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a650722edec8 | hackgt-12 | https://devpost.com/software/prizeprops | PropBattles | Where fantasy drafting turns into real-time betting battles | Inspiration
We’ve always been avid sports fans — from heated fantasy drafts to risky parlays on game day. That passion inspired
PropBattles
, a mobile app that merges the excitement of fantasy sports, the strategy of player props, and the fun of trash-talking with friends.
What We Built
PropBattles combines three major... | [
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"expogo",
"reactnative",
"supabase",
"typescript"
] | https://www.youtube.com/embed/eLH65EIFQYM?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/renjitjoseph/HackGT"
] | Did Not Place | false | [] |
19f5d7905e9b | hackgt-12 | https://devpost.com/software/promptly-gmvydj | Promptly | Promptly commands your computer. It automates accessibility through autonomous searching, emailing, and much more as the future of human-computer interfaces. | Inspiration
We set out to develop the ultimate productivity companion. Like how a dog is a man's best friend, Promptly is a user's best friend.
What it does
Promptly is the first AI assistant to be able to view and control your screen, automating any task seamlessly. Powered by zero-shot object detection models, OCR, a... | [
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] | https://www.youtube.com/embed/aTV7Umu04LE?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [] | Did Not Place | false | [] |
90390b192162 | hackgt-12 | https://devpost.com/software/e-v-i-e-ehr-virtual-intelligence-for-engagement | E.V.I.E (EHR Virtual Intelligence for Engagement) | EVIE is an autonomous robot that navigates patient areas, chats with patients, analyzes responses with AI + EHR data, and updates a live priority queue to help nurses focus where care is needed most. | EVIE: Autonomous Round-Making Robot for Patient Care
Nursing homes and understaffed wards need a reliable way to check on patients more often without burning out caregivers. EVIE is an autonomous round-making robot that patrols patient rooms, holds scripted conversations, listens for problems, and compares responses to... | [
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1b6fb6a1081d | hackgt-12 | https://devpost.com/software/radnel | Radnel | An AI calendar that auto-schedules tasks from email, Notion, & more, learning your energy patterns with feedback to optimize productivity, prevent burnout, and adapt like a Nest for time. | Inspiration
We were inspired by the struggle of managing time and energy during intense workloads, like hackathons or school. Productivity apps exist, but most don’t adapt to the reality of how people actually feel throughout the day. We wanted to create something that could learn from a person’s schedule and energy le... | [
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"content": "This is a [Next.js](https://nextjs.org) project bootstrapped with [`create-next-app`](https://github.com/vercel/next.js/tree/canary/packages/create-next-app).\n\n## Getting Started\n\nFirst, run the development server:\n\n```bash\nnpm run dev\n# or\nyarn dev... |
d5e4b0cd6e0e | hackgt-12 | https://devpost.com/software/servesmart-2i3tzo | ServeSmart | Serve Smart Waste Less | Inspiration
Food waste is a major issue. However, when analyzing how to reduce it, many discussions focus primarily on the consumer. U.S. restaurants throw away 84.3 percent of unused food. Moreover, they account for 17 percent of all food directly discarded into the trash. Imagine if there were software that could hel... | [
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{
"repo": "anishneema/HackGTproject",
"content": "# HackGT Project\n\nA modern React application built for HackGT with interactive features and beautiful UI.\n\n## Features\n\n- ⚡ React 18 with modern hooks\n- 🎨 Beautiful gradient design with glassmorphism effects\n- 📱 Fully responsive design\n- 🔥 Hot re... |
6084e5fc067d | hackgt-12 | https://devpost.com/software/gitgood-1qir93 | GitGood | AI that reads code so you don't have to. | GitGood -
gitgood.work
The problem
Imagine you are so excited to contribute to your favorite project on GitHub, but when you open the repository, you are slapped in the face by a massive wall of code.
Open-source software fuels innovation, creativity, and education across the development industry.
Yet, whether you're ... | [
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21ed17159944 | hackgt-12 | https://devpost.com/software/sassy-grassy | Sassy Grassy | Are you a CS major with 20 assignments all due tomorrow and haven't left the dorm for 36 hours?? The Sassy Grassy will remind you to stay healthy by touching grass- while keeping up that productivity. | Inspiration
We all have that one friend - the one who's up until 4 AM every night grinding it out fueled only by energy drinks and that CS major mindset (or maybe we are that person and don’t want to admit it). If you ask them, they're just doing whatever it takes to make it in this competitive economy. But we disagree... | [
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] | Did Not Place | false | [
{
"repo": "FemK157/SassyGrassy",
"content": "Touch some grass. Pls :D\n",
"truncated": false
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0f0a7427b4f8 | hackgt-12 | https://devpost.com/software/alphamail | ⍺lphaMail | AI summarizes your overnight emails. Python + Firebase backend, Next.js frontend, swipeable flashcards, and quick actions for faster, smarter inbox management. | Inspiration
Managing a cluttered inbox can be overwhelming, especially when important emails get buried overnight. We wanted to create a solution that helps users quickly understand and act on their emails without spending hours reading through every message.
What it does
AlphaMail provides intelligent, at-a-glance sum... | [
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"google-cloud",
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] | https://www.youtube.com/embed/yrgJuuC3HK8?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
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] | Did Not Place | false | [
{
"repo": "donggeonk/alpha-mail",
"content": "# ⍺lphaMail\n\nThis application provides an intelligent, at-a-glance summary of your overnight emails. It features a Python backend that fetches, analyzes, and summarizes emails using an LLM, and a Next.js frontend that presents them in a clean, flashcard-style ... |
160e56180f72 | hackgt-12 | https://devpost.com/software/ergent | ERgent | ERgent: Where Agentic AI Meets Emergency Care | Inspiration
This project was inspired by a very personal experience. One of our teammates had to go to the ER twice in a week with chest pain and shortness of breath. It was a frightening moment for all of us. Once we arrived, we noticed how inefficient the triage process felt: patients with potentially life-threatenin... | [
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] | https://www.youtube.com/embed/w4bEmtO5heQ?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
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] | Did Not Place | false | [] |
a1e90895357f | hackgt-12 | https://devpost.com/software/hcp-engagement-api | harmonyAPI | This HCP API uses Groq AI to instantly find and analyze the most relevant medical literature, delivering personalized clinical insights and alerts to cut through information clutter for providers. | Inspiration
Healthcare providers face overwhelming information overload that detracts from patient care. We built an intelligent clinical co-pilot that cuts through the clutter using AI to deliver personalized, evidence-based insights instantly.
What it does
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94019db92a5c | hackgt-12 | https://devpost.com/software/finn-your-ai-finn-ancial-advisor | Finn: Your AI "Finn"ancial Advisor | At the speed our world travels today, it's hard to find the time to understand and handle your finances. Now, you can let Finn give you personalized advice, plan your budget, and track your purchases. | Inspiration
The inspiration for
Finn
came from our own lives as first-year college students. This is our first time being away from home, and our first time managing our own money without much oversight. This additional freedom comes with questions and headaches, that serves as obstacle for new banking clients. Bankers... | [
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] | https://www.youtube.com/embed/6KjHHrYx1HQ?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
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bbc9f14d75f7 | hackgt-12 | https://devpost.com/software/getitdone-0bim3r | getitdone | Energy, focus, and productivity shift across the menstrual cycle.
Yet most productivity tools ignore this reality.
getitdone is a tool for women to unlock peak performance across every phase. | Inspiration
Sitting in the living area of a six-person apartment, we began brainstorming a productivity app. That’s when Sonya's roommate Krithi shared her dream tool: one that considered the phases of her menstrual cycle to make planning feel natural.
This wasn’t about helping women get things done -- they already do ... | [
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{
"repo": "npothu/getitdone",
"content": "# getitdone – Cycle-Aware Productivity Dashboard\n**Using artificial intelligence to align tasks with menstrual cycle, helping women unlock peak performance across every phase..**\n\n<img width=\"1872\" height=\"883\" alt=\"cycle\" src=\"https://github.com/user-atta... |
21eee02ce92d | hackgt-12 | https://devpost.com/software/hackgt-project | BakingPawPaw | Our idea combines the playful charm of cats and baking with the creative potential of Google’s Gemini API in a Unity game where players team up with “baking pawpaw” to whip up recipes. | We created a game using Unity and C#. This game prompts the user to indicate what ingredients they have and then our mascot, PawPaw (Google Gemini), responds with what foods items that they can bake with those ingredients. PawPaw has two features, a "Chat with PawPaw" and a "Bake with PawPaw." We decided to make PawPaw... | [
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f811e8dfa4e0 | hackgt-12 | https://devpost.com/software/careagent | CARE | CARE (Clinical Agent for Responsive Engagement) is an AI agent that integrates into the primary care clinical workflow, reducing physician burnout and empowering them to provide quicker, better care. | CARE: Clinical Agent for Responsive Engagement
Inspiration
Doctors spend over
20 hours a week on paperwork and indirect patient care
— time that could be spent with patients. This administrative burden contributes directly to
physician burnout
. According to the American Medical Association, the time physicians spend o... | [
"cedar",
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3cf1d2aa4b50 | hackgt-12 | https://devpost.com/software/nettag | NetTag | NetTag enables proximity-aware networking and (professional) matchmaking at large events. | Inspiration
At events like hackathons, people are presented with the opportunity to network with nearly thousands of people. Usually, unless you do some sleuthing in advance or with known prevalent people, you mostly come into events like these without much of a clue of who specifically to network with; you are usually... | [
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] | null | [] | Did Not Place | false | [] |
3ce8fb84448e | hackgt-12 | https://devpost.com/software/beaware-ai-journal | BeAware: AI Journal | BeAware is an AI-powered journaling app that combines AI insights, minimalist journaling space, emotion charts to you reflect, track moods, and build healthier habits. | BeAware
👤 Inspiration
We stumbled upon this project idea while reflecting on problems we face in our own daily lives. As students in a rigorous college environment—constantly bogged down with homework, projects, and exams—managing stress and caring for our mental health has become critical for both productivity and ha... | [
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"content": "# BeAware\n\n## 👤 Inspiration\nWe stumbled upon this project idea while reflecting on problems we face in our own daily lives. As students in a rigorous college environment—constantly bogged down with homework, projects, and exams—managing stress and caring for o... |
ec1b5e65e0d1 | hackgt-12 | https://devpost.com/software/forma-hqvane | FORMA | A computer vision and AI powered all-in-one Physical Therapy assistant web app | Inspiration
FORMA was born from the critical need to bridge the gap between clinical physical therapy and at-home rehabilitation. With rising healthcare costs and limited access to in-person therapy sessions, many patients struggle to maintain proper exercise form and consistency in their recovery journey. We were insp... | [
"docker",
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] | https://www.youtube.com/embed/GCT3G6Ozqy4?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/nataliea30/forma"
] | Did Not Place | false | [] |
57d7eba98327 | hackgt-12 | https://devpost.com/software/cognicare-3qfxyh | CogniCare | Engaging minds and empowering care | Inspiration
Millions of elderly adults and their families often miss the earliest signs of cognitive decline. Minor lapses in memory or attention go unnoticed, and healthcare professionals only catch glimpses during visits. Meanwhile, many older adults face social isolation, a condition tied to increased dementia risk.... | [
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] | https://www.youtube.com/embed/AYk1IidXGJ4?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
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] | Did Not Place | false | [
{
"repo": "Grace-Shao/hackgt2025",
"content": "This is a [Next.js](https://nextjs.org) project bootstrapped with [`create-next-app`](https://github.com/vercel/next.js/tree/canary/packages/create-next-app).\n\n## Getting Started\n\nFirst, run the development server:\n\n```bash\nnpm run dev\n# or\nyarn dev\n#... |
6cca6b7178a6 | hackgt-12 | https://devpost.com/software/axiom-foudsa | Axiom | Grammarly for facts. A browser extension using knowledge graphs and AI to fact-check your writing in real-time. It instantly highlights incorrect statements, ensuring your work is always accurate. | Inspiration
In an age of information overload, misinformation is a constant threat. While tools like Grammarly masterfully correct our grammar, we lack a similar safety net for the
accuracy
of our content. A simple factual error in notes, an email, or a report can instantly undermine credibility. We were inspired to cr... | [
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562abfc990bc | hackgt-12 | https://devpost.com/software/notivet | NotiVet | Veterinarians, your day doesn’t end with the last patient. NotiVet replaces hours of research with curated notifications on the latest drugs and supplements for your practice. | Inspiration
When brainstorming project ideas, our team believes in making essential workers' lives easier. This helps them focus on what truly matters. We loved the mission that Impiricus aimed to accomplish. However, we realized a critical field of doctors was left out. Many solutions are built for human healthcare, l... | [
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] | https://www.youtube.com/embed/9rUTRxw4NEY?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
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] | Did Not Place | false | [
{
"repo": "KarnavT/NotiVet",
"content": "# NotiVet - Veterinary Drug Information Platform\n\nNotiVet is a comprehensive platform that connects pharmaceutical companies with veterinary professionals through targeted drug information and notifications. Built with Next.js, Prisma, and PostgreSQL.\n\n## One-com... |
36c67e957051 | hackgt-12 | https://devpost.com/software/lyrical-lords | Lyrical Lords | Write lyrical masterpieces with friends in this web based party game! | Inspiration
We were inspired mostly by party games such as Jackbox Party, Scribbl.io, Gartic Phone, and Kahoot. Along with this, we were also inspired by our love for music writing and composition.
