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81b74579d8c4 | pennapps-xxv | https://devpost.com/software/ai-audio | Ai MINDFULLNESS | USING AI TO ACHIVE DAILY TASK | nspiration
The inspiration for the AI Mindfulness app stems from the increasing need for mental well-being and the growing recognition of mindfulness practices. In today’s fast-paced world, many individuals struggle with stress, anxiety, and maintaining a healthy work-life balance. Our goal was to create a tool that he... | [
"python",
"streamlite"
] | https://www.youtube.com/embed/ORwK3qFhNrE?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/guna2k4/mind.git"
] | Did Not Place | false | [
{
"repo": "guna2k4/mind",
"content": "# mind\nAI with mindfullness\n\npip install streamlit pyttsx3\npip install streamlit requests\npip install gtts playsound\npip install streamlit requests pyttsx3\nstreamlit run app.py \n",
"truncated": false
}
] |
c58d528b73e0 | pennapps-xxv | https://devpost.com/software/vital-breath | / | / | We were annoyed by the superficiality of dating apps (and life in general), so we decided to change this with our new idea...
Introducing:
Dating App: The Third Wheel
Premise:
The Third Wheel is a dating app focusing on an unconventional approach to meeting other individuals. The Third Wheel uses AI matching techn... | [
"flutter",
"swift"
] | null | [] | Did Not Place | false | [] |
a491b56e0ff1 | pennapps-xxv | https://devpost.com/software/seeshell-az6fbn | SeeShell | SeeShells helps to automatically categorize and sort seashell collections, based on the beach the seashsell is located. Users can view and upload seashell pictures to the platform, to earn badges. | Inspiration
One of our team members’ grandparents often travels to Europe and South America. Contrary to popular custom, instead of bringing back souvenirs, they bring back seashells. To them, each seashell with its unique shape and pattern represents an experience they had. Lately, however, they’ve been struggling to ... | [
"blender",
"figma",
"gimp",
"github",
"inkscape",
"javascript",
"procreate",
"react",
"roboflow",
"typescript"
] | https://www.youtube.com/embed/watch?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/armaanpriyadarshan/pennapps"
] | Did Not Place | false | [] |
3fefe320905b | pennapps-xxv | https://devpost.com/software/guess-where | We Love PennApps XXV | An app that reminds you how great PennApps was! | Inspiration
Love is in the air. PennApps is not just about coding, it’s also about having fun hacking! Meeting new friends! Great food! PING PONG <3!
What it does
When you navigate to any browser it will remind you about how great PennApps was! | [
"javascript"
] | https://www.youtube.com/embed/0a2IMjlqYRY?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [] | Winner Most Useless Hack | true | [] |
0b2aa6c8ffcc | pennapps-xxv | https://devpost.com/software/med-scanner | MedScanner | Revolutionizing healthcare for elderly population with the use of cutting-edge biomedical Large Language Model (LLM) and Optical Character Recognition (OCR) technologies. | Github REPO
https://github.com/charlesjin123/medicine-scanner
Inspiration
We believe everyone deserves easy, safe access to their medication – yet the small fine print that often takes up hundreds to thousands of words printed on the back of medicine bottles is incredibly inaccessible for a huge market. Watching elderl... | [
"cerebras",
"expo.io",
"flask",
"javascript",
"llama",
"opencv",
"python",
"react-native",
"tesseract"
] | https://www.youtube.com/embed/yGT6Z07Mi0M?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/charlesjin123/medicine-scanner"
] | Did Not Place | false | [
{
"repo": "charlesjin123/medicine-scanner",
"content": "# MedScanner - PennApps XXV 2024\n\nTeam Members: Stan Chen, Charles Jin, Tony Tian, Hans Zhu\n\nDevpost link: [https://devpost.com/software/med-scanner](https://devpost.com/software/med-scanner)\n\nTools used:\n- Cerebras\n- Expo\n- OpenCV\n- React Na... |
3eccb9cc9675 | pennapps-xxv | https://devpost.com/software/nlsql-jh57to | SeeFood | Generate recipes from a picture of your fridge. | Inspiration
We like to cook, but it's hard to have a great cooking routine as university students.
What it does
Take a picture of your fridge, and the project generates a list of recipes you can follow with what you have. | [
"amazon-web-services",
"python"
] | null | [] | Did Not Place | false | [] |
f946d5382494 | pennapps-xxv | https://devpost.com/software/helpjawn | HelpJawn | Giving back, made easy. | Inspiration
Getting motivated to volunteer can be challenging, especially when searching for opportunities. Many organizations require phone contact only and have limited hours. Even after signing up for an event, volunteers often feel disconnected from the people they serve due to various organizations' policies. We s... | [
"bootstrap",
"django",
"python",
"react",
"sqlite",
"typescript",
"vite"
] | https://www.youtube.com/embed/dSxo-tQ3y-M?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/ad-str/HelpJawn"
] | Did Not Place | false | [
{
"repo": "ad-str/HelpJawn",
"content": "# HelpJawn ☘️\n\nWelcome to **HelpJawn**, a transformative platform dedicated to forging connections between volunteers, organizations, and individuals in need, all with the aim of cultivating a community where each action makes a meaningful impact.\n\n<img src=\"/fr... |
10dffd45423f | pennapps-xxv | https://devpost.com/software/blockwire | BlockWire | BlockWire: Transforming international banking by leveraging blockchain to eliminate intermediaries, enabling fast, secure, and low-cost wire transfers for students, businesses, and global payments. | Inspiration
Our main inspiration behind this product was to reduce the amount of time it takes for international wire transfer from one bank to another. Since we're all international students, we've experiences the frustration of slow and costly tuition payments of international wire transfers, often risking late penal... | [
"blockchain",
"flask",
"mongodb",
"node.js",
"propelauth",
"python",
"react"
] | null | [
"https://github.com/satwikug25/PennApps"
] | Winner Best Blockchain Hack | true | [
{
"repo": "satwikug25/PennApps",
"content": "# <img src=\"./images/pennapps-logo.png\" width=\"47\" height=\"47\" alt=\"PennApps logo\" style=\"vertical-align: middle;\" /> PennApps XXV - BlockWire\n\n## Team Members:\n - **Chirag Seth**\n - **Hanson Siu**\n - **Satwik Mallajosyula**\n - **Vitthal Agarwal**... |
5a11fc99363b | pennapps-xxv | https://devpost.com/software/remember-it-bhts2p | Remember It | A mini-humanoid: ensures medication reminders, offers companionship, and ensures hydration, addressing medical safety and loneliness among seniors. | Remember It: Medication Adherence Robot
About the Project
Inspiration
The idea for
Remember It
was born from a common issue faced by patients with chronic diseases—poor medication adherence. Studies show that more than half of patients do not take their prescribed medications as directed, leading to significant health ... | [
"firebase",
"python",
"raspberry-pi",
"react",
"reactnative"
] | https://www.youtube.com/embed/vnTz3HNtbYU?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/aarth1singal/RememberIt.git"
] | Did Not Place | false | [
