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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. Session-memory chatbots15 entriesfirst seen 2026-08-14This cluster consists of chatbot web apps that answer user questions using generated responses while retaining conversation history within a session. The dated history is too thin to read a shape from—only two dated entries exist, so the cluster predates the index or its members are undated. Traction is minimal, with all leaders (GenAi_ChatBot, AI-Chatbot, CHATBOT--USING-GROQ-and-LANGCHAIN-) showing 0 stars.
  2. Telegram file sharing bots15 entriesfirst seen 2026-08-14The cluster consists of Telegram bots that accept file uploads and return direct download links for sharing. The cluster's dated history is too thin to read a shape from, as it predates the index or its members are undated. Among the members with activity signals, shelf-drive leads with 1 star, while Hosting-scr and Netlify- have 0 stars.
  3. Movie and TV aggregator apps15 entriesfirst seen 2026-08-14The cluster consists of web and mobile apps that aggregate movies, TV shows, and other media from multiple online sources, offering search, streaming, downloading, and cross-device syncing. The cluster's dated history is too thin to read a shape from, with only three dated entries before the index start. Traction leaders are AirFlix, didi-video, and moontvplus.
  4. Classroom quiz games with live leaderboards15 entriesfirst seen 2026-08-14This cluster consists of classroom quiz and discussion games that use real-time, phone-based participation, team assignments, and live scoring with teacher-controlled sessions. The dated history is too thin to read a shape from—the only pre-index entries are zero-dated, so the cluster predates the index or its members are undated. Among members with activity signal, kelas2, our-city-our-choice, and thahook lead, though all show zero stars.
  5. Video-to-text summary apps15 entriesfirst seen 2026-08-13This cluster consists of web applications that generate text summaries, transcripts, and key points from videos, typically YouTube or uploaded files. The dated entry history is too thin to read a shape from—only one entry exists before the index start, and seven members have no source date. The highest activity signals come from AI-Video-Knowledge-Extractor, AI-Summary-and-Quize-Genrator-For-You-Tube-URL, and TEXT-SUMMARIZATION-ON-STRUCTURED-AND-UNSTRUCTURED-DATA, each with zero stars.
  6. Laboratory equipment inventory tracking15 entriesfirst seen 2026-08-13These web applications manage lab equipment loans, inventory records, audit trails, room scheduling, barcode-based asset tracking, and role-based request approvals for university departments. The cluster's dated history is too thin to read a shape from, since only two pre-index entries exist. Traction leaders by activity signal are lab-arng, campus-lab, and Ecoprestamos, each with zero stars.
  7. visual fashion search apps15 entriesfirst seen 2026-08-13This cluster consists of web apps that let shoppers upload fashion images to find visually similar items from a catalog, sometimes with conversational interaction and sometimes specialized for sarees. The cluster's dated history is too thin to read a shape from — it predates the index or its members are undated. The highest activity signals come from Multimodal_Fashion_Rag, flipkart-grid-search, and seh-kelly-archive.
  8. Shipping and freight cost calculators15 entriesfirst seen 2026-08-13This cluster of 18 software is web and desktop calculators and tools for estimating shipping costs, freight rates, dimensional weight, cargo volume, and related logistics metrics. The cluster's dated history is too thin to read a shape from, as only 4 dated entries exist before the index start, so its members are largely undated or predate the index. Traction leaders are duijitu, fretes-linkservicos, and LiveDemo, all with 0 stars.
  9. Online vendor marketplace platforms15 entriesfirst seen 2026-08-13This cluster is online marketplace ideas in which vendors list products and customers browse and buy them. Only four dated entries exist before the index start, too few to read a timeline shape from, so the cluster's dated history is too thin — it predates the index or its members are undated. Traction leaders, highest first, are sobra-platform, raqamlibozor, and qarayemarchants, each with 0 stars.
  10. Disk cleanup utilities15 entriesfirst seen 2026-08-13This cluster consists of desktop utilities that analyze disk usage and remove unnecessary files to free storage, primarily targeting Mac users. The dated history is too thin to read a shape from, as only 3 entries predate the index start, so the cluster either predates the index or has mostly undated members. Among the traction leaders, DiskCleaner shows the highest activity with 2 stars, while disk-whisperer-mac and c-drive-cleaner-lite have 0 stars.
