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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. Mahjong tile-matching games14 entriesfirst seen 2026-09-03This cluster consists of Mahjong tile-matching games, including multiplayer, single-layer solitaire, and classic versions. The dated history is too thin to read a shape from, as only one dated entry predates the index and most members are undated. In terms of traction, mahjong-server leads with 2 stars, while paicrash and fun_mahjong have none.
  2. Self-hosted content management14 entriesfirst seen 2026-09-03This cluster consists of self-hosted and distributed systems for managing, hosting, and organizing web content and digital assets, including CMS, file servers, and archiving tools. The dated history before the index contains only two entries, too few to discern any entry trend; the cluster's activity predates the index or its members are undated. The traction leader is guigui-api-management-system with 3 stars, followed by hhy-cms and haoguanjia with 1 star each.
  3. Local auto service websites14 entriesfirst seen 2026-09-03The cluster consists of websites for local automotive services—car painting and bodywork, detailing, and limousine providers—that present their services, contact details, and sometimes quotes or reviews to attract customers. The dated history is too thin to read a shape from (only 0 dated entries before the index start), so the cluster either predates the index or its members lack source dates. Traction leaders by activity signal are detailing-lab-website, fastwheelslimo-com, and kish_mish_detailing, each with 0 stars.
  4. food nutrition and label apps14 entriesfirst seen 2026-09-03The cluster comprises nine products offering ingredient searches, USDA database lookups, safer substitution suggestions, food-safety quizzes, label creation, recipe nutrition, and Open Food Facts searches, primarily as web or mobile tools. With only three dated entries, the cluster's dated history is too thin to read a shape from—most members either predate the index or lack source dates. The traction leaders—NutriScan, foodfacts-exploer, and ahar-food-decoder—all show zero stars on their repositories, indicating minimal activity.
  5. Global hotkey AI chat panels14 entriesfirst seen 2026-09-03This cluster comprises desktop apps that use a global hotkey to summon a floating panel for interacting with AI chat assistants, including access to past conversation sessions. The cluster's dated history is too thin to read a shape from — it predates the index or its members are undated. Among the members with traction activity, cursi leads with 5 stars, followed by AIQuad and pi-popchat, each with 1 star.
  6. DLSS 5 neural rendering tools14 entriesfirst seen 2026-09-02This cluster consists of desktop tools that bring NVIDIA DLSS 5 neural rendering to games and screens lacking native support, using screen capture, DirectX/Vulkan injection, or modding installers. The dated history before the index start is too thin to read a shape from, as only 0 dated entries exist. Traction is led by dlss5-for-all with 19 stars, followed by dlss5-classic-games (8 stars) and DLSS5-NeuralScreen (7 stars).
  7. Self-hosted email platforms14 entriesfirst seen 2026-09-02This cluster comprises self-hosted email servers and webmail platforms for individuals and organizations seeking to manage their own mail infrastructure. 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 Omnesis, email-health-check, and raymail, with Omnesis leading on activity signal.
  8. Self-hosted image hosting services14 entriesfirst seen 2026-09-02This cluster consists of self-hosted image hosting and image board services, emphasizing user uploads, management, and often multi-user or moderation capabilities. The cluster's dated history is too thin to read a shape from, with only a single dated entry before the index began. On traction, rvenvale leads with 13 stars, followed by yunwo with 9 and ralbooru with 1.
  9. Android voice assistant automators14 entriesfirst seen 2026-09-01This cluster comprises Android voice assistants that execute phone actions from spoken commands using on-device AI and ADB, with optional cloud AI for responses. Dated entries before the index start are sparse and irregular, appearing in March, July, September, and December 2025, and July 2026, with no clear trend. Among traction leaders, geny-assistant leads with 2 stars, followed by In-Ear-Hermes with 1 star.
  10. GitHub repo Q&A tools14 entriesfirst seen 2026-09-01These tools let developers ask natural-language questions about public GitHub repositories and receive answers cited to specific files and lines, with some variations for docs, code browsing, or game-based learning. The cluster's dated history before the index start is too thin to read a shape (only three dated entries). biocontext leads on traction with 14 stars, while other dated members show zero stars.