{
"repo": "aarth1singal/RememberIt",
"content": "# Remember It\n\"Helping you remember, every time.\"\n\n## Team Members\n- Aarth Singal\n- Emily Hua\n- Paola Oliveira\n- Willis Osorio\n\n## Project Overview\n\n**Remember It** is a robotic assistant designed to help patients adhere to their medication sched... |
92f9757586d7 | pennapps-xxv | https://devpost.com/software/resumate-m5iz4k | ResuMate | ResuMate is an AI-powered web application that analyzes resumes for technology related jobs, with personalized compatibility assessments and improvement suggestions. | Inspiration
The inspiration for ResuMate came from observing how difficult it can be for undergraduate students and recent graduates to get personalized and relevant feedback on their resumes. We wanted to create a tool that could provide intelligent, real-time resume analysis specifically for technology-related jobs, ... | [
"cerebras",
"llama3",
"next.js",
"pyodide",
"react",
"tune"
] | https://www.youtube.com/embed/9GaQsVWMIrU?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://resumate-blush.vercel.app/",
"https://github.com/hiepnguyenduc2005/ResuMate"
] | Did Not Place | false | [
{
"repo": "hiepnguyenduc2005/ResuMate",
"content": "# ResuMate\n\n\n\nResuMate is an AI-powered web application that analyzes resumes for technology related jobs, providing personalized eligibility and compatibility asses... |
14f8b0da2bd5 | pennapps-xxv | https://devpost.com/software/noteshub | NotesHub | With students collectively sharing all kinds of notes, vote on content and earn rewards, AI TAs evolve in this gamified ecosystem to answer questions and generate fun learning materials. | Inspiration
As students, we've all experienced the struggle of incomplete lecture notes and the anxiety of missing crucial information. We found ourselves constantly reaching out to classmates, hoping they caught what we missed. This common frustration sparked an idea: what if there was a better way to pool our collect... | [
"llama-index",
"openai",
"python",
"sqlite",
"streamlit"
] | https://www.youtube.com/embed/9lq5EYNBNLg?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [] | Did Not Place | false | [] |
fa0efb9476cb | pennapps-xxv | https://devpost.com/software/focus-6plwdz | Focus | Automatically adjust website text to be more ADHD-friendly. | Inspiration
Students who have ADHD
Traditional web content can overwhelm them with dense text and distracting visuals
We wanted to create a tool that simplifies reading for students with ADHD by allowing them to control their reading experience
What it does
Customizable text options like font size, line spacing, and fo... | [
"css",
"html",
"javascript",
"openai",
"webgazer"
] | https://www.youtube.com/embed/4gq8TNXmCgM?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/V-Shah07/Focus"
] | Did Not Place | false | [] |
bfbb02b13df1 | pennapps-xxv | https://devpost.com/software/snapill | Snapill - PennApps XXV Best Healthcare Hack | Automated Medication Scanner and Tracker Powered by Computer Vision | Inspiration
Hi! I am a creator of Snapill. Recently, I had to undergo wisdom tooth surgery. The surgery wasn't that bad at all, however, I was prescribed around 5 different medications, from Tylenol to NSAIDs to Steroids. It was hard to keep track of all these medications, and as a result, I ended up going through more... | [
"expo.io",
"firebase",
"flask",
"heroku",
"npm",
"opencv",
"python",
"react-native",
"roboflow"
] | null | [
"https://github.com/SriramKalki/Snapill"
] | Winner Best Use of Computer Vision (Sponsored by Roboflow) | true | [
{
"repo": "SriramKalki/Snapill",
"content": "Welcome to Snapill!\n\nSnapill is the first app that leverages advanced Computer Vision techniques like homography with your common LLM. The combination allows for robustness and covers several user failure points (mainly: bad lighting). Snapill allows a patient ... |
c3afe69098c1 | pennapps-xxv | https://devpost.com/software/cerestyle | CereStyle | CereStyle—Your AI-powered fashion assistant. Using color theory, it helps you find outfits that complement your natural features. Upload a photo and discover confidence-boosting looks for any occasion | Inspiration
CereStyle was born out of a personal challenge that all of us have faced—struggling to choose clothes that truly complement our looks and define our fashion sense. We often found ourselves unsure of what colors suited us best, leading to a lack of confidence in our wardrobe choices. In one of our classes, w... | [
"cerebras",
"cerebrasapi",
"css",
"flask",
"git",
"github",
"html",
"javascript",
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"react",
"serpapi"
] | https://www.youtube.com/embed/l9GfhBd36XE?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/BinayakJha/MatchIt"
] | Did Not Place | false | [
{
"repo": "BinayakJha/MatchIt",
"content": "\r\n# **CereStyle: Fashion with Confidence**\r\n\r\n\r\n<p align=\"center\">\r\n <img src=\"./frontend/src/images/logo.png\" alt=\"Logo\" width=\"200\">\r\n</p>\r\n\r\nWelcome to **CereStyle**, an AI-powered fashion recommendation system that helps users discover... |
865f9d817596 | pennapps-xxv | https://devpost.com/software/stack-underflow-np5dm3 | Underflow | Minimize your tech stack's developmental cost | Inspiration
Building and maintaining software is complex, time-consuming, and can quickly become expensive, especially as your application scales. Developers, particularly those in startups, often overspend on tools, cloud services, and server infrastructure without realizing it. In fact, nearly 40% of server costs are... | [
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"cli",
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"mysql",
"nextjs",
"openai",
"python",
"react",
"shadcn/ui"
] | https://www.youtube.com/embed/lGFKiZR0MNk?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/stevensusas/Underflow"
] | Winner Best Use of Defang | true | [
{
"repo": "stevensusas/Underflow",
"content": "# Underflow\n**PennApps 2024 Best Use of Defang Challenge Winner 🏆** <br>\nMinimize your tech stack's developmental cost\n\n\n and Augmented Reality (AR) technologies to transform traditional learning methods into immersive, interac... | [
"a-frame",
"fastapi",
"html",
"javascript",
"nicegui",
"openapi",
"perplexityai",
"python"
] | https://www.youtube.com/embed/jRbGkxpb0r0?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/DeerEdge/DiscoverVR"
] | Did Not Place | false | [
{
"repo": "DeerEdge/DiscoverVR",
"content": "<img src=\"https://img.shields.io/static/v1?label=Baackend&message=Python&color=blue&style=plastic&logo=python\" /> <img src=\"https://img.shields.io/static/v1?label=Frontend&message=Javascript&color=yellow&style=plastic&logo=javascript\" />\n<img src=\"https://i... |
ab5d0442c41b | pennapps-xxv | https://devpost.com/software/herpedex | Herpedex | Discover, connect, and conserve with Herpedex—a platform for herpetology enthusiasts to share reptile sightings, plan field trips, and support conservation efforts with a species database. | Inspiration
"Herping" is the hobby of searching for reptiles and amphibians in the wild. One of our team members, an avid Herping enthusiast, wants an online application to assist him on his adventures.
