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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. AI content creation workspaces25 entriesfirst seen 2026-08-01This cluster comprises AI-powered workspaces that help creators generate, manage, and publish text, images, and other media. The dated history before the index is thin but shows a single entry in 2022-09, a long gap, then entries in 2025-03, 2025-05, 2025-06, and 2026-07, indicating sporadic early activity rather than a clear trajectory. Among tracked members, dsh-oil-creator leads traction with 178 stars, followed by kunpeng (89) and ediora-studio (32).
  2. AI GitHub repository assistants25 entriesfirst seen 2026-07-31This cluster consists of chat-based AI assistants that help developers explore, troubleshoot, and reason over GitHub repositories and coding tasks. The dated history is too thin to read a shape from—only two entries precede the index start, so it predates the index or its members are undated. Traction is led by ai-github-repository-assistant with 15 stars, followed by CodebaseQnA with 1 star and chat-ai-ui with 0 stars.
  3. School management web applications25 entriesfirst seen 2026-07-26This cluster consists of web-based platforms for school administration, academic workflows, and learning resources, including features like user authentication, role permissions, and institutional data management. The dated history before the index start is too thin to read a shape from, with only 4 dated entries. Traction is led by We_NewValley_Schoolos, vb.netSchoolProg, and schoolcms-laravel, each with 0 stars.
  4. Todo reminder apps25 entriesfirst seen 2026-07-10This cluster consists of basic to-do and task management apps whose core function is creating tasks and delivering due-date reminders via notifications. Dated entries are sporadic from April 2016 through October 2025, then appear monthly from April to July 2026, indicating a gradual increase in entry frequency in recent months. The traction leader is dot-tasks with 4 activity stars, while the other two members have 0 stars.
  5. Learning management systems25 entriesfirst seen 2026-07-08This cluster consists of learning management systems (LMS) for schools, tutoring centers, and enterprises, covering course creation, student enrollment, progress tracking, and often payments or analytics. The dated history shows small monthly entry counts from March 2025 to July 2026, with no month exceeding three entries and no clear acceleration pattern. Traction leaders include equip (5 stars), Najot-Talim-ERP-On-Nest.JS-React-Full-Stack-Monolith (1 star), and LMSclassroom (0 stars).
  6. Embeddable AI customer support chatbots25 entriesfirst seen 2026-06-30This cluster consists of products that embed an AI chatbot on a business's website to answer customer questions using a business-supplied knowledge base, often with lead capture, citations, and human escalation. The dated history begins in August 2025 with a single entry, then holds at one entry per month through early 2026, rising to four per month in June and July 2026, indicating a steady buildup rather than any sudden jump. Among the traction leaders, ClientBrain shows the highest activity signal with three stars, followed by chatbot-saas with two stars and reply with zero stars.
  7. AI code review tools25 entriesfirst seen 2026-06-24These products form a cluster of AI-powered code review and security scanning tools focused on GitHub repositories and pull requests. They analyze diffs and code for vulnerabilities, quality issues, and bugs, and often propose or create pull requests with fixes. The cluster's dated history is too thin to read a shape from — only four dated entries predate the index, so it predates the index or its members are undated. On traction, Yolk leads, followed by docswatcher and tailor-layer.
  8. WhatsApp desktop wrapper apps25 entriesfirst seen 2026-06-09This cluster consists of desktop client applications that wrap WhatsApp Web into standalone apps, often targeting Linux users, with features like tray integration, notifications, and multi-account support. The dated history is too thin to read a shape from—only one member has a source date before the index start, and many have none. On traction, Omarchy-Whatsapp leads with 7 stars, followed by whatsapp-tauri (3) and Karere (0).
  9. Screenshot annotation tools25 entriesfirst seen 2026-05-29This cluster consists of desktop and web tools that capture screenshots and annotate them with arrows, shapes, text, and blur. Dated entries are sparse: a single entry in 2014, 2021, 2024, and 2025, then 1 in April 2026, 2 in May, and 4 in July 2026. LensIt leads on traction with 4 stars, while other dated members have 0 stars.
  10. Client portal applications25 entriesfirst seen 2026-05-22This cluster consists of web-based client and customer portals that let end users manage accounts, service requests, billing, and documents across various industries. Dated entries show an isolated product in June 2019, a small run from May to July 2025, and another run from March to July 2026 with peak monthly entries of two. Traction leaders, based on activity signals, include Mini-ERP-CRM-Operations-Portal with 1 star, and talkswahil and xms-frontend with 0 stars.