What it does
Our project allows users to work together to write original songs in a party game format.
How we built it
To ... | [
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"css",
"github",
"javascript",
"next",
"node.js",
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"render",
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] | https://www.youtube.com/embed/FtRlbSIrlDI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/TepuSG/Lyrical-Lords",
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] | Did Not Place | false | [
{
"repo": "TepuSG/Lyrical-Lords",
"content": "Welcome to Lyrical Lords! A web based party game about writing songs with friends!\nBelow is some basic instructions on starting a game, and direcctions for gameplay.\n\nHow to Start a Game:\n1. To start, players will enter a lobby based on their entered lobby c... |
e583348bd820 | hackgt-12 | https://devpost.com/software/hl7-liteboard | Prism | Prism transforms cryptic HL7 medical data into useful physician information. With AI-powered triage doctors can focus on patient care, instead of decoding data. | Inspiration
We watched clinical staff struggle with the cryptic nature of standard healthcare data formats like HL7, which is the standard for healthcare communication. Something as simple as checking a patient's most recent information often required physicians to call in IT support. That friction slows down admission... | [
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"docker",
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] | https://www.youtube.com/embed/bCrRxBYfZTM?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
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] | Did Not Place | false | [
{
"repo": "akchro/hl7-parse",
"content": "# Prism\n\nA lightweight, clinician-friendly solution that transforms complex HL7 data streams into digestible, editable, and exportable formats. Built for healthcare professionals to bridge the gap between technical HL7 standards and daily clinical workflows. The p... |
15a065ea8540 | hackgt-12 | https://devpost.com/software/wallet-wizard | Wallet Wizard | Make saving a daily habit. | Inspiration
As college students, we noticed how easy it is to overspend on small daily habits — like coffee runs, food delivery, or impulse buys. Saving money often feels boring or stressful, so we wanted to create something fun, social, and motivating. Our inspiration was to turn budgeting into a game, making financia... | [
"expo-go",
"nessie",
"react-native"
] | https://www.youtube.com/embed/Lrt9JeQbQDo?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/aryashahprog/Wallet-Wizard.git"
] | Did Not Place | false | [
{
"repo": "aryashahprog/Wallet-Wizard",
"content": "# Welcome to your Expo app 👋\n\nThis is an [Expo](https://expo.dev) project created with [`create-expo-app`](https://www.npmjs.com/package/create-expo-app).\n\n## Get started\n\n1. Install dependencies\n\n ```bash\n npm install\n ```\n\n2. Start the... |
49695741e948 | hackgt-12 | https://devpost.com/software/s-q723dn | EzMR | EzMR provides EMS teams with real-time, HIPAA- and HIE-compliant access to critical patient data, enabling life-saving decisions under immense pressure. | Inspiration
An EMT arrives to find an unconscious patient. The heart monitor flatlines, oxygen saturation drops. Is the patient diabetic? Allergic to a life-saving drug? Is their pacemaker safe to defibrillate? In emergencies where every second counts, paramedics are too often forced to act without critical context.
St... | [
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{
"repo": "Pudging/EzMR_HackGT",
"content": "# EzMR — Real-Time, HIPAA-Aware EMR Access for EMS\n\n<p align=\"center\">\n <img src=\"https://img.shields.io/badge/Next.js-14-black?logo=nextdotjs\" />\n <img src=\"https://img.shields.io/badge/TypeScript-Strict-blue?logo=typescript\" />\n <img src=\"https:/... |
348b73953eb7 | hackgt-12 | https://devpost.com/software/taskforceai | TaskForceAI | TaskForceAI is a healthcare copilot that unifies intelligence, workflow, and interface which delivers patient context, risk insights, and instant reports so clinicians save time and focus on care. | Inspiration : Healthcare providers spend more time wrestling with EMRs and alerts than engaging with patients. We wanted to reimagine clinical intelligence so doctors can focus on care, not clicks.
What it does: TaskForceAI acts as a healthcare copilot by delivering patient context, risks, costs, and summaries instantl... | [
"agents",
"ai",
"cedar-os",
"data-analysis",
"ergo",
"mastra",
"next.js"
] | null | [
"https://github.com/JoshithReddyAleti/HackGT_2025"
] | Did Not Place | false | [
{
"repo": "JoshithReddyAleti/HackGT_2025",
"content": "# TaskForceAI\n\nA generative AI-powered healthcare copilot built at HackGT!\n\n---\n\n## 🚑 Problem Statement\n\nHealthcare professionals are drowning in EMR screens, insurance confusion, and notification overload. Critical insights and evidence get bu... |
163da53760f5 | hackgt-12 | https://devpost.com/software/clanker | clankers | run infinite claude codes in parallel! | clankers
clankers
is a terminal interface to control multiple claude code (well technically
opencode
) agents at the same time, each working on independent git worktrees, possibly on a different computer.
The goal for this is to churn out as much code as possible for an MVP at a time, while still being able to review t... | [
"bun",
"opentui",
"react",
"typescript"
] | https://www.youtube.com/embed/l4EQfCC4m6E?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/rgodha24/clankers",
"https://github.com/rgodha24/opencode",
"https://clankers.sh",
"https://rgodha.com/clankers"
] | Did Not Place | false | [
{
"repo": "rgodha24/clankers",
"content": "# react\n\nTo install dependencies:\n\n```bash\nbun install\n```\n\nTo run:\n\n```bash\nbun run src/index.tsx\n```\n\nThis project was created using `bun init` in bun v1.2.20. [Bun](https://bun.com) is a fast all-in-one JavaScript runtime.\n",
"truncated": fals... |
5f35a813a5fd | hackgt-12 | https://devpost.com/software/charizzma-u7fkpa | chaRIZZma | The future of social confidence, in your pocket. | Inspiration
Ever freeze up when talking to someone you’re actually interested in? We wanted to create a tool that acts your pocket wingman… helping you navigate conversations, break the ice, and drop smooth lines without looking awkward.
What it does
chaRIZZma is an AI-powered wingman in hardware form. It uses a webca... | [
"flask",
"gemini",
"hardware",
"opencv",
"pyaudio",
"python",
"raspberry-pi",
"subprocess"
] | https://www.youtube.com/embed/MQ7fTW22H00?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [] | Did Not Place | false | [] |
1534a9b26d10 | hackgt-12 | https://devpost.com/software/ermmmmmm | APOLLO AI | Intelligent AI Solutions for Modern Healthcare | Inspiration
Our project was inspired by the challenges healthcare providers face in quickly accessing
reliable, peer-reviewed
medical knowledge at the point of care. Doctors often need to cross-reference clinical notes, symptoms, and diagnostic findings with the latest research, but this process is slow and fragmented.... | [
"cnn",
"gemini",
"huggingface",
"mcp",
"python",
"pytorch",
"react"
] | https://www.youtube.com/embed/CIj9UCrjfKU?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/vanishaswabhanam/hackgt"
] | Did Not Place | false | [
{
"repo": "vanishaswabhanam/hackgt",
"content": "# Medical Research Assistant\n\nA React web application that helps users get medical treatment recommendations, find clinical trials, and access relevant research papers using AI-powered analysis.\n\n## Features\n\n- **AI-Powered Analysis**: Uses Gemini API t... |
b2e6f3d52bc2 | hackgt-12 | https://devpost.com/software/medreport-ai | DocuBridge.ai | A secure, local platform that OCRs faxed EMRs, enabling healthcare professionals to edit, approve, and enhance their pathology reports with AI prompts—eliminating redundancy and streamlining workflow. | Inspiration
This project was inspired by one of our teammates' experience as a research assistant at a local hospital. She saw firsthand how doctors had to waste valuable time retyping information from faxed EMRs into pathology reports, since the text was not selectable. Existing OCR solutions weren’t an option due to ... | [
"cedaros",
"next.js",
"ollama",
"react",
"regex",
"tesseract",
"typescript"
] | https://www.youtube.com/embed/WnvEdQcc4nI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/itscarolinesong/DocuBridge.ai"
] | Did Not Place | false | [
{
"repo": "itscarolinesong/DocuBridge.ai",
"content": "<<<<<<< HEAD\n# DocuBridge.ai\n\n## 🎯 Built for HackGT 12 \nThis is our code for DocuBridge.ai!\n\n# Cedar-OS + Mastra Starter Template\n\nA blank starter template combining [Cedar-OS](https://cedar.ai) for the frontend AI interface and [Mastra](https:... |
75c894021532 | hackgt-12 | https://devpost.com/software/baguettes-76dpmj | Study Sage | Personalized learning using generative AI agents | As TAs, we are very familiar with the challenges of explaining complicated topics. One particularly powerful method of teaching is through visuals, which is emphasized by the success of 3blue1brown's explainer videos. His style, animations using a custom programming language called 'manim' has spread far beyond his ch... | [
"ai",
"flask",
"react"
] | null | [
"https://github.com/VirtualMe64/study-sage"
] | Did Not Place | false | [
{
"repo": "VirtualMe64/study-sage",
"content": "��#\u0000 \u0000m\u0000-\u0000a\u0000i\u0000-\u0000n\u0000i\u0000m\u0000\r\u0000\n\u0000",
"truncated": false
}
] |
c270d031e86c | hackgt-12 | https://devpost.com/software/kids-jam | Kids Jam | An interactive site where kids can discover and create their own beats! | Inspiration
Music defines who you are. From your favorite streaming app, artist, genre, instrument, etc. Everyone has their own taste in music, even children. As kids, we were all interested in making music by playing an instrument, humming along to a song, or tapping our pencils to the rhythm. But, combining everythin... | [
"css",
"expogo",
"html",
"javascript",
"mediapipes",
"opencv",
"react-native"
] | https://www.youtube.com/embed/J2bImE1DlAI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://snack.expo.dev/@sruthiv_01/hackgt12project"
] | Did Not Place | false | [] |
a057c9fdb2ad | hackgt-12 | https://devpost.com/software/jasma | jasma | Developer Tool for Knowledge Sharing | Inspiration
We wanted to eliminate repetitive bug fixing and create a shared memory system that allows developers and coding agents to instantly benefit from solutions that have already been proven.