What it does
Herpedex has many features, including a place to take/log herp photos, trip planning information for beg... | [
"flask",
"github",
"javascript",
"propelauth",
"python"
] | https://www.youtube.com/embed/7E2ibGOt7V0?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/toast-07/herpedex.git"
] | Did Not Place | false | [
{
"repo": "toast-07/herpedex",
"content": "Herpedex is an online webpage aimed at Herpers, people who observe reptiles and amphibians in the wild. It has many features in order to assist herpers, but it also allows for conservationists to use the herpetology data.\n\nFeatures:\n- Herpedex: tracks and stores... |
48d44c44fa63 | pennapps-xxv | https://devpost.com/software/drivewise-g09s5y | DriveWise | DriveWise: Your personalized, safety-first navigation app, using 22 years of accident data to guide you on safer routes while enhancing your driving skills. | DriveWise: Building a Safer Future in Route Planning
Motor vehicle crashes are the leading cause of death among teens, with over a third of teen fatalities resulting from traffic accidents. This represents one of the most pressing public safety issues today. While many route-planning algorithms exist, most prioritize s... | [
"cerebras",
"chroma",
"google-maps",
"mapquest",
"node.js",
"openai",
"openstreetmap",
"pinecone",
"python",
"react-native",
"tune.ai"
] | https://www.youtube.com/embed/A9ToFxCVF9c?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://drive.google.com/drive/folders/1Q9MRjBWQtXKwtlzObdAxtfBpXgLR7yfQ?usp=sharing",
"https://idontwannadie.lol/",
"https://github.com/pranavponnusamy/Drivewise"
] | Winner Best Use of Statistics | true | [
{
"repo": "pranavponnusamy/Drivewise",
"content": "# Drivewise\n\nA compilation of the code for the website and the IOS app associated with Drivewise.\n\n\nCheck it out at https://idontwannadie.lol/ and https://devpost.com/software/drivewise-g09s5y.\n",
"truncated": false
}
] |
c52b9d2761ff | pennapps-xxv | https://devpost.com/software/smartschedule | SmartSchedule | SmartSchedule is an A.I power calendar in which will retrieve your calendar from google calendar and arrange your task through out the day to optimize productivity. | SmartSchedule: Your AI-Powered Productivity Companion
Inspiration
In today's fast-paced world, managing time effectively has become more crucial than ever. As students and professionals, we often struggle with juggling multiple tasks, prioritizing our commitments, and maintaining a healthy work-life balance. Inspired b... | [
"express.js",
"gcp",
"github",
"node.js",
"react"
] | null | [
"https://github.com/PennApps-DPUSchedulePomodoro/ScheduleMana_Pomodoro/tree/master"
] | Did Not Place | false | [
{
"repo": "PennApps-DPUSchedulePomodoro/ScheduleMana_Pomodoro",
"content": "# **SmartScedule**\n\nSmartScedule is a time management and productivity tool that integrates the Pomodoro Technique with a scheduling system, resolved by LLM. It helps users manage their tasks effectively by breaking them into shor... |
6857073c748e | pennapps-xxv | https://devpost.com/software/pokerface-bmsydg | PokerFace | Stop having to manually cash in and out your chips when you play poker. PokerFace automatically does this for you. | Inspiration
The inspiration for PokerFace came from the frustration many players experience during home poker games. The process of buying in and cashing out chips can be tedious and prone to errors, especially when the game gets intense. We wanted to streamline this aspect of poker, making it easier and more efficient... | [
"flask",
"react"
] | null | [
"http://poker-face.netlify.app"
] | Did Not Place | false | [] |
fd720b8578ca | pennapps-xxv | https://devpost.com/software/scholarflow | ScholarFlow | ScholarFlow makes it easy to find research papers and professors | 🎓
Inspiration
Entering our
junior year
, we realized we were unprepared for
college applications
. Over the last couple of weeks, we scrambled to find professors to work with to possibly land a research internship. There was one big problem though:
we had no idea which professors we wanted to contact
. This naturally ... | [
"beautiful-soup",
"bulma",
"cerebras",
"css3",
"flask",
"html5",
"huggingface",
"javascript",
"llama3",
"llm",
"mongodb",
"python",
"rag"
] | https://www.youtube.com/embed/_Yydo6lTc5s?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/AjayAvasi/ScholarFlow",
"https://scholarflow.up.railway.app/"
] | Winner Best Beginner Hack | true | [
{
"repo": "AjayAvasi/ScholarFlow",
"content": "# ScholarFlow - Made by Ajay Avasi, Arjun Gilhotra, Sahas Maduri\n\n## 🎓 **Inspiration**\n\nEntering our **junior year**, we realized we were unprepared for **college applications**. Over the last couple of weeks, we scrambled to find professors to work with t... |
71131e820194 | pennapps-xxv | https://devpost.com/software/my-health-passport | My Health Passport | A centralized platform for tracking healthcare information. Allow patients to access and give doctors all of their relevant healthcare information at once | Inspiration
It can be challenging to recall important medical information off the top of your head when you’re in an urgent or unfamiliar medical situation. Additionally, when visiting different medical clinics, it can be challenging to keep track of all your records across different portals, especially when some of th... | [
"flask",
"mongodb",
"propelauth",
"react"
] | https://www.youtube.com/embed/KjH4tJ4LzkQ?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://www.canva.com/design/DAGRckNzPBw/lVYTZxvhz5zjwnkLm95ldw/edit?utm_content=DAGRckNzPBw&utm_campaign=designshare&utm_medium=link2&utm_source=sharebutton",
"https://github.com/violinmeiling/myhealthpassport"
] | Did Not Place | false | [
{
"repo": "violinmeiling/myhealthpassport",
"content": "# Getting Started with Create React App\n\nThis project was bootstrapped with [Create React App](https://github.com/facebook/create-react-app).\n\n## Available Scripts\n\nIn the project directory, you can run:\n\n### `npm start`\n\nRuns the app in the ... |
6664edb7d978 | pennapps-xxv | https://devpost.com/software/wastefree | WasteFree | Less food in the trash, more money in the stash! | Inspiration
Food waste is an unfortunate and prevalent issue in society. According to the UN Environment Programme’s Food Waste Index Report, over 1 billion tons of food went to waste globally in the most recent year. In particular, households often forget about or leave food long past its shelf life, contributing sign... | [
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"hashing",
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"ocr",
"pycharm",
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] | https://www.youtube.com/embed/qYL2QZLM4PM?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/jshah0428/Wastefree"
] | Did Not Place | false | [
{
"repo": "jshah0428/Wastefree",
"content": "# Wastefree - Jainam Shah, Arnav Tiwari, Uzayr Syed, Shreyas Konanki\n# What the problem is:\n- Food waste is one of the biggest contributors to environmental issues.\n- High food waste levels are primarily due to negligence.\n\n# Food waste is a problem across t... |
7f812a5799cb | pennapps-xxv | https://devpost.com/software/tinderdb | TinderDB | Swipe to declutter your databases to reduce your environmental impact! | Inspiration
During our brainstorming sessions on sustainability, our team identified a significant issue: companies generate massive amounts of data daily, leading to waste as older, unused data accumulates. We recognized that this challenge also affects individual developers, who often leave databases untouched as pro... | [
"clerk",
"flask",
"mongodb",
"next.js",
"python"
] | https://www.youtube.com/embed/eH9qwAReia4?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [] | Did Not Place | false | [] |
86584fa88989 | pennapps-xxv | https://devpost.com/software/smarter-finance | Smarter Finance | "Smarter Finance: Simplify Your Group Purchases and Personal Finances with Just a Snap!" | Inspiration
Managing group purchases, like grocery runs or restaurant bills, can be frustrating, especially when splitting costs among friends or roommates. The idea for Smarter Finance came from the realization that it would be so much easier to just snap a picture of a receipt, get an itemized list, and instantly spl... | [
"huggingface",
"mongodb",
"ocr",
"python",
"streamlit"
] | https://www.youtube.com/embed/Be0m4Xhjnj4?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/roshanbellary/Receipt-To-Split"
] | Did Not Place | false | [
{
"repo": "roshanbellary/Receipt-To-Split",
"content": "Smarter Finance\nThis project is a web application that allows users to authenticate via PropelAuth, view their categorized expenses for the past month, and scan receipts to split costs with their group based on items purchased.\n\n## Features\nUser Au... |
2751b06adcd5 | pennapps-xxv | https://devpost.com/software/blip-w5slqn | Blip | Bite-sized audio. Big impact. | Inspiration
Blip emerged from a simple observation: in our fast-paced world, long-form content often goes unheard. Inspired by the success of short-form video platforms like Tiktok, we set out to revolutionize the audio space.
What it does
Our vision is to create a platform where bite-sized audio clips could deliver ma... | [
"cerebras",
"clerk",
"convex",
"next.js",
"openai",
"shadcn",
"tailwindcss",
"typescript",
"vercel"
] | https://www.youtube.com/embed/uY4mokcdX7Y?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://blipapp.vercel.app"
] | Winner Track: Best Entertainment Hack | true | [] |
415aac95f4d2 | pennapps-xxv | https://devpost.com/software/the-alignment-problem | The Alignment Problem | Master AI prompt engineering with The Alignment Problem! Compete in Rapid and Survival modes, climb the leaderboard, and challenge yourself alongside others in a fun, dynamic game. Ready to level up? | Inspiration
We were inspired by the growing need for effective AI communication skills in a fun, competitive format. Just as typing games have gained popularity, we saw an opportunity to create a game focused on prompt engineering.
