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WHITESPACE · CLUSTER INDEX · 9,969 CLUSTERS

Clusters

Every group of products the index has found building the same thing. Biggest collisions first, or newest first — all 9,969 of them, 50 to a page.

  1. Telegram restaurant order bots10 entriesfirst seen 2026-08-11This cluster comprises Telegram bots focused on restaurant food ordering, meal voucher management, and order tracking, with menu selection and payment integration as core features. The cluster's dated history is too thin to read a shape from, as fewer than 5 dated entries exist before the index start, suggesting it either predates the index or its members are undated.
  2. Discord account management dashboards10 entriesfirst seen 2026-08-11This cluster consists of web dashboards for managing multiple Discord accounts, with features like keeping accounts online, setting custom statuses and Rich Presence, and auto-joining voice channels. One product extends to general online accounts with points tracking and AI usage profiles, while another focuses on voice testing with multi-account load and stress tests. The cluster's dated history is too thin to read a shape from—no entries predate the index start. Traction leaders are workbuddy-account-hub (10 stars), discord-voice-testing-tool (5 stars), and Pookie_voice90 (1 star).
  3. Retail inventory & POS systems10 entriesfirst seen 2026-08-10This cluster comprises web-based inventory and point-of-sale systems for grocery, vegetable, and retail stores, covering stock management, sales, purchases, customer credit, and reporting. The dated history before the index start includes only 2 entries, too few to read a growth shape from, so the cluster's early trajectory is unclear. Among members with activity signals, BaiFy, charings-grocery-pos, and shop lead on traction, though all show zero stars.
  4. Kanban project management for small teams10 entriesfirst seen 2026-08-08This cluster covers collaborative kanban-based project and task management tools aimed at small software teams, featuring boards, team dashboards, and activity timelines. The cluster's dated history is too thin to read a shape from — it predates the index or its members are undated. Traction is evenly balanced, with TeamFlow, teamflow, and uptask each showing 0 stars.
  5. AI emergency response coordination platforms10 entriesfirst seen 2026-08-06This cluster consists of AI-driven systems for emergency medical response, including ambulance dispatch, hospital coordination, and disaster management. The dated history is too thin to read a shape from—only 2 entries are dated before the index start, so the cluster predates systematic tracking or has many undated members. Among members with traction signals, ResQX and DAROS lead with 2 stars each.
  6. WhatsApp-based finance trackers10 entriesfirst seen 2026-08-06This cluster consists of personal finance applications that let users record transactions and expenses through natural-language WhatsApp messages, with features like income/expense tracking, wallet balances, and AI-powered categorization and reports. The dated history before the index start is too thin to read a shape from—only one dated entry exists, so the cluster either predates the index or its members are undated. Among traction leaders, Aitbaar holds the highest activity signal with 1 star, while moneymio and e-finance each have 0 stars.
  7. Self-hosted AI note-taking apps10 entriesfirst seen 2026-08-04This cluster covers self-hosted, AI-assisted note-taking and personal knowledge-management apps, with features like semantic search, summaries, tasks, chat, cloud sync, realtime collaborative editing, and rich blocks. Its dated pre-index history shows one entry in February 2024, one in May 2024, then a gap before two entries in April 2026, one in May 2026, and one in June 2026. AstralNotes-Android is the traction leader at 6 stars, while obsidian-vault-kit and tachles-open-source each have 1 star.
  8. 3D and 4D geometry visualizers10 entriesfirst seen 2026-08-02This cluster comprises interactive tools for visualizing polyhedra and higher-dimensional geometry, spanning Platonic solids, polychora, and 4D manifolds. Their dated history is too thin to read a shape from—only two dated entries exist before the index start, so the cluster predates the index or its members are undated. Traction leaders are platonic-solids (4 stars), with polychora and ShadowGeometry at 0 stars each.
  9. Solar installation CRM and material planning10 entriesfirst seen 2026-07-29These products serve solar energy companies by managing customer records and installation workflows, including material list generation from inspection data and photo documentation. The cluster's dated history is too thin to read a shape from, with only one dated entry before the index start. Traction leaders are lista-material and two pair-wise projects, each with zero stars.
  10. Medical learning platforms10 entriesfirst seen 2026-07-27This cluster comprises digital platforms for medical education, spanning exam preparation, question-bank creation, active-recall tools, and AI-simulated patient practice. The dated history before the index starts only includes three entries, too thin to discern any shape, indicating the cluster either predates the index or has sparse dated records. On traction, dq-questionbank-core leads with 5 stars, while others have no stars.