What it does
Jasma captures bug fixes, validates them, and stores them in a shared database. When a developer encounters ... | [
"amazon-ec2",
"cloudflare",
"fastapi",
"next.js",
"python",
"selenium",
"supabase",
"typescript",
"vercel",
"zod"
] | https://www.youtube.com/embed/vtJlwksFVlU?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"http://mcp-knowledge-base.jasma.workers.dev",
"http://hack-gt-25.vercel.app"
] | Did Not Place | false | [] |
69a786e7ee5c | hackgt-12 | https://devpost.com/software/vision-app | VisionNav | Helping the visually impaired navigate their daily life - through sound. | Inspiration
VisionNav is built with a focus on aiding the visually impaired who are looking for an easily accessible way to navigate their daily lives. The reason behind creating such an app is most of our team knows someone in their family who may face difficulties with vision. With further research into this topic, w... | [
"gemini",
"python",
"speech",
"swift",
"text-to-speech",
"visionproject",
"xcode",
"yolo"
] | https://www.youtube.com/embed/Hh7d22NlIk4?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/jaeheonshim/VisionNav",
"https://sites.google.com/view/visionapp-website/home"
] | Winner The Curator's Cause - 1st Place | true | [
{
"repo": "jaeheonshim/VisionNav",
"content": "## Inspiration\nVisionNav is built with a focus on aiding the visually impaired who are looking for an easily accessible way to navigate their daily lives. The reason behind creating such an app is most of our team knows someone in their family who may face dif... |
18b4c2f3e9d0 | hackgt-12 | https://devpost.com/software/my-therapist-vpurly | TalkTime | Talk to a digital friend whenever you want. | Inspiration
With the increased importance of mental health people may not be comfortable with talking to a person. We wanted to provide people an app where they can talk about their daily lives with an AI that responds back and considers your feelings with previous chat histories, and provides you ways to improve yours... | [
"fastapi",
"github",
"google-cloud",
"python",
"react",
"react-native"
] | null | [
"https://github.com/pammikoundi/therapyapp"
] | Did Not Place | false | [
{
"repo": "pammikoundi/therapyapp",
"content": "# therapyapp\nTherapy App using AI\n",
"truncated": false
}
] |
2f064e67bebf | hackgt-12 | https://devpost.com/software/chronologicare | ChronologiCare | Track every prescription, follow every breakthrough. With ChronologiCare, healthcare providers can easily stay up to date on the most relevant research on their patients' medication. | Inspiration
We were inspired to work on a healthcare-oriented project by Impiricus' sponsor challenge. The idea of being able to build something that could have real-world benefits on people's health was very exciting to us, and made this sponsor challenge stand out from the other tracks.
What it does
ChronologiCare al... | [
"javascript",
"next.js",
"node.js",
"prisma",
"pubmed",
"react.js",
"tailwind"
] | https://www.youtube.com/embed/DPUsSO4OY9s?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/nick-cortes/HackGT"
] | Did Not Place | false | [
{
"repo": "nick-cortes/HackGT",
"content": "## Inspiration\nWe were inspired to work on a healthcare-oriented project by Impiricus' sponsor challenge. The idea of being able to build something that could have real-world benefits on people's health was very exciting to us, and made this sponsor challenge sta... |
6110c069eaee | hackgt-12 | https://devpost.com/software/trialify-i7w2qk | Trialify | Improving the HCP experience by seamlessly connecting patients to clinical trials using AI agents | Trialify: AI-Powered Clinical Trial Matching
Inspiration
The inspiration for Trialify came from the outstanding issues in healthcare systems nationwide. Many software tools used by HCPs are outdated or require endless manual parsing and typing. Additionally, we noticed that patients trying to match to clinical trials s... | [
"mastra",
"next.js",
"node.js",
"postman",
"rag",
"typescript"
] | https://www.youtube.com/embed/vbdLnUxBEGg?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/ArjunBakhale/trialify"
] | Did Not Place | false | [
{
"repo": "ArjunBakhale/trialify",
"content": "# Trialify\n\nA modern, AI-powered connection software that allows HCPs to seamlessly match patients to clinical trials, saving **time**, **money**, and **risk**. \n\n## Tech Stack\n\n* Next.js for backend and frontend\n* Mastra AI framework for agentic process... |
4bb792227186 | hackgt-12 | https://devpost.com/software/ripenv | ripenv | Git maintains your code. We protect your secrets. From local dev to CI, every .env stays sealed, every key remains encrypted - no Discord pastes, no GitHub leaks. Each secret kept fully bulletproof. | Inspiration
When collaborating on code, we always sent out API keys over plaintext on Discord/WhatsApp etc (very unsecure!). We built
ripenv
as a solution to this fundamental problem every software developer faces in their life.
There is a growing crisis of secret management in the software industry. With millions of A... | [
"argon2id",
"click",
"gemini",
"libsodium",
"next.js",
"pynacl",
"python",
"rich",
"secretbox",
"supabase",
"tailwindcss",
"typescript"
] | https://www.youtube.com/embed/FJebwHBEung?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/raptor1820/ripenv"
] | Did Not Place | false | [
{
"repo": "raptor1820/ripenv",
"content": "# ripenv\n\n**ripenv** is a comprehensive, military-grade solution for managing encrypted environment files and API secrets across development teams. Built with a security-first approach, ripenv addresses the critical challenge of secret management in modern softwa... |
17f1f1ec1074 | hackgt-12 | https://devpost.com/software/temp-8datcm | CashCast | CashCast: See Your Spending, Stay in the Green.
We've created an easy-to-use web app that helps students forecast their spending and budget ahead. | CashCast
Forecast Your Finances, Stress Less.
Inspiration
As busy college students, we constantly juggle classes, clubs, work, and social lives. With so many to-dos, keeping track of personal finances often falls to the bottom of the list. We wanted to create a simple, automated tool that helps students stay financiall... | [
"api",
"css",
"html",
"numpy",
"pandas",
"python",
"streamlit"
] | https://www.youtube.com/embed/37izf_BoUxk?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/kimberlytsung/cash-cast"
] | Did Not Place | false | [
{
"repo": "kimberlytsung/cash-cast",
"content": "# CashCast\n\n_Forecast Your Finances, Stress Less._\n\nCashCast is a financial forecasting & protection tool built with the Capital One Nessie API, Python, and Streamlit for HackGT. It projects your cash flow, identifies potential overdrafts, and recomme... |
6275c17be1c3 | hackgt-12 | https://devpost.com/software/sideline | Sideline | Sideline turns watching into experiencing. With real-time updates, interactive challenges, and friendly rivalries that make every play matter, you’re not just watching the game… you’re part of it. | Inspiration
Community is a huge aspect of sports, and we noticed that while fans can watch together, the sports-watching experience is often passive. We created Sideline to augment that experience and hone in on the community aspect of sports. We spoke to people who were heavily into sports betting and realized that th... | [
"expo.io",
"express.js",
"firebase",
"firestore",
"node.js",
"openai",
"react-native",
"sportradar",
"typescript",
"ws"
] | https://www.youtube.com/embed/j0IYCO_qgY8?enablejsapi=1&hl=en_US&rel=0&start=6&version=3&wmode=transparent | [
"https://github.com/HackGT12"
] | Winner PrizePicks - The Second Screen Experience | true | [] |
23a5434debb2 | hackgt-12 | https://devpost.com/software/simplygraph | SimplyGraph | SimplyGraph: an AI-powered SAT math tutor that integrates Desmos for interactive problem-solving, step-by-step hints, and gamified progress to help students master math with confidence. | Inspiration
The new SAT format includes the Desmos graphing calculator attached to the platform. However, usually students struggle with using said calculator due to its complexity. This calculator can be used to solve every single problem on the SAT Math section. Therefore, it has become an important skill in studying... | [
"amazon-web-services",
"aurora",
"ci/cd",
"cognito",
"css",
"figma",
"githubactions",
"html",
"iam",
"java",
"javascript",
"lambda",
"postcss",
"python",
"rds",
"react",
"redshift",
"rest",
"sql",
"typescript",
"vite"
] | null | [
"https://simplygraph.eduvision.technology"
] | Did Not Place | false | [] |
05d75ad46e32 | hackgt-12 | https://devpost.com/software/quickpicks | QuickPicks | Turn live sports into competition. QuickPicks gives fans real-time challenges during the game. Predict outcomes, earn points based on odds, and climb the leaderboard (like Kahoot for sports). | QuickPicks Project Story
Inspiration
We wanted to create a
group-based sports prediction platform
that blends real-time engagement with friendly competition. The idea came from the excitement of watching games in groups — whether at a bar, stadium, or at home — and the thrill of making live predictions together. QuickP... | [
"fastapi",
"ngrok",
"pandas",
"pydantic",
"python",
"react-native",
"typescript",
"websockets"
] | https://www.youtube.com/embed/tmoj8K4hAXI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/RishabParuchuri/QuickPicks"
] | Did Not Place | false | [
{
"repo": "RishabParuchuri/QuickPicks",
"content": "# QuickPicks Trivia\n\nA real-time sports trivia platform that allows organizers to host interactive betting games during sporting events. Players can join rooms, place strategic bets on live events, and compete on a dynamic leaderboard.\n\n## Overview\n\n... |
0916272485f3 | hackgt-12 | https://devpost.com/software/dr-mcquery | Doc McQuery | Smarter searches, better care | 🦛 Inspiration
In medicine, knowledge is constantly evolving as new conditions are discovered and innovative treatments are developed. Case studies, which are detailed examinations of individual or group patient cases, are one of the richest sources of this evolving knowledge. However, busy healthcare professionals oft... | [
"docker",
"flask",
"nih-api",
"openai-api",
"pgvector",
"postgresql",
"python",
"react",
"sentence-transformers",
"tailwind-css",
"typescript",
"vite"
] | https://www.youtube.com/embed/ccRukDWABds?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/hhsiao24/Doc-McQuery"
] | Winner Impiricus | true | [
{
"repo": "hhsiao24/Doc-McQuery",
"content": "<img height=\"250\" alt=\"image\" src=\"https://github.com/user-attachments/assets/a52c4794-3970-456a-883c-6821004fbd08\" />\r\n\r\n# Welcome to Doc McQuery!\r\n# 🦛 Inspiration\r\nIn medicine, knowledge is constantly evolving as new conditions are discovered an... |
e6750205f9c3 | hackgt-12 | https://devpost.com/software/promptly-52t9a3 | Promptly | Promptly is the AI planner that adapts to your chaotic day. Tell it your tasks, and it builds your schedule. When plans change, it automatically re-optimizes your calendar so you stay focused. | Inspiration
Our inspiration comes from the common struggle with time management fatigue and the limitations of traditional to-do list apps. Existing tools force users to manually break down tasks, estimate durations, and constantly reshuffle their calendar when things change. We were inspired to build a truly agentic s... | [
"expo.io",
"javascript",
"openai",