  11. SaaS subscription management tools25 entriesfirst seen 2026-04-09This cluster comprises web apps and platforms for tracking, managing, and optimizing SaaS subscriptions and related billing. The dated entry history is thin, with a single product appearing in each of seven months from December 2024 to July 2026, showing no clear shape. saas_guardian and entitleguard lead on traction, each with 1 star.
  12. Recipe import meal planners25 entriesfirst seen 2026-04-08This cluster consists of recipe manager apps that import recipes from websites, blogs, social media, and photos, then organize them into collections, plan weekly meals, and generate combined shopping lists. Dated entries appear sporadically from 2012, with a concentration of most entries in early 2026 (from 2026-02 through 2026-07). Traction leaders by activity signal are RecipesManagerPro, Cooklook: Smart Recipe Manager, and Pipiro, each showing zero stars.
  13. Language translation apps25 entriesfirst seen 2026-04-05The cluster comprises apps that translate text or speech between languages, often for travel or general communication. Its dated history is too thin to read a shape from—only four dated entries exist before the index start, and four members have no source date. Traction leaders all show zero stars, so no clear activity leader emerges.
  14. Budgets Expense Receipts25 entriesfirst seen 2026-03-29
  15. Website audit and recommendation tools25 entriesfirst seen 2026-03-25This cluster comprises web apps that audit public websites against performance, SEO, accessibility, best practices, UI/UX, and lead-generation criteria, then generate prioritized recommendations and action plans. The cluster's dated history is too thin to read a shape from, as fewer than five dated entries exist before the index start date. Among traction leaders, aeo-audit-linter leads with 4 stars, while weettah-ui-compass and webpulse each have 0 stars.
  16. Restaurant cost & pricing tools25 entriesfirst seen 2026-03-24This cluster consists of web and mobile tools for restaurants and caterers to calculate dish costs, menu pricing, profitability, and inventory. The dated history shows a single entry in April 2018, then a gap until November 2025, followed by several entries in early 2026. Among members with traction signals, MenuMetrics leads with 1 star, while others have 0.
  17. AI customer support widgets25 entriesfirst seen 2026-02-13This cluster consists of customer support platforms that embed live chat and voice widgets on websites, use AI agents grounded in a knowledge base to answer questions, and provide dashboards for human operator takeover. Entries before the index start were sporadic from November 2025 through June 2026, with single months and occasional pairs showing no clear trend. Among traction leaders, voishper leads with 2 stars, while Heyo and customer-desk have 0 stars.
  18. Financial ledger web apps25 entriesfirst seen 2026-02-03This cluster consists of web applications focused on creating and managing financial ledgers to track income, expenses, transactions, and balances. Dated entry counts before the index start show a sporadic pattern across a 14-month period (June 2025 through July 2026), with no clear upward or downward trend. Among traction leaders, fin-console leads with 2 activity stars, while ledger-lens and asiftraderledalpha each have 0.
  19. Social media analytics dashboards25 entriesfirst seen 2026-01-13This cluster covers dashboards for social media analytics that help content managers and creators track engagement, performance, publishing schedules, and audience growth. The dated history before the index start begins with a single entry in 2014-03, then a long gap until 2025, followed by a run of monthly entries from 2025-03 through 2026-07 (with occasional months having one entry). Social-dashboard leads traction with 1 star, while reelsboard and content-command-center each have 0 stars.
  20. Event ticketing and management platforms25 entriesfirst seen 2025-12-26This cluster comprises event management and ticketing platforms that let users discover, create, and book or purchase tickets, with integrated payment processing and order tracking. The dated entry history before the index start shows a couple of entries in June 2025, followed by single entries in November and December 2025 and June 2026, a sparse pattern, and three members lack source dates. Among members with activity signals, ingressopremier leads with 1 star, while ticketo and Event-Finder have 0 stars.
  21. AI conversational task assistants25 entriesfirst seen 2025-12-17This cluster consists of AI chat assistant apps that handle task management and Q&A through conversational interfaces for daily productivity. Entry counts show one product per month scattered across February 2023, May 2023, July 2023, December 2023, January 2025, February 2025, September 2025, November 2025, December 2025, and February 2026, indicating a sporadic, non-accelerating pattern. Traction is minimal: the leading products (jarvisjanemark2, nexus-panel-nexus, nexus-assistantv1) each have zero stars, so no single product leads.
