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WHITESPACE · CLUSTER INDEX · 9,676 CLUSTERS

Clusters

Every group of products the index has found building the same thing. Biggest collisions first, or newest first — all 9,676 of them, 50 to a page.

  1. RAG document Q&A assistants21 entriesfirst seen 2026-08-13This cluster consists of AI assistants that use retrieval-augmented generation to answer questions from academic papers, administrative documents, or study materials. The dated history before the index start shows a sporadic pattern: single entries in March and September 2025, two in February 2026, and one each in June and July 2026, with no sustained upward trend. Traction is led by Intelligent-Research-Paper-Assistant and agentic-rag-assistant, both at 3 stars, while document-brain has 0 stars.
  2. Document Q&A with RAG21 entriesfirst seen 2026-08-13This cluster consists of web and enterprise applications that use retrieval-augmented generation to answer questions from uploaded documents, typically PDFs and DOCX files, with citations and semantic search. The dated history is too thin to read a shape from — only one dated entry exists before the index start, so the cluster's early trajectory cannot be characterized. Among traction leaders, HAHA-MLIVRAG shows the highest activity signal with 2 stars, followed by Intelligent-Research-Paper-Assistant (3 stars) and document-brain (0 stars).
  3. Internal request approval workflows21 entriesfirst seen 2026-08-13This cluster consists of internal web applications that let employees submit, track, and approve various operational requests—such as travel, equipment, stationery, and permissions—through role-based approval workflows. The dated history before the index start is too thin to read a shape from, with only 3 dated entries and 7 members lacking any source date. Traction is led by gestao-de-viagens-prototipo with 1 star, while stationery_app and bceg-hub-habilitations trail at 0 stars.
  4. macOS AI coding session monitors21 entriesfirst seen 2026-08-13This cluster consists of macOS menu bar utilities that monitor and manage active AI coding sessions from tools like Claude Code and Codex CLI, offering live status indicators, click-through navigation, and interface variations like Dynamic Island or Star Trek alerts. The cluster's dated history is too thin to read a shape from, as it has only three dated entries before the index start. Traction is led by ping-island with 1,108 stars, followed by MioIsland at 543 stars and SplashMonitor at 10 stars.
  5. Desktop AI agent skill managers21 entriesfirst seen 2026-08-13This cluster comprises desktop applications for managing reusable AI agent skills and deploying them across multiple coding tools. The cluster's dated history is too thin to read a shape from—it predates the index or its members are undated. Traction leaders are agentkib (119 stars), skillroster (43 stars), and Open-Pet-Office (9 stars).
  6. Company websites with admin backends21 entriesfirst seen 2026-08-12This cluster consists of company websites that include an admin backend for managing content, files, and images, with some providing contact forms and session management. The dated history is too thin to read a shape from—only two dated entries exist before the index start, indicating either an early stage or undated records. Traction leaders based on activity signal are offers-pishnahadat, Ziotech-Compro, and vaylixotechnologie, each currently at 0 stars.
  7. Local-first PDF research workbenches21 entriesfirst seen 2026-08-11The cluster consists of local-first workbenches for working with research PDFs, spanning debugging RAG systems, managing paper libraries with citation-based Q&A, and AI-assisted reading and annotation. The dated history before the index start is too thin to read a shape from, with no dated entries. Among traction leaders, traceclause leads with 72 stars, followed by academic-workbench and dockcv.
  8. Telegram AI content bots21 entriesfirst seen 2026-08-10This cluster of 29 products comprises AI-powered Telegram bots that generate, edit, and transform media and text, including images, videos, captions, and styled text, often with localized language support. Only 4 dated entries exist before the index start, so the cluster's dated history is too thin to read a shape from; it predates the index or its members are undated. Traction leaders include NovaAgent (12 stars), SlangUA (5 stars), and gholam (8 stars).
  9. Ride-hailing and transport booking platforms21 entriesfirst seen 2026-08-07This cluster comprises ride-hailing, taxi, airport transfer, and paratransit booking platforms, many with admin consoles, fleet tracking, and separate driver/passenger apps. The dated history is thin early on, with a single entry in 2011, then no entries until 2025-02, followed by sporadic monthly entries and a peak of four in 2026-04. The leading traction products are vora-admin, project.agy, and ptgi-travel-platform, each at 0 stars.