  11. Native macOS AI agent workspaces14 entriesfirst seen 2026-09-01This cluster consists of native macOS applications that bring multiple AI assistants, coding agents, and local models together in a messaging-style workspace. The dated history is too thin to read a shape from — only one pre-index entry exists, so the cluster either predates the index or its older members are undated. Among tracked products, noodle leads with 19 stars, followed by pi-work with 5 and Playa with 1.
  12. Private PDF redaction apps14 entriesfirst seen 2026-09-01This cluster consists of web apps that redact sensitive information from PDFs and images entirely in the browser, often using WASM, with no server uploads or login required. The dated history is too thin to read a shape from, as only two dated entries exist before the index start. Traction is led by file-password-remover and Zancta (1 star each), followed by safeshare-webmcp (0 stars).
  13. Cross-platform clipboard managers14 entriesfirst seen 2026-08-31This cluster consists of clipboard manager apps for macOS, Windows, and Linux that keep searchable history, support pinning/pinboards, and enable sequential pasting. The cluster's dated history is too thin to read a shape from — only one dated entry exists before the index start, so the products may predate the index or lack source dates. On traction, whisk leads by activity signal with 24 stars, while clipboard and Pastrix trail at 1 star each.
  14. Lecture transcription study tools14 entriesfirst seen 2026-08-31These products record lectures and similar audio, transcribe them (often on-device), and generate timestamped notes, summaries, quizzes, flashcards, or structured study guides. The cluster includes mobile and desktop apps, web platforms, and self-hosted options, with some extending to language learning or product walkthroughs. The dated history before the index start is too thin (only 4 dated entries) to read a shape from, so the cluster likely predates the index or its early members are undated. Among traction signals, profNote leads with 3 stars, followed by whisp and verilecture-v3 with 2 stars each.
  15. Matrimonial matchmaking platforms14 entriesfirst seen 2026-08-31This cluster consists of matrimonial and matchmaking platforms that help users create profiles, search for partners, and communicate. The dated history is too thin to discern a trend, with only 3 dated entries before the index start and 3 members lacking source dates. Traction is led by 'fakeaccountdetection' with 1 star, while 'matrimony' and 'soul-sangam' each have 0 stars.
  16. Roblox script executor packs14 entriesfirst seen 2026-08-30This cluster consists of Windows desktop packages that bundle Roblox script executors and loaders for running Lua scripts in games. The dated history is too thin to read a shape from – the cluster predates the index or its members are undated. Among traction leaders, Xeno-Executor-Hub shows the strongest activity with 150 stars, while other members show little to no traction.
  17. Discord OAuth verification tools14 entriesfirst seen 2026-08-30This cluster consists of web apps and bots that verify Discord users via OAuth, often with reCAPTCHA, and automatically assign roles or unlock channels. The dated history before the index start is too thin to read a shape from (only one dated entry). Traction leaders, all with 0 stars, are truth-beacon, marketwizards_membership_portal, and stealth-quest-completer.
  18. AI agent skill installers14 entriesfirst seen 2026-08-30This cluster consists of desktop applications that search for AI agent skill definitions (including MCP servers) in GitHub repositories and install or manage them in local agent configurations. The cluster's dated history before the index start is too thin to read a shape from, with only two dated entries. Traction leaders are grux (25 stars), Skillbox (13 stars), and StandBye (6 stars).
  19. Pricing calculators and rate cards14 entriesfirst seen 2026-08-30These products help businesses set, compare, and present pricing for services, ranging from rate card hubs to tiered pricing guides for speakers and IT service packagers. The cluster's dated history is too thin to read a shape from—only one dated entry exists before the index start, and seven members have no source date. Traction leaders by activity signal are indie-saas-pricing-calculator, pricing-hub, and joy-plan-explorer, each with zero stars.
  20. Farmer procurement queue platforms14 entriesfirst seen 2026-08-29The cluster comprises platforms for booking arrival slots, managing queues, and tracking payments at agricultural procurement centers. The dated entry history before the index start is too thin to discern a timeline shape, with only 0 dated entries. On traction, SIH2026-PS26032 leads with 2 stars, while krishakflow and crop-center-sync trail with 0 stars each.
