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WHITESPACE · CLUSTER INDEX · 10,069 CLUSTERS

Clusters

Every group of products the index has found building the same thing. Biggest collisions first, or newest first — all 10,069 of them, 50 to a page.

  1. Self-hosted NotebookLM alternatives9 entriesfirst seen 2025-07-28The cluster comprises self-hosted, open-source AI research tools that ground answers exclusively in user-provided documents, explicitly positioned as NotebookLM alternatives. Prior to the index start, six dated entries appeared sporadically from July 2025 to July 2026, with no consistent pattern. All traction leaders have zero stars, with the top three repositories being insights-lm-public-unclean, insights-lm-public-clean, and InsightsLM.
  2. Cloud gaming & streaming platforms9 entriesfirst seen 2025-07-28This cluster covers products that enable cloud gaming, from self-hosted GPU streaming servers to on-demand GPU provisioning and client enhancements. The dated history before the index is too thin to read a shape from — only two dated entries exist. Traction is led by quasar (2 stars), with cloud-game-hub-polish and Cloud-Play at 0 stars.
  3. 2D/3D CAD and modeling tools9 entriesfirst seen 2025-07-28This cluster consists of CAD and 3D modeling applications, primarily focused on 2D drafting and mesh-based modeling with DXF interoperability. The dated entries span from 2012 to 2025, with three of the six dated entries occurring in 2025. CadSpace leads traction with 11 stars, followed by windtunnel with 2 stars and Morpholio Trace with 0 stars.
  4. Senior tech help platforms9 entriesfirst seen 2025-07-26This cluster comprises web platforms that connect senior citizens with younger or volunteer helpers for technology guidance, skill building, and reciprocal exchange, with some also addressing health and daily assistance needs. The cluster's dated history before the index start is too thin to read a shape from, as only three dated entries exist. Among members with activity signals, TechBuddy, MindBridge-platform, and VridhHub-Elderly-Assistance-companion lead, each currently showing zero stars.
  5. AI Songwriting and Lyric Assistants9 entriesfirst seen 2025-07-26This cluster comprises AI-powered applications that generate or assist with songwriting, covering prompts, rhymes, lyrics, and composition. The dated history is too thin to read a trend, as only one dated entry exists before July 2025 and many members lack source dates entirely. Traction leaders, by activity signal, are RhymeHelper, agentic-lyrics-studio, and LYRIQ, each with zero stars.
  6. Crime statistics web dashboards9 entriesfirst seen 2025-07-26This cluster comprises interactive web dashboards for exploring crime statistics, covering different geographies such as South Africa, Spain, and crime-against-women data. The dated history is too thin to read a shape from, with only a single pre-index entry on record. Among members with traction signals, crime-againstWomen-analyzer leads with one star, while the others have zero.
  7. AI freelancing marketplaces9 entriesfirst seen 2025-07-18This cluster consists of freelancing and gig-work platforms that integrate AI for matching, task breakdown, quality assurance, and payment processing. Dated entries appear irregularly from February 2025 through June 2026, with no clear acceleration or pattern over that period. Growlancer leads the cluster on activity with 4 stars, while other members have single-digit or zero star counts.
  8. API development and management platforms9 entriesfirst seen 2025-07-17This cluster consists of platforms for designing, building, testing, and monitoring APIs across the development lifecycle. The dated history is too thin to read a shape from, as only three dated entries exist before the index start, and one member has no source date. Traction leaders are LeastAction-Lite and devforge (both 5 stars), with Postman at 0 stars.
  9. Competitive exam prep platforms9 entriesfirst seen 2025-07-15This cluster consists of online platforms for Indian competitive and government job exam preparation, offering mock tests, practice questions, courses, and progress tracking. The cluster's dated history is too thin to read a shape from—only one dated entry exists before the index start, so it likely predates the index or most members are undated. Traction leaders based on activity signal are Asha-Sorkari-Sakori, aptitude-app, and TargetRank, each with 0 stars.
  10. Browser-based desktop environments9 entriesfirst seen 2025-07-14This cluster consists of products that emulate a desktop operating system inside a web browser, featuring windows, built-in applications, and customizable interfaces. The dated history before the index start is too thin to read a shape from, as only one dated entry exists. Traction leaders based on activity signal are Win98 with 3 stars, LNori with 6 stars, and Hi19-Python with 1 star.