  10. Community recipe sharing websites21 entriesfirst seen 2026-08-07This cluster comprises websites where home cooks browse, share, and rate recipes, with some focusing on specific niches such as baking, Italian American dishes, or cultural spice traditions. The dated history is too thin to read a shape from — it predates the index or its members are undated. Traction leaders by activity signal are tinavnourish, WorldTable, and sift, each with 0 stars.
  11. Student enrollment management systems21 entriesfirst seen 2026-08-07This cluster comprises web applications for student registration, enrollment, and admissions management, covering school, university, and youth-organization contexts. The dated history shows a steady one-per-month cadence from June to October 2025, followed by a single entry in July 2026. Traction leaders by activity signal are pendaftaran-mudah, AISO_DjangoWebApp, and easy-enroll-manager, though all currently show zero stars.
  12. Browser Texas Hold'em poker21 entriesfirst seen 2026-08-05This cluster consists of browser-based Texas Hold'em poker games that focus on multiplayer play, often featuring private rooms, tournaments, and AI opponents. The dated history before the index start is too thin to read a shape from, as only 4 dated entries exist, so the cluster predates the index or its members are undated. Among the members with activity signals, noir-holdem, poker-amphi, and Holdem-Live lead, though all currently show zero stars.
  13. Encrypted ephemeral sharing apps21 entriesfirst seen 2026-08-01Cluster of web apps for sharing encrypted notes, files, and secrets via links that expire or self-destruct after a set number of views or time. Dated entries begin with two in September 2020, then a single in June 2024, and a few scattered singles through late 2025, indicating an early start with sporadic later additions. Traction is led by filebeam (6 stars), followed by obscura (3 stars) and pastebox (0 stars).
  14. Influencer-brand collaboration platforms21 entriesfirst seen 2026-08-01This cluster consists of platforms that connect influencers, creators, and brands for content sharing, collaboration, and networking. The dated entry history spans from 2016-09 to 2025-11, with most pre-index entries concentrated between February and June 2025, plus isolated entries before and after that period. The traction leaders are connecta, Creatorly, and Insense: Brand Collabs, each showing 0 stars.
  15. Multi-agent AI coding workspaces21 entriesfirst seen 2026-07-17This cluster consists of desktop applications that orchestrate multiple AI coding agents, each running in isolated Git worktrees, with features for steering agents and merging results. The dated history before the index start shows a single entry in June 2025, a gap, then four entries from April to July 2026, indicating an uneven but recent pattern. Among these dated members, tutti leads traction with 3,667 stars, far ahead of openbot (43) and matou (14).
  16. AI developer project dashboards21 entriesfirst seen 2026-07-13This cluster consists of local-first dashboards for AI-assisted developers that track repository state, agent sessions, plans, risks, and next actions across multiple projects. The dated history is too thin to read a shape from, with only two pre-index entries. Claude-unlimited leads on traction with 218 stars, followed by work-stack (4) and project-minder (3).
  17. Browser research capture extensions21 entriesfirst seen 2026-07-10The cluster comprises browser extensions that convert highlighted web content into structured notes, summaries, citations, or direct exports to tools like Notion, primarily serving research and data-entry workflows. Dated entries before the index start are sparse but present: one in 2022-06, one in 2025-08, and three in mid-2026 (one in 06, two in 07), with the sparse pattern making any shape hard to read beyond occasional releases. The traction leader is paper-library-checker with 102 stars, while browserops-capture and context-lens each have zero stars.
  18. Farm management web dashboards21 entriesfirst seen 2026-06-30These products are web dashboards for farmers to monitor sensors, control automation, track crops or livestock, and manage operations such as harvest, buy-back, finances, and inventory. Their dated entries appear sparsely from June 2025 through June 2026, with one or two per month and no sustained pattern. The traction leaders all show zero stars, so no product stands out as an activity leader.
  19. Investor and financial client portals21 entriesfirst seen 2026-06-11This cluster comprises 18 web-based portals and websites for investment management, investor relations, financial advisory, and client dashboards, often featuring role-based access, document management, and workflow support. Dated entries before the index start are sparse and irregular, appearing in isolated months from February 2025 through June 2026, with no discernible trend. Traction leadership is held by RoyalSquarePortal with a 4-star activity signal.
  20. Enterprise AI decision platforms21 entriesfirst seen 2026-06-04This cluster consists of enterprise platforms that unify disparate data sources and apply AI to generate insights, dashboards, and strategic recommendations for executives. The cluster's dated history is too thin to read a shape from — only three dated entries exist before the index start, and many members are undated. Provenance-guard leads on traction among the cluster's members.