  21. Pet care product and service websites14 entriesfirst seen 2026-08-28This cluster consists of websites that help pet owners discover, compare, and purchase pet care products and services, or provide related content. Its dated history is too thin to read a shape from: only three pre-index entries exist, so it likely predates the index or most members are undated. On traction, senior-dog-guide ranks highest (0 stars), followed by joyful-paws-project and bigotes-y-colitas.
  22. University career and placement portals14 entriesfirst seen 2026-08-26This cluster comprises web portals for university career services, job placements, and recruitment processes, covering student-facing application tracking, admin management, and admission workflows. The dated history is too thin to read a shape from—only a single pre-index entry exists, so the cluster predates the index or most members are undated. On traction, Placement-Portal leads with 1 star, ahead of others with 0 stars.
  23. Desktop double-entry accounting apps14 entriesfirst seen 2026-08-26This cluster consists of desktop accounting applications centered on double-entry bookkeeping, with variations targeting households, small retailers, bars, and pre-revenue businesses, often adding invoicing, reporting, or inventory features. The dated history before the index start is too thin (only two dated entries) to discern a trend shape, so the cluster's early momentum cannot be characterized. Traction leaders by activity signal are KhataERP (2 stars), followed by accounting_system and indiAccounting (0 stars each).
  24. Medical document answer chatbots14 entriesfirst seen 2026-08-25This cluster consists of chatbots that answer medical or health questions by retrieving relevant passages from user-provided or knowledge-base documents and generating contextual responses. The cluster's dated history is too thin to read a shape from—it predates the index or its members are undated. On traction, clinic-notes-medical-chatbot leads with 2 stars, while Medical-Chatbot and medical-kb-service have 0 stars.
  25. Personal management apps14 entriesfirst seen 2026-08-25This cluster consists of all-in-one personal management apps that combine expense tracking, task management, scheduling, and project tracking. The cluster's dated history is too thin to read a shape from — it predates the index or its members are undated. Arshiam leads on traction with 1 star, followed by mi-control and vmtek-office with 0 stars each.
  26. Local-first media library tools14 entriesfirst seen 2026-08-24This cluster consists of local-first desktop applications for organizing personal photo and video libraries, with features like indexing, duplicate detection, face clustering, and semantic search. The cluster's dated history is too thin to read a shape from, with only one dated entry before the index start. Among members, semantic-file-explorer leads on traction with 23 stars, followed by videre (3 stars) and photo-cleanup (1 star).
  27. Tamper-evident legal document platforms14 entriesfirst seen 2026-08-24This cluster comprises document management and evidence-handling platforms that prioritize tamper-evident audit trails, blockchain or IPFS anchoring, role-based access, and secure storage for legal, investigation, and law-enforcement use cases. The dated history is too thin to read a shape from, with only a single entry before the index start. On traction signal, employeelock leads with 2 stars, while DocuRoute and secure-case-files each have 0 stars.
  28. Visitor and access management apps14 entriesfirst seen 2026-08-23This cluster comprises web and mobile applications for managing visitor and employee access at workplaces, covering registration, check-in/check-out, analytics, and visitor history. The dated entry history before the index start shows sparse occurrence: a single entry in 2015, another in 2021, then two in 2025 and two in early 2026, indicating a gradual recent pickup. All traction leaders have zero stars, with opsdesk-visitor-management ranking highest on activity signal.
  29. Icon creation and marketplaces14 entriesfirst seen 2026-08-21This cluster comprises web, mobile, and desktop tools for creating, browsing, customizing, exporting, and selling icons and design resources, ranging from admin icon creators to premium asset marketplaces. Dated entries are sparse and irregular: one in Feb 2023, a gap, then single entries in Jan, Mar, Jul, and Aug 2025. Traction is led by Mica with 9 stars, while all other dated members show zero stars.
  30. Unified multi-app desktop hubs14 entriesfirst seen 2026-08-19This cluster consists of desktop and mobile applications that consolidate multiple web services—such as messaging, email, productivity tools, and media—into a single unified interface. Based on dated entries before the index start, the cluster shows sparse monthly entries from March 2025 through July 2026, with a gap between October 2025 and April 2026 and then three consecutive months of entries. Traction leaders are kastor with 5 stars, while Wavebox and mosaic-desktop each have 0 stars.
