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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. Self-hosted music players21 entriesfirst seen 2025-10-25This cluster comprises self-hosted music players and streamers that connect to personal servers (Subsonic, Navidrome, Jellyfin) or play local audio files, often adding network streaming and offline features. The dated history shows sparse entries from 2014 through 2022, then a denser set of releases in 2025 and early 2026. The top activity signals (mpvg, hirmos, Linthra) all show 0 stars, indicating limited user traction.
  2. Resume and candidate Q&A chatbots21 entriesfirst seen 2025-10-25This cluster consists of chatbots that answer questions about individuals' resumes, skills, and professional backgrounds, often for recruiters and visitors, with some also offering CV building, feedback, or mock interview practice. The cluster's dated history is too thin to read a shape from, as only three dated entries exist before the index start. Traction leaders, based on activity signal, are PAWGPT, cv-coach, and ai-resume-chat, each with 0 stars.
  3. AI visual content generation21 entriesfirst seen 2025-10-23This cluster comprises AI-powered applications that generate or transform images and videos through visual interfaces, targeting creative projects. Dated entries before the index start show a single outlier in 2014-09, followed by a cluster of entries from 2025-04 through 2026-05, leaving the timeline too sparse to describe a consistent shape. Open3DStudio leads on traction with 86 stars, far ahead of other members.
  4. Delivery logistics management apps21 entriesfirst seen 2025-10-17This cluster comprises mobile apps for managing logistics operations, including parcel and driver assignment, live shipment tracking, and delivery coordination for both businesses and individuals. The dated history before the index start consists of only a few entries, so its shape cannot be inferred. The traction leaders, boomerang, sputnik_ship, and JosanLogisticsDA, each show an activity signal of zero stars.
  5. Cricket management and prediction21 entriesfirst seen 2025-10-16This cluster consists of web apps for cricket team and tournament management, ball-by-ball scoring, match outcome prediction, and statistical analysis. Dated entries appear irregularly from July 2025 through May 2026, with the largest count (3) in May 2026, though the overall pattern is too sparse to call a trend. The leading traction signal is supergiants_ravk with 1 star, while other members show 0 stars.
  6. Text snippet sharing tools21 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).
  7. Personal expense tracker apps21 entriesfirst seen 2025-10-06This cluster consists of mobile apps for tracking personal expenses and managing daily spending budgets. Dated entries before the index start are concentrated in late 2025, with a notable grouping of six entries in October 2025, alongside sporadic earlier entries from 2022, 2024, and early 2025. Traction is led by DailySafe (2 stars), while the other two members show no star activity.
  8. AI wealth management platforms21 entriesfirst seen 2025-10-05This cluster of 16 products centers on AI-driven wealth management and financial planning, covering portfolio tracking, risk analysis, investment insights, and automated workflows for individuals, families, and SMEs. The dated history before the index start is thin, with six entries spread sporadically from January 2025 to May 2026, showing no acceleration or pattern. Traction leaders are 360Finance_AI and assetsphereai, both with 1 star of activity signal, while trading-max trails with 0 stars.
  9. AI multi-tenant business platforms21 entriesfirst seen 2025-09-28This cluster comprises multi-tenant platforms that apply AI to business operations such as quoting, billing, document handling, and customer service, often with analytics and portals. Entries before the index start appear at a steady low rate, with slight upticks in January and June 2026; the cluster's dated history is too sparse to reveal a meaningful trend beyond that. Traction leadership by activity signal is led by open_people (1 star), compared with Konnekt and LedgerGuard at 0 stars.
  10. Job search and application tracking21 entriesfirst seen 2025-09-22This cluster consists of web and desktop apps that help job seekers search for openings, manage applications, and track their progress, with a few targeting specific niches like ski schools or company-side recruitment. The dated history is too thin to read a shape from — only four dated entries exist before the index start, so the cluster predates the index or its members are undated. Traction leaders by activity signal are unlatched, nextround-jobmate, and fivefold, each with 0 stars.
  11. Climate & disaster monitoring platforms21 entriesfirst seen 2025-08-20These products form a cluster of environmental and climate monitoring platforms that combine real-time satellite, weather, sensor data, and AI-driven assessments to map deforestation, predict natural disasters, and visualize pollution and risk. Their dated history before the index began is sparse and intermittent: one entry in July‌2025,‌two in August,‌one each in September and October,‌and one in February‌2026, suggesting a low-level trickle of launches. The traction leaders are ls-monitor and AtmosBridge, each with‌3 stars, followed by INDONESIAN-MONITORING with‌2 stars; many members are undated.