"python",
"react-native",
"supabase",
"typescript",
"vercel"
] | https://www.youtube.com/embed/_CWlPEOX7v0?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/V-Shah07/PromptlyAI"
] | Did Not Place | false | [
{
"repo": "V-Shah07/PromptlyAI",
"content": "# Promptly - Agentic AI Personal Productivity Assistant\n\n**Promptly** is an advanced agentic AI-powered React Native productivity app that acts as an intelligent personal assistant. It autonomously analyzes your schedule, makes intelligent decisions about task ... |
111b7a851d65 | hackgt-12 | https://devpost.com/software/codeblue | CodeBlue | CodeBlue: Revolutionizing HCP-patient engagement in clinical trials with deepagentic AI to eliminate patient dropouts, promote transparency and fast-track life-saving breakthroughs! | Inspiration
The world of clinical trials is silently in a crisis. Coming from medical backgrounds with our families, we were shocked to discover that up to
40% of participants drop out
before their trial is complete, derailing critical medical research. This isn't just a number; it's a cascade of failure. About
20% of ... | [
"deepagents",
"expo.io",
"fastapi",
"firebase",
"gemini",
"langchain",
"langgraph",
"medgemma",
"openai",
"python",
"react-native",
"realtime-database",
"redis",
"uvicorn"
] | https://www.youtube.com/embed/dVvqw4uKdec?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/Lyra126/gt-hacks"
] | Did Not Place | false | [] |
faa734e92322 | hackgt-12 | https://devpost.com/software/nothing-igp1ea | PrizePicks Companion | The ultimate second-screen experience for live sports - clip moments, feel the crowd, and track players in real-time. | Project Story: PrizePicks Companion
🎯 What Inspired Me
As a sports fan who often watches games alone or in small groups, I've always felt something was missing from the second-screen experience. Most sports apps either show basic stats or social feeds, but none truly make you feel like you're part of the stadium atmos... | [
"javascript"
] | null | [
"https://github.gatech.edu/acasas33/PrizePicks-Companion.git"
] | Did Not Place | false | [] |
d392ae4fb3c8 | hackgt-12 | https://devpost.com/software/filog | FiLog | FiLog (Feel + Log) is a universal data tracker with app integration for real-time patient-provider communication. | Inspiration
Real-time communication between patient and provider is often inadequate, leading to blind spots in treatment. For example, in hospitals and care settings, patients—especially children, stressed individuals, or those with communication barriers—struggle to express their needs clearly. This creates critical ... | [
"arduino",
"express.js",
"javascript",
"node.js",
"react"
] | null | [
"https://github.com/arodrigues46/hackgt2025",
"https://docs.google.com/presentation/d/1NxCL4_FJXrt7BPc80WxvNgEC04rN81k_6ncf5-fdlmI/edit?usp=sharing"
] | Did Not Place | false | [
{
"repo": "arodrigues46/hackgt2025",
"content": "# FiLog\r\n\r\nProject for HackGT12 @ GeorgiaTech U.S.A.\r\n\r\nThis code constitues a proof of concept of the dashboard of our innovative medical device.\r\n\r\nAll the components run on a docker virtual network\r\n\r\n~~~\r\ndocker network create <network_n... |
047fe8f2c384 | hackgt-12 | https://devpost.com/software/backpackmate-ai | BackpackMate | An all-in-one AI travel planner. AI that lightens every mile. | Inspiration
We wanted an easier method to create travel plans. There are many things to research, coordinate, and manage when planning a trip. We created BackpackMate to ease this process.
What it does
BackpackMate uses AI to create travel itineraries. Users fill out a survey with all the necessary considerations (dest... | [
"cedar",
"javascript",
"mastra",
"next.js",
"node.js"
] | https://www.youtube.com/embed/TU32OaIYNRI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [] | Did Not Place | false | [] |
e0534046fa34 | hackgt-12 | https://devpost.com/software/medtrak-wog2la | MedTrak | What if you could show your doctor how your symptoms changed, not just tell them? MedTrak: capture photos, clips, voice logs; get an automated timeline + summary for faster and enhanced care. | 💡 Inspiration
AI is increasingly being leveraged in various aspects of life, including disease diagnosis. However, doctors still spend a significant amount of time talking with patients to identify their symptoms. According to research, doctors spend an average of 18 minutes per patient (Neprash et al., 2021). This fa... | [
"fastapi",
"firebase",
"openai-api",
"openai-whisper",
"python",
"react-native"
] | https://www.youtube.com/embed/JACDzl5Jv5o?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [] | Did Not Place | false | [] |
6c439ef99150 | hackgt-12 | https://devpost.com/software/losslens | Regretmatics | A personal finance dashboard that helps users reflect on their spending by rating how much they "regret" certain purchases. It calculates a "regret score" and gives AI-powered insights. | Inspiration
I built LossLens to help people reflect on spending through a simple emotional lens: not just how much they spend, but how much they regret it. The idea came from the everyday experience of buying something that felt good in the moment and then regretting it later — I wanted a lightweight tool that makes th... | [
"openai-python-sdk",
"pandas",
"plotly",
"python",
"python-dotenv",
"scikit-learn",
"standard-library",
"streamlit"
] | https://player.vimeo.com/video/57f8fd54e6?byline=0&portrait=0&title=0#t= | [
"https://github.com/sriharshithavaranasi/LossLens"
] | Did Not Place | false | [
{
"repo": "sriharshithavaranasi/LossLens",
"content": "# 💸 Regretmatics — Reflect on Spending with Regret Analytics\n\n> **A personal finance dashboard that turns your transactions into reflections.** \n> Regretmatics helps you see not only *where* your money goes, but also *how much value* those purchase... |
7a0ba177c098 | hackgt-12 | https://devpost.com/software/warp-code-review-assistant | Warp Code Review Assistant | A code review assistant that integrates seamlessly with Warp terminal to provide real-time, intelligent code analysis, suggestions, and automated improvements. | Warp Code Review Assistant
Inspiration
Code reviews are essential but often time-consuming, and developers frequently face bottlenecks when trying to ensure quality across large codebases. Inspired by the desire to make reviews faster, smarter, and more accessible, I built Warp Code Review Assistant, which is a tool th... | [
"html",
"javascript"
] | https://www.youtube.com/embed/8pmP_7R6Rc8?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [] | Did Not Place | false | [] |
7f10ce6bd69b | hackgt-12 | https://devpost.com/software/nodesurfer | NodeSurfer | Transform your notes into a smart web of ideas. Just upload a PDF or doc, and our AI builds a dynamic knowledge graph—complete with a chatbot that helps you explore and truly understand any topic. | Inspiration
We were inspired by how the human brain naturally connects ideas. It does so not in rigid outlines, but in flexible webs of meaning, all connected to one another. Traditional knowledge-intake tools, like Anki (flashcarding) and Quizlet (Multiple Choice Quizzes), fail to reflect this. We want to create a sma... | [
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"godaddy",
"html5",
"javascript",
"mastra",
"next.js",
"openai",
"postgresql",
"pydantic",
"python",
"react",
"sql"
] | null | [
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] | Did Not Place | false | [
{
"repo": "Gustavo-Galvao-e-Silva/hack-gt-frontend",
"content": "# NodeSurf\r\n\r\n## What it is\r\n\r\nThis app is meant to help students to organize their notes and thoughts in a way that best resembles how humans connect concepts: a web. \r\n\r\nUsers can upload their notes via PDF, docx, txt, MD, etc. a... |
8d960f69839c | hackgt-12 | https://devpost.com/software/polycode-ylkzg0 | PolyCode | Synchronous, peer-to-peer code collaboration! | Inspiration
The greatest part of a hackathon is stressing over code together. But that's hard to do when everyone is working on different versions of the code, bracing for the inevitable merge conflicts and "works on my machine" when mashing the code together. Indeed, in these small group settings when source control i... | [
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"git",
"github",
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"typescript"
] | https://www.youtube.com/embed/hbwSqNB655k?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/Waymond9056/Polycode-Extension"
] | Did Not Place | false | [
{
"repo": "Waymond9056/Polycode-Extension",
"content": "\t\n# PolyCode\n\n## Inspiration\nThe greatest part of a hackathon is stressing over code together. But that's hard to do when everyone is working on different versions of the code, bracing for the inevitable merge conflicts and \"works on my machine\"... |
80fab88e325c | hackgt-12 | https://devpost.com/software/club-club-tqls20 | Go Clubbing | Speaking, scanning, and later searching. Managing links and blurry QR code pictures from club and career fairs can be hard, but this tool will help organize and optimize this process for you | Inspiration
We were inspired by the chaos of club fairs, career fairs, and other campus information events: too many QR codes, flyers, and links to keep track of. After staying up late for countless hours sorted through the QR codes and information, we wanted a way to scan once, store everything neatly, and decide late... | [
"css",
"gemini",
"javascript",
"mastra-ai-framework",
"openai",
"python",
"streamlit",
"vscode"
] | https://www.youtube.com/embed/CGpTFH4-wvg?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/StarryNight7210/HACKGT2025"
] | Did Not Place | false | [
{
"repo": "StarryNight7210/HACKGT2025",
"content": "# 🎉 Go Clubbing\n\n## 💡 Inspiration \nWe were inspired by the chaos of club fairs, career fairs, and other campus events — too many QR codes, flyers, and links to keep track of. \nAfter countless late nights sorting through QR codes and information, we... |
cccfe0981bd9 | hackgt-12 | https://devpost.com/software/zola-15ox06 | Zola | A travel mood board to scrapbook your dream vacation. | Inspiration
Planning a trip can be stressful for "Type A" friend, family member, or partner. You have to comb the internet for popular destinations, search for reviews if they are worth visiting or tourist traps, budget prices, manage timelines, book tickets, accommodations, and find delicious restaurants, to maximize... | [
"framermotion",
"lucidereact",
"openai",
"python",
"react",
"tailwind",
"tripadvisor",
"typescript",
"unsplash",
"vite"
] | https://www.youtube.com/embed/Cx0gZzrmZFY?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/OGaCu/zola"
] | Did Not Place | false | [
{
"repo": "OGaCu/zola",
"content": "# 🌍 Zola - AI-Powered Travel Planning Platform\n\nZola is an intelligent travel planning application that combines AI-generated itineraries with visual inspiration and location recommendations. Create personalized travel experiences by pinning inspiring images and lettin... |
7e1e1ffb272a | hackgt-12 | https://devpost.com/software/tryon-ai-5lbjct | Tryon-ai | Shopping online right now is broken: you fall in love with an outfit, but have no idea how it looks on your body. Our app fixes this! Upload a selfie, and be able to see yourself in ANYTHING! | Inspiration
Each of us has felt the grind of online shopping:
"Oh that looks great on that fasion model, but will it look good on me?"