  21. Photo-based home inventory apps21 entriesfirst seen 2026-05-05A cluster of home inventory apps that let users photograph belongings, auto-identify or scan items, assign storage locations, and locate items later via photo, name, tag, or note search. The dated entries before the index start are sparse until 2025, then occur more frequently across 2025-2026, though the pre-index record is too thin to confirm a clear pattern. Traction is led by Boxed-Inventory-App with 17 stars on GitHub.
  22. Local background removal apps21 entriesfirst seen 2026-05-02This cluster consists of desktop, mobile, and browser-based apps that remove backgrounds from images locally on-device, often with batch processing and transparent PNG export, without uploading photos to servers. The dated history is too thin to read a shape from, as only three entries have dates before the index start. Among members with activity signals, rembg-gui-batch leads with 150 stars, followed by windows-local-ai-background-remover (25) and lumacut (7).
  23. AI workout logging apps21 entriesfirst seen 2026-04-28This cluster comprises workout and strength-training trackers that log exercises, sets, and reps, with many adding AI-driven coaching, progress analytics, and personalized plans. The pre-index dated history is sparse through 2023 (single entries in 2018, 2021, and two in 2023) before becoming more frequent with multiple entries from February to July 2026. Traction leaders are LiftOS and tracker-native-app, each with 1 star of activity signal, while strength-tracker has 0 stars.
  24. SaaS financial modeling apps21 entriesfirst seen 2026-04-28This cluster consists of web applications for financial modeling, SaaS metric projection, and business valuation, typically using DCF and scenario analysis. Dated entries appear sporadically from April 2025, with a slight concentration in April through June 2026 (four entries). Traction leaders by activity signal are indie-saas-pricing-calculator, saas-lab, and j_curve_studio, all currently at zero stars.
  25. AI-ready local document prep tools21 entriesfirst seen 2026-04-20Cluster of desktop tools that assemble local files (Markdown, Office, PDFs, screenshots) into compact, AI-ready context packages for coding agents and assistants. The dated history before the index start is too thin to read a shape from — only 4 dated entries exist. Traction is led by cpah-docs (6 stars), followed by Word-for-Markdown (4 stars) and DUIN (1 star).
  26. Travel companion apps21 entriesfirst seen 2026-04-13The cluster comprises 15 travel companion apps that help with trip planning, navigation, itinerary management, and destination discovery. Dated entries before the index span December 2013 to May 2026, but they appear in small isolated groups (e.g., three consecutive months in early 2022, pairs in late 2024/early 2025 and late 2025/early 2026), indicating a sparse, non-continuous timeline. Traction leadership is held by House of Travel, followed by lokadia and smart-suitcase, though all show zero activity stars.
  27. Real estate marketplace platforms21 entriesfirst seen 2026-03-29This cluster comprises real estate marketplace and management platforms that connect buyers, sellers, and agents via property listings, lead tracking, and admin moderation. The cluster's dated history is too thin to read a shape from—only 3 dated entries exist before the index start, so it predates the index or its members are undated. PropEx-RealEstate-MS leads on traction with 1 star, followed by propnest and porli at 0 stars each.
  28. Kanban task management boards21 entriesfirst seen 2026-03-18This cluster consists of kanban-style task management applications, many self-hosted, with common features like drag-and-drop, real-time sync, and user authentication, and some adding AI or MCP integrations. Dated entries before the index start appear sporadically from March 2025, with a concentration in early 2026 and the most entries in March 2026. Traction leaders are kanb (2 stars), followed by boardoil-oiltty and pandan (1 star each).
  29. Business and asset valuation tools21 entriesfirst seen 2026-03-02This cluster consists of web-based calculators and dashboards that estimate the value of businesses, assets, or claims using methods like discounted cash flow, EBITDA multiples, and market comparisons. The dated history is too thin to read a shape from, as only four entries predate the index start, suggesting the cluster either predates the index or most members lack dates. Among the traction leaders, NY-LedgerHub, DCFlow, and secure-quote show the highest activity signals, though each has 0 stars.
  30. Freelancer CRM tools21 entriesfirst seen 2026-02-16The cluster comprises lightweight CRM tools aimed at freelancers, solo consultants, and small businesses, with features for contact tracking, follow-ups, and some AI-assisted workflows. The dated history begins with a single entry in 2010, then a gap until late 2025, followed by a series of entries through early-to-mid 2026. The only traction leader with any activity signal is wefluence-admin-panel (1 star); clientpulse and AI-CRM-Assistant have zero stars.