  11. Emergency roadside assistance apps9 entriesfirst seen 2025-07-12This cluster consists of mobile apps that connect drivers with nearby mechanics and roadside assistance providers for services like towing, tire changes, and breakdowns, as well as scheduled repairs. The dated history is too thin to read a shape from, with only one pre-index entry, suggesting either early-stage coverage or undated members. Traction leaders are mechanicko-app and MechanicKo, each showing 0 stars on the activity signal.
  12. Storefront layout customization tools9 entriesfirst seen 2025-07-11This cluster covers tools that let online store owners customize storefront appearance, product grid layouts, and visual merchandising across shop pages. The dated history is too thin to read a shape from: only two dated entries exist before the index start, so the cluster either predates the index or most members are undated. On traction, shopify-hub-editor is the leading signal (0 stars), followed by woo-style- and PFWordPressTheme.
  13. Horror game companion tools9 entriesfirst seen 2025-07-08This cluster consists of web and mobile apps serving horror-themed games, including trackers for cooperative card and board games, randomizers for zombie miniatures games, development management for indie horror game creators, and interactive horror storytelling. The cluster's dated history is too thin to read a shape from, with only 2 dated entries before the index start, so it predates the index or its members are largely undated. Traction leaders are OMv0.2, Smriti-Game, and Indie-Game-Development-Tool, each with 0 stars, indicating minimal activity signal.
  14. AI journaling companions9 entriesfirst seen 2025-07-07This cluster consists of AI-powered journaling apps that help users process emotions through conversational entry creation, with some offering multimodal input (text, voice, handwriting) and memory or privacy features. The cluster's dated history before the index start includes only 4 entries, which is too thin to read a shape from—it either predates collection or its members are largely undated. Traction leaders by activity signal are Cognaxis, Hushli: AI Journal & Companion, and ComradeAI, each currently showing 0 stars.
  15. Self-hosted document-grounded research tools9 entriesfirst seen 2025-07-05This cluster consists of self-hosted research assistants that ground answers exclusively in user-provided documents, positioning themselves as private alternatives to closed notebook AI tools. Entries appeared sporadically from June 2025 to March 2026, with the largest single month being June 2025 (3 entries) and then scattered singles and pairs across subsequent months. The leading member on activity is insightslm with 9 stars, while other members have no stars.
  16. AI cooking and meal planning apps9 entriesfirst seen 2025-07-02This cluster consists of AI-powered apps that scan ingredients, suggest recipes, generate meal plans, track nutrition, and provide step-by-step or hands-free cooking guidance. The dated entry history shows a single product in June 2022, then a mostly monthly cadence from July 2025 through July 2026, with a few months absent in between. Traction leaders by activity signal are Cooking-Thozhan-WebApp (1 star), followed by RecipeScan - AI Meal Planner and Typhur (0 stars each).
  17. Muslim social media platforms9 entriesfirst seen 2025-07-01This cluster consists of social media and community chat applications designed for Muslim users, featuring elements like prayer requests, community joining, event organization, and moderation tools. The dated entries before the index start show a single entry in February 2025 and nine in July 2025, indicating a concentration of product creation in that month. The traction leaders, based on activity signal, are v4, v1, and v3, all with zero stars.
  18. AI policy impact simulators9 entriesfirst seen 2025-06-30This cluster consists of AI-powered platforms that simulate and analyze the impacts of policies, laws, land use, and business initiatives on social, economic, and regional outcomes. They target policymakers and governments, offering features such as causal modeling, stakeholder perspective simulation, and evidence-based drafting. The dated history is too thin to read a shape from, as only 3 dated entries exist before the index start, and 5 members have no source date. Traction is led by EduNation (2 stars), followed by Vidhi-Drishti (1 star) and sih (0 stars).
  19. AI relationship conflict mediators9 entriesfirst seen 2025-06-29This cluster spans AI-driven tools that mediate, coach, or support couples through relationship conflicts, communication issues, and difficult narratives—ranging from chat assistants and voice-first mediators to live audio support groups and dyad meditation sessions. The dated history before the index start shows an isolated entry in 2021-01, then a multi-year gap, followed by a concentration of entries in early 2026 (one in 2026-03 and two in 2026-04). Traction leaders by activity signal are kompas-relacji, Circles - Mental Health Groups, and Mendle, each with 0 stars.