  31. YouTube transcript chat apps14 entriesfirst seen 2026-08-18These products let users chat with YouTube video transcripts, ask contextual questions, and some generate audio versions. The cluster's dated history is too thin to read a shape from—it predates the index or its members are undated. Among traction leaders, RAG-ai leads with 6 stars, followed by You-tube-Chatbot with 1 star.
  32. Self-hosted proxy management panels14 entriesfirst seen 2026-08-17These products are self-hosted web panels for managing VPN and proxy server configurations, supporting multiple protocols such as VLESS, VMess, Trojan, and Shadowsocks, and generating subscription links for client apps. They typically include user account management, traffic quotas, and analytics. The cluster's 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 its members are undated. Traction leaders are SpiderPanel (1,318 stars), oci-core (105 stars), and pxpanel (32 stars).
  33. Food delivery platforms14 entriesfirst seen 2026-08-17This cluster consists of food delivery platforms connecting customers, restaurants, and delivery partners with real-time order tracking and online payments. The dated history, based on five pre-index entries, shows a lone 2020 creation, then a gap until two entries in June 2025, followed by single entries in June and July 2026 — a sparse pattern with no sustained trend. Among the members with activity signals, Zaika leads with 4 stars, while SwiftBites and foodie-app have 0 stars.
  34. E-waste tracking and management platforms14 entriesfirst seen 2026-08-17This cluster consists of web-based platforms that help organizations track and manage electronic waste flows, including collection, recycling, disposal, and related logistics. The dated history is too thin (only 4 dated entries) to discern a timeline shape, and the cluster's dated history likely predates the index or has undated members. On traction, Green-AI leads with 12 stars, while the other two members have zero stars.
  35. Interactive science experiment platforms14 entriesfirst seen 2026-08-16This cluster consists of web apps for building, sharing, or running science experiments and virtual lab simulations for students and educators. Its dated history before the index start is too thin to read a shape from -- only one dated entry exists, so the cluster's early growth cannot be characterized. On traction, Virtual_laboratory leads with the highest activity signal (2 stars), while the other members show zero activity.
  36. AI procurement and bidding platforms14 entriesfirst seen 2026-08-15This cluster of 13 products applies AI to procurement, bidding, and supply chain management, covering areas such as supplier risk scoring, bid compliance, and autonomous requisition processing. Dated entries before the index start appear in Feb 2025, Jun 2025, Mar 2026, Apr 2026, and May 2026, showing a thin, irregular timeline with no clear acceleration. Traction is led by ERP-AGENT with 16 stars, while Bid-Compliance-Verification-Platform and provenance-guard each have 2 stars.
  37. macOS menu bar grid utilities14 entriesfirst seen 2026-08-14This cluster consists of macOS menu bar apps that organize either apps or windows into grid-based layouts, split between launchers and window managers. The dated history is too thin to read a shape from, as no entries exist before the index start. TopDock leads on traction with 2 stars, ahead of WaffleApple and Portable-Windows-Tray-Launcher which each have 1 star.
  38. Self-hosted recipe managers14 entriesfirst seen 2026-08-14This cluster comprises recipe manager applications, several self-hosted, that import recipes from websites, photos, PDFs, and text, and offer organization and cooking modes. Dated entries before the index start appear sporadically from March 2022, then multiple emerge in late 2025 and early 2026, but the shape is defined by only a few points. Traction is led by recipery with one star, while other members show zero activity.
  39. Classic turn-based grid games14 entriesfirst seen 2026-08-14This cluster comprises browser and mobile/web games where two players take turns marking a grid to align symbols (three or five in a row) or claim boxes (Dots and Boxes). The dated history is too thin to read a shape from — only 0 dated entries exist before the index start, and 9 members have no source date, so the cluster predates the index or its members are undated. Traction leaders are tictactoe and dot-box, each with 0 stars.
  40. AI voice agent dashboards14 entriesfirst seen 2026-08-14These are dashboards for reviewing and configuring AI voice agents, covering chat logs, speech-to-text, prompts, voices, knowledge bases, and telemetry. The cluster's dated history before the index start is too thin to read a shape from, as it has only one dated entry. Traction leadership is held by hermes-skill-deck (49 stars), followed by hunch (1 star) and heio-dashboard (0 stars).