  11. AI personal finance platforms10 entriesfirst seen 2026-07-27The cluster comprises AI-powered financial tools that automate receipt scanning, expense categorization, budgeting, and analytics, with one member also handling business expense management. Dated entries appear sporadically from January 2025 through July 2026, with the only multi-entry month being April 2026 (two entries), indicating an irregular cadence rather than a clear trend. VoiceKhata leads traction with three stars, while SpendWise and ai-expense-tracker hold none.
  12. game inventory market dashboards10 entriesfirst seen 2026-07-24These are companion dashboards for games such as Warframe that value player inventories, mirror live market prices, and plan or coach trades. 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. The leading member on traction is task-bar-hero-helper-light-version with 48 stars, followed by TBHHelper and tennoworth.
  13. Academic publishing platforms10 entriesfirst seen 2026-07-21This cluster comprises multi-tenant platforms for academic publishing, handling submission, peer review, publishing, and reader access, with some adding book catalogues, payments, or multilingual support. The cluster's dated history is too thin to read a shape from, with only two dated entries before the index start, so it likely predates the index or has undated members. Traction is led by scholarhub with 2 stars, while ArticleFlow and pku-author-platform have none.
  14. AI freight exception platforms10 entriesfirst seen 2026-07-16This cluster comprises AI platforms that detect freight shipping exceptions, analyze root causes, and guide logistics teams through resolution with recommended actions and priority alerts. Only three dated entries exist before the index start, too few to discern a trend shape, so the cluster's dated history is too thin to read — it either predates the index or has undated members. Traction leaders by activity signal are Bharatflow-AI and Sentinel, both at zero stars.
  15. E-commerce storefront web apps10 entriesfirst seen 2026-07-02This cluster consists of e-commerce web applications that allow customers to browse products and place orders, with some also supporting complete purchases or transactions. The dated history is too thin to read a shape from—only three dated entries exist before the index start, so it predates the index or members are largely undated. Among the members, SriramJewellery, onlaynshop, and proShop_e-commerce lead on traction, though all show zero stars.
  16. Voice grocery shopping assistants10 entriesfirst seen 2026-07-02This cluster comprises voice- and chat-driven grocery shopping assistants that help users build and manage lists, with features like running totals, aisle sorting, and daily-needs management. One member targets small shopkeepers in India with regional language commands, but most are consumer-focused. The dated history is too thin to read a shape from (only 3 entries before the index start), so the cluster likely predates the index or its members lack dates. Traction leaders are echoo-grocery-shopping-assistant and bazar, each with 1 star, while sahayak has 0 stars.
  17. Windows power plan switchers10 entriesfirst seen 2026-06-25This cluster consists of small Windows tray utilities for switching power plans or performance profiles, typically with one-click toggling and visual state indicators. The dated history before the index start includes only two entries, too thin to read a shape from, so the cluster either predates the index or many members are undated. Among traction leaders, BrightnessSync leads with 2 stars, while Boost11 and PowerPlanTray have 0 stars.
  18. Mobile map marker apps10 entriesfirst seen 2026-06-21This cluster comprises mobile map apps focused on placing markers, viewing coordinates, and attaching photos or descriptions. The dated history shows a sparse, irregular series of one entry per month across 2020, 2022, 2025, and 2026, with no clear trend. All traction leaders have zero stars, so no member has emerged as a frontrunner.
  19. Cleaning operations management apps10 entriesfirst seen 2026-06-21This cluster consists of web applications that help cleaning companies and short-term rental hosts manage bookings, scheduling, crews, and checklists. The dated history before the index start includes only 4 entries, which is too thin to read a shape from — the cluster predates the index or its members are undated. Traction is minimal, with all identified leaders showing zero stars, though bizstack-hosts ranks highest in activity signal.
  20. General e-commerce storefronts10 entriesfirst seen 2026-06-18This cluster consists of e-commerce storefronts selling a variety of products, from Akuma-branded items to general merchandise and hardware. The dated history is too thin to read a shape from -- only one dated entry exists before the index start, and most members have no source date. Traction leaders (neon-gear, Praveen-s-All-in-One-Shop, Akuma) each show 0 stars, so no clear traction leader emerges.