  12. AI prompt engineering tools21 entriesfirst seen 2025-08-16The cluster consists of web and local tools for crafting, refining, managing, sharing, and structuring prompts for large language models and generative AI, including template libraries, IDEs, and format converters. Dated entries run from May 2025 through June 2026, appearing one or two per month with no clear upward or downward trend, so the timeline is steady but unremarkable. Traction is led by AmazingDraw with 22 stars, far ahead of prompt-manager (3) and PromtHub (2).
  13. No-code app and website builders21 entriesfirst seen 2025-07-21The cluster comprises 25 products that let non-developers create software—websites, web apps, workflows, and specialized tools—without writing code. Only 12 members have source dates before the index start: a lone August 2022 entry precedes a gap until March 2025, followed by sporadic one- or two-entry months through May 2026, making the dated history thin and irregular. Traction is led by MailDesk with 3 stars, while BuildifyAI and VaviCraft show 0 stars.
  14. AI content and image toolkits21 entriesfirst seen 2025-07-18This cluster bundles AI tools for generating written content (articles, blog titles, scripts), creating and editing images (including background/object removal), and sometimes analyzing resumes, typically under freemium or subscription models. Dated entries before the index start appear from March 2025 through March 2026, with monthly counts rising from 1 to 5 by August 2025 and then varying between 1 and 2. Traction is led by NanoBananaEditor (710 stars), far surpassing MindMatrixio (4) and QUICK_AI (2).
  15. AI document chat & summarization tools21 entriesfirst seen 2025-07-16This cluster consists of AI web applications that let users upload documents and interact via natural language chat to obtain summaries and insights. Dated entries span from February 2025 to July 2026, with monthly counts of 1–2 except for October 2025, which saw 4 entries; the pattern suggests steady but modest activity rather than a pronounced concentration. Traction leaders include intellidocs-ai (1 star), grounded-knowledge-ai (0 stars), and docu-mind (2 stars), with docu-mind showing the highest star count.
  16. Live quiz and engagement platforms21 entriesfirst seen 2025-06-27This cluster consists of live, real-time quiz and engagement platforms for events, classrooms, and competitions, featuring host-controlled sessions, scoring, and leaderboards. The dated history shows a single entry in May 2017, followed by a long gap, then a cluster of entries from June 2025 through February 2026. QuizBattle leads on traction with the highest activity signal.
  17. Self-hosted private AI research assistants21 entriesfirst seen 2025-06-24This cluster consists of self-hosted AI tools that answer questions strictly from user-uploaded documents, functioning as private research assistants or team knowledge bases. All 11 members were dated before the index start, with entries rising from 2 in November 2025 to 4 in January 2026, then declining to 1 each in March and July 2026. No member shows meaningful traction: the highest-signal members (insights-lm-public-unclean, securedocai, Dee) each have 0 stars. The cluster uniformly emphasizes source-grounded answers and privacy, with no apparent differentiation in collaboration or multimedia support.
  18. Sales lead management dashboards21 entriesfirst seen 2025-06-16This cluster comprises web dashboards for managing, tracking, and scoring sales leads, often with pipeline stages, analytics, and automation integrations. Dated entries before the index start were sparse and irregular, with a few months having one or two entries and many months having none, so no clear growth pattern is evident. On traction, multi-crew-leads-dashboard leads with 3 stars, while others like lead-customer-dashboard and changchun-loan-radar have 0 stars.
  19. Live music event discovery21 entriesfirst seen 2025-06-16This cluster comprises mobile and web apps for discovering live music events, concerts, and venue experiences, spanning features like real-time song requests at venues, setlist tools for musicians, and AI-powered gig extraction from flyers. Dated entries appear sporadically from 2010 through 2026, with the majority of dated entries clustered in 2025 and early 2026. Traction leaders based on activity signal are groupie_tracker, gigradar, and Shazam, each with 0 stars.
  20. Creator digital product sales platforms21 entriesfirst seen 2025-06-14This cluster comprises platforms that let creators sell digital products, courses, memberships, and similar content, often with built-in payment processing and storefronts. The dated entry history begins with a single product in January 2022, then resumes with a near-monthly cadence from June to December 2025, followed by isolated entries in April and June 2026. sellf leads on traction with 6 stars, followed by creatorbharat and ash-cow.