  22. Applicant tracking systems25 entriesfirst seen 2025-11-22This cluster consists of applicant tracking systems that help employers and recruiters manage job postings, candidates, and hiring workflows. The dated entries before the index start are sparse, appearing in June 2025, November 2025, January 2026, and June 2026, with the highest count of two in November 2025. The traction leader is the-talent-app with 5 stars, while other members have 0 stars.
  23. Freelance mobile invoicing apps25 entriesfirst seen 2025-11-05These are mobile apps for freelancers and small businesses to create itemized PDF invoices, manage clients, and track paid/unpaid status. Entries from 2021-01 to 2026-07 show a steady but sparse arrival of similar products, with a modest increase in early 2026 (e.g., 3 in January and 2 in March). All traction leaders—Docs Maker, Invoice Maker by Easy Expense, and g8—currently show zero stars, indicating no dominant player has emerged.
  24. Gamified AI education platforms25 entriesfirst seen 2025-10-29This cluster comprises gamified learning platforms focused on computer science, AI, data structures, and programming skills. Many combine interactive visualizations, AI tutoring, and progress tracking. The dated history shows a single entry in 2018, then a gap until late 2025 when entries begin appearing monthly through mid-2026. The traction leader is scibly with 35 stars, while other members have zero stars.
  25. Family chore and task management25 entriesfirst seen 2025-10-15This cluster comprises household and family task management apps that organize chores, routines, schedules, and sometimes rewards or leaderboards. Dated entries before the index start span from December 2017 to May 2026, with an initial entry in 2017, a gap until 2024, and then a series of monthly entries from April 2025 onward, peaking at three entries in April 2026. Traction leaders (by activity signal) are po26006-aktivite-takip, Ohai.ai: Household Assistant, and frieda, each with 0 stars.
  26. AI exam practice generators25 entriesfirst seen 2025-10-03This cluster comprises AI-powered web and mobile apps that generate practice questions, mock exams, and quizzes for standardized tests and professional certifications, often with grading, feedback, and study plans. Dated entries are sparse and sporadic from 2019-06 through 2026-07, with no clear trajectory, so the cluster's history is too thin to show a shape. Traction leaders (AISprintQuizMaker, aegis, def-exam) all show zero stars, indicating no meaningful user adoption signal among dated members.
  27. AI security monitoring and response25 entriesfirst seen 2025-09-29This cluster comprises AI-powered security platforms spanning cybersecurity threat detection, API protection, AI agent firewalls, and crowd safety monitoring. Entries predate the index with sporadic releases from June 2025 through July 2026, one per month in most months and three in July 2026. Crowd-Management-and-Stampede-protection leads on traction with 4 stars, while AgentGuard and SentinelAI- each have 2 stars.
  28. Resume and CV builder apps25 entriesfirst seen 2025-08-19This cluster consists of web applications that help users create, edit, format, and manage professional CVs or resumes, often with the goal of tailoring them for job applications. Dated entries are sparse, appearing in six separate months between March 2025 and July 2026, with only August 2025 having two entries; all other months have a single entry. Among dated members, cjk-resume-studio leads on traction with 1 star, while the other two named leaders have 0 stars, indicating very low activity overall. Twelve members have no source date, and the cluster's dated history is too thin to read a clear growth shape from.
  29. Contract management web apps25 entriesfirst seen 2025-08-16This cluster comprises 13 web applications focused on creating, storing, and managing contracts or agreements, with variations spanning specific verticals like agriculture, music, and financial services. Dated entries before the index start appear sporadically from February 2025 to June 2026, with no clear trend, and three members lack source dates altogether. On traction, DealFlow-360, Smart-C-frontend, and agricon lead the activity signal, though all show zero stars.
  30. Retro desktop OS simulators25 entriesfirst seen 2025-07-31This cluster consists of web-based recreations of classic desktop operating systems (primarily Windows XP and 3.1) that run in the browser, bundling virtual filesystems, built-in apps, games, and window management. Only two dated entries exist before the index's start, so the cluster's dated history is too thin to read a shape from—it predates the index or its members are undated. Among members with activity signals, ReProgman leads with 62 stars, followed by wphone.dev (14 stars) and Developer-OS (12 stars).