With the latest breakthroughs in vision models, we imagined a better path. We sought out to creat an app that brings the certainty of an in-store fitting room to the web.
What it does
O... | [
"fastapi",
"googleapis",
"nanobanana",
"next.js",
"python",
"react"
] | https://www.youtube.com/embed/KWVsI8NllsU?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
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] | Did Not Place | false | [
{
"repo": "johnwalterdennis/Tryon-ai",
"content": "# Tryon-ai",
"truncated": false
}
] |
00fd62c5fd56 | hackgt-12 | https://devpost.com/software/vitalicus | Vitalicus | A system simplifying, streamlining, and informing patient-provider healthcare engagement. | Inspiration
Vitalicus is inspired by our personal connections to healthcare, with several team members having close family in the medical field, including parents who are doctors, and through them we have seen firsthand the challenges both patients and doctors face in everyday clinical interactions. Whether it is long ... | [
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] | https://www.youtube.com/embed/qrc-DkZPmpw?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/AyushMahajan06/vitalicus"
] | Did Not Place | false | [
{
"repo": "AyushMahajan06/vitalicus",
"content": "# Vitalicus Software Platform\n\nThis repository contains the **software side** of our healthcare hardware-software solution developed for HackGT 12, inspired by Impiricus’s challenge for next-generation healthcare provider (HCP) engagement.\n\n---\n\n## Ove... |
ea6eab9f101c | hackgt-12 | https://devpost.com/software/atlas-enob4y | Atlas | Atlas is a second-screen mobile companion that prices live sports props like options. When your rule hits, it fires a polite alert/call with a 15-second explainer. | Inspiration
We thought PrizePicks had a very fun track, and decided to experiment with the user experience with interactive sports sweepstakes software. Our main inspirations came from financial assets, as we figured that a bet would work similarly to a European option: You can buy the line, but cannot "sell" until the... | [
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] | https://www.youtube.com/embed/BNTBwSm0Lq8?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/SupratikPanuganti/Atlas"
] | Did Not Place | false | [] |
9d77fe8f9d60 | hackgt-12 | https://devpost.com/software/clipsmart | ClipSmart | Designed for STEM students, ClipSmart uses AI to detect what kind of text you’re copying whether it’s math, physics, or a chemical equation and automatically converts it into the proper LaTeX script! | Inspiration
As STEM students, we often have to copy problem statements from textbooks or PDFs into LaTeX for homework submissions. Professors usually give problem numbers, and the statements contain mathematical expressions. Regular copy-paste breaks formatting or requires tedious cleanup, which is inconvenient. We tho... | [
"amazon-web-services",
"docker",
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"java",
"natural-language-processing",
"python",
"spring"
] | null | [
"https://github.com/ZinnunMalikov/clipsmart"
] | Did Not Place | false | [] |
fb259c15d17c | hackgt-12 | https://devpost.com/software/prospero | Prospera | Are you interested in learning how to budget and invest? Investing isn't only for people who have money; Prospera helps students begin their investment journey regardless of financial background. | Prospera
Prospera provides investing suggestions based on users’ current funds and their investing goals. Our web app features a built-in Gemini chatbot named Penny, tailored specifically towards budgeting and finance advice.
What Inspired Us
When researching existing finance apps, we noticed that most of them were foc... | [
"api",
"css",
"gemini",
"html",
"java",
"nessie",
"rest",
"spring"
] | https://www.youtube.com/embed/2QmbMMvIdWQ?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/etumanova/hackgt",
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] | Did Not Place | false | [
{
"repo": "etumanova/hackgt",
"content": "# Prospera\nProspera provides investing suggestions based on users’ current funds and their investing goals. Our web app features a built-in Gemini chatbot named Penny, tailored specifically towards budgeting and finance advice. \n",
"truncated": false
}
] |
d13219e12e6c | hackgt-12 | https://devpost.com/software/co-cedar | SMB copilot | The one stop for small business. | Inspiration
The main inspirations for this project was due to the lack of tools that were present to small business owner.
What it does
The main premise of this tool is to be a "one stop shop" for all the finance and business related events for a SMB. We will provide payroll application, expense tracking, collaborative... | [
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"next.js",
"node.js",
"openai",
"pnpm",
"squareapi",
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"typescript",
"yoml"
] | https://www.youtube.com/embed/Gj9k98GnH_o?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [] | Did Not Place | false | [] |
ad8c83a612fb | hackgt-12 | https://devpost.com/software/docez-ai | LovedOnes | “Loving someone with Alzheimer’s is remembering for two.” | Inspiration
When my nana was diagnosed with Alzheimer’s, one afternoon she wandered away from home and went missing. For hours, our family searched — terrified and helpless. That fear never left me.
Sadly, this isn’t just my story — it’s a global crisis:
Over 55 million people worldwide live with dementia, with 10 mill... | [
"machine-learning",
"mapkit",
"postgresql",
"python",
"swift",
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"vapi"
] | https://www.youtube.com/embed/kHsCzTjdihQ?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/kbhatnagar1506/lovedones"
] | Did Not Place | false | [
{
"repo": "kbhatnagar1506/lovedones",
"content": "# 🏆 LovedOnes - AI-Powered Alzheimer's Care Platform\n\n> **Hackathon Winner** | **Best Healthcare Innovation** | **Most Impactful Social Good Project**\n\n[](https://swift.org)\n[![iOS](https://img... |
f2fff9b1bb10 | hackgt-12 | https://devpost.com/software/sportslive | SportsLive Engagement&Insight | SportsLive Engagement&Insight is a mobile application platform to provide real-time MLB game data and visualization of baseball bases and gives player stats and lets you know who is batting/ pitching | Inspiration
I watch baseball a lot, but don't recognize many players other than a few big name players. It's always more fun to watch baseball knowing how good of a player the current at-bat hitter is and how much of a pitcher the currently playing pitcher is.
I go to baseball reference page while watching game, which ... | [
"mlb-api",
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"react-native",
"typescript"
] | https://www.youtube.com/embed/G9Ta6J-PQCY?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/hlee18lee46/mobile"
] | Did Not Place | false | [
{
"repo": "hlee18lee46/mobile",
"content": "This is a new [**React Native**](https://reactnative.dev) project, bootstrapped using [`@react-native-community/cli`](https://github.com/react-native-community/cli).\n\n# Getting Started\n\n> **Note**: Make sure you have completed the [Set Up Your Environment](htt... |
28d1b2188809 | hackgt-12 | https://devpost.com/software/2-1 | Buzz Didn't Remind Me | You’re focused on code. We handle the chaos.
Our app reads your emails, pulls deadlines, and schedules reminders for everything: from prep time reminders to interviews. 🐝🎓
Code hard. Forget nothing. | Inspiration
Have you ever gotten so locked into a coding session that you miss an important email? Yeah, us too.