  21. AI learning management platforms21 entriesfirst seen 2025-06-12This cluster consists of AI-powered learning management systems that help institutions, instructors, and students create, deliver, organize, and track courses and academic progress. The dated entries are sparse and isolated, with one entry each in September 2022, June 2025, November 2025, December 2025, January 2026, and February 2026. NovaCloudEdu leads on traction with 40 stars, far ahead of LearningGuidePortal (1 star) and sonnet (0 stars).
  22. Grant discovery and proposal tools21 entriesfirst seen 2025-06-08This cluster comprises web and AI tools for discovering grant opportunities and drafting grant proposals, targeting nonprofits, researchers, and businesses. Dated entries before the index start show a thin timeline: one entry each in May and June 2025, then three in July 2026, too sparse to discern a clear trend. Traction is led by OpenBcon with 61 stars, while other members show minimal activity.
  23. Freelancer and SMB invoicing apps21 entriesfirst seen 2025-06-03This cluster consists of web and desktop applications for creating, managing, and exporting invoices tailored to freelancers and small businesses. Features commonly include templates, tax/VAT calculations, PDF export, client management, and payment tracking. The dated entry history is thin: a single entry appears in March 2007, followed by a gap until May 2025, then a series of entries through July 2026, with the most activity in June 2025 (two entries). On traction, invoiceforge leads with 1 star, while facturacion-st and invoice-generator have 0 stars.
  24. Social media growth automation21 entriesfirst seen 2025-06-01This cluster covers tools that automate social media engagement, content posting, and audience growth across platforms, ranging from bots and desktop apps to AI-driven reply generation and follower analytics. Dated entries before the index start are sparse: one in May 2025, one in June 2025, one in May 2026, and three in June 2026, so the dated history is too thin to read a shape from — it predates the index or its members are undated. Traction leaders are xiaohongshu-hudong-tools (69 stars), XAvatarWall (32 stars), and social-media-automation (1 star).
  25. Resume builder web apps21 entriesfirst seen 2025-04-28This cluster consists of web applications for creating, editing, and exporting professional resumes using customizable templates. The dated entry history before the index start shows a low, steady presence with monthly counts of 1–2, spanning from March 2025 to April 2026, indicating no pronounced growth pattern. Traction among these members is led by resumake-ai (1 star), while the other two named leaders have 0 stars, suggesting generally weak activity signals.
  26. AI voice agent platforms21 entriesfirst seen 2025-04-26This cluster comprises platforms for building, deploying, and managing AI voice agents, including specialized variants for real estate, white-label deployments, and voice-driven development. The dated entries before the index show a slow, sporadic pattern: single entries in early and late 2025, a handful in early 2026, and then a gap, indicating no strong momentum. Traction is led by pi-code with 3 stars, while other named members have no activity signal.
  27. Personal time tracking apps21 entriesfirst seen 2025-04-19These are personal time-tracking apps that log activities across work, study, hobbies, and routines, with one-tap timers or manual entry and daily/weekly/monthly stats. Their dated pre-index history is sparse and scattered: one or two entries appear in 15 different months from 2012-11 through 2026-07, with the only two-entry month being 2026-02. The traction leaders by activity signal are event-logger, orbit, and Cronus - AI Time Tracker, each at 0 stars.
  28. Career guidance apps21 entriesfirst seen 2025-04-13This cluster consists of apps that help users explore career paths, match options to their skills and interests, and receive advice for making professional decisions. The dated entry history is sparse, with single entries in January, April, May, and July 2025, and one more in July 2026, revealing no clear trend. Traction is uniformly low; the top activity signals are all at zero stars, so no member leads meaningfully.
  29. blockchain gaming and mining platforms21 entriesfirst seen 2025-04-08This cluster comprises 20 blockchain-based gaming and mining platforms, including play-to-earn games, crypto wagering games, and NFT-driven RPGs. The dated history shows an isolated entry in October 2022, then several entries between April 2025 and March 2026, indicating a sparse early phase followed by a denser recent period. Traction leaders are Clashr, Drill-Protocol, and play2earnX, each with 0 stars, so the competitive signal is currently weak.
  30. Online auction and bidding platforms21 entriesfirst seen 2025-04-07This cluster consists of web platforms for listing items, placing bids, and conducting online auctions, including one focused on wigs and one on classified ads. The dated history before the index start shows one entry per month in April, May, August, September, and October 2025, with gaps in June and July, indicating a sporadic pattern rather than a steady stream. Among the traction leaders, Neelamify has the highest star count (3), while Smart_Auction_Portal and classified-ad-project show zero stars.