  41. DeepSeek Harness desktop launchers14 entriesfirst seen 2026-08-14This cluster consists of desktop launcher applications that manage, install, start, and provide access to the DeepSeek Harness service, with some offering native web-interface windows or system tray integration. The dated history is too thin to read a shape from — it predates the index or its members are undated. Traction is led by dsh-launcher (32 stars), followed by another dsh-launcher (12 stars) and dsh-web-desktop (11 stars).
  42. PDF Q&A chatbots14 entriesfirst seen 2026-08-13This cluster consists of web apps that let users upload PDFs and ask questions about their contents through a conversational interface, with some offering memory or summaries. 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 DocuMind-RAG (1 star), followed by agentic-rag-pdf-assistant and PDF-CHATBOT (0 stars each).
  43. AI image analysis web apps14 entriesfirst seen 2026-08-13This cluster consists of web apps that let users upload images for automated analysis, returning descriptions, attributes, quality scores, or specific detections such as objects, faces, potholes, and noise. The dated history is too thin to read a shape from, with only three dated entries before the index start and nine undated members. The leading traction signals come from korgi-vision-oss and Report-Card (each with 1 star), followed by Context-Aware-Advertising (0 stars).
  44. Massage studio booking websites14 entriesfirst seen 2026-08-13This cluster comprises websites for massage studios that present services, benefits, contact details, and online booking, with some offering client portals. The dated history is too thin to read a shape from—the cluster predates the index or its members are undated. Traction signals are minimal, with all leading products at zero stars, indicating no standout leader yet.
  45. AI marketing content and strategy tools14 entriesfirst seen 2026-08-13This cluster comprises AI-powered tools that generate, refine, and analyze marketing content—including ad copy, landing pages, videos, and creative variations—as well as brand and go-to-market strategy planning. The dated history before the index start shows two early entries in July 2025, followed by sporadic single entries from November 2025 through July 2026, indicating a thin but ongoing trickle of new products. Among traction leaders, copylab-ai has the highest activity signal with 2 stars, ahead of CopyMonster (1 star) and remix-engine (0 stars).
  46. Bug bounty reconnaissance browser extensions14 entriesfirst seen 2026-08-13The cluster consists of browser extensions and web tools that automate reconnaissance and vulnerability scanning for authorized security testing, focusing on hidden parameters, endpoints, and secrets. The dated entry history is too thin to read a shape from, as only three dated entries exist before the index start, predating the index or undated. Traction leaders by activity signal are shade (45 stars), KageTarget (16 stars), and alettagap (10 stars).
  47. Mac activity timeline apps14 entriesfirst seen 2026-08-12This cluster consists of macOS desktop apps that record on-screen activity, audio, or app usage into a private, locally stored timeline, often using AI to classify or answer questions about past work. The cluster's dated history is too thin to read a shape from: there are no pre-index entries, so it either predates the index or its members are undated. Traction is led by openhistory (105 stars), followed by afterray (27 stars) and desklore (4 stars).
  48. S3-compatible storage browsers14 entriesfirst seen 2026-08-12This cluster consists of desktop and macOS apps for browsing and managing files in S3-compatible cloud object storage, covering uploads, downloads, object previews, and multi-account support. The cluster's dated history is too thin to read a shape from, with only two dated entries on record. In terms of traction, dataset-viewer leads by a wide margin with 1,001 stars, compared to 3 stars each for S3Workbench and object-storage-manager.
  49. Garment production management systems14 entriesfirst seen 2026-08-12This cluster consists of production management and traceability systems for clothing and garment factories, covering orders, inventory, workflows, cutting, and role-based access. The dated history before the index start is too thin to read a shape—only two dated entries exist, so the cluster predates the index or its members are undated. Traction leaders by activity signal are konveksime, ApparelFlow-ERP, and marraquetablindada, each with zero stars.
  50. AI infrastructure troubleshooting chat14 entriesfirst seen 2026-08-12This cluster consists of AI chat agents that help diagnose and troubleshoot infrastructure and Kubernetes issues, often aimed at site reliability engineers. 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 leandro with 13 stars, followed by sre-investigation-agent with 2 stars and infra-ops-agent with 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.