  21. AI Christian devotional apps10 entriesfirst seen 2026-06-12This cluster consists of mobile apps that combine AI with Christian devotional practices, offering personalized spiritual guidance, daily devotionals, Bible reading (often KJV), Q&A, and prayer tracking. The five dated entries before the index start appear at a rate of one per month across 2025-08 to 2026-07, indicating a sparse but periodic presence. All three traction leaders show zero activity signal, so no single product stands out as a clear leader.
  22. RAG customer support assistants10 entriesfirst seen 2026-06-11A cluster of AI-powered customer support platforms that use retrieval-augmented generation over enterprise knowledge bases to answer customer queries, with human escalation and admin/analytics dashboards. The cluster's dated history before the index start is too thin (only 2 entries) to discern a growth shape. Traction leaders are rag-kb-service and ai-digital-human-service, each with 1 star, while omni.io has 0 stars.
  23. ITSM helpdesk ticket tracking apps10 entriesfirst seen 2026-06-09This cluster consists of web-based IT service management tools that let helpdesk teams track support tickets, enforce resolution checks, monitor SLAs, and review audit trails or analytics with role-based access. Its dated history is too thin to read a shape from, with only 3 pre-index dated entries, so the cluster predates the index or its members are largely undated. Traction leaders are helpdesk-pro, IT-SM-System, and Service_Management_System, each showing 0 stars, indicating no clear traction leader yet.
  24. AI app generation platforms10 entriesfirst seen 2026-06-09This cluster consists of AI-powered platforms that generate complete, runnable applications or websites from natural-language prompts, typically featuring live previews, project history, and multi-agent collaboration. The cluster's dated entries begin in October 2025 and appear sporadically, with monthly counts rising from 1 to 3 by July 2026, indicating a gradual increase. The highest activity signal is shared by ai-website-powerhouse and Aurask-ai, each with 1 star.
  25. Path of Exile 2 companion overlays10 entriesfirst seen 2026-06-05The cluster consists of companion and overlay apps for Path of Exile 2, providing item price checks, campaign guides, build tracking, and stash filtering. The dated history is too thin to read a shape from, with only one dated entry before the index start, so the cluster predates the index or its members are undated. Traction leadership is held by auction-assistant with 1 activity star, while exilecompass-bin and poe4dummies each have 0 stars.
  26. Abstract grid strategy games10 entriesfirst seen 2026-06-04This cluster covers abstract, turn-based board games for two players (with one four-player variant) played on grids, including connection games (connect four, connect five), Go, Dots and Boxes, and sliding or barricade twists, often with adjustable board sizes or AI opponents. The dated history before the index shows six entries spread across 2015–2016 (two), 2022 (one), and May 2026 (three), forming a sporadic pattern with a small cluster in 2026. Traction is minimal across the board: the leading projects (Bovo, KFourInLine, Kigo) each have only 0 stars.
  27. Private AI chat Android apps10 entriesfirst seen 2026-05-28This cluster consists of Android apps for private AI chat that connect directly to local or cloud models without a central server, with some supporting bring-your-own API keys and offline operation. The cluster's dated history is too thin to read a shape from, as only two dated entries exist before the index start, so it predates the index or its members are largely undated. Among traction leaders, AI-Pocket-Chat leads with 50 stars, followed by yachiyo-claw (11 stars) and dsh-mobile (1 star).
  28. GraphQL API exploration tools10 entriesfirst seen 2026-05-22This cluster consists of web-based tools for exploring, querying, and testing APIs, with a strong focus on GraphQL and some broader REST support. The cluster's dated history is too thin to read a shape from—only 3 dated entries exist before the index start, so it likely predates the index or has many undated members. Resolvr leads traction with 3 stars, while terapi and Insomnia trail with 0 stars each.
  29. Beekeeping management platforms10 entriesfirst seen 2026-05-20This cluster consists of software for commercial beekeepers covering hive monitoring, health prediction, batch and harvest tracking, and QR-based traceability, with some offering sensor integration or an AI assistant. The cluster's dated history is too thin to read a shape from—only three entries predate the index and there are too few to discern a trend. On traction, Bee-Swarm-Simulator-Planter-Nectar-Toolkit leads with 25 stars, while HoneyAssist and honey-chain-sih-2026-live have none.
  30. Self-hosted private cloud storage10 entriesfirst seen 2026-05-18This cluster consists of self-hosted cloud storage and file sharing platforms, often adding encryption, office suites, e-signatures, or per-user controls. The cluster's dated history is too thin to read a shape from—only 3 dated entries predate the index start, so it likely predates the index or its members are undated. Traction is led by trilli with 64 stars, far ahead of others.