  31. Browser-based image editors21 entriesfirst seen 2025-03-29This cluster consists of web applications for editing and enhancing images (and in some cases video) directly in the browser, with features ranging from basic crop/resize to layers, annotations, and presets. Dated history is too thin to read a shape from: only 4 dated entries exist before the index start, and 6 members have no source date. Traction leaders by activity signal are ScreenHello, Berlin, and RADIOTECH2.0, each with 0 stars.
  32. Marketing campaign management platforms21 entriesfirst seen 2025-03-22This cluster consists of SaaS platforms for planning, launching, and analyzing advertising and marketing campaigns across digital channels, often including client management, analytics, and some CRM or content features. Dated entries before the index start appear irregularly from February 2025 through June 2026, with a slight concentration in January 2026. Traction signals are minimal, with the top activity leaders all showing 0 stars.
  33. Railway ticket booking and alerts21 entriesfirst seen 2025-03-16The cluster comprises web and mobile applications for railway ticketing, covering booking, seat availability checks, reservation alerts, QR verification, and luggage rules. Its dated history shows two isolated entries in 2011 and 2013, then a long gap until three entries spread across 2025-2026. Traction leaders are item-analyzer, railshayak, and railway-ticket-booking-app, all with 0 stars. The cluster is functionally diverse but lacks proactive travel management features beyond ticket acquisition.
  34. Camera photo capture apps21 entriesfirst seen 2025-03-15This cluster consists of web and mobile applications for capturing photos and videos via device cameras, with variations in platform, storage, and sharing. The dated history shows a single entry in May 2021, a long gap until July 2024, then a series of entries through early 2026, with the highest monthly count of two in April 2026. No traction leader is evident, as the named members all show zero stars.
  35. Mobile phone e-commerce storefronts21 entriesfirst seen 2025-03-10This cluster comprises e-commerce storefronts for selling mobile phones, accessories, and telecom plans, ranging from wholesale platforms to regional retail shops. Dated entries before the index start appear sporadically—single creations in March, August, September, October, and December 2025, and one in May 2026—with no clear monthly trend. Among traction leaders, Casewala shows the highest activity signal with one star, followed by phonehub-ghana and lemes-imports with zero stars each.
  36. International money transfer platforms21 entriesfirst seen 2025-03-03This cluster consists of web applications and platforms for international money transfers, remittance tracking, and cross-border payment management, including dashboards, rate comparisons, and transfer reliability features. The dated history is too thin to read a shape from—only three pre-index entries exist, and six members have no source date, so the cluster predates the index or is largely undated. On traction, remittance-platform leads with 1 star, while peso-wise and payroute-ai each have 0 stars.
  37. personal memory preservation apps21 entriesfirst seen 2025-02-24This cluster of 27 products focuses on capturing, organizing, and revisiting personal memories through photos, text, audio, video, and location. Dated entries before the index start appear sporadically from 2023-09, with a small concentration of four entries in 2025-12, then two in 2026-05 and one in 2026-06, so the timeline shows no clear trend. The highest activity signal among traction leaders is AIx-health with 2 stars, followed by billboard with 1 star and picture-the-moments with 0 stars.
  38. Self-hosted RSS aggregators21 entriesfirst seen 2025-02-21The cluster consists of self-hosted RSS readers that aggregate feeds into a unified interface, with some offering multi-user support and private per-user state. Only 3 dated entries exist 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 konpeito (11 stars), xsukax-X-RSS-Generator (7 stars), and firefly-feeds (0 stars).
  39. Interactive math visualization tools21 entriesfirst seen 2025-02-17This cluster comprises interactive visualization tools for exploring mathematical concepts, including lattices in 3-spheres, kaleidoscope cubes, vectors, and knots/Seifert surfaces. The dated history before the index start is too thin to read a shape from, with only 4 dated entries available. Among the traction leaders, vbm-visualizer shows the highest activity signal, followed by 4d-viewer and manifolder, though all have zero stars.
  40. AI spreadsheet assistants21 entriesfirst seen 2025-01-31This cluster comprises AI-driven spreadsheet tools that let users work with data via natural language, spanning desktop apps, web canvases, and Excel add-ins. The dated entry history is thin: one entry in Jan 2025, one in Sep 2025, then two each in Jan and Mar 2026 and one in Apr 2026, showing modest early-2026 activity rather than a clear trend. Traction is minimal, with SheetBot leading at just 1 star, ahead of SepiruAI and abdash-labs with 0 stars.
