○Open: public page gives enough substance to understand the site⊠Login: main substance appears gated behind sign-in or app access$Paid: pricing, booking, ecommerce, subscription, or paid access is visible†Ads: visible ad load or ad-supported content✦Pretty: notable design, copy, craft, or presentation●Pro: polished, finished-feeling, serious, or operationally mature◎Niche: specific audience, workflow, or unusually focused use case❧Human: personal, local, community, civic, handmade, or real-person signal⚑Suspicious: scammy, spammy, trust theater, finance fog, or credibility concern
A free, browser-based set of interactive labs for building, wiring, coding, and testing boards, robots, and drones.
○Open: public page gives enough substance to understand the site⊠Login: main substance appears gated behind sign-in or app access$Paid: pricing, booking, ecommerce, subscription, or paid access is visible†Ads: visible ad load or ad-supported content✦Pretty: notable design, copy, craft, or presentation●Pro: polished, finished-feeling, serious, or operationally mature◎Niche: specific audience, workflow, or unusually focused use case❧Human: personal, local, community, civic, handmade, or real-person signal⚑Suspicious: scammy, spammy, trust theater, finance fog, or credibility concern
A free map helps queer, trans, and disabled people look for nearby restrooms, including details such as all-gender status, accessibility, and shared door codes.
Useful Tools · score 84.0
LitUbik makes systematic reviews a recorded workflow
○Open: public page gives enough substance to understand the site⊠Login: main substance appears gated behind sign-in or app access$Paid: pricing, booking, ecommerce, subscription, or paid access is visible†Ads: visible ad load or ad-supported content✦Pretty: notable design, copy, craft, or presentation●Pro: polished, finished-feeling, serious, or operationally mature◎Niche: specific audience, workflow, or unusually focused use case❧Human: personal, local, community, civic, handmade, or real-person signal⚑Suspicious: scammy, spammy, trust theater, finance fog, or credibility concern
A free, open-source web app for managing systematic literature reviews from protocol and search through screening, appraisal, extraction, and reporting.
○Open: public page gives enough substance to understand the site⊠Login: main substance appears gated behind sign-in or app access$Paid: pricing, booking, ecommerce, subscription, or paid access is visible†Ads: visible ad load or ad-supported content✦Pretty: notable design, copy, craft, or presentation●Pro: polished, finished-feeling, serious, or operationally mature◎Niche: specific audience, workflow, or unusually focused use case❧Human: personal, local, community, civic, handmade, or real-person signal⚑Suspicious: scammy, spammy, trust theater, finance fog, or credibility concern
A lab notebook documenting local AI experiments on cheap, mostly secondhand hardware, with benchmarks, commands, and reported dead ends.
○Open: public page gives enough substance to understand the site⊠Login: main substance appears gated behind sign-in or app access$Paid: pricing, booking, ecommerce, subscription, or paid access is visible†Ads: visible ad load or ad-supported content✦Pretty: notable design, copy, craft, or presentation●Pro: polished, finished-feeling, serious, or operationally mature◎Niche: specific audience, workflow, or unusually focused use case❧Human: personal, local, community, civic, handmade, or real-person signal⚑Suspicious: scammy, spammy, trust theater, finance fog, or credibility concern
A forming Mombasa community organization outlines a gender-based-violence prevention programme pairing savings groups, gender-transformative learning, and locally grounded livelihoods.
Developer Corner · score 84.0
The MicroLeague Project’s Baseball Probability Engine
○Open: public page gives enough substance to understand the site⊠Login: main substance appears gated behind sign-in or app access$Paid: pricing, booking, ecommerce, subscription, or paid access is visible†Ads: visible ad load or ad-supported content✦Pretty: notable design, copy, craft, or presentation●Pro: polished, finished-feeling, serious, or operationally mature◎Niche: specific audience, workflow, or unusually focused use case❧Human: personal, local, community, civic, handmade, or real-person signal⚑Suspicious: scammy, spammy, trust theater, finance fog, or credibility concern
An independent research project reconstructing the probability, strategy, and decision rules of the 1984 MicroLeague Baseball simulation.