This entire project was born from real pain. Before this hackathon even started, one of our original teammates was deep in their portfolio project and completely missed the confirmation email to RSVP. Just l... | [
"baseweb",
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"figma",
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] | https://www.youtube.com/embed/1JNnXstHQmg?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/msaini26/hackgt-hci"
] | Did Not Place | false | [
{
"repo": "msaini26/hackgt-hci",
"content": "## Inspiration\nHave you ever gotten so locked into a coding session that you miss an important email? Yeah, us too.\n\nThis entire project was born from real pain. Before this hackathon even started, one of our original teammates was deep in their portfolio proj... |
132d6c7ab4db | hackgt-12 | https://devpost.com/software/commitsense-da5h6s | CommitSense | AI-powered code intelligence that reveals what legacy code does, who wrote it, and why it exists. Uses Snowflake, RAG, and Gemini to turn legacy code into clear, maintainable systems. | Inspiration
CommitSense was inspired by our real frustration with legacy code during internships. One teammate spent weeks at a software company trying to decode undocumented fixes and mysterious variables like DONT CHANGE THIS and Magic_Thingy, while the rest of us faced similar onboarding delays in our own roles. We ... | [
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] | https://www.youtube.com/embed/55q4tnc1qAI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/Downbeatfoil/HackGT-CommitSense"
] | Winner MLH - Best Domain Name from GoDaddy Registry | true | [] |
ec861a922efe | hackgt-12 | https://devpost.com/software/parkura | Parkura | Welcome to Parkura, where immersive VR meets personalized Parkinson’s care. Our platform empowers patients to do home exercises while physical therapists monitor progress with real-time movement data. | Inspiration
The name Parkura comes from a combination of Parkinson’s disease and the Latin word cura, meaning “cure.” It reflects our mission to help patients with Parkinson’s disease improve mobility, coordination, and confidence through immersive virtual reality exercises, while providing physical therapists with con... | [
"c#",
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] | https://www.youtube.com/embed/IZ3iUd5MB9g?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
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] | Did Not Place | false | [
{
"repo": "ameliajemal/hackgt12",
"content": "# hackgt12",
"truncated": false
}
] |
04cc8def6284 | hackgt-12 | https://devpost.com/software/bevy-bswu3n | bevy | Whether it’s your morning coffee, a refreshing boba, or a new twist on a classic, bevy makes it easy to share what you’re sipping and discover fresh combinations from a community of fellow enthusiasts | Inspiration
We were brainstorming on the couch, trying to think of what we could build for HackGT, when our friend walked in with coffee she just bought. It was the worst cup of coffee I've ever had, but it got me thinking. If only there was some way to find the drinks you love and share your favorites. Real people gi... | [
"cedaros",
"mastra",
"openai",
"react",
"supabase",
"tailwind",
"vercel",
"vite"
] | https://www.youtube.com/embed/aTW4OO1eL-o?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"http://explorebevy.vercel.app"
] | Did Not Place | false | [] |
d259addcfbe1 | hacktech-by-caltech-2026 | https://devpost.com/software/lab-log | Lab Log | LabLog is an AI-powered laboratory notebook that eliminates the friction of documenting experiments in real time. | By Jethro, Matt, Sidd, and Rishi
Inspiration
Modern lab work is still heavily burdened by inefficient, fragmented documentation—paper notebooks, scattered notes, and inconsistent formatting slow down research and collaboration. We were inspired to reduce this friction by creating a smarter, faster way for scientists to... | [
"claude",
"cursor-d.o.o.-fiscalization-service",
"gemini",
"javascript",
"next.js",
"typescript"
] | https://www.youtube.com/embed/3H7VmEGk6hc?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://lablog-psi.vercel.app"
] | Did Not Place | false | [] |
dbd70af18a86 | hacktech-by-caltech-2026 | https://devpost.com/software/algozero | AlgoZero | Both UPI and current crypto wallets fail entirely if the internet is down or connectivity is poor, so we are Building an Algorand payment protocol that works completely offline. | AlgoZero: Zero-Connectivity Crypto-UPI Offline Algorand Payment Protocol
Abstract
Current digital payment infrastructures, ranging from traditional fiat-based Unified Payments Interface (UPI) systems to decentralized cryptocurrency wallets, share a critical vulnerability: an absolute dependency on continuous internet c... | [
"jetpack",
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] | https://www.youtube.com/embed/9LPLokChwE0?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
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] | Did Not Place | false | [
{
"repo": "HarshPrajapati7/AlgoZero",
"content": "# Architecting a Zero-Connectivity Crypto-UPI: A State-of-the-Art Offline Payment Protocol on the Algorand Blockchain\n\nA production-grade architectural blueprint and comprehensive implementation for offline-first decentralized payments on the Algorand bloc... |
9b54a0e25f48 | hacktech-by-caltech-2026 | https://devpost.com/software/newz-x4l3io | NewZ | Newz turns the footage people are already recording into multi-angle local news, automatically with no editing, no captions, no profiles. Just point, shoot, and AI does the rest. | Inspiration
People who enjoy watching theater will watch bootleg videos of audience members secretly recording during the play. People stitch these videos together to make the best-quality full video, for theater fans who don't want to pay for tickets or online versions, or for those who want to personally enjoy the au... | [
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] | https://www.youtube.com/embed/hkl92P_peek?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/LiamShalom/newz",
"https://newz-xi.vercel.app/"
] | Did Not Place | false | [
{
"repo": "LiamShalom/newz",
"content": "# Newz\n\nAI-native local news from anonymous crowdsourced footage. Hackathon MVP, HackTech (Caltech) April 24-26, 2026. Co-founders: Liam, Roan, Claude.\n\nAnonymous, GPS-tagged short clips → Twelve Labs Marengo 3.0 multimodal embeddings → composite-score event clus... |
11d84a37f736 | hacktech-by-caltech-2026 | https://devpost.com/software/lumos-badz1y | Lumos | Shedding light on the hidden gap between private belief and public performance | Inspiration
Every belief change leaves a trail — a moment of doubt, a mental flinch, a quiet recalibration that never makes it into words. But that internal process has always been invisible. We built Lumos because we believed that if you could actually see inside someone's mind as their thinking shifts — the resistanc... | [
"anthropicapi",
"fastapi",
"node.js",
"python",
"react",
"tailwindcss",
"typescript",
"vite"
] | https://www.youtube.com/embed/Suwmk-XKcjI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/AnanthKini1/Lumos"
] | Did Not Place | false | [
{
"repo": "AnanthKini1/Lumos",
"content": "# Lumos — Internal Mind Simulator\n\n**Team:** Isak Pederson · Timothy Llata · Ananth Kini\n\n**What it is:** An AI simulation that models the interior cognition of a person being persuaded. Not just whether stance changes — what's actually happening inside the min... |
6cf2a6901e2e | hacktech-by-caltech-2026 | https://devpost.com/software/hirelock | Hirelock | As AI becomes the next-gen interview process for companies, we simulate the hiring market: resume-grounded agents, full funnels, and fairness metrics. | Inspiration
Hiring is shifting fast. Many companies already use automated screens, structured assessments, and increasingly AI-mediated stages—resume parsing, ranking, chat screens, and interview-style evaluations. That change is not just a product story; it is a systems story: who advances, who drops out before they e... | [
"grit",
"hardwork",
"persevearance",
"python",
"talent",
"typescript"
] | https://www.youtube.com/embed/gxb2Wn23Y7Q?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [] | Did Not Place | false | [] |
2d32d0f09dbb | hacktech-by-caltech-2026 | https://devpost.com/software/goldilocks-7bvdqt | Goldilocks | Simulation that allows nonprofits to explore how different populations respond to donation requests, and identify optimal outreach strategies that maximize impact while minimizing donor fatigue. | Inspiration
A few months ago, I was walking through Los Angeles and passed the same stretch of street twice in one day.
In the morning, I noticed a small encampment, with tents tucked against a wall and a couple of people sitting outside. It stuck with me. Later that evening, I got an email from a charity working on ho... | [
"maplibre",
"react18",
"reactrouter",
"tailwindcss",
"typescript",
"vite",
"zustand"
] | null | [
"https://goldilocks-giving-lab.lovable.app"
] | Did Not Place | false | [] |
49fdb073f78e | hacktech-by-caltech-2026 | https://devpost.com/software/constructioncaptcha | ConstructionCAPTCHA | Securing websites and solving video data annotation | Inspiration
Current vision models lack the capabilities to deal with ego centric data, especially if there is a lot of motion involved. While many inference time changes can be made to improve model performance, these will eventually plateau in benefits, leading to necessary post or even pre-training. To do this, we ne... | [
"python"
] | https://www.youtube.com/embed/fSJUoWBUUdI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/iuruoy-shao/spatial-captcha"
] | Did Not Place | false | [
{
"repo": "iuruoy-shao/spatial-captcha",
"content": "# ConstructionCAPTCHA\n\n## Inspiration\nCurrent vision models lack the capabilities to deal with ego centric data, especially if there is a lot of motion involved. While many inference time changes can be made to improve model performance, these will eve... |
b0176a827e3b | hacktech-by-caltech-2026 | https://devpost.com/software/fsfs-2vs4h1 | FSFS | is your room lowk evil? is the layout sapping your soul? this app fixes that for you! upload a photo of your room and we'll tell you how to use the magic of feng shui to crush those bad vibes | Inspiration
We were thinking about our annoyances with our rooms and wanted to weaponize AI to crush the bad vibes! So, we decided, Feng Shui For Sure!
What it does
Upload an image or take a quick picture, and Feng Shui For Sure will analyze and rearrange your furniture to maximize your chi! It'll list 3-4 of your top ... | [
"colab",
"fastapi",
"gemini",
"gemma",
"joyai",
"lovable",
"python",
"react",
"typescript",
"vultr"
] | https://www.youtube.com/embed/duJUi6yPDhU?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/azh23/feng-shui-for-sure",
"https://colab.research.google.com/drive/1UHuGMgMt8w7TNZeNqtUbQ6RVtN5FWnQN?usp=sharing"
] | Did Not Place | false | [] |
02890590ef7b | hacktech-by-caltech-2026 | https://devpost.com/software/siteline-f07a9l | SiteLine | Turn construction footage into instant hazard reviews by combining custom vision detection with reasoning-based safety analysis. | Inspiration
Every single day in the US, at least 2 construction workers lose their lives due to neglected safety issues. Many of the most serious incidents come from falls, falling objects, and other struck-by accidents. These often happen not because hazards are invisible, but because workers are moving quickly, multi... | [
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"k2-think-v2",
"node.js",
"python",
"react",
"yolo"
] | https://www.youtube.com/embed/s28USHYyUCQ?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/ng-333/hacktech-siteline"
] | Did Not Place | false | [
{
"repo": "ng-333/hacktech-siteline",
"content": "# hacktech\n\nReact + Node demo for the Ironsite-style question: can the worker safely reach the target in this scene?\n\nThe app lets you:\n- capture a live camera frame\n- upload an image or a long video and extract a frame server-side with `ffmpeg`\n- ask... |
d32862a7e433 | hacktech-by-caltech-2026 | https://devpost.com/software/zero-trust | zero-trust | Zero-Trust Video Firewall is a Chrome extension that scans web videos in real time, runs AI detection locally, and overlays a trust score to help users spot deepfakes as they watch. | Inspiration
Deepfakes are becoming easier to create and harder to notice, especially in fast-moving feeds and live video. We wanted detection to happen where people actually watch content, not after they leave the platform.
What it does
Zero-Trust is a Chrome extension that scans videos and images on sites like YouTube... | [
"chrome-extension-manifest-v3",
"css",
"docker",
"google-cloud-run",
"html",
"hugging-face",
"javascript",
"numpy",
"pillow",
"python",
"pytorch",
"transformers",
"websockets"
] | https://www.youtube.com/embed/VBCyuRM7kKU?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://zero-trust-site-366339304971.us-central1.run.app/"
] | Did Not Place | false | [] |
c9116e9b79e2 | hacktech-by-caltech-2026 | https://devpost.com/software/homc | HOMC | Most teams can't afford weeks for AB test results. HOMC, a simulator that runs AI personas through 2 versions of your website, clicks, fills forms, gets confused and backtracks, just like users | Inspiration
Traditional A/B testing requires weeks of real user traffic before you get actionable results, meaning bad UX ships to real users while teams wait for statistical significance. What if you could get a directional signal in 15 minutes, before sending a single real user through your flow? That question led us... | [
"html",
"typescript"
] | https://www.youtube.com/embed/WkRIJopZ30w?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/HimuJain/homc.git"
] | Did Not Place | false | [
{
"repo": "HimuJain/homc",
"content": "# HOMC — AI-Powered A/B Testing Simulator\n\n> Run AI personas through two UX variants. Detect friction. Find your winner — before spending a dollar on real traffic.\n\n---\n\n## Team members\n\nHimanshu Jain, Jason Park, and Liangxue Chen\n\n---\n\n## What it does\n\n... |
8ad63d474974 | hacktech-by-caltech-2026 | https://devpost.com/software/matterport | Matterport | The architect in your browser.
Walk through every room in 3D. Swap walls, drop in real furniture, and get AI-powered analysis of your heating, WiFi, and acoustics — all in minutes. | Inspiration
Everyone has a vision for their home. Most people never get to see it before it's too late to change.
