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WHITESPACE · CLUSTER INDEX · 9,788 CLUSTERS

Clusters

Every group of products the index has found building the same thing. Biggest collisions first, or newest first — all 9,788 of them, 50 to a page.

  1. AI-driven reputation and visibility platforms16 entriesfirst seen 2026-01-12This cluster consists of SaaS platforms that leverage AI to manage online reputation, reviews, and visibility, serving both local businesses and a SaaS credibility marketplace. Pre-index entry counts across January, February, April, May, and June show a steady but modest release pace, with no entries in March, indicating consistent creation activity. ClientEcho leads on traction with two activity stars, followed by vouchrank with one star.
  2. AI GitHub PR review tools16 entriesfirst seen 2025-12-28These products form a cluster of AI-powered code review tools focused on GitHub pull requests, combining static analysis with AI-generated, risk-categorized feedback. Dated entries before the index start are sparse: one in February 2025, a gap, then single entries from November 2025 through January 2026 and another in March 2026. ReviewScope shows the strongest traction signal with 25 stars, while patchcourt and pr-scout each show 1 star.
  3. Personal trainer management platforms16 entriesfirst seen 2025-12-27This cluster consists of web platforms for personal trainers to manage clients, assign workout plans, track progress, and handle check-ins or financial tracking. Based on the six dated entries before the index start, the products appear sporadically from September 2025 to June 2026, with no clear monthly trend. The traction leaders—fitcore-pro, consultoria-artur-lima, and tandem—all show zero stars, indicating minimal observable user activity.
  4. Kanban board task management apps16 entriesfirst seen 2025-12-27This cluster consists of Kanban board web apps that let users organize tasks through boards, lists, and cards with drag-and-drop, and most include user authentication. The dated entry history before the index start shows sporadic additions from April 2023 through February 2026, with a slightly denser run from October 2025 to February 2026. All traction leaders show zero stars, so no member stands out on activity.
  5. Spiritual growth and community platforms16 entriesfirst seen 2025-11-28This cluster of 17 products centers on spiritual and personal growth platforms, offering content, community, and courses across general spirituality, Christianity, and Islam. Dated history before the index is thin—only five members with dates between Oct 2025 and Mar 2026—so no clear shape emerges. Traction is led by pneuma- with two stars, while the next two leaders have zero stars, indicating modest early engagement.
  6. GitHub repository discovery tools16 entriesfirst seen 2025-11-16This cluster comprises web apps that help developers search, explore, and save GitHub repositories, often by language, topic, or structure. The dated entry record before the index start shows a sporadic pattern: one listing each in Sep, Oct, and Nov 2025, a five-month gap, then single entries in May and Jul 2026. Traction is led by dgit with 228 stars, while the other dated members have zero stars.
  7. Assignment submission portals16 entriesfirst seen 2025-10-24This cluster consists of web applications that allow teachers to create assignments, collect and grade submissions, and provide feedback, while students can submit their work. The dated history from months before the index start shows two entries in June 2025 and single entries in September, October, and December 2025. Among traction leaders, Cloud-Based-Assignment-Submission-Portal has the highest activity signal with 1 star, while the other two have 0 stars.
  8. AI multi-vendor e-commerce platforms16 entriesfirst seen 2025-10-12The cluster consists of e-commerce and multi-vendor marketplace platforms, many of which incorporate AI features such as product curation, seller verification, and automated descriptions, and most integrate payment processing. Pre-index dated entries are sporadic, with a single entry in Feb and Mar 2025, two in Oct 2025, one in Nov 2025, then single entries in Apr and Jun 2026, indicating irregular launch activity. Tujjar leads on traction with 6 stars, while SUNProject and CodeAlpha-E-commerce show no stars.
  9. Online loan application platforms16 entriesfirst seen 2025-10-12This cluster consists of web and mobile applications focused on streamlining loan applications, pre-qualification, and fast approval across personal, short-term, equipment, and niche lending segments. Dated entries before the index start appear sporadically from February 2025 through April 2026, with no clear growth pattern; the cluster's pre-index history is too thin to read a shape from. Traction leaders fastloans, mymtc-loan-app, and Andray Finance all show zero stars on their activity signals, indicating minimal observable traction.