○Open: public page gives enough substance to understand the site⊠Login: main substance appears gated behind sign-in or app access$Paid: pricing, booking, ecommerce, subscription, or paid access is visible†Ads: visible ad load or ad-supported content✦Pretty: notable design, copy, craft, or presentation●Pro: polished, finished-feeling, serious, or operationally mature◎Niche: specific audience, workflow, or unusually focused use case❧Human: personal, local, community, civic, handmade, or real-person signal⚑Suspicious: scammy, spammy, trust theater, finance fog, or credibility concern
A free, five-episode Korean mystery adventure playable in a desktop browser, with a case built around a student’s notebook.
Civic & Public Life · score 84.0
HomeKeep checks whether a family home is in the right name
○Open: public page gives enough substance to understand the site⊠Login: main substance appears gated behind sign-in or app access$Paid: pricing, booking, ecommerce, subscription, or paid access is visible†Ads: visible ad load or ad-supported content✦Pretty: notable design, copy, craft, or presentation●Pro: polished, finished-feeling, serious, or operationally mature◎Niche: specific audience, workflow, or unusually focused use case❧Human: personal, local, community, civic, handmade, or real-person signal⚑Suspicious: scammy, spammy, trust theater, finance fog, or credibility concern
A free Ohio home-title checkup that uses a street address and a few questions to outline possible next steps for protecting a family home.
Civic & Public Life · score 84.0
North Durham Current: local news with a utility dashboard
○Open: public page gives enough substance to understand the site⊠Login: main substance appears gated behind sign-in or app access$Paid: pricing, booking, ecommerce, subscription, or paid access is visible†Ads: visible ad load or ad-supported content✦Pretty: notable design, copy, craft, or presentation●Pro: polished, finished-feeling, serious, or operationally mature◎Niche: specific audience, workflow, or unusually focused use case❧Human: personal, local, community, civic, handmade, or real-person signal⚑Suspicious: scammy, spammy, trust theater, finance fog, or credibility concern
A local news and daily-information homepage for Scugog and Uxbridge, Ontario, pairing reporting with civic updates, weather, road notices, health information and events.
Useful Tools · score 84.0
Hash LMG turns one sentence into a motion-graphics film
○Open: public page gives enough substance to understand the site⊠Login: main substance appears gated behind sign-in or app access$Paid: pricing, booking, ecommerce, subscription, or paid access is visible†Ads: visible ad load or ad-supported content✦Pretty: notable design, copy, craft, or presentation●Pro: polished, finished-feeling, serious, or operationally mature◎Niche: specific audience, workflow, or unusually focused use case❧Human: personal, local, community, civic, handmade, or real-person signal⚑Suspicious: scammy, spammy, trust theater, finance fog, or credibility concern
A free, GPL-licensed desktop app that turns a prompt into an animated film with a storyboard, motion, music, and optional narration.
○Open: public page gives enough substance to understand the site⊠Login: main substance appears gated behind sign-in or app access$Paid: pricing, booking, ecommerce, subscription, or paid access is visible†Ads: visible ad load or ad-supported content✦Pretty: notable design, copy, craft, or presentation●Pro: polished, finished-feeling, serious, or operationally mature◎Niche: specific audience, workflow, or unusually focused use case❧Human: personal, local, community, civic, handmade, or real-person signal⚑Suspicious: scammy, spammy, trust theater, finance fog, or credibility concern
A free browser-based tracker for smoking, vaping, drinking, cravings, and medication, designed for quitting, cutting back, or simply keeping track.
○Open: public page gives enough substance to understand the site⊠Login: main substance appears gated behind sign-in or app access$Paid: pricing, booking, ecommerce, subscription, or paid access is visible†Ads: visible ad load or ad-supported content✦Pretty: notable design, copy, craft, or presentation●Pro: polished, finished-feeling, serious, or operationally mature◎Niche: specific audience, workflow, or unusually focused use case❧Human: personal, local, community, civic, handmade, or real-person signal⚑Suspicious: scammy, spammy, trust theater, finance fog, or credibility concern
A Node.js tool that turns a package.json into a ranked, explained upgrade plan and diff.