What it does
The Alignment Problem is a competitive game that challenges players to crea... | [
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"clerk",
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"tailwind",
"tune"
] | https://www.youtube.com/embed/BsOuij7thNA?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/garygao333/thealignmentproblem"
] | Did Not Place | false | [
{
"repo": "garygao333/thealignmentproblem",
"content": "## Team members\n\nGary Gao (garygao@sas.upenn.edu)\nColin O'Reilly (colin.p.o'reilly.28@dartmouth.edu)\nKasra Panahi (kasra@sas.upenn.edu)\n\n## Inspiration\nWe were inspired by the growing need for effective AI communication skills in a fun, competit... |
2121bf8a0d2e | pennapps-xxv | https://devpost.com/software/signify-kgwxlf | Signify | Signify makes the web experience more accessible for people who use sign language through search bars. It is about creating more awareness and representation for sign language. | Inspiration
The idea for
Signify
was sparked by the desire to create a more inclusive and accessible web experience. While traditional search engines provide options like text, voice, and image searches, there are limited solutions available for individuals who use sign language.
Signify
aims to bridge this gap by prov... | [
"css",
"flask",
"google-custom-search",
"javascript",
"python",
"react"
] | null | [] | Did Not Place | false | [] |
6bf9ac09e726 | pennapps-xxv | https://devpost.com/software/nutrihub-3mg6x4 | NutriHub | Tracking your diet, one snapshot at a time | Inspiration
The inspiration behind NutriHub stemmed from the need for an easy-to-use platform that helps individuals track their nutrition and fitness progress. With the increasing importance of personal health and wellness, there was a need to provide users with tools to monitor their nutritional intake and fitness pr... | [
"javascript",
"mongodb",
"node.js",
"opencv",
"python",
"react"
] | https://www.youtube.com/embed/wxNgQ4l9X3o?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/JRNeela/Nutrihub/tree/main"
] | Did Not Place | false | [] |
00f3c23f1934 | pennapps-xxv | https://devpost.com/software/loka | Loka | Discovering the Perfect Spot: Innovative Strategies for Small-Scale Food and Beverage Ventures | Project:
Loka.ai/
Members:
Quan Nguyen, Duc Nguyen, Long Bui
I. Motivations
While small businesses represent 44% of the U.S. GDP, 99% of all firms, and have generated 63% of new jobs over the last decade, they face challenges in leveraging data-driven decision-making to enhance profitability comparing larger enterprise... | [
"cerebas",
"defang",
"flask",
"google-maps",
"javascript",
"mongodb",
"propelauth",
"python",
"rapidapi"
] | https://www.youtube.com/embed/4rsFSiOrvNI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/qnhn22/loka"
] | Did Not Place | false | [
{
"repo": "qnhn22/loka",
"content": "**Project:** Loka.ai\n\n**Members:** Quan Nguyen, Duc Nguyen, Long Bui\n\n## I. Motivations\nAn innovative platform to identify **ideal locations** for food & beverage enterprises, focusing on customer demographics, potential markets, costs, and competition. This approac... |
57ad3faf8646 | pennapps-xxv | https://devpost.com/software/flippr-8dm5xc | flippr. | A mobile app that recommends books based on user preferences and interests, swipe right or left on books and customize their reading preferences through likes and a questionnaire—a tinder for books. | Flippr - A Personalized Book Recommendation App
Inspiration
In today’s fast-paced educational system, students, educators, and casual readers alike face a common problem: finding the right book that fits their interests and reading level. With the sheer volume of books available, it’s often difficult to choose one that... | [
"cerebras",
"expo.io",
"express.js",
"figma",
"mongodb",
"node.js",
"react-native"
] | https://www.youtube.com/embed/Yx7DAc-zd4E?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/anshkaggarwal22/flippr",
"https://github.com/anshkaggarwal22/flippr-backend"
] | Did Not Place | false | [
{
"repo": "anshkaggarwal22/flippr",
"content": "Flippr - Personalized Book Recommendation App\n\nIntroduction\nFlippr is a mobile app designed to help users discover books tailored to their preferences. It allows users to swipe through book recommendations, like or skip books, and receive more personalized ... |
3e7a1a4e59fe | pennapps-xxv | https://devpost.com/software/stathacks | StratHacks | Strategize, Code, Compete, Repeat. | In 2023, inspired by our experiences at Pennapps, we hosted our own hackathon, Trojan Hacks -and it didn't go nearly as well as we expected. As we found out, high school don't exactly have the resources nor the clearances to allow students to host overnight hackathons, and when your hackathon can only last about 6 hour... | [
"flask",
"python"
] | https://www.youtube.com/embed/VdxeH2P-JKs?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/Pudging/StratHack"
] | Did Not Place | false | [
{
"repo": "Pudging/StratHack",
"content": "# StratHacks \n## What is this (background and information)?\nIn 2023, inspired by our experiences at Pennapps, we hosted our own hackathon, Trojan Hacks -and it didn't go nearly as well as we expected. As we found out, high school don't exactly have the resources ... |
c91dac3af183 | pennapps-xxv | https://devpost.com/software/plate-o | Plate-O | Revolutionize your takeout habits — get financially savvy meal choices and ideal restaurant picks with an AI that seamlessly learns from your every order. | Inspiration Behind Plate-O 🍽️
The inspiration for Plate-O comes from the intersection of convenience, financial responsibility, and the joy of discovering new meals. We all love ordering takeout, but there’s often that nagging question: “Can I really afford to order out again?” For many, budgeting around food choices ... | [
"atlas",
"defang",
"docker",
"fastapi",
"json",
"llama",
"math",
"mongodb",
"python",
"tune"
] | https://www.youtube.com/embed/aZ8MMSoKCXc?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/pennapps-w/plate-o"
] | Winner Track: Best Financial Hack (Sponsored by Capital One) | true | [
{
"repo": "pennapps-w/plate-o",
"content": "# plate-o\n\nPackages / Libraries used:\nNext.js, FastAPI, Tailwind, Capital One API, Defang, MongoDB Atlas, Tune, Llama 3.1 405b, Math, Numpy, Docker, Pydantic, Pymongo, Scikit-learn, aiohttp, requests, pandas, fuzzywuzzy, tqdm, re\n",
"truncated": false
}
... |
ec963772bd71 | pennapps-xxv | https://devpost.com/software/ecoxchange | ecoxchange | Empower communities through sustainable finance. | Inspiration
Ecoxchange was inspired by the growing need to support renewable energy and the trading of environmental credits. We recognized that Renewable Energy Certificates (RECs) and carbon offsets, though critical to combating climate change, are often more valuable monetarily than the actions they represent. By cr... | [
"amazon-web-services",
"cerebras",
"flask",
"javascript",
"mongodb",
"next",
"pymupdf",
"python",
"react",
"typescript"
] | https://www.youtube.com/embed/3NJv98A2r8k?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/rkalaa/ecoxchange"
] | Did Not Place | false | [
{
"repo": "rkalaa/ecoxchange",
"content": "# **EcoXchange**\n\n**EcoXchange** is a web-based platform designed to facilitate the trading of renewable energy and carbon offset certificates. Our mission is to help businesses meet their sustainability goals by providing an easy-to-use marketplace for buying an... |
21a3fdb6ef2b | pennapps-xxv | https://devpost.com/software/ecorush-6nzq5s | EcoRush | EcoRush aims to gamify recycling by offering competition with money as an incentive to clean up waste. Its competitions are Kaggle-like, with users competing to win prizes or to beat friends. | Inspiration
All of our parents like to recycle plastic bottles and cans to make some extra money, but we always thought it was a hassle. After joining this competition and seeing sustainability as one of the prize tracks, we realized it would be interesting to create something that makes the recycling process more enga... | [
"figma",
"python",
"roboflow",
"swift",
"tensorflow",
"ultralytics",
"yolov8"
] | https://www.youtube.com/embed/oJvM3eMIuws?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/lukehuang33/pennapps",
"https://www.figma.com/design/UYgEAVjSXyIlE8lyesKhJS/PennApps-EcoRush?node-id=0-1&t=YvgBKcMqjMZL94xc-1"
] | Did Not Place | false | [
{
"repo": "lukehuang33/pennapps",
"content": "EcoRush:\n<img width=\"695\" alt=\"image\" src=\"https://github.com/user-attachments/assets/4ff4bb5c-bbb2-4d8f-ae02-d082bc4face5\">\n\nLinks:\nhttps://devpost.com/software/ecorush-6nzq5s\nhttps://docs.google.com/presentation/d/1CFD1rgCoCWVReuyqiToq452p7z-BAdgLN1... |
404e0db78b8e | pennapps-xxv | https://devpost.com/software/mind-palace-lnz8ea | Mind Palace | Truly Personal Knowledge Management | Inspiration
In today's information-rich world, we often find ourselves overwhelmed by the sheer volume of data, ideas, and memories we encounter daily. Mind Palace was born from the recognition that our biological memory, while remarkable, could benefit from a digital counterpart - a "second brain" to help us retain, o... | [
"cerebras",
"hugging-face",
"mongodb",
"next",
"node.js",
"tailwind",
"vercel",
"vis"
] | https://www.youtube.com/embed/fDNOO6mPJEM?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://themindpalace.vercel.app/"
] | Did Not Place | false | [] |
401ce95f2005 | pennapps-xxv | https://devpost.com/software/voting-restrictions-guide | Voting Restrictions Guide | Search for your state to see important voting restrictions and learn how they affect you. | Inspiration
For years, many states have been increasing their voter restrictions. While these states usually claim that these measures increase election security, many groups have pointed out that they disproportionately affect people of color and people in poverty.