  31. Event registration and management10 entriesfirst seen 2026-05-17This cluster centers on event registration and management systems that allow organizers to create events, handle registrations, and manage attendees or participants. The cluster's dated history before the index start is too thin to read a shape from, with only four dated entries, indicating it either predates the index or many members lack source dates. All three traction leaders—event-management-system, nowshera-events-hub, and Esencia2026—show zero stars, so no clear leader emerges from the activity signal.
  32. AI tax & accounting platforms10 entriesfirst seen 2026-05-17This cluster comprises AI-driven platforms tailored for chartered accountants and tax professionals, covering tax filing, compliance automation, document management, and practice workflows. Dated entries before the index start show a single launch in August 2019, followed by a long gap until May 2025, then three additional entries in December 2025, May 2026, and July 2026, indicating recent but sparse activity. Traction is led by CA-Project (2 stars), followed by raki-ca-platform (1 star) and bharattaxgptai (0 stars).
  33. WordPress marketing and analytics plugins10 entriesfirst seen 2026-05-17This cluster comprises WordPress plugins and SaaS tools that focus on performance optimization, conversion enhancement, and analytics, spanning ad banner management, lead forms, speed tuning, affiliate marketing, uptime monitoring, testimonials, invoicing, loyalty programs, knowledge bases, and A/B testing. Entry counts increased from one in April 2026 to seven in May 2026, indicating a growing interest before the index began. The top activity signals are AffiStyle, turbopress, and sitepulse, though all currently show zero stars.
  34. Desktop antivirus scanning apps10 entriesfirst seen 2026-05-07The cluster consists of desktop applications for antivirus scanning, folder monitoring, and graphical scan results. The dated history is too thin to read a shape from, with only one dated entry before the index start. Traction is led by Malware-analysis-AsphDex (6 stars), followed by FZshield-antivirus (5 stars) and av-folder-monitor (0 stars).
  35. Real-time multilingual conversation translators10 entriesfirst seen 2026-05-03This cluster consists of web apps providing real-time spoken language translation and interpretation across languages, including specialized use cases like emergency communication, Arabic dialect interpretation, and VR social platforms. Dated entries before the index start appear sporadically: one in July 2025, one in April 2026, two in May 2026, and one in July 2026, showing a thin but present flow. Traction leaders—kikitan-translator, bol, and hablame.cloud—each have zero stars, indicating minimal observable activity.
  36. Sports court booking apps10 entriesfirst seen 2026-05-02This cluster consists of web applications for managing sports facility and tennis court bookings, with features like interactive calendars, real-time synchronization for multiple users, and role-based access for players and facility owners. The cluster's dated history is too thin to read a shape from—only 3 dated entries exist before the index start, so the cluster predates the index or has undated members. Traction leaders all show an activity signal of 0 stars, evenly matched across Applikasi-booking-lapang, NexCourt, and courtwatch.
  37. Video clip marketplaces10 entriesfirst seen 2026-05-02This cluster consists of online marketplaces for buying and selling video clips, AI-generated content, and creator services such as editing, thumbnails, and brand assets. The dated history before the index start is too thin to read a shape from—only two dated entries exist—so the cluster either predates the index or its members are undated. Traction leaders among these products show minimal activity signals, all at zero stars.
  38. Self-hosted learning management systems10 entriesfirst seen 2026-04-30This cluster comprises self-hosted learning management platforms catering to organizational training, course selling, coaching institutes, employee onboarding, and university education. The cluster's dated history is too thin to read a shape from – it predates the index or its members are undated, with only one dated entry before the index start. Among traction signals, cohort-harbor leads with 203 stars, while authentiq and Competence show no stars.
  39. Cannabis e-commerce and delivery10 entriesfirst seen 2026-04-28This cluster consists of e-commerce and delivery platforms for cannabis and hemp products, ranging from brand storefronts to multi-tenant management systems. The dated history is thin, with only five entries spread across 2025-10, 2026-02, 2026-04, and 2026-05, showing no clear shape. All three traction leaders have zero stars, indicating uniformly low engagement.