  10. Poker game and betting platforms16 entriesfirst seen 2025-10-09This cluster consists of poker-focused games and platforms, including multiplayer Texas Hold'em apps, Filipino variants, odds calculators, and idle games. The dated history before the index is sparse but spans from February 2019 to July 2026, with most dated entries appearing from late 2025 onward. The traction leaders (poker-am, poker-night, online-poker) all show zero stars, indicating no standout traction leader.
  11. Semantic resume matching tools16 entriesfirst seen 2025-09-30This cluster consists of recruitment platforms that use semantic AI to match resumes to job descriptions and rank candidates for shortlisting. Entries appeared sporadically from June 2025 to July 2026, with roughly one per month but with gaps. The traction leaders are Resume_Retrieval, NeuralHire, and Sponsor-Radar, each with 0 stars.
  12. Marketplace deal alert bots16 entriesfirst seen 2025-09-28This cluster consists of bots that monitor online marketplace listings and alert users to new or high-value deals, with some offering automatic purchases or deal scoring. The dated history before the index start is too thin (only 4 entries) to discern a timeline shape, so the cluster likely predates the index or has many undated members. Traction leaders show minimal signals, with all three listed products at 0 stars.
  13. Online sweet shops16 entriesfirst seen 2025-09-21These products are online storefronts for selling sweets, candies, pastries, and confectionery items directly to customers. The cluster's dated history before the index start consists of only three dated entries, so the timeline shape cannot be discerned. Traction leaders, such as shreesweeets, piaceresweets, and cardapiodocesgourmet, all show zero stars, indicating minimal activity signal.
  14. ASCII art terminal animations16 entriesfirst seen 2025-09-21This cluster comprises terminal applications and web animations that render visual entertainment—such as flags, DOOM fire, videos, plasma fields, text banners, aquariums, and a retro UNIX terminal—using ASCII art and character-based graphics. The dated entry history before the index start is sparse, with occurrences in 2025-04, 2025-09 (two), 2025-11, 2026-01, 2026-04, 2026-05, 2026-06, and 2026-07 (two), showing no clear trend. Traction leaders, based on activity signal, are bangen-bin, theattyr-bin, and ditto, all with 0 stars.
  15. Movie review and rating platforms16 entriesfirst seen 2025-09-14This cluster consists of web-based movie review and rating platforms where users browse films, write reviews, rate titles, and participate in fan communities. The dated history before the index start shows a single entry in March 2016, followed by sporadic single entries in June, August, September, October, and December 2025, plus one in January 2026, indicating a thin but steady stream of new platforms. Traction leaders, based on activity signal, are MovieReview-website, Movie-rating, and Tuktakmovies, each with 0 stars.
  16. Startup growth planning platforms16 entriesfirst seen 2025-09-13The cluster brings tools that help startups and small businesses plan, measure, and scale their growth through roadmaps, analytics, resources, and advisory. Dated history before the index begins is sparse, with a few months having one or two entries from January 2025 through June 2026, showing no clear monthly pattern. Traction leaders are bulgarian-biz-boost, futureEng_plaltform, and business-navigator, all with 0 stars.
  17. Small business invoicing apps16 entriesfirst seen 2025-09-02This cluster comprises web apps that help small businesses create, send, and track invoices, with some adding quote creation, payment processing, and financing. The dated history shows one entry in 2013, then a gap until a series of entries from March 2025 through January 2026, with most appearing in late 2025. Traction leaders, based on activity signal, are Capital-Bridge, Tiny Invoice - Invoice Maker, and quote-to-invoice, all currently at 0 stars.
  18. Generative AI prompt tools16 entriesfirst seen 2025-08-30This cluster comprises web-based tools for designing, testing, and refining prompts for generative AI models, including a platform for deploying GenAI applications. The dated history is too thin to discern a trend, as only four entries predate the index start and many members lack source dates. Prompt-Pandit shows the leading traction signal, followed by prompt-ai-studio and ai-prompt-builder.
  19. Stress & anxiety relief apps16 entriesfirst seen 2025-08-29This cluster consists of wellness and mental-health apps centered on stress reduction through guided relaxation, breathing exercises, meditation, and mood tracking. Dated entries span from March 2018 to July 2026, with a gap between 2020 and 2025, suggesting an irregular timeline rather than a steady pattern. Traction leaders are Goddess: Women's Wellness, Auramood: Mood Tracker & Calm, and Luminate: Mental Health, each with 0 stars, indicating negligible user activity.