  11. AI personal knowledge management apps15 entriesfirst seen 2026-08-12This cluster consists of personal knowledge management apps that store notes and documents and let users query the entire knowledge base through a conversational AI assistant. The dated history before the index start has only 1 entry, so the cluster's timeline shape is too thin to read — it predates the index or its members are undated. Among traction leaders, NodAgent leads with 3 stars, followed by second-brain-graphrag with 1 star, and 2nd-Mind with 0 stars.
  12. Rick and Morty fan browsers15 entriesfirst seen 2026-08-11This cluster consists of web apps and fan wikis that catalog and display characters, episodes, and trivia from the Rick and Morty series, typically as browsable interfaces. The cluster's dated history is too thin to read a shape from, as there are no dated entries before the index start. Traction is led by three products (conexa-challenge-nextjs, React App, Rick&Morty Wiki), each with 0 stars, indicating minimal engagement.
  13. AI desktop assistants15 entriesfirst seen 2026-08-11This cluster consists of AI-powered desktop assistants that control Windows or other desktop environments via natural language, handling apps, files, web tasks, and workflow automation. The dated history is too thin to read a shape from—it predates the index or its members are undated. Among traction leaders, wechat-ai-assistant shows the highest activity signal (5 stars), followed by Jarhead and Ultron (2 stars each).
  14. macOS dev server managers15 entriesfirst seen 2026-08-11This cluster consists of macOS menu bar apps that help developers monitor and manage running dev servers, processes, and memory usage, often allowing one-click termination or pausing. The cluster's dated history is too thin to read a shape from – it predates the index or its members are undated. Traction is led by macos-sysdata with 611 stars, far ahead of open-bar (7) and ghostdev (3).
  15. Habit and smoking quit trackers15 entriesfirst seen 2026-08-11This cluster consists of apps and tools for quitting bad habits, primarily smoking, by tracking days, streaks, money saved, and health milestones. The dated entry history is sparse and irregular, with 8 entries spread across 2016, 2019, 2020, 2025, and 2026, showing long gaps and no clear trend. On traction, smokeless-web leads with 2 stars, while IDIDIT and SmokingYou have 0 stars.
  16. Claude Code usage tracking widgets15 entriesfirst seen 2026-08-11This cluster consists of desktop floating-window widgets that display real-time Claude Code usage metrics, including token consumption, session context, subscription plan limits, and reset countdowns for Windows and macOS. The dated history before the index start is too thin (only 2 dated entries) to discern a timeline shape, indicating the cluster may predate the index or have mostly undated members. Among the named traction leaders, widget-usageClaude has the highest star count (10), followed by usage-bar (3) and claude-meter (0).
  17. Self-hosted cloud storage apps15 entriesfirst seen 2026-08-11This cluster consists of self-hosted private cloud storage applications focused on file upload, share-link generation, and user quota/access management. The dated history before the index start is too thin to read a shape from, as there are zero dated entries, so the cluster either predates the index or its members are undated. Traction among these products is led by teledrive with 40 stars, followed by acs (2 stars) and nano-cloud (1 star).
  18. Mood-based music recommendation apps15 entriesfirst seen 2026-08-09This cluster comprises apps and web apps that recommend music based on mood, emotion, or vibe, using inputs such as user selection, text, facial expressions, or images. The dated history before the index start shows one entry in 2019 and four entries across 2025, with no discernible trend. Traction leaders—vibemusic-app, Pandora, and TuneWithin—each show 0 stars, indicating limited user engagement.
  19. Food delivery platforms15 entriesfirst seen 2026-08-09This cluster consists of food delivery platforms that let customers browse restaurants, place orders, and track delivery, while restaurant owners or admins manage orders, menus, and analytics. The dated history before the index start is too thin to read a shape from—only 4 dated entries exist, so the cluster predates the index or its members are undated. Among traction leaders, Zaika shows the highest activity signal with 4 stars, while food-delivery-platform and FeastFlow have 0 stars.
  20. AI strength training logs15 entriesfirst seen 2026-08-05This cluster consists of strength-training and workout log apps that add AI coaching, including analysis of training history, session-adjustment recommendations, exercise libraries, and recovery-based daily suggestions. With only 4 dated entries before the index start, the cluster's dated history is too thin to read a shape from — it predates the index or its members are undated, and one member has no source date. The listed traction leaders are strength-tracker, onemore, and Gainwerk: Gym & Workout Log.
  21. Art management CRM platforms15 entriesfirst seen 2026-08-03This cluster comprises CRM and management tools for visual artists, covering artwork tracking, sales, exhibitions, client relationships, and payment handling. The dated history is too thin to read a shape from — no pre-index entries exist, so the cluster either predates the index or its members are undated. Traction leaders by activity signal are crava, bustamanager-hub, and mnl-ecosystem-2.v-MNL, all currently showing 0 stars.