  20. AI grief and memorial apps9 entriesfirst seen 2025-06-29This cluster comprises AI tools that recreate deceased individuals or generate written content for grief support, including chatbots, voice cloning, and eulogy writing. The cluster's dated history is too thin to read a shape from—only two dated entries exist before the index start, and three members have no source date. EchoAPP, gate, and Echo lead on traction, each with 0 stars.
  21. Beauty salon WhatsApp booking sites9 entriesfirst seen 2025-06-29This cluster consists of beauty salon websites that showcase services, galleries, and reviews, with appointment requests handled via WhatsApp. Only two dated entries exist before the index start, so the cluster's dated history is too thin to read a shape from — it likely predates the index or many members are undated. Among the traction leaders, Velvet has the highest star rating (1), while Forman and salonflow each have 0.
  22. Blockchain finance and invoicing platforms9 entriesfirst seen 2025-06-24This cluster comprises blockchain-based platforms covering payments, invoicing, identity verification, and financial operations. The dated history before the index start is too thin — only four entries — to identify a trend, and four members have no source date. Traction leaders are Envelo, AuditChain, and NexusPay, each with zero activity stars.
  23. Discord shock device activities9 entriesfirst seen 2025-06-22This cluster consists of Discord activities enabling consenting groups to trigger and log connected electrical shock devices during shared multiplayer sessions, often for playful challenges or pranks. The dated history before the index shows a single entry in June 2025 followed by four entries in February 2026, indicating sporadic early activity rather than a steady pattern. The top three by activity signal are pishock-discord-activity8, pishock-discord-activity3, and pishock-discord-activity1, each with 0 stars, suggesting minimal traction.
  24. Customer support helpdesk platforms9 entriesfirst seen 2025-06-17This cluster consists of web-based helpdesk applications that let customers submit and track support tickets while staff manage priorities, statuses, and replies. The dated history is too thin to read a shape from — only two entries exist before the index start, so the cluster's timeline predates the index or is undated. Traction leaders are 'helpdesk', 'University-HelpDesk', and 'Transco-HelpDesk', each with zero stars.
  25. AI outreach & lead gen platforms9 entriesfirst seen 2025-06-16This cluster consists of AI-powered tools that automate outreach messaging, lead generation, and CRM tasks for local businesses, B2B exporters, and sales teams. The dated history before the index start includes only 4 entries, too thin to discern any growth pattern, and 3 members have no source date at all. On traction, leadforge-ai leads with 1 star, followed by localgrowth-ai and WhaleIntro with 0 stars each.
  26. Audio effects web apps9 entriesfirst seen 2025-06-14This cluster consists of web applications that modify or enhance audio, including reverb, slowed, tape-simulation, remastering, and remixing effects. Its dated history is too thin to read a shape from, as only four dated entries exist before the index start and one member is undated. Traction leaders based on activity signal are Mixer, transcoderr, and reverb_music_player, each with zero stars.
  27. Music streaming download tools9 entriesfirst seen 2025-06-13This cluster consists of desktop and terminal applications that download music from streaming services such as Deezer, Spotify, Tidal, Apple Music, and YouTube for offline listening. The dated history shows sporadic entries from 2017 through 2026, with a few in 2025 and 2026, though the overall pattern is uneven. The clear traction leader is spotify-downloader-local with 149 stars; other dated members have no stars.
  28. Personal expense and income trackers9 entriesfirst seen 2025-06-11This cluster consists of web applications that help individuals track their personal expenses, income, and in some cases budgets to provide a clear financial overview. The dated history before the index start is too thin to read a shape from—only three dated entries exist, so the cluster predates the index or its members are undated. Among traction leaders, Budget-Buddy-Smart-Finance-Tracker has the highest activity signal with 4 stars, while ExpenseTrack and salario-organizado each have 0 stars.
  29. No-code AI chatbot builders9 entriesfirst seen 2025-06-07This cluster consists of no-code AI chatbot builders and related platforms that let users create, train, and embed chatbots on their own documents or websites, often for customer support or revenue generation. The dated history before the index start (6 members) shows an irregular pattern, with sparse entries spread from June 2025 to June 2026 and a small concentration in early 2026, but the sample is too small to identify a clear trend. Among traction leaders, CreBot shows the strongest activity signal (3 stars), while ai-chatbot and philosophers-bot each have 1 star.
  30. LinkedIn outreach message generators9 entriesfirst seen 2025-06-06This cluster consists of web apps that generate personalized LinkedIn messages and posts for outreach, with some adding campaign management and CRM features. The dated history is too thin to read a shape from, with only three entries before the index start. Traction is led by WarmWire_Backlink_SEO, linkedin-message-personalizer, and LinkedGpt, each with 0 stars.