○Open: public page gives enough substance to understand the site⊠Login: main substance appears gated behind sign-in or app access$Paid: pricing, booking, ecommerce, subscription, or paid access is visible†Ads: visible ad load or ad-supported content✦Pretty: notable design, copy, craft, or presentation●Pro: polished, finished-feeling, serious, or operationally mature◎Niche: specific audience, workflow, or unusually focused use case❧Human: personal, local, community, civic, handmade, or real-person signal⚑Suspicious: scammy, spammy, trust theater, finance fog, or credibility concern
A local conditions dashboard tracking fires, air quality, weather, the Siskiyou Pass, and Rogue River levels around Oregon’s Rogue Valley.
Useful Tools · score 84.0
Roll Call tracks whether the group ride still meets
○Open: public page gives enough substance to understand the site⊠Login: main substance appears gated behind sign-in or app access$Paid: pricing, booking, ecommerce, subscription, or paid access is visible†Ads: visible ad load or ad-supported content✦Pretty: notable design, copy, craft, or presentation●Pro: polished, finished-feeling, serious, or operationally mature◎Niche: specific audience, workflow, or unusually focused use case❧Human: personal, local, community, civic, handmade, or real-person signal⚑Suspicious: scammy, spammy, trust theater, finance fog, or credibility concern
A community-maintained directory of recurring group bike rides, with rider confirmations to show whether rides are active, unconfirmed, off-season, or ended.
○Open: public page gives enough substance to understand the site⊠Login: main substance appears gated behind sign-in or app access$Paid: pricing, booking, ecommerce, subscription, or paid access is visible†Ads: visible ad load or ad-supported content✦Pretty: notable design, copy, craft, or presentation●Pro: polished, finished-feeling, serious, or operationally mature◎Niche: specific audience, workflow, or unusually focused use case❧Human: personal, local, community, civic, handmade, or real-person signal⚑Suspicious: scammy, spammy, trust theater, finance fog, or credibility concern
A robotics engineer’s portfolio traces robot hardware from early design through fabrication, electronics, integration, and field use, with an interactive robot-building feature.
Learning & Exams · score 84.0
Symphony Atlas turns classical form into a listening map
○Open: public page gives enough substance to understand the site⊠Login: main substance appears gated behind sign-in or app access$Paid: pricing, booking, ecommerce, subscription, or paid access is visible†Ads: visible ad load or ad-supported content✦Pretty: notable design, copy, craft, or presentation●Pro: polished, finished-feeling, serious, or operationally mature◎Niche: specific audience, workflow, or unusually focused use case❧Human: personal, local, community, civic, handmade, or real-person signal⚑Suspicious: scammy, spammy, trust theater, finance fog, or credibility concern
The site pairs classical recordings with time-stamped guides to sections such as the exposition, development, recapitulation, and coda.
○Open: public page gives enough substance to understand the site⊠Login: main substance appears gated behind sign-in or app access$Paid: pricing, booking, ecommerce, subscription, or paid access is visible†Ads: visible ad load or ad-supported content✦Pretty: notable design, copy, craft, or presentation●Pro: polished, finished-feeling, serious, or operationally mature◎Niche: specific audience, workflow, or unusually focused use case❧Human: personal, local, community, civic, handmade, or real-person signal⚑Suspicious: scammy, spammy, trust theater, finance fog, or credibility concern
Original paintings, portraits and graphite drawings by Tewodros Kebede, with works available and commissions accepted.
○Open: public page gives enough substance to understand the site⊠Login: main substance appears gated behind sign-in or app access$Paid: pricing, booking, ecommerce, subscription, or paid access is visible†Ads: visible ad load or ad-supported content✦Pretty: notable design, copy, craft, or presentation●Pro: polished, finished-feeling, serious, or operationally mature◎Niche: specific audience, workflow, or unusually focused use case❧Human: personal, local, community, civic, handmade, or real-person signal⚑Suspicious: scammy, spammy, trust theater, finance fog, or credibility concern
A PC colony sim about eight settlers trying to endure winter on a remote island.
