WHITESPACE · CLUSTER INDEX · 9,593 CLUSTERS
Clusters
Every group of products the index has found building the same thing. Biggest collisions first, or newest first — all 9,593 of them, 50 to a page.
- College management web apps22 entriesfirst seen 2026-08-26This cluster consists of web applications for academic institutions, covering role-based dashboards, attendance, marks, timetables, and notices. The dated history is too thin to read a shape from—only three dated entries exist before the index start, so the cluster predates the index or its members are undated. Traction is led by CampusOS with 3 stars, while campus-os and college-web each have 0 stars.
- Keyboard window switchers22 entriesfirst seen 2026-08-25This cluster consists of keyboard-driven utilities for switching between open windows on macOS and Linux, often mimicking Windows Alt-Tab. The cluster's dated history is too thin to read a shape from, as there are no dated entries before the index start. Among the traction leaders, switch leads with 6 stars, followed by mrtab with 4 and Whirl with 3.
- Package shipping and tracking apps22 entriesfirst seen 2026-08-25This cluster comprises mobile applications for sending, ordering, and tracking packages through courier services, with features like address management and order history. The dated history before the index is sparse, with isolated entries in 2009, 2012, 2021, and 2024, followed by more frequent activity starting in April 2025 and continuing into 2026. Asf-delivery-app leads traction with one star, while passenger and haul have zero stars each.
- Self-hosted homelab dashboards22 entriesfirst seen 2026-08-24These products provide self-hosted dashboards that aggregate health, service status, and control for homelab environments, including hardware metrics, network traffic, uptime, logs, and alerts via chat or other channels. Entry history before the index is too thin to read a shape--only one dated entry exists, so the cluster's timeline predates coverage or its members are undated. NodeFlare leads traction with 56 stars, followed by nodepilot at 14 stars, then netlens at 1 star.
- AI legal document analysis tools22 entriesfirst seen 2026-08-24The cluster consists of AI tools for legal document analysis, research, and automation, including claim chart refinement, courtroom simulation, will generation, and case analytics. The dated history shows sporadic entries from April 2025 to June 2026, with no clear monthly trend. Traction is led by VerdictAI with 27 stars, followed by BetterCallGPT with 2 stars and juris-ai-analise-jurisprudencia with 0 stars.
- AI news aggregation dashboards22 entriesfirst seen 2026-08-22This cluster consists of dashboards that aggregate AI news from multiple sources, offering features such as local-model summarization, search, briefings, scoring, and daily intelligence briefs. Only three dated entries exist before the index start, so its dated history is too thin to read a shape from; it likely predates the index or its members are undated. Traction leadership is led by Daily_News (88 stars), followed by moa (2 stars) and AI-Resonance (1 star).
- Real-time chat apps22 entriesfirst seen 2026-08-21The cluster comprises real-time chat applications that emphasize rich messaging features such as emoji, media sharing, message reactions, typing indicators, persistent history, group threads, push notifications, and in one case voice/video calls. The dated history is sparse: only seven pre-index entries exist, with a single entry in 2018-02, two in 2025-02, and four spread across March, May, and June 2026, making the timeline too thin to infer a clear growth pattern. Among traction leaders, CHAT stands out with 10 stars, followed by perry-chat with 5 stars and chatblink with 0 stars.
- General-purpose Q&A chatbots22 entriesfirst seen 2026-08-21This cluster comprises 33 conversational agents that answer user questions and perform assistance tasks through text-based messaging interfaces. The pre-index dated entries (February 2025, April 2025, August2025, February2026, July2026 ) show an initial concentration of 3 entries in February 2025, followed by intermittent single or double entries across the next year, indicating no strong chronological trend in that window. Among traction signals, talkflow-public leads with 11 stars, while Botolin and ola-your-friendly-helper each have 0 stars.