If you try to search online for voting restrictions i... | [
"beautiful-soup",
"express.js",
"flask",
"javascript",
"langchain",
"openai",
"python",
"rag",
"react"
] | https://www.youtube.com/embed/-I-_dwQ5gaA?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/SaketR3/Voting-Restrictions-Guide"
] | Did Not Place | false | [
{
"repo": "SaketR3/Voting-Restrictions-Guide",
"content": "# Voting Restrictions Guide\n\nTeam Members: Saket Reddy, Leo Meng, Andzhur T \n\n### Technologies\n- Front End: React\n- Back End: Flask, BeautifulSoup Python module\n- Retrieval Augmented Generation (RAG): Express.js, LangChain, ChatGPT API\n\n###... |
2291b672fc07 | pennapps-xxv | https://devpost.com/software/unifymd | UnifyMD | Unified Electronic Health Record featuring an AI- and RAG-powered search bot for clinical decision-making | Deployment link
Pitch deck link
🌟 Inspiration
Long lists of patient records make it challenging to locate
relevant health data
. This can lead to doctors providing
inaccurate diagnoses
due to insufficient or disorganized information. Unstructured data, such as
progress notes and dictated information
, are not stored p... | [
"langchain",
"next-js",
"propel-auth",
"supabase",
"tailwind"
] | https://www.youtube.com/embed/c1NckGLl0TI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/gibranoderenz/unifymd",
"https://unifymd.vercel.app/"
] | Winner Best Use of PropelAuth | true | [
{
"repo": "gibranoderenz/unifymd",
"content": "# UnifyMD\n\nUnifyMD is a unified health record system that aggregates patient data and historical health records. It features an AI-powered search bot that leverages a patient's historical data to help healthcare providers make more informed medical decisions ... |
5d1705cd946c | pennapps-xxv | https://devpost.com/software/chilladelphia | Chilladelphia | Philadelphia’s heat is rising! Enter your address to see how chill your area is. 😎 Let’s cool down Philly together! | Inspiration
Philadelphia, like many urban cities, is grappling with rising temperatures due to climate change, industrialization, and the urban heat island effect. We noticed that extreme heat is making it unsafe for many communities, especially during summer months. Chilladelphia was inspired by the need to provide re... | [
"express.js",
"javascript",
"mongodb",
"node.js",
"python",
"tailwindcss"
] | https://www.youtube.com/embed/H4WKPl8tdaI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/carolinecummings19/TeamJACC.git"
] | Winner Track: Best Sustainability Hack (Sponsored by Bloomberg) | true | [
{
"repo": "carolinecummings19/TeamJACC",
"content": "# React + Vite\n\nCommands:\n\nWhen first cloning repo and are in the root directory: <br>\n`npm install` <br>\n`npm run dev`\n\nOpen and new terminal while the first terminal is running and do: <br>\n`cd backend` <br>\n`npm install` <br>\n`npm start`\n",... |
995239bd08b8 | pennapps-xxv | https://devpost.com/software/cypress-mfa | CypressMFA | Gesture-Driven Facial Authentication for Anti-Spoofing/AI | Inspiration
The inspiration for
CypressMFA
stemmed from the rising need for more secure, multi-factor authentication (MFA) systems in the face of increasing digital security threats such as deepfakes. With businesses and individuals relying heavily on digital identities, securing access to digital services has become c... | [
"fastapi",
"javascript",
"machine-learning",
"mongodb",
"opencv",
"python",
"react"
] | https://www.youtube.com/embed/RGob0Xzvbho?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/thobonato/cypress-penn-apps",
"https://www.figma.com/proto/9ZRerBSf44v3ZCLDUZbF9x/PennApps?node-id=0-1&t=r5nzEKWcBBCW4SIG-1",
"https://www.youtube.com/watch?v=RGob0Xzvbho"
] | Did Not Place | false | [
{
"repo": "thobonato/cypress-penn-apps",
"content": "# CypressMFA ([Devpost](https://devpost.com/software/cypress-mfa))\n\nCypressMFA is a cutting-edge, triple-factor authentication system designed to secure user identities through a combination of liveness detection, facial recognition, and hand gesture re... |
c03788f587ef | pennapps-xxv | https://devpost.com/software/treetalk-ozal8j | TreeTalk | Have u wondered if teens know the history of deforestation or what will happen in the next few yrs? Don't u wish they understood sooner than later? Well what if I told u they can while playing a game. | Inspiration- Deforestation has been occurring for a very long time that pre teens might not have knowledge about nor might not know in the future since there will be an increase of it. Has someone in the team having a younger brother, I would want to inform my brother about what is happening
What it does do? Informs te... | [
"codehs",
"css",
"glitch",
"html",
"javascript",
"roboflow"
] | null | [] | Did Not Place | false | [] |
b6cdc302c63a | pennapps-xxv | https://devpost.com/software/watchful-ai-u5id0v | Watchful.AI | AI agent providing 24/7 student protection against school shootings. | 📞 The problem at hand.
How might we leverage an alert agent to ensure
24/7 student safety
from school shootings?
🗝️ Where did this stem from?