  31. Small-business sales management apps21 entriesfirst seen 2026-02-11The cluster comprises web apps that help small businesses track and manage sales, inventory, customers, quotations, and transactions. Dated entries from May 2025 to June 2026 appear sporadically, with small counts in those months and gaps in between, so no clear trend is visible. The traction leader is Team-StackForge-Odoo-HQ-Hack, which shows the highest activity signal (3 stars) among the named members.
  32. Automated README and documentation generators21 entriesfirst seen 2026-02-08This cluster consists of web, desktop, and hosted tools that automatically generate or update documentation—especially README files—from code repositories and git history, often using AI. The dated history prior to the index start shows entries in July 2025 (3), February 2026 (2), and April 2026 (1), with July 2025 being the most active month. In terms of traction, ReadmeGenAI and Broken-Link-Website lead with 117 and 110 stars respectively, while the desktop app has only 3 stars.
  33. Personal expense and budget trackers21 entriesfirst seen 2026-02-02This cluster comprises 12 web apps focused on tracking personal expenses, setting budgets, and monitoring spending habits, with some offering rewards or insights. The dated entry history shows an early concentration in July 2025 (4 entries) and smaller additions through May 2026, indicating a front-loaded pattern with sporadic later entries. Traction signals are minimal, as moneybuddy, EXPENSETRACKER, and CasaCuenta each show 0 stars yet lead the cluster's activity ranking. One member has no recorded source date.
  34. Procurement and purchase order management21 entriesfirst seen 2026-01-28This cluster contains web applications that streamline procurement-to-payment workflows, covering purchase requests, approvals, purchase order generation, vendor onboarding, invoice matching, and budget tracking. The dated history is too thin to read a shape from, with only 4 dated entries before the index start, and 6 members have no source date. Traction leaders by activity signal are crop-center-sync, Purchase-Orders, and prpd-web, each with 0 stars.
  35. Self-hosted ebook library readers21 entriesfirst seen 2026-01-27These self-hosted web apps manage and read personal ebook libraries, with upload, organization, and cross-device progress syncing. The dated history is too thin to read a shape from, with only three dated entries before the index start, so the cluster predates the index or its members are undated. Traction is led by bookshelf (366 stars), with cedar-server (10 stars) and Kolibre (9 stars) trailing.
  36. LED lighting control apps21 entriesfirst seen 2026-01-20This cluster comprises applications for controlling LED and smart lighting systems, covering color changes, effects, scheduling, and device-specific controls across various hardware. The dated entry history is sparse, with five entries scattered across 2015, 2022, and 2025-2026, showing no clear growth pattern. The traction leader is Steam-Machine-Led-Bar-Controller, which leads the activity signal with 3 stars.
  37. Desktop system monitoring dashboards21 entriesfirst seen 2025-12-26This cluster comprises desktop applications that monitor system resources, processes, services, and performance, often with real-time dashboards, gauges, and overlays. Entry counts were sparse from December 2020 through mid-2025, then rose to a steady one to three per month from December 2025 to June 2026. Pulse leads on traction with one star, while usb-dashboard and pc-system-monitor have zero stars.
  38. Multilingual translation web apps21 entriesfirst seen 2025-12-25This cluster comprises web-based tools that translate text between languages, with variants supporting file uploads (PDF, DOCX, PPTX, TXT), image text extraction, speech, Braille, constructed languages, and code translation. Their dated history is too thin to read a shape from — only 3 dated entries predate the index, leaving the timeline ambiguous. Traction is minimal, with novabraille, nobodies-ceviri, and ecapp each showing 0 stars as the leading entries.
  39. Classroom content sharing apps21 entriesfirst seen 2025-12-17This cluster consists of web apps that facilitate sharing and distributing classroom materials between teachers and students, including uploads, feeds, and announcement boards. The dated history before the index start is too thin to read a shape from, with only one dated entry. Traction leaders by activity signal are classboard, classmate, and ramagya-vocational, each currently at 0 stars.
  40. Messaging bot finance trackers21 entriesfirst seen 2025-12-12This cluster consists of personal finance tracking tools that integrate with messaging platforms like Telegram and WhatsApp, handling income/expense tracking, categorization, and reports. Dated entries before the index start show a gradual rise from one in Dec 2025 to three by Jul 2026, with a small number of entries each month. The traction leader is oblik-finansiv with one star, while eurotrack and automate-life have zero stars.