- Task management and tracking apps22 entriesfirst seen 2026-08-20This cluster consists of task management apps that help users organize, prioritize, track, and complete daily tasks and to-dos. The dated history before the index start shows a single entry in June 2020, then no entries until November 2024, followed by a steady monthly presence through 2025 and into mid-2026, with two entries in June 2026. Among traction leaders, Smart-To-Do stands out with 2 stars, while get-stuff-done-99 and TaskFlow have 0 stars.
- Product promotion landing pages22 entriesfirst seen 2026-08-20This cluster consists of 19 landing pages that promote a product or brand, display offerings, and link to external checkout, e-commerce store, or inquiry. The 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 its members are undated. Traction leaders by activity signal are terra-regia-landing-pages, Logisperu, and product-launchpad, all with 0 stars.
- Mac remote control apps22 entriesfirst seen 2026-08-16This cluster consists of iOS and macOS apps that let users control or view a Mac remotely, ranging from trackpads and keyboards to Bluetooth dials and touch-streamed controls. The cluster's dated history is too thin to read a shape from, as only 0 dated entries exist before the index start, so it likely predates collection or its members are undated. Among members with traction, tapflow leads with 11 stars, followed by App-IOS (5 stars) and MacRemote (2 stars).
- Cold outreach email tools22 entriesfirst seen 2026-08-14This cluster comprises 14 products centered on generating, sending, and tracking personalized cold outreach emails for sales and job-search use cases. The dated history before the index start is thin, with only five entries spread across January 2025, December 2025, March 2026, and May 2026 (two entries), showing a slow, irregular cadence. Traction is led by ReachOut (2 stars), ahead of frostbite (1 star) and Reacher (0 stars).
- Self-hosted AI agent dashboards22 entriesfirst seen 2026-08-14This cluster comprises self-hosted dashboards that manage AI agents, scheduled jobs, and development projects by deriving state from files, cron, services, and repositories. The cluster's dated history is too thin to read a shape from—only three dated entries exist before the index start, and its members are otherwise undated. Traction leaders are OpenPanda and jeanclode at 7 stars each, with casefile at 3 stars.
- Support ticket management systems22 entriesfirst seen 2026-08-14This cluster consists of web-based support ticket and service desk management systems emphasizing role-based access, lifecycle workflows, SLA monitoring, audit logging, and analytics dashboards. Six dated entries appear irregularly between October 2025 and July 2026, showing no consistent entry pattern. All three traction leaders (HelpDeskTicketing, supportops, Ticketdesarrollo) show zero activity signals, so no product stands out as a traction leader.
- Secure temporary file sharing22 entriesfirst seen 2026-08-14This cluster comprises secure file-sharing services, most offering expiring or temporary links, with a few self-hosted options. Entry history shows a single 2021 entry, then a series of entries from mid-2025 into early 2026, indicating a recent concentration of activity. All traction leaders show zero stars, so no product stands out on activity signal.
- AI agent kanban boards22 entriesfirst seen 2026-08-14This cluster consists of self-hosted kanban-style dashboards and boards that give humans a live view of AI-agent task planning and execution, with some offering REST/MCP integration and web/terminal interfaces. The cluster's dated history is too thin to read a shape from—it predates the index start or its members are undated. Overclick leads on traction with 116 stars, followed by kuzgun with 16 and kanbi with 14.
- Livestock operations management software22 entriesfirst seen 2026-08-14These products are web-based livestock management platforms centered on cattle/bovine record keeping, operational control, and farm/ranch administration. Across the dated entries before collection began, the timeline is sparse but readable: one entry each in March and May 2025, two each in August 2025 and January 2026, and one each in May and June 2026. The listed traction leaders are GanadoPro, porcigestor-gestion-granja-porcina, and cowcount, all at 0 stars; four members have no source date.