  20. Movie streaming and info sites16 entriesfirst seen 2025-08-22This cluster comprises movie streaming and movie information websites, including niche offerings for specific languages (Teso, Vietnamese) and content types (surfing films). The dated history from August 2025 to July 2026 shows entries spaced sporadically across these months, with no clear pattern. The highest activity signals are all zero-star traction leaders: WebXemPhim, sf-movies, and m2fhd-laravel13.
  21. Quantum computing learning tools16 entriesfirst seen 2025-08-17The cluster consists of browser-based simulators and interactive apps for learning quantum computing, including circuit builders, quantum key distribution demos, and quantum-inspired exploration tools. Only three members have dates before the index start, too few to discern any timeline shape, so the cluster's dated history is too thin to read a pattern from; the majority of members are undated. OpenQuantum leads on traction with 48 stars, far ahead of others like QKD-Simulator.
  22. URL shortening and link management tools16 entriesfirst seen 2025-08-11This cluster consists of web-based tools for shortening, managing, and tracking URLs, often with dashboards and customization. Dated entries appear sporadically from June 2025 to May 2026, with gaps and no clear trajectory; most members lack source dates. Traction is minimal, with leaders (link-charm, link-your-supa-main, happy-link-short) each at 0 stars.
  23. Business AI chatbot platforms16 entriesfirst seen 2025-08-03This cluster comprises SaaS platforms that let businesses build, customize, and embed AI chatbots for customer support, sales, and document-based Q&A, often without coding. Dated entries before the index started appear sporadically from January 2025, with a modest rise in April and May 2026 (2 and 3 entries respectively), though the overall pace remains low. The three highest activity signals—ask-my-docs, ContextIQ, and my-first-secretary-geny—are each at 0 stars, so no single product stands out on traction.
  24. GitHub profile README generators16 entriesfirst seen 2025-07-30This cluster comprises web tools that generate customized GitHub profile README files from user inputs, often including stats, streak cards, and live previews. Only three dated entries exist before the index start, too few to read a timeline shape; the cluster's dated history is too thin to characterize growth. Charmly leads traction with 3 stars, while other members show negligible engagement.
  25. Personal finance tracking apps16 entriesfirst seen 2025-07-29The dated entries appear across 2025: five in July, October, and November, with three in October and single entries in the other two months. Among the members with traction signals, Expense-Tracker leads with 4 stars, while finance-tracker and OS-Budget-App-2.0 show 0 stars.
  26. Spare parts inventory management16 entriesfirst seen 2025-07-26This cluster consists of inventory management tools for spare parts, primarily in automotive contexts. Five dated entries predate the index, appearing one per month across July 2025, August 2025, April 2026, May 2026, and July 2026, indicating a sparse and uneven timeline. All traction leaders show zero stars, so no product currently leads on activity signal.
  27. AI coffee ordering apps16 entriesfirst seen 2025-07-25This cluster consists of 12 products that use conversational AI, chatbots, and voice to assist with coffee ordering, recommendations, and payments for coffee shops, chains, and roasters. Entry dates before the index start are scattered across 2025-07, 2025-08, 2025-12, 2026-01, 2026-03, and 2026-05, with gaps between these months, indicating a sporadic timeline rather than a steady release pattern. Traction leaders are wcc-coffee, daily-grind-coffee, and 2026-Hackathon-team5-Caffeine-BE, each showing the highest activity signal among the cluster, though with zero stars.
  28. Legal rights guidance apps16 entriesfirst seen 2025-07-11This cluster contains web and mobile apps that help users understand legal rights, answer legal questions, track court cases, and review legal documents. The dated entries are sparse and irregular, with single monthly entries in January 2025, July 2025, August 2025, March 2026, and July 2026, indicating no clear adoption pattern. Traction leaders all show zero stars, so no product stands out as dominant.
  29. Secure personal data vaults16 entriesfirst seen 2025-07-10This cluster comprises self-hosted and cloud-based applications that provide encrypted vaults for storing passwords, notes, files, and other private data. Six dated entries precede the index, appearing sporadically from April 2023 to June 2026 with a minor uptick in March 2026 but no consistent growth pattern. ZeroShare, Wyvern-Drive, and Memora lead on activity signal, though all show zero stars.