  31. Personal finance tracking apps25 entriesfirst seen 2025-07-24This cluster consists of web apps that help individuals track personal income and expenses, with some offering dashboards, multi-currency support, and PDF reports. The dated history shows sporadic entries beginning in March 2025, with a small grouping of entries mid-2025 and a few later, though traction is limited. The leading product, expense-tracker, has 7 stars, with prem-expense-tracker at 1 star and Financial at 0.
  32. AI cold outreach automation platforms25 entriesfirst seen 2025-07-23This cluster consists of AI-driven cold outreach and sales engagement tools that automate personalized email, follow-up sequences, and lead management. Dated entries before the index began rose from one in July 2025 to peaks of three per month in March and April 2026, then tapered to one by July 2026, indicating an early growth cycle that eventually softened. On traction, Hogsend leads with 8 stars, followed by Pigeon with 7 stars, while Cold-Email-AI-Agent has none.
  33. AI career guidance apps25 entriesfirst seen 2025-07-21This cluster consists of AI-powered web applications focused on career planning, path recommendation, skill-gap analysis, and personalized learning roadmaps. The dated history shows sporadic small batches from March 2025 to July 2026, with no clear growth trend. CareerPilot-AI-main-update leads in activity signal, with ChibaLearning-Complete and Future-Me also among the top.
  34. Real estate value and investment analysis apps25 entriesfirst seen 2025-07-14This cluster consists of web apps that estimate property values, compare neighborhood benchmarks, and analyze factors that drive home prices, with a focus on evaluating real estate investment opportunities. The dated history is too thin to read a shape from—only a few dated entries exist before the index start, and several members have no source date. Traction leaders all show zero activity (stars), indicating no clear standout among the members.
  35. AI content marketing platforms25 entriesfirst seen 2025-07-05The cluster comprises AI-powered platforms that automate content creation, SEO optimization, and publishing across blogs, social media, and e-commerce, targeting creators, agencies, and marketers. The dated entry history before the index shows a slow but steady increase, with 1-2 new products appearing roughly every two to three months from July 2025 to July 2026. On traction, Plyxo-CRO-SEO-AIO-AEO-GEO leads with 11 activity stars, while other dated members show minimal signals.
  36. Peer-to-peer skill exchange platforms25 entriesfirst seen 2025-06-27This cluster consists of web platforms that facilitate peer-to-peer skill exchange by matching users who can teach with those who want to learn. The dated history before the index start is thin: five entries spaced from June 2025 to July 2026, showing no clear pattern. All traction leaders have zero stars, indicating no dominant player yet.
  37. Condominium management platforms25 entriesfirst seen 2025-06-21This cluster consists of platforms for managing condominium operations, covering facility bookings, maintenance, payments, communication, and niche features like pet tracking or utility metering. Dated entries before the index start show a sporadic pattern: one in June 2025, three in July 2025, one in May 2026, and one in June 2026, indicating no consistent growth trend. The traction leaders are MyCondPets, condo-assist, and Alfha-Soluci-nes-, all with zero stars, suggesting minimal early traction.
  38. Web music player apps25 entriesfirst seen 2025-06-18This cluster consists of web-based music player applications that allow users to play, pause, and manage audio tracks in the browser. The dated entry history shows a single entry in 2012, then a gap until 2023, followed by a series of entries from 2023-08 through 2026-04, with the highest number of monthly entries (2) in 2025-12. The traction leaders are systema, musicstageback, and stem-studio, each with 0 stars.
  39. AI caption generation tools25 entriesfirst seen 2025-06-15This cluster consists of web and mobile apps that use AI to generate social media captions, often from uploaded photos, with options for tone, style, hashtags, and occasionally alt-text. Some products target marketing agencies with editorial calendars and client approvals, while others serve individual creators or specific regional markets like Indonesian small businesses. Dated entries before the index start are thin, appearing in 2012, 2023, 2025, and 2026, with the months of March and July 2026 each showing two entries. The highest activity signals are Brivio_Collabration, human-evaluation-anri, and Caption-Craft, all showing 0 stars.
  40. Blockchain analytics dashboards25 entriesfirst seen 2025-06-06This cluster consists of 17 similar products focused on visualizing and analyzing blockchain activity, including wallet tracking, network metrics, transaction flows, and smart contract inspection. The cluster's dated history is too thin to read a shape from — it predates the index or its members are undated. Traction signal is minimal, with the top-ranked products (qubic-decentralization-report, CascadeDashboard, lazylora) each having 0 stars, indicating no measurable adoption yet.