- Browser reaction time games22 entriesfirst seen 2026-08-14This cluster consists of browser-based reaction-time games that measure how quickly a player clicks or taps after a visual signal (typically a color change), usually saving ranked scores to a leaderboard under a nickname. The dated history before the index start is too thin to read a shape from — only 3 dated entries exist, so the cluster's early trajectory predates the index or its members are undated. Among traction leaders, misbutton, LJH_TEST, and quicktap-game show activity signals, though all have zero stars.
- Agency client portals22 entriesfirst seen 2026-08-13This cluster consists of client-facing portals for design studios and agencies to manage projects, deliverables, approvals, invoices, and file sharing with role-based access. The cluster's dated history is too thin to read a shape from, as fewer than five dated entries exist before the index start and most members have no source date. Traction is led by Solo-Studio-CRM with an activity signal of 1 star, while ms-portal and client-portal trail at 0 stars.
- macOS menu bar network tools22 entriesfirst seen 2026-08-13This cluster comprises macOS menu bar applications for network monitoring, link routing, firewall control, and related utilities. The dated history is too thin to read a shape from — it predates the index or its members are undated. Traction leaders are freesnitch and MySpeed-MacOS (both 5 stars), with Tunnelful at 1 star.
- Photo-video social sharing apps22 entriesfirst seen 2026-08-13This cluster comprises social media applications centered on photo and short-video sharing, with standard features like follower feeds, likes, comments, direct messages, and search. The dated entry timeline before the index start is sparse in early years—single entries in 2010, 2017, and 2021—followed by a concentration of entries across several months in 2025. Among members with traction signals, Mini_Social_Media_Application leads with 2 stars, while MaxInstaX and Moment both have 0 stars.
- GitHub repository visualization tools22 entriesfirst seen 2026-08-13This cluster comprises web tools that turn GitHub repositories into visual architecture diagrams, interactive maps, pull-request visualizations, AI prompts, or video reels, all aimed at improving code understanding. The dated history is too thin to read a shape from—only 2 dated entries exist before the index start, so the cluster likely predates the index or its members are undated. Traction leaders by star count are gitreverse (1,878 stars), pr-lens (315 stars), and reelforge (58 stars).
- Real estate company websites22 entriesfirst seen 2026-08-13This cluster comprises websites for real estate businesses that present property listings, services, and contact details to prospective buyers and investors. The dated history is too thin to discern a trend—only one dated entry exists before the index start, indicating the cluster predates the index or members are largely undated. Traction is minimal, with the leading products all showing zero stars.
- Desktop AI agent skill managers22 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).
- Web interface chat bots22 entriesfirst seen 2026-08-12This cluster consists of chat bots that interact with users through a web interface, with most ideas phrased nearly identically. The dated history is too thin to read a shape from—only 2 entries predate the index, so the cluster's timeline is unclear but likely predates the index or is largely undated. Traction leaders are kody-exchange (15 stars), WebChatBot (2 stars), and NEXORA-bot--mg (0 stars), based on activity signals.
- AI watermark removal tools22 entriesfirst seen 2026-08-12This cluster comprises tools that detect and remove watermarks, logos, and provenance metadata from AI-generated or human-created content, spanning images, text, video, PDFs, and more. Members range from desktop utilities and CLI tools to web apps and browser extensions, often targeting specific formats or platforms. With only three 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. Traction is led by watermark-remover (839 stars), followed by AntiAIMark (62 stars) and GhostMark (8 stars), showing a wide gap in popularity among members.
- Productivity analytics dashboards22 entriesfirst seen 2026-08-04This cluster comprises personal and workplace productivity dashboards that track time usage, tasks, and activities, offering analytics and insights. Dated entries appear sporadically from September 2023 through July 2026, with each month contributing only one or two products, showing no clear acceleration. VibeTrace leads on traction with 2 stars, followed by morning-brief and Personal-Dashboard with 1 star each.