You spend weeks scrolling through furniture, guessing at paint colours, arguing about whether the couch will fit — and then you move in and realise you got it wrong. The room feels smaller than you imagined... | [
"amazon-product-api",
"claude",
"k2",
"lovable",
"node.js",
"react",
"tailwind",
"tanstack",
"three.js",
"typescript",
"v2",
"vercel",
"vite"
] | https://www.youtube.com/embed/f1YDUEdHKkM?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/sparshgarg92/hearth-designer-bot/",
"https://github.com/sparshgarg92/roomly-backend",
"https://matterspace.vercel.app/"
] | Did Not Place | false | [
{
"repo": "sparshgarg92/hearth-designer-bot",
"content": "Matterport turns your floor plan into a living, breathing 3D model of your home — in minutes, in your browser, for free.\nUpload a photo of your floor plan and we instantly generate a navigable 3D space. Walk into any room, rotate the view, and start... |
c1a0f988af35 | hacktech-by-caltech-2026 | https://devpost.com/software/fits | Fits | Fashion is social. Shopping is isolated. Fits is the friend-centric community where you can get feedback on your fashion choices before purchasing & get input on outfits from your existing closet! | Inspiration
Gautham's phone wouldn't stop buzzing during a CS assignment. His sister Maya was going off in the group chat - sending fits, asking if things worked, trying to figure out what to wear before the weekend.
The indecision itself wasn't what got us. It was the structure of the problem. Maya and her friends spe... | [
"swift"
] | https://www.youtube.com/embed/tWgg_Eu4xiM?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/awesomergs/Fits"
] | Did Not Place | false | [
{
"repo": "awesomergs/Fits",
"content": "# Fits\n\n> Social apps show outfits. Shopping apps sell clothes. Fits connects the two — through your real closet.\n\nFits is an iOS app built in 36 hours at a hackathon. It lets you photograph physical clothing items, automatically removes the background using on-d... |
f565cba8b50a | hacktech-by-caltech-2026 | https://devpost.com/software/sift-84wjig | Sift | AI knowledge infra for humans and agents | Inspiration
My friend used 2B tokens in one day to prompt Claude code. So we built Sift, and AI knowledge base infra that compiles your information into organized wikis.
What it does
It is a documentation and collaboration space for seamless human and agent interaction.
How we built it
Frontend: React 19, Vite, TypeScr... | [
"openrouter",
"python",
"react",
"supabase",
"tailwind",
"typescript"
] | https://www.youtube.com/embed/Aq5WXmQQooo?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [] | Did Not Place | false | [] |
4698b40cd6be | hacktech-by-caltech-2026 | https://devpost.com/software/how-to-spread-a-lie | How To Spread A Lie | How much can the truth be distorted--and how quickly can it spread?This project simulate how interactions between actors cause information to evolve and diverge from the truth. | How to Spread a Lie
Inspiration
Misinformation doesn’t just spread, it evolves. A headline can start grounded in reality and, as it moves from source to influencer to audience, gradually shift into something entirely different. We were interested in that transformation process: how small changes, repeated across a netw... | [
"css",
"flask",
"html",
"javascript",
"lovable",
"pytest",
"python"
] | https://www.youtube.com/embed/dTg8oRHWIuU?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/LazzTea/How-To-Spread-A-Lie"
] | Did Not Place | false | [
{
"repo": "LazzTea/How-To-Spread-A-Lie",
"content": "# How To Spread A Lie\n\nA misinformation propagation simulator. Headlines start at **Sources**,\nflow through **Influencers**, reach **Agents**, and warp at every hop —\nexaggeration, omission, framing shifts, fabrication. The simulator\ntracks who disto... |
0cbe9c0f9fb0 | hacktech-by-caltech-2026 | https://devpost.com/software/propsim | PropSim | PropSim is a zero-risk AI swarm simulation that lets politicians predict viral network effects before they occur. Mathematically validated by simulation on California's Prop 33. | Inspiration
A single political event can shift millions of opinions. PropSim lets you see that shift before it happens.
What it does
PropSim is a real-time multi-agent simulation for predicting population response to political events
Builds a swarm of AI agents matching target demographics and simulates how events spre... | [
"html/css/js",
"python"
] | https://www.youtube.com/embed/R0Z_P58HxyE?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/derekmu8/propsim"
] | Did Not Place | false | [
{
"repo": "derekmu8/propsim",
"content": "# PropSim\n\nA ballot-proposition society simulator. PropSim seeds ~120 California\nvoters as Claude-driven agents, wires them into a social graph, and lets\nyou watch the population shift Yes/No on a real CA proposition (Prop 33,\nRent Control Expansion) round-by-r... |
902c7e999e6b | hacktech-by-caltech-2026 | https://devpost.com/software/cuda-shield | Cuda Shield | CudaShield is a GPU-accelerated network intrusion detection system that scans network traffic for malicious patterns ~60x faster than a CPU baseline and 3x faster than Intel's Hyperscan SIMD engine. | CudaShield — Project About
Inspiration
Our inspiration came directly from
CS179, Caltech's GPU Programming course
. Spending weeks diving deep into CUDA kernels and parallel memory hierarchies made us want to apply those techniques to a problem with real-world stakes — not just matrix multiplication. Network intrusion ... | [
"cpp",
"cuda"
] | https://www.youtube.com/embed/07XeoSfUD4g?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/cywu567/gpu-ids",
"http://cudashield.tech:8080/"
] | Did Not Place | false | [] |
7bea86459d8a | hacktech-by-caltech-2026 | https://devpost.com/software/aesthesis | Aesthesis | Neuroscience-backed simulation of human feedback | Inspiration
Every UX team in the world is testing the wrong thing. Heatmaps tell you where users hovered. Surveys tell you what they say. Session replays tell you what they clicked. None of them tell you how their brain reacted, the same brain you're shipping for.
In March 2026, two things became possible at once:
Meta... | [
"anthropic-claude-api",
"auth0",
"backboard",
"fastapi",
"ffmpeg",
"framer-motion",
"google-gemini-api",
"modal",
"next.js",
"nilearn",
"postgresql",
"prisma",
"python",
"pytorch",
"react",
"react-three-fiber",
"recharts",
"redis",
"tailwind-css",
"three.js",
"tribe-v2",
"t... | https://www.youtube.com/embed/TDymoWjShy0?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/wilyan09007/Aesthesis",
"https://aesthesis-frontend.vercel.app/"
] | Did Not Place | false | [
{
"repo": "wilyan09007/Aesthesis",
"content": "<div align=\"center\">\n\n# 🧠 Aesthesis: *Film your demo. Watch the brain react.*\n\n[](./CHANGELOG.md)\n[![Powered by TRIBE v2](https://img.shields.io/badge/Powe... |
ff04790f0c9c | hacktech-by-caltech-2026 | https://devpost.com/software/screenbound | Screenbound | A simulator that portrays the future generation of iPad kids. | Inspiration
As people who were born in 2007, we were the last generation to grow up without excessive technology from birth. Now, we see that much of the new generation grew up on their devices and social media, which caused them to avoid socializing with peers and interacting with the real world. Since this phenomenon... | [
"javascript",
"k2-think-v2",
"loveable",
"python",
"react",
"supabase"
] | https://www.youtube.com/embed/-vdK3Ivsq5I?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/aditivv/hacktech",
"https://screenbound.vercel.app/"
] | Did Not Place | false | [
{
"repo": "aditivv/hacktech",
"content": "# Screenbound\nBy Sophie Choi and Aditi Varia\n\n## Inspiration\nAs people who were born in 2007, we were the last generation to grow up without excessive technology from birth. Now, we see that much of the new generation grew up on their devices and social media, w... |
b9fb9240db72 | hacktech-by-caltech-2026 | https://devpost.com/software/sentinel-qkt9cn | sentinel | reasoned surveillance. | Inspiration
Physical security is a $120+ billion global market, projected to reach over $200 billion by the end of the decade. Video surveillance systems alone account for more than 50% of the market. And yet, most commercial security camera failures are caused not by bad equipment but by poor placement.
The numbers ar... | [
"fastapi",
"k2thinkv2",
"python",
"react"
] | https://www.youtube.com/embed/hGOpW_r_COU?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"http://oppcam.tech"
] | Did Not Place | false | [] |
577ebb16eadd | hacktech-by-caltech-2026 | https://devpost.com/software/synapse-oekdh0 | Synapse | Synapse automatically turns your scattered browser tabs into a ranked comparison board. Stop copy-pasting specs and start making data-driven decisions. | Inspiration
We’ve all been there: you’re trying to make an informed purchase, like speccing out a new laptop, and your comparison data gets fragmented across dozens of disconnected tabs, reviews, and tech forums. Trying to balance variables like CPU performance, display quality, battery life, and RAM configurations mak... | [
"chrome-extension-api",
"css3",
"fastapi",
"firecrawl",
"framer-motion",
"html5",
"javascript-(es6+)",
"lucide-react",
"openai",
"openrouter",
"pydantic",
"python-3.12",
"react",
"uvicorn",
"vite"
] | https://www.youtube.com/embed/5PVvDQx3Yj4?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/ShrishGoel/Synapse"
] | Did Not Place | false | [
{
"repo": "ShrishGoel/Synapse",
"content": "# Synapse\n\nSynapse captures browsing context from the Chrome extension, sends page snapshots to the local backend, and renders the resulting comparison session in the frontend.\n\n## Run locally\n\n### 1. Start the backend\n\nFrom the repo root:\n\n```powershell... |
7e0c63488061 | hacktech-by-caltech-2026 | https://devpost.com/software/language-extension | WordLoom | Continuous language learning woven into daily browsing | WordLoom
Inspiration
Language learning often feels disconnected from real life—users leave the content they enjoy to study vocabulary in isolation. We wanted to make learning feel continuous and natural by embedding it directly into everyday browsing. The goal was lightweight immersion: turning normal reading into a lo... | [
"elevenlabs",
"firecrawl",
"google-gemma",
"google-gmail-oauth",
"mongodb",
"nextjs",
"node.js",
"openai",
"react",
"vite",
"wiktapi"
] | https://www.youtube.com/embed/vXMYQEVblsc?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/arav-chadha/hacktech-2026"
] | Did Not Place | false | [
{
"repo": "arav-chadha/hacktech-2026",
"content": "# WordLoom - Hacktech 2026\n\nArav Chadha, Mason Lam, Arseniy Sherstnev, Peter Ma\n\nWordLoom is a language-learning browser extension that helps users learn while reading the web. It incrementally translates English words and phrases into a target language... |
2ff27168b29f | hacktech-by-caltech-2026 | https://devpost.com/software/skynet-a461oz | SkyNet | AI that can see like a human. | Inspiration
A 4-year human kid ingests 10^15 bytes (from vision alone), which is ~50x more data than an advanced LLM is trained on! So why not give these models the chance to see through our eyes?