  30. Music and audio marketplaces16 entriesfirst seen 2025-07-08This cluster comprises online marketplaces for buying, selling, and licensing music-related content, including beats, tracks, audio loops, vinyl records, and voice-over services. The cluster's dated history is too thin to read a shape from—only three dated entries exist before the index start, so it likely predates the index or has undated members. Among traction leaders, sauti-melody-marketplace shows the highest activity signal with 1 star, while musicapp and rocktone-vinyl-exchange each have 0 stars.
  31. Clothing store management apps16 entriesfirst seen 2025-07-07This cluster consists of business management and point-of-sale applications tailored for clothing retailers, covering inventory, sales, expenses, and financial tracking. The dated entries before the index start show a sparse, irregular timeline: one entry each in July 2025, January 2026, and February 2026, and two in May 2026. Among traction leaders, skirt_tee_studio leads with 1 star, while motion-supply-brand-os and Crazsix-Stock have no stars.
  32. Equipment rental management software16 entriesfirst seen 2025-07-06This cluster covers web applications for equipment rental businesses to handle inventory, bookings, returns, and sometimes invoicing or dispatch. The dated entries before the index start are sparse, with one in July 2025, one in August 2025, one in February 2026, and two in July 2026, showing no clear trend. All traction leaders show zero activity stars, so no product stands out yet.
  33. Autonomous browser and desktop agents16 entriesfirst seen 2025-07-02The cluster consists of AI agents that autonomously operate web browsers and desktops to accomplish tasks from natural-language goals, including data analysis, job scraping, and task management. The dated history before the index shows only three entries, too few to discern a shape, suggesting the cluster's earliest members predate the index or are undated. Traction is led by Fan-Browser-Agent with 37 stars, followed by linen-browser with 5 stars and contest-7 with 3 stars.
  34. Library catalog management apps16 entriesfirst seen 2025-07-01This cluster consists of web applications that manage library book catalogs, checkouts, returns, patrons, and related staff workflows. 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 largely undated. Traction leaders by activity signal are Library-Management, library, and book-library-management-system, each with 0 stars.
  35. Terminal web browsing and conversion16 entriesfirst seen 2025-07-01This cluster consists of tools that bring web content into the terminal environment, including text-mode browsers, screenshot converters, and terminal-based clients for specific sites. Dated entries before the index start appear sporadically: a single entry in 2008, a long gap until 2020, then a few items in 2023 and 2025, and a small cluster in early 2026. Traction among these products is led by Turtle.AI-Browser, which has the highest activity signal at 3 stars.
  36. ASCII art conversion tools16 entriesfirst seen 2025-06-28This cluster comprises web and desktop tools that convert images, videos, or text into ASCII art, braille, ANSI, and dithered PNG renderings. The cluster's dated history is too thin to read a shape from — fewer than five dated entries exist before the index start, so it predates the index or its members are undated. On traction, ditherlab leads with 3 stars, while ASCII-3D and RetroAscii trail with 0 stars.
  37. Regional community media portals16 entriesfirst seen 2025-06-26This cluster comprises regional and local news, culture, and broadcast websites, including radio and TV station sites, that serve specific geographic communities. The cluster's dated history is too thin to read a shape from—only four dated entries exist before the index start, so it predates the index or its members are undated. Traction leaders, all with zero stars, are pagina-podcast, imaginalia, and cholan_media_updated.
  38. CAPTCHA solving and verification tools16 entriesfirst seen 2025-06-22This cluster comprises tools for CAPTCHA creation, solving, bypass, and human verification, including both defensive services (bot detection, secure challenges) and offensive utilities (account creation, credential brute-forcing). The dated history is too thin to read a shape from, as only one dated entry exists before the index start, so the cluster's growth pattern cannot be discerned. In terms of traction, grok-relogin leads with 14 stars, followed by Gmail-Account-Creator at 11 stars, while BOT has zero stars.
  39. AI blog writing and management tools16 entriesfirst seen 2025-06-19This cluster comprises AI-assisted blog creation and management platforms that help users draft, edit, organize, and publish posts, with some offering autonomous generation, SEO support, and role-based permissions. Six dated entries before the index start appear irregularly across isolated months from June 2025 to May 2026, showing no consistent monthly pattern. Traction activity is low; snackstack leads with one star, while galley and Media have zero stars. The cluster's dated history is too thin to discern a clear growth shape.
  40. Material cutting optimization tools16 entriesfirst seen 2025-06-18This cluster comprises tools that optimize material cutting layouts and track offcuts to reduce waste, with a mix of web and desktop apps. The dated history is too thin to read a shape from, as only four dated entries exist before the index start. Traction leaders among these products are offcut-ledger-app, paper-roll-optimiser, and offcut-ledger, each with no activity stars.