  31. Legal document generators9 entriesfirst seen 2025-05-23This cluster consists of web tools that generate legal documents such as privacy policies, terms of service, EULAs, and cookie policies, often bundling adjacent utilities like favicon generation or PDF manipulation. The dated history before the index started shows five sporadic single entries between May 2025 and July 2026, with no clear trend. Traction leaders by activity signal are policies_website, termswatch, and privacypage, all at zero stars.
  32. Custom character AI companions9 entriesfirst seen 2025-05-22This cluster comprises AI companion apps that let users design custom characters—defining appearance, personality, and often voice or backstory—and then interact through chat, voice, calls, or media generation. The dated history shows 7 entries from April 2023 to July 2026, with a gap after 2023 and several entries in 2026, but the pattern is too thin to call a clear trajectory. Traction leaders, based on activity signal, are GirlX - AI Companion, identity-studio, and Convo: Talk to AI Companions, each with 0 stars.
  33. Authenticated personal to-do list apps9 entriesfirst seen 2025-05-14This cluster consists of web to-do list applications that center on user authentication, session management, and persistent storage for personal tasks, with a few adding role-based access control or encryption. The dated history is too thin to read a shape from—only 4 pre-index entries exist, so the cluster predates the index or most members are undated. Traction leaders are all at 0 stars, so none leads on activity; the named members are multi-account-todo-app, remix-of-balaton-house-visuals, and ASSINGMENT-To-Do-App-with-User-Authentication.
  34. Customer review management platforms9 entriesfirst seen 2025-05-13This cluster consists of platforms that help businesses collect, manage, and showcase customer reviews and ratings, with features like dashboards, authentication, and some use of AI for reputation scoring. The dated entry timeline before the index start includes 1 entry in April 2025, 1 in May 2025, 1 in October 2025, and 2 in July 2026, showing a sporadic pattern with no consistent growth. Traction leaders all have zero stars, indicating minimal or no active traction among the sampled products.
  35. Emoji-based communication and games9 entriesfirst seen 2025-05-12This cluster covers emoji-centric products, including a web app that rewrites text into milder, emoji-enriched phrasing, and two casual games built around emoji shuffling (matching patterns and guessing sayings). The cluster's dated history is too thin to read a shape from—only 3 dated entries exist before the index start, so no trend is identifiable. On activity signal, all three members have 0 stars, with RPSLS-Simulation listed highest, followed by emoji-saying-shuffle-fun and emoji-sunshades-shuffle.
  36. Responsive photo gallery web apps9 entriesfirst seen 2025-05-12This cluster comprises web applications for displaying and organizing responsive photo galleries, often suited for portfolios or personal collections. Dated entries appear in two batches: two each in April and May 2025, and two in January 2026, with no dated entries in between. Photic-Photography leads on traction with 1 star, while other members have 0 stars.
  37. Neumorphic calculator apps9 entriesfirst seen 2025-05-11This cluster comprises calculator apps with a neumorphic aesthetic, focusing on standard arithmetic and quality-of-life features like dark mode and keyboard input. With only two dated entries prior to the index start, the cluster's dated history is too thin to read a shape from — it either predates the index or its members are undated. Traction is minimal, as the leading members (Neumorphic Calculator and Digital Calculator) each have 0 stars.
  38. In-browser AI app builders9 entriesfirst seen 2025-05-07This cluster consists of AI-powered development agents that build, run, and deploy full-stack applications directly in the browser. One variant also lets users choose the AI model provider per prompt. The dated history shows an entry in March 2025, a peak of four in May 2025, two in June 2025, and single entries in October 2025 and January 2026. nobify leads traction with 2 stars, while online2 and bolt have 0 stars.
  39. Logistics and transport management systems9 entriesfirst seen 2025-05-05This cluster comprises management systems for logistics and transportation operations, covering order management, route optimization, fleet dispatch, and driver assignments. The dated history before the index start is too thin to read a shape from, with only four dated entries. Traction leaders by activity signal are movilog, axon_strategic_logistic, and gruas-app, each with zero stars.