- Yoga and wellness platforms22 entriesfirst seen 2026-08-02This cluster comprises 17 products for yoga and wellness, offering booking, live/on-demand classes, mood-based recommendations, tracking, and teacher training. The pre-index dated entries are sparse and irregular—single entries in 2023-09, 2025-03, and 2026-03, and pairs in 2025-08 and 2026-05—so no clear growth shape is discernible. FlowState-_Yoga leads on traction with 1 star; all other members have zero activity signal.
- Influencer-brand collaboration platforms22 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.
- Calendar booking link schedulers22 entriesfirst seen 2026-07-30This cluster consists of scheduling apps that let users create shareable booking links, pick free times, and sync events to calendars, with guest booking across time zones. Dated entries before the index start appear at irregular intervals from February 2025 to July 2026, with two entries in July 2026 being the most in a single month. The traction leader is opencalendar, the only product with any activity signal (1 star).
- macOS AI token usage trackers22 entriesfirst seen 2026-06-23This cluster consists of macOS menu bar apps that monitor token usage, spending, and quotas for AI coding assistants, storing records locally and displaying metrics and trends. The cluster's dated history is too thin to read a shape from, as only two dated entries exist before the index start; it predates the index or its members are undated. On traction, vibebar leads with 29 stars, followed by token-usage-monitor with 11 and SplashMonitor with 9.
- Offline-first personal finance apps22 entriesfirst seen 2026-06-09This cluster consists of personal finance apps that track accounts, transactions, and budgets, with offline-first sync and cloud sync capabilities. The dated entry timeline is sporadic, with single entries in isolated months from April 2019 through December 2025, then entries in April, June, and July 2026. Goldwise leads traction with 3 stars, while Transactions-Rust and my-wallet-app have 0 stars.
- PC building and configuration tools22 entriesfirst seen 2026-05-13This cluster comprises web apps for selecting, configuring, and recommending PC components, with compatibility checks, pricing, and shopping features. The dated history is too thin to read a shape from—only four dated entries predate the index, and seven members have no source date. Traction is led by pc-builder-pro (3 stars), while pc-crafter and pc-perfect-match trail with 0 stars.
- AI cost audit tools22 entriesfirst seen 2026-05-06A cluster of tools that track, audit, and optimize spending on AI APIs and SaaS subscriptions. The dated entry history before the index start shows sporadic appearances from November 2025, with the highest count in May 2026 (7 entries). Among members with traction signals, ecovibecodeit leads with 2 stars.
- Minecraft modpack management desktops22 entriesfirst seen 2026-04-14These desktop apps help players manage Minecraft modpacks, instances, accounts, mods, and local servers. Entries before the index start are sparse, appearing individually in 2021, 2025, and several months in early 2026, showing an irregular pattern. Traction leaders all have 0 stars, indicating no clear frontrunner among the dated members.
- Real estate marketplace platforms22 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.
- Anonymous link messaging apps22 entriesfirst seen 2026-03-24This cluster comprises web apps that let users receive anonymous messages via a shared public link and view them in a private, often password-protected inbox. The dated history before the index start shows five single entries spaced irregularly from 2021-12 to 2026-03, indicating sporadic creation rather than any clear pattern. Traction is led by onchainsms with 1,135 stars, while the other dated members show minimal or no activity signal.
- Multimodal AI creative canvas agents22 entriesfirst seen 2026-03-23This cluster consists of AI platforms that generate and edit images and video through conversational agents on an infinite canvas, with one open-source variant. The dated history is too thin to read a shape from—only one dated entry exists before the index start, and two members have no source date. Traction is led by Loomic with 249 stars, followed by polox_ai (31 stars) and dsh-noteboard (1 star).
- Point-of-sale systems22 entriesfirst seen 2026-03-18This cluster consists of point-of-sale (POS) systems designed for diverse retail and service environments, including bowling pro shops, coffee shops, minimarkets, and small shops. The dated entry history before the index start is sparse: two entries in May 2025, then one each in March and April 2026, followed by two in May 2026, showing no consistent growth pattern. All traction leaders—ProDrillOS-POS, Skoola-pos, and POS—each have zero stars, so no product has yet distinguished itself.