School shootings. There are 2 per week
…and this number is NOT decreasing. Students are now worried about their safety but have no way to indicate potential danger. Just two da... | [
"chromadb",
"fastapi",
"figma",
"gpt-4o",
"macm2",
"mappedin",
"next.js",
"opencv",
"pytorch",
"roboflow",
"shadcn",
"tailwindcss"
] | https://www.youtube.com/embed/ke7UuqB-MVk?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/Yatsz/PennApps2024",
"https://www.figma.com/design/Pk5VTTc5SGrtZhv7LEFyC5/pennapps?node-id=0-1&t=TYutDnXVM8FkFYYb-1",
"https://www.figma.com/slides/9uFOa6UOXwQfTzVWpOghbI/Watchful.AI-Presentation?node-id=6-3599&t=pSvwwxhi1NlElggS-1"
] | Winner Track: Best Privacy/Security Hack | true | [
{
"repo": "Yatsz/PennApps2024",
"content": "\"# PennApps2024\" \n",
"truncated": false
}
] |
29af98423310 | pennapps-xxv | https://devpost.com/software/market-sense | EduTrade | AI-powered financial advisor, aiming to democratize stock education and lower barriers to entry in starting financial portfolios. | Inspiration
“A 2024 report from the FED: most Americans in the lower 90% of income earners feel adrift when managing their investment portfolios. More alarming is that two-thirds of non-retirees say they're not on track in saving for retirement.” We want to build an app that democratize financial portfolio management k... | [
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"firebase",
"flask",
"googlegemini",
"matlab",
"nextjs",
"python",
"react",
"tailwind",
"vite",
"wolfram-technologies",
"yfinance"
] | https://www.youtube.com/embed/84BORznzTEI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/MarvinTai/pennapps_project"
] | Did Not Place | false | [] |
5b2ea46156f2 | pennapps-xxv | https://devpost.com/software/glucose | Glucose | Glucose helps amateur athletes recover from joint injuries, like sprains and strains, faster. | Members
Keith Khadar, Alexander Salinas, Eli Campos, Gabriella Conde
Inspiration
Last year, Keith had a freshman roommate named Cayson who had played high school football until a knee injury sidelined him. While his condition improved in college—allowing him to walk, he couldn’t run. Keith remembered how he often had t... | [
"angular.js",
"arduino",
"bluetooth",
"esp32",
"flask",
"flex-sensor",
"plotly",
"python",
"tune"
] | https://www.youtube.com/embed/ORzB6dLFSPA?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/Keith-Khadar/Pennapps24"
] | Winner Best Hardware Hack | true | [] |
eb6fc80dc516 | pennapps-xxv | https://devpost.com/software/visualai-ai-powered-visual-learning-platform | VisualAI: AI-Powered Visual Learning Platform | VisualAI is an AI-powered platform designed to generate dynamic visual content tailored for visual learners. | Project Title: VisualAI: AI-Powered Visual Learning Platform
Description:
VisualAI is an AI-powered platform designed to generate dynamic visual content tailored for visual learners. The project leverages AI models like DALL-E 2 and Python Turtles to create educational visuals, enabling users to learn concepts more int... | [
"dall-e-2",
"etc",
"python"
] | null | [] | Did Not Place | false | [] |
98e69f732163 | pennapps-xxv | https://devpost.com/software/matchtube | MatchTube | Love at first view | You can check out our slideshow
here
!
About
Many people turn to technology, especially dating apps, to find romantic interests in their lives.
One telling sign two people will get along is their interests. However, many people will lie about their hobbies in order to attract someone specific, leading to toxic relatio... | [
"javascript",
"mongodb-atlas",
"propelauth",
"python",
"react",
"sentence-transformers",
"tailwindcss",
"youtube"
] | https://www.youtube.com/embed/I-dwiFZ3P1A?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/EerierGosling/MatchTube"
] | Winner Best Use of MongoDB Atlas | true | [
{
"repo": "EerierGosling/MatchTube",
"content": "\n# MatchTube (By Sofia Egan, Yancheng Zhao, Sophia Evans) \n\n*Love at First View*\n\n## About\nMany people turn to technology, especially dating apps, t... |
817e044357bf | pennapps-xxv | https://devpost.com/software/medmate-8ev7f4 | MedMate | A centralized app for caregivers to organize medication, care time, and more. | See our commercial for the app here:
Commercial!
Inspiration
Our inspiration comes from the millions of Americans, including close family, who have had to take care of a loved one in old age or through sickness. Families such as my (Andy) own, who had a mother who went through surgery and had a week-long recovery, admi... | [
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"flask",
"html5",
"javascript",
"propelauth",
"pytesseract",
"python",
"react",
"tunestudio",
"typescript"
] | https://www.youtube.com/embed/8qKhpq79vm4?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/Krish-002/caregiver-frontend",
"https://www.youtube.com/watch?v=SjU1X__VzxA"
] | Did Not Place | false | [
{
"repo": "Krish-002/caregiver-frontend",
"content": "# MedMate\n\nA new app built for PennApps and for our community of care.\n\nWelcome to MedMate! This project is built with love for the at home caretakers of our society.\n\n## What it does\n\nWe have centralized the logistics of at-home care, with patie... |
44aa16ed7688 | pennapps-xxv | https://devpost.com/software/braille-engraver | Braille Embosser | Braille printers can cost upwards of thousands of dollars, but they don't need to with the Braille Engraver. | Inspiration
While brainstorming project ideas for social impact, we were shocked to discover that "budget" braille printers costed around $1,000. We believed that it would make a meaningful difference if these printers could be more accessible to the visually impaired community at under $150, as braille is "a much bett... | [
"3d-printing",
"arduino",
"autodesk-fusion-360",
"c++",
"cad",
"python"
] | https://www.youtube.com/embed/IIb1ylTvh2E?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/MrMeCoding/PennApps24"
] | Did Not Place | false | [
{
"repo": "MrMeCoding/PennApps24",
"content": "# Braille Embosser\n## PennApps24\n\n# Technologies used\n- CAD\n- Arduino\n- Python\n\n# What it is\nBraille embosser allows anyone to 3d print their own braille printer\n",
"truncated": false
}
] |
c7e35ef47fba | pennapps-xxv | https://devpost.com/software/mydraw | MyDraw | An app that allows you to create custom coloring pages, printed by our CNC pen plotter. | Inspiration
We were inspired by architecture prints. One of our team members' cousins spends a lot of time printing architecture blueprints. We aimed to create a similar automated drawing/printing web application that would speed up the process. This inspiration eventually evolved into MyDraw.
What it does
MyDraw is an... | [
"arduino",
"cnc",
"css",
"flask",
"html5",
"javascript",
"python",
"pytorch",
"tensorflow"
] | https://www.youtube.com/embed/cCNtWAnk830?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/anjkap/PennApps2024"
] | Did Not Place | false | [
{
"repo": "anjkap/PennApps2024",
"content": "# MyDraw\n\n## Inspiration\n\nWe were inspired by architecture prints. One of our team members' cousins spends a lot of time printing architecture blueprints. We aimed to create a similar automated drawing/printing web application that would speed up the process.... |
95fcfd32c738 | pennapps-xxv | https://devpost.com/software/learn-o-lotl | Learn-o-Lotl! | Everyone knows study apps like Quizlet are built to teach you. Learn-o-Lotl doesn't do that-- instead, you're the teacher! The smarter you get, the dumber it becomes. Think you have what it takes? | Inspiration
The lack of a fun way to learn in today's student society was the central issue we focused on. Being entertained while learning would help keep retention in students and help motivate them to study more, so we wanted to solve that issue. Along the way, however, the idea of creating the anti-studying chatbot... | [
"cerebras",
"customtkinter",
"python",
"tkinter",
"transformers"
] | https://www.youtube.com/embed/oXigQI_FIFQ?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/Shinypup06/learn-o-lotl"
] | Did Not Place | false | [] |
e62887027262 | pennapps-xxv | https://devpost.com/software/argumate | Argumate | Social media nowadays divide people and keep them in echo chambers of their own opinions. However Argumate seeks to provide a platform for these people to argue their view and exchange ideas. | Inspiration
Our team was inspired to develop Argumate by YouTube channels such as Jubilee which brought together people with diametrically opposing views and gave them a platform to argue their view. With Argumate, we seek to provide a similar platform online that, contrary to most social medias nowadays, brings togeth... | [
"firebase",
"node.js",
"react",
"socket.io",
"webrtc"
] | https://www.youtube.com/embed/hCjum2XHMpE?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/edwinpmui/change-my-mind"
] | Did Not Place | false | [
{
"repo": "edwinpmui/change-my-mind",
"content": "# Argumate\n\nArgumate has 2 different debate options: a private 1-on-1 section (for every user), and a public debate section (user must opt-in). Every week Argumate will have 3 different debate topics for users to participate in (both privately and publicly... |
99e4705b8d8e | pennapps-xxv | https://devpost.com/software/infectdetect | SurgiSafe | Real-time infection monitoring with moisture, temperature, and pH sensors. | Inspiration 🌟
Our project was inspired by the critical need for early detection of Surgical Site Infections (SSIs) and the rising concern of Methicillin-resistant Staphylococcus aureus (MRSA). We aimed to create a solution that enhances patient safety by enabling timely alerts for potential wound infections.