  41. Healthcare facility locator apps21 entriesfirst seen 2025-12-09This cluster consists of mapping and location-based tools for finding healthcare facilities, clinics, doctors, and wellness services, with some offering appointment booking or health information. The dated history shows single entries in May 2025, December 2025, March 2026, May 2026, and July 2026, indicating a sporadic presence without a clear pattern. The traction leaders, all at 0 stars, are Épione, Smart-Hospital-Locator-And-Doctor-Appointment-System, and medifind.
  42. Browser brick breaker arcade games21 entriesfirst seen 2025-12-05The cluster comprises four browser-based brick-breaker games featuring power-ups, bosses, and procedurally generated levels. The dated history is too thin to read a shape from, with only one dated entry prior to the index start. Traction leaders are dxball-spellbreaker and block-breaker-game, each with one star, while brickrush shows zero stars.
  43. Multi-tenant restaurant management platforms21 entriesfirst seen 2025-11-26A cluster of multi-tenant restaurant management platforms unifying POS, ordering, kitchen display, inventory, and often QR ordering and loyalty. The dated history shows an isolated 2020 entry followed by a concentration from mid-2025 through mid-2026, with two entries in March 2026. Software-Restaurante leads on traction with 1 star, while Order-management-system and satori-app have 0 stars.
  44. AI lead generation platforms21 entriesfirst seen 2025-11-12This cluster comprises AI-powered sales and lead generation platforms that automate prospecting, lead scoring, and outbound outreach for B2B and some B2C teams. The dated entry pattern before the index shows a slow, steady trickle of roughly one product per month from February 2025 to June 2026, with two entries in the final month. Traction leaders are weixiaomi-customer-acquisition and leadpulse-ai (both 1 star), with prospecta-ai-b2c-prospeccao-ativa at 0 stars trailing.
  45. Worship planning and presentation tools21 entriesfirst seen 2025-11-07Software products for planning and presenting church worship services, covering hymn indexing, setlist management, projection, and digital hymnals. The dated history before the index start is sparse and irregular, with single entries in 2010, 2020, 2021, and 2026, and pairs in 2025-08, 2025-11, and 2026-05. The traction leaders are ministry-stage-releases (2 stars), followed by praise-play and selah (1 star each).
  46. API testing and management tools21 entriesfirst seen 2025-11-06This cluster comprises web-based and desktop tools for building, testing, and managing HTTP and WebSocket APIs, including request builders, collection organizers, environment managers, and prompt-engineering workspaces. Dated entries before the index start show an initial grouping from November 2025 through January 2026, followed by a single entry in July 2026. PostmanLite leads traction with 11 stars, ahead of OpenBox and ericaqa-api-runner.
  47. Real-time location sharing apps21 entriesfirst seen 2025-11-05The cluster consists of real-time location sharing apps for friends, family, and trusted groups, typically featuring map views, chat, and privacy controls. The dated history is long enough to interpret: one entry occurred in 2015, one in 2021, and six more from February 2025 through January 2026, showing a recent concentration of activity. Waypoint and flock-find-track lead on activity signals with 1 star each, while Tibro trails at 0 stars.
  48. 360-degree virtual tour platforms21 entriesfirst seen 2025-11-04These products create and host 360-degree and 3D virtual tours for real estate, architecture, museums, and destination exploration. The dated entries before the index start are relatively thin, with a small grouping in November 2025 and a few later entries through July 2026. The clear traction leader is 360-tour with 6 activity stars, while Oxphyre and museusussuaranaconceito trail with 0 stars.
  49. Competitive coding judge platforms21 entriesfirst seen 2025-11-01This cluster consists of web platforms for solving programming challenges with automated judging, including competitive features like contests, duels, and ratings. Dated entries appear in Dec 2024, Nov 2025, and May 2026 with 1, 2, and 2 members respectively, a sparse pattern with no clear growth trend. OJ_Insight leads on traction with 59 stars, while CampusCode has 2 and another member has 1.
  50. CSV-to-chart data tools21 entriesfirst seen 2025-10-27This cluster comprises web tools that convert, clean, or visualize uploaded spreadsheet data—typically CSV or Excel—into charts, reports, or formatted files, often using AI assistance for analysis or column mapping. The cluster's dated history is too thin to read a shape from—only 3 pre-index dated entries exist, and 7 members have no source date. On traction, three members lead with activity signals: report-builder, excelcharts-ai-hub-main, and mvp-csv-bridge, all at 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.