  41. Network port and traffic diagnostics16 entriesfirst seen 2025-06-09These tools focus on network diagnostics and connectivity testing, including port scanning, socket monitoring, traffic injection, and device health checks. Their dated releases are sporadic, with single entries scattered across months from 2007 to 2026, showing long inactive periods. In terms of traction, lsoff leads with 242 stars, while portly and portman trail with 2 stars each.
  42. Grant discovery and proposal tools16 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.
  43. AI collaborative whiteboards16 entriesfirst seen 2025-06-03This cluster consists of collaborative whiteboard tools that use AI to generate diagrams, flowcharts, UI mockups, and visual pipelines from ideas, with one variant emphasizing local-first developer/AI-agent collaboration. 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. On traction, openboard leads with 3 stars, while WittyBoard and AI-Powered-WhiteBoard have 0 stars each.
  44. Meeting transcription and summarization16 entriesfirst seen 2025-05-28This cluster consists of tools that convert spoken audio from meetings, lectures, and podcasts into text, often adding timestamps, speaker labels, summaries, and translations. The five dated entries appear irregularly from May 2025 to June 2026, with a sparse and uneven arrival pattern. CatchMeUp is the only member with any traction signal (1 star), while others show none.
  45. Interactive Python learning apps16 entriesfirst seen 2025-05-28This cluster consists of interactive applications, primarily web-based with one desktop option, that teach Python to beginners through in-browser or local coding exercises, structured lessons, and automatic scoring or gamified progression. The dated entry history before the index start is thin and irregular: single entries appear in Dec 2023 and Jul 2025, pairs in May 2025, and singles in Feb, Mar, and Jul 2026, showing no consistent growth pattern. Traction is led by marcode with 3 stars, while mirio and Diggle-Coding-Club show no star activity.
  46. Browser spreadsheet viewers and converters16 entriesfirst seen 2025-05-27This cluster is a set of web-based tools that ingest spreadsheet files (typically XLSX, CSV, OpenOffice, or LibreOffice formats) to display them in the browser, convert between formats, search across rows, generate charts, detect data quality issues, or produce reports and PDFs; a few entries are utilities like a file-reading library or a macOS menu bar helper that opens spreadsheets in Google Sheets. Its dated history is too thin to read a shape from: only two members have source creation dates before the index began collecting, and seven members have no source date at all. On activity signal, the leading members (school, open-in-sheets, and analysis-engine-pro) each have 0 stars, so no traction leader emerges.
  47. Educational admin dashboards16 entriesfirst seen 2025-05-20This cluster covers web-based dashboards for managing school, college, and academy operations: enrollments, courses, attendance, grades, and role-based access for students, teachers, admins, and parents. Dated entries begin April 2025 and appear in most months through July 2026, with the largest monthly count of 4 in December 2025. Traction leaders (SIRA, Exam-App, lms-project) all currently show 0 stars, indicating early-stage activity.
  48. Technical troubleshooting web apps16 entriesfirst seen 2025-05-15This cluster consists of web applications that guide users through technical problem-solving via step-by-step troubleshooting and support. Only four 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. On traction, the leaders are TechAssista-Web, b-product-diagnosis-prototype, and resolve-x, each with 0 stars.
  49. Minimalist habit trackers16 entriesfirst seen 2025-05-12This cluster consists of minimalist mobile habit-tracking apps focused on daily logging, streaks, heatmaps, notes, and home-screen widgets, with some offering subscription-based unlimited tracking. The dated entry history before the index start spans from September 2022 to June 2026, showing sparse and irregular monthly entries with a slight concentration in early 2026 (two entries in January, three in February). Traction is uniformly low, as the leading members—habit-tracker, LastDone, and LineaHabit: Habit Tracker—each have 0 stars, indicating minimal user engagement.
  50. Tank battle games16 entriesfirst seen 2025-05-10This cluster spans tank battle games across varied implementations, from coding-driven AI battles and browser-based shooters to multiplayer arena and roguelite variants. Dated entries are sparse and spread thinly from 2009-12 through 2025-05, with no strong concentration in any period. Traction is led by scrapblitz-live with 3 stars, while tankwar and Warbox Sandbox each have 0 stars.

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.