  41. Slack incident and ops bots25 entriesfirst seen 2025-05-31This cluster consists of Slack bots that automate incident declaration, validation, triage, and coordination. The dated history is too thin to read a shape from, as only two entries have dates before the index start. Traction leaders are growdo-slack-bot and Slack-Incident-Automation-LLM-Project, each with 1 star.
  42. School admissions management systems25 entriesfirst seen 2025-05-26This cluster consists of web applications focused on school admissions, enrollment, and registration processes, ranging from national university selection to local vocational internships. Dated entries before the index start are sparse and irregularly set between January 2025 and June 2026, totaling five, so the timeline shape is too thin to read a consistent trend. CampusFlow leads on traction, followed by SMK-AL-FATIH-Web and waiver-ops-web.
  43. Bus and shuttle ticket booking25 entriesfirst seen 2025-05-24This cluster consists of web and mobile applications for discovering, booking, and managing bus, shuttle, and other public transport tickets, often with seat selection, payment, and administrative management. The cluster's dated history is too thin to read a shape from—only four dated entries exist, and nine members have no recorded source date. Among the traction leaders, clickbus, loopline, and RouteGo each hold 0 stars.
  44. Web-based digital reading platforms25 entriesfirst seen 2025-05-19This cluster consists of web apps for reading and browsing digital books and articles, offering digital library features such as browse, search, and read online. The dated entry record shows sporadic single entries from December 2020 through June 2026, with a slight concentration of monthly entries in late 2025 and early 2026, but no consistent growth pattern. The three traction leaders (gdlibrary-web, shelf-book-discovery, Amna-Library) each have zero stars, so no member currently stands out on activity.
  45. Pokémon and gacha team builders25 entriesfirst seen 2025-03-28This cluster consists of web apps that help players select, compare, and optimize teams for turn-based games such as Pokémon and gacha titles. The dated history is too thin to read a shape from—only four dated entries exist before the index start, and nine members have no source date. Traction is led by poke-rag with 31 stars, followed by RedFire-GymRush and Poke-Arena with 5 and 3 stars respectively.
  46. Solar energy web platforms25 entriesfirst seen 2025-03-25This cluster comprises web and mobile applications for solar energy, covering sales, customer management, community projects, monitoring, and reporting. Dating before the index start shows entries in March 2025 (2), then one each in April and September 2025, and January and July 2026, indicating an irregular, sparse early history rather than a consistent trend. Traction is led by Solar_web2, SolarWeb3, and Southern-Batteries, each with zero activity stars.
  47. URL shortening web apps25 entriesfirst seen 2025-03-17This cluster consists of web apps that shorten long URLs into short, shareable links. The dated history shows a single entry in February 2017, then no dated entries until March 2025, which saw two entries, followed by single entries in April, May, July, August, October 2025, and January 2026. The traction leaders are UrlShortener, url-shortener, and URL-shortener, each with 0 stars, indicating minimal activity.
  48. Church community management platforms25 entriesfirst seen 2025-03-14This cluster comprises web and mobile platforms for church communities to manage content, events, sermons, volunteer sign-ups, and member engagement. Dated entries appear sporadically from March 2017 to July 2026, with a concentration in 2025-2026. Traction leaders are VH-2AD-marchoux- and church-digital-platform, each with 0 stars.
  49. Bible reading and study apps25 entriesfirst seen 2025-01-09This cluster includes 21 products for reading, studying, and researching the Bible across desktop, terminal, and web platforms, with features like multi-translation comparison, search, bookmarks, and language-specific texts. Dated entries before the index start are sparse, appearing in only 10 months from January 2016 to April 2026, with 2026 having three entries in three months but otherwise no more than one per month; the overall pattern is irregular and thin, and 8 members have no source date. Traction is minimal, with Vers leading at 1 star, followed by HolyBible-Yii3 and berean-desk at 0 stars.
  50. Conversational AI shopping assistants25 entriesfirst seen 2025-01-04This cluster consists of AI-powered conversational shopping assistants that help users search products, manage carts, and complete checkouts via chat or voice. Dated entries before the index start appear sporadically from January 2025 through July 2026, with a single two-entry month in March 2026 and otherwise one entry per month. Among dated members, ShopBrain has the highest star count at 2, followed by shopify-mcp-server at 1, and OneSalesEx at 0.

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.