web applications designed to detect and warn users about potential online scams, identify suspicious messages, and provide guidance to avoid fraud. The cluster's dated history is too thin to read a shape from – it predates the index or its members are undated. Among traction leaders, scamshield-india shows the highest activity signal with 2 stars, while Payguard-AI and Scammer-data have 0 stars each.
  30. AI prompt data redaction tools23 entriesfirst seen 2026-01-18The cluster comprises privacy tools that detect and redact sensitive data—like API keys, tokens, passwords, and personal identifiers—on-device before it reaches AI models or other untrusted destinations, often as browser extensions or desktop utilities. The dated history is too thin to read a shape from, as only 4 dated entries exist, none before the index start, with additional members undated. Traction leaders are openmasq, shim-guard, and Secureintent-Extension, each with 6 activity stars.
  31. Room and apartment rental apps23 entriesfirst seen 2026-01-13This cluster includes web and mobile apps for searching, filtering, and booking rental rooms, apartments, and other spaces, with some covering student housing or specific cities like Istanbul and NYC. Dated entries were sporadic in 2025 (one or two per month) and reached five in January 2026, indicating a gradual increase in submissions before the index. Traction is minimal, with room-finder-app having the most stars (2) among a small set of dated projects.
  32. Random winner selection tools23 entriesfirst seen 2026-01-01This cluster comprises web-based tools for conducting raffles, giveaways, and lucky draws by randomly selecting winners from user-entered lists. Dated entries appear sporadically from March 2025 through July 2026, with single entries in each of those months, showing no consistent pattern. FortunoGen leads the cluster in traction with 6 stars, while other members have 0 stars.
  33. AI incident root-cause investigators23 entriesfirst seen 2025-12-31This cluster consists of AI agents that analyze production logs, metrics, traces, and deployment history to identify root causes of outages and incidents, with some members proposing or applying fixes. The cluster's dated history is too thin to read a shape from — it predates the index or its members are undated, as only 2 dated entries exist before the index start. Among members with a traction signal, opspilot and IncidentLab each lead with 1 star, while MonArch_AI trails with 0 stars.
  34. Freelancer invoicing web apps23 entriesfirst seen 2025-12-17This cluster consists of web applications that let freelancers and small businesses create, send, and track invoices, manage clients, and often generate PDFs or tax reports. The dated entries show a single product from June 2014, then a regular monthly stream of new entries from May 2025 through July 2026. Traction leaders are minimal, with UmaLedger at 2 stars and two products at 0 stars.
  35. Patient health management apps23 entriesfirst seen 2025-12-06This cluster comprises web and mobile apps for patient-facing health management, covering records, insurance, benefit navigation, and care coordination. The dated history is thin: entries appear sporadically from Feb 2025 through May 2026, with the only concentration being three entries in Dec 2025. The leading traction signal belongs to Medications-, the only member with any activity stars (2); all others show none.
  36. CLI music downloaders23 entriesfirst seen 2025-11-24This cluster comprises command-line tools that download music from streaming services and archives (e.g., Tidal, Qobuz, SoundCloud, YouTube), often embedding metadata tags, alongside adjacent utilities for Spotify patching, playlist splitting, or Discogs collection management. Dated entries appear sporadically from 2012-03 through 2026-03, with no consistent trend discernible from the monthly counts. Traction leaders are spicetify-autopatch and TrackSnip (both 4 stars), while moddownloaderr has 0 stars.
  37. Multi-tenant school management platforms23 entriesfirst seen 2025-11-22This cluster consists of multi-tenant school management platforms that handle administration, student records, finance, and other operational areas for schools, often with subscription billing and role-based access control. Entry activity before the index start shows an initial entry in August 2025, a concentration of three in November 2025, followed by a steady month-by-month trickle of single entries from December 2025 through July 2026. The traction leader is hogwarts with 15 stars, far ahead of RootEd (1 star) and axomsetu (0).
  38. Personal journaling apps23 entriesfirst seen 2025-11-15This cluster consists of web apps for writing, saving, and organizing personal journal entries over time. The dated history before the index shows sparse activity, with a handful of entries scattered across months from 2010 to 2026, never exceeding two in a single month. Traction leaders are iaibook - Journal & Diary, ReminDiary, and A5 Journal, all currently showing 0 stars.
  39. Everyday utility tool hubs23 entriesfirst seen 2025-11-09This cluster comprises web apps that aggregate everyday utility tools into a single hub or dashboard. Dated entries from September 2022 through January 2026 show a sparse, intermittent timeline, with single entries in five months and two in January 2026, separated by a multi-year gap. All traction leaders (web-ready-launchpad-32, utilify-web-hub-2-, toolpulse) currently have zero stars, indicating no meaningful engagement signal.