  40. AI full-stack app generators9 entriesfirst seen 2025-05-05This cluster consists of open-source web applications that generate full-stack applications from natural-language prompts, allowing users to select among multiple AI models. The dated entries are thin: eight appear across 2025, with a concentration in May (4) and smaller counts in April (1), June (2), and November (1). The traction leaders are bolt-diy-55, bolt.diy, and turbo-spork, each with zero stars, indicating limited activity.
  41. Japanese kana learning games9 entriesfirst seen 2025-05-04This cluster includes browser and terminal games for learning Japanese kana and kanji through identification, quizzes, and block-matching puzzles. The dated history is too thin to read a shape from—only 4 dated entries exist before the index start, and 3 members are undated. Traction is led by nihongo-blocks with 103 stars, while kanarenshu and kanash show 0 stars.
  42. Developer documentation generation and hosting tools9 entriesfirst seen 2025-05-01This cluster consists of web-based tools for creating, organizing, and hosting developer documentation, including generators from code or PRDs, and portals for reference guides. The dated history before the index start includes only two entries, too thin to discern a trend, suggesting the cluster predates the index or most members lack source dates. Traction leaders, based on activity signal, are project-blueprint-builder, chrono-docs-gen-e7e88c72, and Musicosy-Developer, though all currently show zero stars.
  43. Browser AI full-stack builders9 entriesfirst seen 2025-04-30This cluster covers in-browser platforms that use selectable AI language models to generate full-stack web applications. Dated entries before the index start are too few to define a clear shape, with only five dated members appearing irregularly across 2025 and 2026. All traction leaders show zero stars, so no single product stands out as a market leader.
  44. Snake arcade and puzzle games9 entriesfirst seen 2025-04-23This cluster contains classic and modern snake games, including arcade versions with power-ups and cosmetics, puzzle-style grid challenges, and leaderboard-driven variants. The five dated entries appeared sporadically between April 2025 and July 2026, with no consistent pattern. electron-snake leads traction with 2 stars, while most others show no activity.
  45. AI renovation cost and feasibility9 entriesfirst seen 2025-04-22This cluster comprises AI-powered tools for real estate and home renovation, covering cost estimation, feasibility assessment, and marketing to homeowners. The dated history is too thin to read a shape from, as only two entries predate the index and six members have no source date. On traction, retrofitiq leads with 2 stars, while first-class-atl-build and RenovationCheck have 0 stars.
  46. Sneaker release tracking apps9 entriesfirst seen 2025-04-15This cluster comprises web and mobile apps for tracking sneaker release dates, reserving limited-edition drops, and managing release calendars. The dated entry history before the index start is thin but shows one entry in February 2015, one in April 2025, and three in March 2026, revealing a long gap between 2015 and 2025. The traction leader is te-frontend, with Nike SNKRS and Sneaker_Release_Tracker following.
  47. Job portal platforms9 entriesfirst seen 2025-04-11This cluster comprises web-based job portals that connect job seekers with recruiters, offering job listings, applications, resume uploads, and recruiter management. The dated entry history before the index start shows sporadic entries across 2025-04, 2025-06, 2025-07, 2025-10, and 2026-03, with one month having two entries and the rest one each. Aspire leads on traction with 4 stars, while InsiderJobs and nz have 0 stars.
  48. AI full-stack browser coding tools9 entriesfirst seen 2025-04-09These are web-based AI coding assistants that let users prompt a chosen AI model to generate, edit, run, and deploy full-stack applications directly in the browser. Entry counts from dated members: 2 in January 2025, 4 in April 2025, and 3 in August 2025, show a cluster with early activity and a modest decline after April. The leading traction signal is from Bolt.diy, though its reported star count is 0.
  49. AI design and personalization studios9 entriesfirst seen 2025-04-06This cluster comprises AI-driven design studios that generate logos, print-on-demand artwork, custom denim, craft kits, and personal printables from user prompts or descriptions. The dated history is too thin to read a shape from, as only four dated entries exist before the index start and many members are undated. On traction, MockUpStudio_AI-Powered-MockUp-Print-Platform leads with one star, while the custom-denim and Imagic products each hold zero stars.
  50. Everyday unit converter apps9 entriesfirst seen 2025-04-02The cluster comprises mobile unit converter apps for everyday measurements and currency, covering length, weight, temperature, volume, and more. Dated entries appear sporadically from March 2013 to April 2026, with a concentration of entries in 2025 (five of the dated months). All three traction leaders (Price Match: Unit Converter, Unit Converter - Best Unit App, Unit Converter: All Calculator) show zero activity signal, tying for leadership.

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.