What it d... | [
"adafruit",
"arduino",
"autodesk-fusion-360"
] | https://www.youtube.com/embed/RFui9r2ybFU?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/katelynkywong/SurgiSafe"
] | Winner Track: Best Healthcare Hack (Sponsored by Patient Safety Technology Challenge) | true | [
{
"repo": "katelynkywong/SurgiSafe",
"content": "# SurgiSafe\nSurgiSafe uses temperature, moisture, and pH sensors to detect infections, sending real-time alerts for quick action.\n\n## Overview\nThis project focused on developing an innovative wearable device that monitors wounds by detecting moisture, tem... |
54c12f642848 | pennapps-xxv | https://devpost.com/software/editly-3ud79g | Editly | AI-powered video editing that follows the latest social media trends, helping you boost your personal brand effortlessly. | Inspiration 💡
Online personal branding is a daunting science for many beginner content creators. Thankfully, existing media trends tell us how to make simple videos go viral.
What it does 🧑💻
The user simply uploads a raw video and selects existing videos as inspiration. Then the app outputs an AI-edited video infus... | [
"amazon-web-services",
"flask",
"lambda",
"nextjs",
"python"
] | null | [
"https://penn-apps2024-1.vercel.app",
"https://github.com/coderkai03/PennApps2024"
] | Did Not Place | false | [
{
"repo": "coderkai03/PennApps2024",
"content": "This is a [Next.js](https://nextjs.org) project bootstrapped with [`create-next-app`](https://nextjs.org/docs/app/api-reference/cli/create-next-app).\n\n## Getting Started\n\nFirst, run the development server:\n\n```bash\nnpm run dev\n# or\nyarn dev\n# or\npn... |
99b9dd50e68b | pennapps-xxv | https://devpost.com/software/severityai | SeverityAI | Revolutionizing ER triage with AI urgency scoring from self-reported symptoms, reducing wait times, matching patients to doctors, and offering a chatbot to guide them while they wait. | Inspiration
The inspiration for SeverityAI came from a personal experience that one of our team members had last year. After experiencing heart palpitations, he had to visit the emergency room, only to be shocked by the overwhelming number of patients—some bloody, others coughing heavily. Seeing over a hundred people w... | [
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] | https://www.youtube.com/embed/4-_6q-zsYQo?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/EdwardChhun/SeverityAI",
"https://www.canva.com/design/DAGRboNqd1g/-G7kNNceVdqkQXKMJi1gDw/edit?utm_content=DAGRboNqd1g&utm_campaign=designshare&utm_medium=link2&utm_source=sharebutton"
] | Did Not Place | false | [
{
"repo": "EdwardChhun/SeverityAI",
"content": "# Severity AI @ PennApps XXI Hackathon <br/> [Demo Video ](https://www.youtube.com/watch?v=4-_6q-zsYQo) | [Devpost](https://devpost.com/software/severityai?ref_content=user-portfolio&ref_feature=in_progress)\n## Inspiration\n\nThe inspiration for SeverityAI ca... |
c7e31aafb0a2 | pennapps-xxv | https://devpost.com/software/memo-qvl2mf | memo | memo, our AI psychologist, provides 24/7 mental health support. Accessible and affordable, it makes expert guidance available to anyone, anywhere. It helps with stress, anxiety and life’s challenges. | Inspiration
When I was 14 years old, I, Carlos, faced one of the most terrifying moments of my life -- my friend attempting suicide. Fortunately, nothing bad happened. But it is those moments when you contemplate the frightening nature of suicide.
After dealing with this situation, and through the years, I heard a lot ... | [
"chatgpt",
"css",
"django",
"html",
"html5",
"javascript",
"microsoftbingcopilot",
"openai",
"python",
"twilio"
] | https://www.youtube.com/embed/L_hJL71U8qA?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/Dust-Man/memo"
] | Did Not Place | false | [
{
"repo": "Dust-Man/memo",
"content": "# memo\n## Virtual Psychologist Asisted by AI\n\n### General description\nmemo Ai is a virtual psychologist that uses artificial inteligence to process user's voice and develop answers in audio format as if it was a real interaction, providing a really fluid experience... |
f2e40c2a30e1 | pennapps-xxv | https://devpost.com/software/sweetfriend | SweetFriend | Smart, personalized diabetes management, using AI to allow users to enter data quickly and get actionable insights. | 👬 Team
Dennis Miczek (
dennis.miczek@gmail.com
)
Hemanth Kapa (
kapa4902@gmail.com
)
Shahir Ahmed (
ahmeds@dickinson.edu
)
Ethan Wong (
ethanwong635@gmail.com
)
🩺 Tracks
Best Healthcare Hack
Best Use of Computer Vision
Super Fast AI Track
Best Next-Gen LLM-Powered Application
Best Use of MongoDB Atlas
Best Beginner H... | [
"cerebras",
"flask",
"python",
"tune",
"vercel"
] | https://www.youtube.com/embed/Y4R-7Lriwtk?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/dmicz/SweetFriend"
] | Did Not Place | false | [
{
"repo": "dmicz/SweetFriend",
"content": "# SweetFriend\n\nSweetFriend is a comprehensive diabetes management app designed to help users track their glucose levels, log meals and exercises, and receive personalized insights powered by AI.\n\n## Technologies Used\n\n- **React:** To build our frontend user i... |
d712e64bd2e5 | pennapps-xxv | https://devpost.com/software/club-bubbles | Club Bubbles | Connecting students and clubs through AI-Assisted management. | Inspiration
Even though our team was split across the US and Canada, we were mutually inspired by a common problem within all of our schools. Creating, joining, and managing extracurricular and educational clubs within our student bodies was and continues to be nothing short of an
unorganized disaster
. Many schools, e... | [
"cerebras",
"javascript",
"mongodb",
"node.js",
"python",
"react"
] | https://www.youtube.com/embed/JDNfbbXlvYI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [] | Did Not Place | false | [] |
16082d0a4d83 | pennapps-xxv | https://devpost.com/software/ihealth-ai | iHealth.ai | Meet your digital AI health assistant | Inspiration
92% of Americans don’t undergo routine health screenings. In fact, missed preventative opportunities cost US healthcare 55 billion dollars every year. We wanted to create a proactive solution that uses the data we already generate through devices like iPhones and Apple Watches. Our goal was to provide peopl... | [
"chatgpt",
"flask",
"langchain",
"mongodb",
"next.js",
"propelauth",
"tailwind",
"xml"
] | https://www.youtube.com/embed/1-l-wgEuXDM?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/alexander-brady/ihealth.ai/",
"https://ihealth-ai.vercel.app/"
] | Did Not Place | false | [
{
"repo": "alexander-brady/ihealth.ai",
"content": "# iHealth.ai\n### Built by Alex, Alex, Alex and Jordan at PennApps XXV \n> PennApps was the nation's first collegiate hackathon, held annually at the University of Pennsylvania.\n\n## Inspiration\n92% of Americans don’t undergo routine health screenings. I... |
5f477dbf674b | pennapps-xxv | https://devpost.com/software/autoboys | PlanForm | Dynamic personalization platform for learning | Inspiration
What it doesa
How we built it
Challenges we ran into
Accomplishments that we're proud of
What we learned
What's next for PlanForm | [
"cerebus",
"firebase;-databases:-supabase-(postgresql)",
"flask;-cloud-services:-google-cloud-platform-(gcp)",
"gpt-4",
"javascript-(typescript);-frameworks:-react",
"kubernetes;-machine-learning-models:-claude-3.5-sonnet",
"languages:-python",
"llama",
"llama-3.1-405b;-development-tools:-git",
"m... | null | [] | Did Not Place | false | [] |
61899751089a | pennapps-xxv | https://devpost.com/software/moneymentor-cwxabp | MoneyMentor | WebApp focused on teaching users personal finance skills to help them build reliable habits that lead to real-world financial independence. Long term goal of supplementing FICO as a measure of risk. | Inspiration
Reimagining Credit Worthiness: A Path to Financial Empowerment
In the world of finance, credit scores have long reigned supreme as the gatekeepers of borrowing potential. Yet, this system, dominated by FICO scores, often falls short in truly capturing an individual's financial reliability. Many consumers fi... | [
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"css3",
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] | https://www.youtube.com/embed/HlGFkl3wJFo?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://money-mentors-green.vercel.app/"
] | Did Not Place | false | [] |
5192db6c0d40 | pennapps-xxv | https://devpost.com/software/bizy | Bizy | Support small businesses by using AI and real-time data to predict revenue drops and provide financial and marketing tools to help them stay afloat, preserve local jobs, and culture. | Inspiration
According to the U.S. Bureau of Labor Statistics, 50% of small business will not survive the next 5 years, despite representing 50% of America's workforce and 40% of America's GDP.