  22. AI business automation platforms15 entriesfirst seen 2026-08-02The cluster consists of multi-tenant SaaS platforms using AI to automate business tasks such as building assistants, managing sales and support interactions, and handling commissions. Dated entries before the index start show activity in October 2025 (1), April and May 2026 (2 each), and July 2026 (1), indicating a sporadic pattern with a brief concentration in spring 2026. Tellsight leads traction with 3 stars, while convoforge and communication-hub have 0 stars.
  23. AI property management platforms15 entriesfirst seen 2026-08-02This cluster consists of AI-powered platforms for real estate and property management, automating tasks such as tenant communication, leasing, search, scheduling, and analytics. The dated history is too thin to read a shape from, as only four dated entries exist before the index start, and five members have no source date. The traction leaders are estate-intel, contractoros-ai, and titlewise, each with 0 stars on activity signal.
  24. Self-hosted Markdown note apps15 entriesfirst seen 2026-07-31This cluster consists of self-hosted Markdown note-taking applications that offer a web-based editor, git-based versioning and sync, sharing, and additional features like full-text search, two-factor authentication, or blog mode. Only three dated entries exist before the index start, so the cluster's dated history is too thin to read a shape from. Among traction leaders, notes-widget-for-markdown has the highest activity signal with 13 stars, followed by loggo with 1 star and toishi-note with 0 stars.
  25. Steam game management utilities15 entriesfirst seen 2026-07-30This cluster is a collection of desktop, terminal, and plugin tools for managing Steam games, libraries, builds, achievements, and related local assets. The dated history spans 2016 to mid-2026 with a sparse, uneven cadence, including three entries in July 2026 alone. luavault leads traction with 41 stars, far ahead of SteamPipeManager (3) and DeckShelf (2).
  26. Radial pie-menu launchers15 entriesfirst seen 2026-07-29Cluster of radial, wheel-style launchers for quickly opening apps, folders, or shortcuts, typically via a hotkey or cursor-centric menu. The pre-index dated history is too thin to discern a trend--only one dated entry exists, so no shape can be read. Among members with activity signals, MiaoQiWheel leads with 4 stars, MacKards has 3 stars, and launchpadx has 1 star.
  27. Peer-to-peer barter marketplaces15 entriesfirst seen 2026-07-26This cluster consists of web apps that let individuals buy, sell, or barter items directly with one another. Dated entry counts before the index start are intermittent: one entry in 2013-10, a grouping from 2025-05 through 2025-08 with monthly counts of 1, 2, and 3, then one entry in 2025-11 and 1 and 2 entries in 2026-06 and 2026-07. The largest single month is 2025-08 with 3 entries. Traction leaders are c2c-marketplace, vendex-marketplace, and swaphub-web, all at 0 stars, so no member shows a meaningful traction advantage.
  28. Small-business appointment booking15 entriesfirst seen 2026-07-23This cluster consists of appointment booking systems aimed at small service businesses, covering scheduling, customer management, and in some cases payments or deposits. Among the five dated entries before the index start, one appeared in May 2020, then none until May 2026 when two appeared, followed by one in June and one in July 2026, so the cluster's dated history is thin but shows a long gap then recent activity. Traction leaders listed in order of activity signal are flow-booking, booking-app, and agenda-citas, though only booking-app shows a star count above zero (1 star).
  29. AI collaborative architecture design15 entriesfirst seen 2026-07-17This cluster consists of collaborative web apps that use AI to help software teams design system architecture diagrams on a shared canvas. The AI generates designs, answers questions, and writes implementation specs. The dated history shows sporadic entries, with a single entry in 2025-03 and 2025-09, then three consecutive monthly entries from 2026-05 through 2026-07. Traction leaders all have zero stars, so there is no clear leader.
  30. Password and token generators15 entriesfirst seen 2026-07-12This cluster consists of 11 similar applications that generate secure passwords, tokens, or one-time codes, primarily as desktop, web, or mobile utilities with customizable length and character rules. The cluster's dated history before the index start is too thin to read a shape from—only 4 dated entries exist, so it likely predates the index or many members are undated. Among the three members with traction signals, gerador-de-tokem-01, Password Generator, and OTP-Generator all show equal lowest activity (0 stars each), so no single product leads meaningfully.