  40. Conversational finance chatbots23 entriesfirst seen 2025-10-27The cluster consists of chat-based financial assistants that help users track expenses, manage budgets, and get financial guidance, often via messaging platforms like WhatsApp and LINE. Entries appeared sporadically between February 2025 and June 2026, with no sustained monthly pattern. The three traction leaders—bot_keuangan, bot-financeiro, and Finops-agent—all show zero stars, indicating negligible community engagement.
  41. Food delivery ordering apps23 entriesfirst seen 2025-10-17This cluster consists of food delivery and ordering applications that let users browse restaurants, place orders, and track delivery status. Before the index start, dated entries are sparse: one each in 2009 and 2011, a few in 2016, then a long gap until a series of entries from early 2025 through mid-2026. Traction is led by FastBite-Dsm with 2 stars; the other named products have zero stars.
  42. Text snippet sharing tools23 entriesfirst seen 2025-10-12This cluster comprises web and utility tools for sharing text, code, and other content through generated links, often with optional expiration, password or PIN protection, and cross-device clipboard features. The dated pre-index history is sparse: one entry in August 2018 and then six entries scattered across April 2025 to February 2026, so no clear adoption shape can be read. Traction leaders are pastebin and CloudClipboard (1 activity star each), followed by easy-paste-send (0 stars).
  43. LeetCode progress trackers23 entriesfirst seen 2025-10-06This cluster consists of web apps focused on tracking coding practice and interview preparation, primarily around LeetCode problem-solving, with some extending to GitHub profile analysis, hardware design interviews, or spaced repetition. The dated history is too thin to read a shape from—only three dated entries exist before the index start, so the cluster's timeline cannot be characterized. Activity is led by three members with zero stars each: neethdl, dsa-tracker, and Leetmetric-javascript-project-.
  44. AI WhatsApp customer service23 entriesfirst seen 2025-09-13This cluster consists of AI-powered platforms that automate WhatsApp customer conversations, typically offering a web dashboard for managing messages and training the assistant. Entries appeared across several months from September 2025 to June 2026, with monthly counts ranging from 1 to 3, showing no clear upward or downward trend. CentralIA and Dona-agent lead on traction with 1 star each, while rekartpulse has 0 stars.
  45. Instagram follower analytics tools23 entriesfirst seen 2025-09-12This cluster consists of tools that analyze Instagram follower and following data to detect unfollows, non-mutual follows, and relationship changes, operating as web apps, browser extensions, desktop apps, or mobile apps, with a focus on local data processing and privacy. Prior to index start, six dated entries appear across 2025 and 2026, with three consecutive months in mid-2025, then a gap, followed by single entries in January, April, and July 2026, indicating sporadic early activity. Traction leaders by activity signal are lens and takipci-analiz (2 stars each), with SithAssembly-SithInsta at 1 star.
  46. Government tender tracking apps23 entriesfirst seen 2025-08-25This cluster comprises web applications that aggregate, monitor, and manage government procurement tenders, helping businesses discover bidding opportunities and public sector organizations track contracts. The dated history before the index start shows a sparse, steady pattern with single entries spread across 2024-2026, offering no clear trend. OpenBidKit-Yibiao-Web leads traction with 32 stars, while others have minimal or no activity.
  47. Real estate investment calculators23 entriesfirst seen 2025-08-22This cluster consists of web and mobile tools for real estate investing, covering tax deductions, cash-flow analysis, ROI, and deal evaluation. Dated entries are sparse: one from 2017, then several in 2025 and early 2026, so the timeline shows a sustained spread rather than a concentrated launch period. Bradley-Quant-Finance-Software-Engine leads traction with a single star, while all others trail at zero stars.
  48. Profile-based social media platforms23 entriesfirst seen 2025-08-22This cluster consists of general-purpose social media platforms that let users create profiles, post updates, follow others, and interact via likes and comments. The dated entries span April 2025 to June 2026 with an irregular pattern—some months have two entries, others one or none. lyntr leads traction with 6 stars, while other members have not recorded any stars.
  49. AI career guidance chatbots23 entriesfirst seen 2025-08-09This cluster consists of AI-powered chatbots and assistants that provide career guidance, job search help, resume analysis, and interview preparation. The cluster's dated history is too thin to read a shape from, with only two dated entries before the index start. IIB leads on traction (activity signal), followed by career-guidance-rag-chatbot and personal-ai-profile.
  50. Personal finance web dashboards23 entriesfirst seen 2025-08-07The cluster consists of web dashboards for personal finance tracking, covering income, expenses, balances, and budgets. The dated entries, spanning May 2025 to July 2026, show a low, fluctuating pattern with a peak of three entries in December 2025 and otherwise one or two per month. The traction leaders—Dashboard-Gastos, service-record-dashboard, and dashboard-finaciero—each have zero stars, indicating negligible adoption so far.

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.