  40. Mobile AI coding agent control10 entriesfirst seen 2026-04-21These are mobile apps that let developers control AI coding agents, access terminals, edit files, and manage Git from a phone. The dated entry history before the index is thin—one entry in January 2025, then two each in April and July 2026—so the shape is irregular and sparse. RunWhale leads on activity with 9 stars, followed by NovaClaw with 2 and Mobile Harness with 0.
  41. Terminal VPN management tools10 entriesfirst seen 2026-04-18This cluster consists of terminal and command-line interfaces for managing VPN connections, ranging from provider-specific clients for Mullvad, ZeroTier, OpenVPN, and NetBird to a macOS menu-bar client and a Linux desktop GUI. The dated history before the index shows one entry in June 2022, then a gap until March 2026, with entries increasing to five in May 2026. Traction is led by AutoConnect with 6 stars, while other members show 0 stars.
  42. Educational screen time locks10 entriesfirst seen 2026-04-11This cluster comprises parental-control apps that lock chosen apps or games until children complete short, curriculum-aligned learning tasks or answer grade-appropriate questions, then grant timed access as a reward. The dated history shows one entry in 2017, one in 2021, one in 2025, and four in the first half of 2026, indicating sparse early activity with a slight concentration in recent months. All members have zero-star traction signals, with Minua: Earn Screen Time listed first as the traction leader.
  43. Low-latency LDAC routing packages10 entriesfirst seen 2026-04-07This cluster contains system packages and documentation for low-latency audio/video routing via PipeWire, primarily featuring LDAC decoding. The dated entry history is too thin to read a shape from, with only 10 entries in April 2026. The traction leaders by activity signal are pipewire-x11-bell-ldac, pipewire-ldac, and pipewire-docs-ldac, each with 0 stars.
  44. GLP-1 weight loss companion apps10 entriesfirst seen 2026-04-05This cluster comprises digital health tools for GLP-1 weight-loss therapy, including eligibility screening, prescription delivery, meal planning, side-effect tracking, and progress logging. Its dated history is too thin to read a shape from—only three dated entries exist before the index start, and most members lack source dates. Traction is uniformly low, with the top activity signals (glp1-lion-guard, semmly, Medication Reminder - DoseMate) all at zero stars.
  45. LinkedIn recruiting browser extensions10 entriesfirst seen 2026-03-31This cluster consists of browser extensions that help recruiters and professionals store private notes about people on LinkedIn, save job postings, and score candidates with AI. The cluster's dated history before the index start is too thin to read a shape from, as only a single dated entry exists. Traction leaders are linkedin-job-search-filter with 6 stars, followed by fillwright with 1 star, and rolodex-notes with 0 stars.
  46. AI e-commerce chat support10 entriesfirst seen 2026-03-25The cluster consists of e-commerce platforms integrating AI chat assistants for customer service, covering order inquiries, product questions, and refund requests via chat. The dated history is too thin to read a shape from, with only one dated entry before the index start. Among traction leaders, smartshop-ai leads with 76 stars, followed by coding9-lotse with 4 stars and curated-care-langgraph with 1 star.
  47. AI real estate virtual staging10 entriesfirst seen 2026-03-23This cluster consists of AI-powered web applications that virtually stage interior photos for real estate, converting empty or cluttered rooms into furnished, photorealistic images. The cluster's dated history is too thin to read a shape from, with only one dated entry before the index start; most members have no source date. Traction is led by QuickStaging-Documentation (1 star), while other members show zero stars.
  48. AI audio insight web apps10 entriesfirst seen 2026-03-07These web applications analyze audio and voice recordings to deliver AI-driven insights such as transcription, tone analysis, and sound classification. The cluster's dated history is too thin to read a shape from, with only four pre-index entries. Traction leaders HearGuide-AI, verselens, and record-stream-play each show zero stars, indicating no significant public traction.
  49. TV guide and program listing apps10 entriesfirst seen 2026-03-05This cluster comprises TV program guide applications and web services that display schedules, listings, and premiere dates, with some also offering episode tracking or random episode selection. The dated history is too thin to read a shape from — members predate the index or are undated. Traction is led by tvtimes (1 star), with global-media-discovery and EPG_Flutter at 0 stars.
  50. Spaced-repetition flashcard apps10 entriesfirst seen 2026-03-04This cluster consists of spaced-repetition flashcard apps, primarily for iPhone, that import Anki decks and schedule reviews based on memory. The dated entries span from May 2010 to July 2026, with an early entry in 2010, a long gap, and several entries in 2025 and 2026. Traction is led by Anki, though all traction leaders show zero 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.