  31. macOS mic-aware audio utilities15 entriesfirst seen 2026-06-27This cluster is made of macOS utilities that automatically manage audio around microphone use, such as pausing media when the mic is active, silencing system audio during calls, removing mic noise, or ducking volume when speech is detected. The dated history is too thin to read a shape from: only four pre-index entries exist, so the cluster predates the index or its members are undated. HushMic leads on traction with 3 stars, followed by LucidMic with 2 stars and mac-auto-volume-ducker with 1 star.
  32. AI prompt-to-app builders15 entriesfirst seen 2026-06-22This cluster consists of AI application builders that convert natural-language prompts into interactive web apps, offering live previews and iterative refinement in the browser. The cluster's dated history is too thin to read a shape from -- it predates the index or its members are undated, with only 4 dated entries before the index start. Among traction leaders, vibra-code leads with 120 stars, while others have minimal or no stars.
  33. AI web app security scanners15 entriesfirst seen 2026-06-22These products are security scanners that audit AI-generated web applications for vulnerabilities such as exposed secrets, missing access controls, and authentication flaws. Their dated entries before the index start grew from 1 in April 2026 to 3 in July 2026, indicating a gradual increase. Traction is led by vibe-audit with 67 stars, far ahead of PreFlight (9) and domain-security-scanner (1).
  34. Verified identity social platforms15 entriesfirst seen 2026-06-21This cluster consists of social platforms that require or encourage proof of human identity via documents, biometrics, or peer vouching to foster genuine interactions. Dated entries before the index start are sparse and irregular, appearing in May 2025, October 2025, and May–July 2026, showing no clear trend. The traction leader is gencsosyalweb with the highest activity signal (1 star), while the other two dated members have no stars.
  35. Amazon seller analytics tools15 entriesfirst seen 2026-05-24This cluster includes tools for Amazon sellers to track sales, PPC performance, keywords, and competitor activity, as well as optimize ad campaigns and simulate ASIN profitability. The dated history is too thin to read a shape from—only 3 pre-index entries exist, so the cluster predates the index or its members are undated. Traction leaders, based on activity signal, are trackiq-amazon-share-of-shelf, AmandaOps, and aiamazon, all with 0 stars, indicating no significant traction yet.
  36. Flight booking web apps15 entriesfirst seen 2026-05-21This cluster consists of web applications for flight search, seat selection, reservations, and booking management. Only three dated entries exist prior to 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, all with zero-star activity signals, are nextjs-skyline-air, smart_flight_reservation, and flight-booker.
  37. Codex ChatGPT desktop utilities15 entriesfirst seen 2026-05-13This cluster covers tools that extend, automate, or remote-access ChatGPT and Codex on the desktop: a browser-based remote manager for a host machine's desktop ChatGPT app, an automated account-creation service using SMS and temporary email, and a tool that injects Codex functionality into the ChatGPT desktop app. The dated history is too thin to read a shape from, with only one dated entry before the index start, so the cluster's trajectory is unclear. CodexSessionManager leads traction with 98 stars, followed by codexify with 69 stars and gpt-register-pro with 14 stars.
  38. AI cross-border e-commerce agents15 entriesfirst seen 2026-05-11This cluster comprises AI-driven platforms and agent systems for cross-border e-commerce, covering product discovery, listing, compliance, translation, and customer support. The dated entries before the index show 3 in May 2026, then 1 each in June and July, indicating a tapered early inflow. Traction is led by jlc-global-ozon-auto-listing with 76 stars, while other members have no recorded stars.
  39. Book club management platforms15 entriesfirst seen 2026-04-30This cluster consists of web applications that help book clubs organize meetings, track reading progress, manage members, and facilitate discussions, often including features like scheduling, RSVPs, and resource libraries. The dated history before the index start is too thin to read a shape from—only 3 dated entries exist, with 4 members lacking source dates entirely. The traction leaders, b00k-club, ChapterPals, and kitap-dostum, each show 0 stars, indicating no activity signal distinguishes them.
  40. Cloud management dashboards15 entriesfirst seen 2026-04-30These products provide unified dashboards for monitoring and managing cloud infrastructure, covering resources, containers, costs, and CI/CD pipelines. The dated history shows a single entry in April 2022, followed by a gap, then entries in March and April 2025, and further entries in January, April, and July 2026, indicating sporadic but recurring activity. Among the traction leaders, radar-de-vagas leads with 3 stars, followed by DashowBoard with 2 stars, while scwpod has 0 stars.