What it does
It understands human gaze and is able to simulate how human attention tends to be in different spatial setting... | [
"python",
"pytorch"
] | https://www.youtube.com/embed/CSuLP-matGA?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/Lasereyepop/hacktech26"
] | Did Not Place | false | [
{
"repo": "Lasereyepop/hacktech26",
"content": "# hacktech26 — SkyNet, Taste Lab, and IronSite Spatial Intelligence\n\nThis repo contains a shared foundation model for **human attention tracking\nand simulation** — **SkyNet** — and two product applications built on top of\nit:\n\n- **Taste Lab**: a design-i... |
0f12477717bb | hacktech-by-caltech-2026 | https://devpost.com/software/sova-o7c32f | Sova | AI-powered First Responder for Post-Operation Complications | Inspiration
Sadhvi, one of our teammates, watched a family member go through multiple surgeries. What she remembers most isn't the operations themselves, it's the uncertainty afterward. Sitting at home, watching for symptoms, not knowing what was serious and what wasn't. Googling everything. Pasting symptoms into ChatG... | [
"eleven",
"kotlin",
"langchain",
"openai",
"openclaw",
"python",
"pytorch",
"react",
"sse"
] | https://www.youtube.com/embed/6Z7Ij_9DJRY?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [] | Did Not Place | false | [] |
10bd8b0207ca | hacktech-by-caltech-2026 | https://devpost.com/software/aeyez | Aeyez | AI (Eye), see the future. | Inspiration
Navigating the world independently is something most of us take for granted. For the 250 million people worldwide living with significant visual impairment, every unfamiliar environment carries invisible friction — a crowded room, a rearranged kitchen, a street corner at a new intersection. Existing assisti... | [
"api",
"chatgpt",
"elevenlabs",
"fastapi",
"javascript",
"jwt",
"k2thinkv2",
"leaflet.js",
"python",
"speech",
"sqlite",
"web"
] | https://www.youtube.com/embed/JCxS3h2aG8U?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/OhhMoo/Aeyes",
"https://github.com/pinkstrokes/Aeyez",
"https://docs.google.com/presentation/d/1ftFNvuqAmzOhV8K60t-GI9DgO2ppX7_HPW74Gj6XDKA"
] | Did Not Place | false | [
{
"repo": "OhhMoo/Aeyes",
"content": "# Aeyes — Auto-Capture Visual Narration\n\nA hackathon-style web demo that helps blind users understand what's in front\nof the camera. The browser captures a still every 5 seconds (or on demand),\nsends it to the underlying\n[SeeingEye](../README.md#about-seeingeye-the... |
3db02e022a98 | hacktech-by-caltech-2026 | https://devpost.com/software/center | Centr | The first data center pollution & permitting analytics platform. | Inspiration
Everyone is building with AI, but the infrastructure that powers it is facing a massive regulatory bottleneck. Permitting and construction delays cost data center developers nearly 15 million USD per month in lost revenue and increased costs: for a 60 MW project, these delays can result in $14.2 million per... | [
"cobra",
"jax",
"next.js",
"numpy",
"python",
"tailwind"
] | https://www.youtube.com/embed/QT6Vq3Q0S8c?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/Ian-VA/center"
] | Did Not Place | false | [
{
"repo": "Ian-VA/center",
"content": "### Centr: The first data center pollution & permitting analytics platform\n\n<img width=\"3186\" height=\"1984\" alt=\"Screenshot_20260426_035201\" src=\"https://github.com/user-attachments/assets/56557634-bb5f-43c5-9f0e-de3907ea912c\" />\n\n",
"truncated": false
... |
896f08bbd0f6 | hacktech-by-caltech-2026 | https://devpost.com/software/courtly | Courtly | One tool. Under God, indivisible, with liberty and justice for all. | Inspiration
A real courtroom can feel impossible to simulate. The law is messy: justices interrupt, push back on each other, and force counsel to think on their feet. We wanted a tool that reproduced that pressure, teaching students and practitioners how to make arguments that survive real scrutiny, not a chatbot that ... | [
"claude",
"courtlistener",
"gemini",
"github",
"law",
"mongodb"
] | https://www.youtube.com/embed/izATYuYDc4s?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://courtly-ai.tech/"
] | Did Not Place | false | [] |
cd7e7af4a032 | hacktech-by-caltech-2026 | https://devpost.com/software/migratemate | MigrateMate | Data migration is a trillion-dollar industry problem. Most solutions are either over-engineered enterprise suites or fragile one-off scripts. MigrateMate is the practical middle ground. | The boring but essential data migration tool that actually keeps businesses running.
"Data migration is a trillion-dollar industry problem. Most solutions are either over-engineered enterprise suites or fragile one-off scripts. MigrateMate is the practical middle ground: reliable, observable, and stupidly easy to use."... | [
"bash",
"pandas",
"python",
"sqlite"
] | https://www.youtube.com/embed/KfyhsrJaJO0?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/kyleyeh1/hacktech2026"
] | Did Not Place | false | [
{
"repo": "kyleyeh1/hacktech2026",
"content": "# MigrateMate 🚀\n\n**The boring but essential data migration tool that actually keeps businesses running.**\n\n> *\"Data migration is a trillion-dollar industry problem. Most solutions are either over-engineered enterprise suites or fragile one-off scripts. Mi... |
6d2885fd8745 | hacktech-by-caltech-2026 | https://devpost.com/software/bridge-point-rhltpv | Bridge point | BridgePoint is a “work tomorrow” platform connecting informal workers and MSMEs to instant, local, short-term jobs—bringing structure, verified history, and fast income to India’s daily workforce. | Inspiration
What it does
How we built it
Challenges we ran into
Accomplishments that we're proud of
What we learned
What's next for Bridge point
Inspiration
Millions of informal workers in India rely on word-of-mouth for daily jobs, with no structure, security, or visibility. We wanted to create a system where anyone c... | [
"built-with-languages:-javascript",
"cloud-based-backend-services-tools-&-platforms:-github-(version-control)",
"css-frontend-frameworks:-react.js-backend-&-apis:-node.js",
"express.js-database:-mongodb-cloud-&-deployment:-vercel-(frontend-hosting)",
"figma-(ui/ux-design)-core-technologies:-location-based-j... | https://www.youtube.com/embed/xhr4ZaI8X0c?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://bridge-point-henna.vercel.app/"
] | Did Not Place | false | [] |
dd505ca42bcb | hacktech-by-caltech-2026 | https://devpost.com/software/mind-the-gap-gd08un | Mind the Gap | Drop one argument into a town of 25 AI agents and watch it spread. We separate genuine belief change from social compliance, calibrated against Reddit ChangeMyView. A persuasion lab as a game. | Inspiration
Listen Labs asked:
"What triggers a genuine belief shift vs. surface-level agreement?"
and
"How does information propagate? Rumors, news, misinformation — model how ideas spread through groups."
It's a problem hiding in every focus group, survey, and AI-moderated interview — you can measure what people
say
... | [
"fastapi",
"javascript",
"networkx",
"node.js",
"python",
"react",
"tailwind",
"typescript",
"vercel",
"zustand"
] | https://www.youtube.com/embed/lNP2XsyJrjM?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/josephvtranx/synthetic-society"
] | Did Not Place | false | [
{
"repo": "josephvtranx/synthetic-society",
"content": "# synthetic-society\nsynthetic society of LLM-powered agents with distinct personalities and a social graph between them. You drop in, try to shift their opinions on an issue, and watch belief spread through the network. The twist: we distinguish real ... |
a86fd99e72d4 | hacktech-by-caltech-2026 | https://devpost.com/software/iron-world | Iron World | POV construction camera footage is grainy, shaky, and open-ended, making it hard to analyze using AI. Iron World reconstructs scenes digitally to assist vLLMs and classical machine learning methods. | Inspiration
At the surface level, construction happens when a team of workers alternate between repeatable tasks. Analyzing video footage of this should be easy, right?
After thinking a bit deeper and looking at the example footage provided by Ironsite, we quickly realized that applying
any
Machine Learning is... prett... | [
"claude",
"docker",
"gemini",
"gemma",
"pytorch",
"ultralytics",
"unity"
] | https://www.youtube.com/embed/uQI1R1-C4E4?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"http://ironworld.tech",
"https://github.com/jiekaitao/ironworld"
] | Did Not Place | false | [
{
"repo": "jiekaitao/ironworld",
"content": "# ironworld\n\nSpeech-conditioned 3D entity memory for construction-site safety.\n\n## Start the demo\n\nFrom the project root:\n\n .venv/bin/python -m src.demo.web.app --port 8080\n\nThen open http://localhost:8080.\n\nDuring development, pass `--reload` so c... |
5effd17e3eab | hacktech-by-caltech-2026 | https://devpost.com/software/ephemeral-rxvge6 | Ephemeral | Predictive infrastructure provisioning for agentic workloads | Inspiration
Many AI products, including the big ones like Claude and ChatGPT's default web chat interfaces, on the market today provide access to sandboxes where an LLM can choose to execute custom scripts that it generates. This is incredibly useful for utility scripts and ensuring an LLM calculates certain things det... | [
"docker",
"k2thinkv2",
"python",
"react",
"typescript",
"vultr"
] | https://www.youtube.com/embed/6N9_kDT7kgs?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/joshL1215/ephemeral"
] | Did Not Place | false | [
{
"repo": "joshL1215/ephemeral",
"content": "# ephemeral\nHackTech 2026\n",
"truncated": false
}
] |
78527eeea9e7 | hacktech-by-caltech-2026 | https://devpost.com/software/ghostscript | Ghostscript | Invisible encryption via cover text | Inspiration
Most of us treat Discord like a private living room, but it’s actually a glass house. After a close friend had her sensitive credentials scraped and her digital life upended, we realized that "standard" encryption isn't always enough. Sometimes, the mere appearance of encrypted text (that block of random gi... | [
"browser",
"javascript",
"node.js",
"openai-api",
"react",
"sha-256",
"supabase",
"web-worker"
] | https://www.youtube.com/embed/3OMu6ZPPq3g?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/AppleEpic101/ghostscript"
] | Did Not Place | false | [
{
"repo": "AppleEpic101/ghostscript",
"content": "# Ghostscript\n\nGhostscript is a Chrome extension for Discord Web that lets two paired people exchange end-to-end encrypted messages hidden inside ordinary-looking chat text. To everyone else in the conversation, the message looks like a normal Discord post... |
2239aa3f9923 | hacktech-by-caltech-2026 | https://devpost.com/software/locus-space | Locus Space | Locus Space — a AI agent-human co-workspace, where you and a council of AI agnets work and think together on infinite canvas to do any generic knowledge work. | Inspiration
AI is automating the production of everything: code, images, video, music, reports, slide decks... the outputs of knowledge work is becoming trivially cheap, but the thinking that decides what to build, what to trust, and what to do next is still where the value lives.
Here's the problem: the messy, nonline... | [
"convex",
"electron-35",
"k2",
"openrouter",
"react",
"typescript"
] | https://www.youtube.com/embed/kcrAd-Njqbg?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://locus.pinchen.me/",
"https://github.com/pinchen147/Locus-Space"
] | Did Not Place | false | [] |
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