  41. Battery monitoring dashboards21 entriesfirst seen 2025-01-14This cluster comprises real-time battery monitoring tools and dashboards that display battery status, health, telemetry, and power usage for supported devices. Dated entries appear sporadically across 2013 to 2026, with no sustained pattern or concentration in any period. The traction leaders are openbatteryinformation.github.io (17 stars), eink-dashboard (7 stars), and battery-monitor (3 stars).
  42. Team scheduling and availability apps21 entriesfirst seen 2025-01-14This cluster comprises web apps for managing team schedules, duty rosters, availability, time-off, and related calendar functions. The dated history before the index start is too thin to read a shape from — only four dated entries exist, so the cluster predates the index or its members are undated. Among the traction leaders, Rekap-e-goto, daily_report_4_ua, and officeDuty all show zero stars, indicating minimal user traction.
  43. Image compression web tools21 entriesfirst seen 2025-01-10This cluster comprises web-based tools that compress and optimize images to reduce file size while preserving visual quality. The dated history shows six entries before index start, with three in January 2025 and single later entries in November 2025, March 2026, and May 2026, indicating an initial concentration followed by sparse sporadic additions. On traction, data-compress-hub-01 leads with 1 star, while compressly and Comprector-extreme-compression have 0 stars.
  44. Job seeker-employer matching platforms21 entriesfirst seen 2025-01-07This cluster consists of web and mobile apps that connect job seekers with employers or recruiters, typically featuring job posting, search, applications, and role-based dashboards. The dated pre-index history is sparse, with entries scattered from January 2025 through July 2026 and a single two-entry month in November 2025, otherwise one per month. Traction is led by JobJet-JobPortal (3 stars), followed by turbotrabajo (1 star) and jobconnect (0 stars).
  45. AI background removal tools21 entriesfirst seen 2025-01-04This cluster consists of AI-powered applications that automatically remove image backgrounds, primarily delivered as web apps with a few desktop and local-processing options. The dated history shows a single entry in May 2015, then a long gap until January 2025, followed by a steady appearance of entries through June 2026, with the majority concentrated in 2025-2026. The leading product in terms of stars is unbagrnd with 92 stars, while other dated members show negligible star counts.
  46. Real-time collaborative code editors21 entriesfirst seen 2024-05-31This cluster consists of real-time collaborative code editors and cloud IDEs that let multiple developers write, edit, run, and share code in shared sessions, often with live cursors, chat, and in-browser execution. The dated entries before the index start appear sporadically, with isolated months in 2024, a sequence from March to May 2025, then a few later dates, so the overall timeline shape is thin and irregular rather than clearly trending. On traction, CampusCode and DevPair lead with 2 stars each, while zed-bin trails with 0 stars.
  47. Local desktop AI chat apps21 entriesfirst seen 2024-02-26This cluster comprises desktop chat applications for interacting with locally hosted AI language models, handling model installation, conversation management, and local storage of memory and settings. Entry dates before the index start span from September 2023 through July 2026, with most dated entries (5 of 9) occurring between March and July 2026. DSH-Desktop leads on traction with 6 stars, ahead of the other two members with 1 star each.
  48. Veterinary clinic management software21 entriesfirst seen 2023-12-12This cluster consists of web apps and client apps to manage veterinary clinic operations, covering appointments, patient records, staff, grooming, treatment histories, and service orders. Their dated entry history shows an isolated entry in December2023, then a gap until August2025, followed by a sparse, intermittent monthly presence from August2025 through June2026, with no clear growth pattern. Traction leaders – petshop-web, petshop-app, equipension – all show zero stars, indicating they lack meaningful user engagement.
  49. AI companion roleplay apps21 entriesfirst seen 2023-06-11This cluster consists of mobile apps for AI companion roleplay and chat, offering customizable characters, text/voice/image interactions, and emotional or entertainment-focused conversations. Entries appear sporadically from June 2023 through April 2026, with the largest single month being March 2025 (4 entries) and a few months with 2 entries. On traction, mostaron leads with 2 stars, while Doo Space and Nirva have 0 stars.
  50. AI companion apps21 entriesfirst seen 2023-04-21This cluster comprises 26 mobile apps offering customizable AI companions for conversation, emotional support, and companionship, with features like personality tuning, memory, voice, and photo sharing. Entries appeared sporadically from April 2023 to July 2026, typically one or two per month, showing no concentrated timing. Kindroid, companion-evolve-buddy, and soul.app - The AI Friend lead on traction via the highest activity signal.

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.