  41. University timetable scheduling apps15 entriesfirst seen 2026-04-30This cluster consists of web apps that generate conflict-free university timetables using constraint optimization, covering faculty, rooms, and student preferences. The dated history is too thin to read a shape from, as only one entry predates the index start. Traction is led by bup-hackathon-preli (3 stars), while school-timetable-scheduler and sistema-horarios have zero stars.
  42. Offline encrypted note-taking apps15 entriesfirst seen 2026-04-23This cluster consists of offline note-taking applications that emphasize on-device encryption, password protection, and organizational features such as folders, tags, and visual mind-map canvases. The dated history shows a sparse, intermittent pattern with single entries in 2017, 2024, 2025, and early 2026, offering no sustained trend. Traction leaders are CipherNotes, CypherLeaf, and NotePad, all tied at zero stars.
  43. Basketball coaching and training apps15 entriesfirst seen 2026-04-13This cluster consists of basketball-centric coaching and training apps, including practice session trackers, video-based shot analysis, roster and rotation tools, and remote training platforms. The dated history is sparse: one entry in October 2015, then nothing until a 2025-08 entry, followed by entries in 2025-12, 2026-04 (two), and 2026-05. Among these, shot-tracker leads traction with 8 stars, while hoopconnect and VoiceCourt have none.
  44. Password and credential tools15 entriesfirst seen 2026-04-13This cluster spans password managers for individuals and teams, an OTP administration web app, static-site password protection, and a shareable URL password validator. Only two dated entries exist before the index start, so the dated history is too thin to read a shape from. Secure-credential-keeper-pro leads on traction with 2 stars, while otp-admin and Cyber-Vault show 0 stars.
  45. AI subscription usage trackers15 entriesfirst seen 2026-04-12This cluster consists of tools that track AI subscription usage, remaining quotas, reset times, and spend across multiple providers, often via mobile apps or widgets. The dated history before the index is too thin to read a shape from, with only four dated entries. CodingPlanQuota leads in traction with 100 stars, far ahead of aiusage (4) and AIUsage (3).
  46. AI browser automation extensions15 entriesfirst seen 2026-04-09This cluster centers on browser extensions and tools that give AI agents direct control over web browsers, including clicking, typing, extracting data, mocking APIs, monitoring sessions, and running local models. The dated history is too thin to read a shape from — it predates the index or its members are undated, with only two dated entries before the index start. Traction leaders are dsh-subagent-monitor (26 stars), auto-webmcp-chrome (17 stars), and augmentor-dsh-extension-plugin (9 stars).
  47. Grocery and errand shopping list apps15 entriesfirst seen 2026-04-04This cluster consists of web apps focused on creating, organizing, and checking off shopping and grocery lists. Dated entries before the index start span from March 2022 to May 2026, with a few entries in each year and a slight concentration in 2025–2026, though overall numbers remain small. Traction leaders, based on activity signal, are Shopping List Calculator, WishTracker, and list-app, all with zero stars.
  48. Aquaculture operations management software15 entriesfirst seen 2026-04-03This cluster comprises platforms that manage aquaculture operations, including production tracking, compliance documentation, logistics, and disease diagnostics for fish and eel farms. Dated entries appear from mid-2025, with counts rising from one per month to three per month by mid-2026, indicating gradual early adoption rather than a sudden shift. All traction leaders (achillies_sih_2026, finbreak-cert, eelgrid) show zero stars, with achillies_sih_2026 ranking highest on activity signal.
  49. Invoicing and client management SaaS15 entriesfirst seen 2026-04-02This cluster comprises SaaS products for freelancers, micro-enterprises, and small businesses, centered on invoicing, client management, payments, and revenue dashboards, with a few variations into POS, GDPR, and business intelligence. The pre-index dated history shows no clear trend: one entry in April 2025, three in April 2026, and two each in May and June 2026. Among traction leaders, InsightFlow leads with 1 star, while Mado and FaturaTakip have none.
  50. Kanban task management apps15 entriesfirst seen 2026-03-26This cluster comprises Kanban-style task management apps that emphasize drag-and-drop interfaces, with common features like comments, labels, due dates, and team collaboration. The dated entries before the index start show a sparse beginning in May 2025 (2 entries), followed by a gap, then increasing activity from March 2026 (1), April 2026 (3), and a peak in July 2026 (5). The traction leader is Firebase-Task-Manager-Kanban-simplever with 4 stars, while other named members 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.