○Open: public page gives enough substance to understand the site⊠Login: main substance appears gated behind sign-in or app access$Paid: pricing, booking, ecommerce, subscription, or paid access is visible†Ads: visible ad load or ad-supported content✦Pretty: notable design, copy, craft, or presentation●Pro: polished, finished-feeling, serious, or operationally mature◎Niche: specific audience, workflow, or unusually focused use case❧Human: personal, local, community, civic, handmade, or real-person signal⚑Suspicious: scammy, spammy, trust theater, finance fog, or credibility concern
A mock collections office turns fictional student lunch accounts into a case-file campaign about real school-meal debt.
○Open: public page gives enough substance to understand the site⊠Login: main substance appears gated behind sign-in or app access$Paid: pricing, booking, ecommerce, subscription, or paid access is visible†Ads: visible ad load or ad-supported content✦Pretty: notable design, copy, craft, or presentation●Pro: polished, finished-feeling, serious, or operationally mature◎Niche: specific audience, workflow, or unusually focused use case❧Human: personal, local, community, civic, handmade, or real-person signal⚑Suspicious: scammy, spammy, trust theater, finance fog, or credibility concern
A free, open-source desktop viewer for microscopy and electron-microscopy images, including large TIFF and MRC stacks.
○Open: public page gives enough substance to understand the site⊠Login: main substance appears gated behind sign-in or app access$Paid: pricing, booking, ecommerce, subscription, or paid access is visible†Ads: visible ad load or ad-supported content✦Pretty: notable design, copy, craft, or presentation●Pro: polished, finished-feeling, serious, or operationally mature◎Niche: specific audience, workflow, or unusually focused use case❧Human: personal, local, community, civic, handmade, or real-person signal⚑Suspicious: scammy, spammy, trust theater, finance fog, or credibility concern
The Time Travel Camera is an iPhone app for shooting photos and video with camera, sound, and print styles drawn from different decades.
○Open: public page gives enough substance to understand the site⊠Login: main substance appears gated behind sign-in or app access$Paid: pricing, booking, ecommerce, subscription, or paid access is visible†Ads: visible ad load or ad-supported content✦Pretty: notable design, copy, craft, or presentation●Pro: polished, finished-feeling, serious, or operationally mature◎Niche: specific audience, workflow, or unusually focused use case❧Human: personal, local, community, civic, handmade, or real-person signal⚑Suspicious: scammy, spammy, trust theater, finance fog, or credibility concern
A satirical calculator uses AI token-pricing language to make a point about gender pay gaps and who gets credit for computing work.
Weird Finds · score 84.0
VoiceATC puts Denver air traffic control on the microphone
○Open: public page gives enough substance to understand the site⊠Login: main substance appears gated behind sign-in or app access$Paid: pricing, booking, ecommerce, subscription, or paid access is visible†Ads: visible ad load or ad-supported content✦Pretty: notable design, copy, craft, or presentation●Pro: polished, finished-feeling, serious, or operationally mature◎Niche: specific audience, workflow, or unusually focused use case❧Human: personal, local, community, civic, handmade, or real-person signal⚑Suspicious: scammy, spammy, trust theater, finance fog, or credibility concern
A browser-playable air-traffic-control game where players speak instructions to aircraft at Denver International Airport.
Developer Corner · score 84.0
VulnSub makes vulnerability alerts earn their place
○Open: public page gives enough substance to understand the site⊠Login: main substance appears gated behind sign-in or app access$Paid: pricing, booking, ecommerce, subscription, or paid access is visible†Ads: visible ad load or ad-supported content✦Pretty: notable design, copy, craft, or presentation●Pro: polished, finished-feeling, serious, or operationally mature◎Niche: specific audience, workflow, or unusually focused use case❧Human: personal, local, community, civic, handmade, or real-person signal⚑Suspicious: scammy, spammy, trust theater, finance fog, or credibility concern
VulnSub offers free email alerts matched to selected technology stacks or package versions, using exploitation evidence and fix availability to filter what gets sent.