- Local-first macOS AI productivity apps22 entriesfirst seen 2026-03-12This cluster consists of native macOS applications that combine notes, tasks, calendar, and AI assistance in a local-first workspace, often with optional AI companions or scheduled task support. The cluster's dated history is too thin to read a shape from, with only two dated entries before the index start. LuckyTag leads traction with 52 stars, followed by Prompt-Studio (11 stars) and Workmate (3 stars).
- Subscription expense trackers with reminders22 entriesfirst seen 2026-02-20These products track recurring subscriptions, visualize or calculate spending, and send reminders before charges are due. Entries appeared intermittently from June 2020 through June 2026, with most months logging a single entry and a few months recording two. Traction leaders are subs-butler, Subscription Manager - ReSubs, and Subscription Tracker, each with zero stars, indicating minimal public traction.
- AI coding-agent terminal session managers22 entriesfirst seen 2026-02-08This cluster covers terminal session managers built for AI coding agents, organizing and controlling multiple agent sessions. Dated entries are sparse before 2026-02, with a single 2008-02 entry; activity picks up from 2026-02 onward, peaking at 5 entries in 2026-07. Traction among members is led by hydra-local (14 stars), followed by Pod (7) and termpilot (3).
- Automated README and documentation generators22 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.
- AI project and tool platforms22 entriesfirst seen 2026-02-03This cluster comprises platforms for building, launching, monetizing, discovering, and collaborating on AI-powered projects and tools. Entry counts ranged from one to two per month between April 2025 and July 2026, showing no consistent trend. On traction, vibe-holding leads with 38 stars, far ahead of PROMPTLY (2) and cortex-ai (0).
- Personal expense and budget trackers22 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.
- AI job seeker support apps22 entriesfirst seen 2026-02-01AI web apps for job seekers that assist with resume rewriting, cover letter generation, interview practice, and career insights. The dated entry history spans May 2025 to June 2026, with a peak of two entries in March 2026. Traction leaders among dated members are librejob, WiseResume-Mobile, and rolepatch, each with zero stars.
- Construction cost estimating apps22 entriesfirst seen 2026-01-28This cluster consists of web apps for estimating construction project costs, covering materials, labor, equipment, and sometimes risk contingencies, and generating shareable summaries or maintained estimate documents. 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. On traction, uchet-objektov leads with 2 stars, followed by smekta and concrete-strength-calculator with 0 stars.
- Synchronized group video watching22 entriesfirst seen 2026-01-10This cluster comprises web apps for synchronized group video watching, enabling users to view videos together with real-time chat, shared playback, and room management. The dated history before the index start is sparse, with only single entries in six months scattered from January 2025 to February 2026, showing no clear growth pattern. Traction leaders such as CoWatch_watchparty, Watch_Movie-Together-Website, and drive-in all report zero stars, indicating no product has established a traction lead.
- Offline expense logging apps22 entriesfirst seen 2026-01-06A cluster of 19 mobile apps focused on quick, private, offline expense logging with category breakdowns, charts, and no account or bank connection. The dated entries span from 2014-11 to 2026-07, showing a sparse, intermittent pattern with roughly one entry per year early on and a few in 2026. Traction leaders by activity signal are Spendlio, Monefy, and Tappy, each with 0 stars.
- Kids educational learning apps22 entriesfirst seen 2025-12-26This cluster comprises educational apps for children, primarily aged 2-8, that teach foundational skills like reading, math, science, and language through games, videos, and interactive activities. Dated entries appear sporadically from April 2013 to March 2026, with a thin, irregular timeline and no consistent growth pattern. Traction leaders, based on activity signal, are sanad-iei, ABCmouse, and Splash Jr, each currently showing 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.