As a team that has found joy in enjoying local restaurants and other small businesses in our respective areas, we’ve witnessed ... | [
"axios",
"bootstrap",
"cors",
"css",
"flask",
"gemini",
"html5",
"javascript",
"mongodb",
"node.js",
"openstreetmap",
"overpass",
"pandas",
"python",
"react",
"tailwind"
] | null | [
"https://github.com/ttzytt/Bizy"
] | Did Not Place | false | [
{
"repo": "ttzytt/Bizy",
"content": "<h1 align=\"center\">\n </a>\n <img src=\"https://github.com/ttzytt/Bizy/blob/main/src/assets/img/bizymain.png\">\n </a>\n</h1>\n\n<p align=\"center\">\n <i align=\"center\">The Best Management and Financial Software for Small Businesses 🚀</i>\n</p>\n\n<p alig... |
f04d40afed8d | pennapps-xxv | https://devpost.com/software/coffeestarter-personal-networking-agent | CoffeeStarter: Personal Networking Agent | CoffeeStarter is the ultimate networking tool. It leverages your resume to craft personalized coffee chat emails to alumni professionals in your desired field, helping you stand out in today's market. | 🎉 CoffeeStarter: Your Personal Networking Agent 🚀
Names: Sutharsika Kumar, Aarav Jindal, Tanush Changani & Pranjay Kumar
Welcome to
CoffeeStarter
, a cutting-edge tool designed to revolutionize personal networking by connecting you with alumni from your school's network effortlessly. Perfect for hackathons and beyond... | [
"css",
"figma",
"html",
"javascript",
"mysql",
"python",
"tune"
] | https://www.youtube.com/embed/-Sh9W3QzrO4?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/sutharsikakumar/PennApps-XXV"
] | Winner Best Next-Gen LLM-Powered Application (Sponsored by Tune) | true | [
{
"repo": "sutharsikakumar/PennApps-XXV",
"content": "# 🎉 CoffeeStarter: Your Personal Networking Agent 🚀\n\nNames: Sutharsika Kumar, Aarav Jindal, Tanush Changani & Pranjay Kumar\n\nWelcome to **CoffeeStarter**, a cutting-edge tool designed to revolutionize personal networking by connecting you with alum... |
07b23d0b43dd | pennapps-xxv | https://devpost.com/software/fixthatform | Dr. Debbie | Debbie is the health companion who cares. We built her to ensure proper post-hospital recovery and rehabilitation. A personalized AI assistant helps guide PT and medication tracking. | Inspiration
Post-operation recovery is a vital aspect of healthcare. Keeping careful track of rehabilitation can ensure that patients get better as quickly as possible. We were inspired to create this project when thinking of elderly and single people who are in need of assistance when recovering from surgery. We imagi... | [
"ai",
"computer-vision",
"css",
"energy-drinks",
"flask",
"html5",
"javascript",
"machine-learning",
"opencv",
"rive",
"roboflow",
"rtsp"
] | null | [] | Did Not Place | false | [] |
0e3f86a100ef | pennapps-xxv | https://devpost.com/software/weatherpricer | RainCheck | A webapp that calculates the chance of weather-related cancellation, as well as a fair price for insurance premiums. | Inspiration
We were inspired by our recent travel experience in Scandinavia, when bad weather conditions caused us to cancel some of our plans, which was often costly. Knowing a fair price for weather-related cancellation could benefit retail hotels, event vendors, and travelers alike.
What it does
A user (customer, ho... | [
"mongodb",
"python",
"streamlit"
] | https://www.youtube.com/embed/h_bJFa6iMmM?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://raincheck.streamlit.app/",
"https://github.com/darrentweng/RainCheck"
] | Did Not Place | false | [
{
"repo": "darrentweng/RainCheck",
"content": "# Travel weather insurance\n\n## Overview\n\nIt sucks to travel in bad weather, we learned that in our recent trip to Scandinavia. This calculator calculates the chance of weather related cancellation and unpleasant experience and calculate a fair price for can... |
2b8371d53454 | pennapps-xxv | https://devpost.com/software/chinese-doctor | ChiBalance | Using AI-powered computer vision, we analyze facial features and heartbeats. Inspired by Traditional Chinese Medicine, this allows us to provide quick assessments and personalized treatment for all. | Inspiration
Inspired by Traditional Chinese Medicine (TCM), we are developing an AI-powered medical diagnostic service to address the needs of individuals who struggle to access healthcare. Our focus is on providing timely support for those unable to visit a doctor due to mobility issues, busy schedules, long wait time... | [
"css3",
"defang",
"docker",
"html5",
"openai",
"python",
"react",
"shell"
] | https://www.youtube.com/embed/McSuSOSRtOI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/jonlai211/ChiBalance"
] | Did Not Place | false | [
{
"repo": "jonlai211/ChiBalance",
"content": "# PennApps_ChiBalance\n\n\n\n## Project Description\n\nWe analyze tongue condition through a combination of visual inspection and data collection. Our application allows users to upload images of their tongues, which are then pro... |
e5d9cc4e379b | pennapps-xxv | https://devpost.com/software/minecraft-vr | Minecraft VR | Experience Minecraft Like Never Before – where Physics Meets Virtual Reality | 🌟 Inspiration 🌟
I've been a
Minecraft enthusiast
for over
12 years
🎮, and always dreamed of taking the game to the next level. The blocky world has so much potential, but I felt it lacked a touch of realism –
PHYSICS
! 🧱✨ So, I set out to bring Minecraft into the world of
VR
with physics-based interactions. But I d... | [
"c#",
"gemini",
"quest3",
"unity"
] | https://www.youtube.com/embed/euCwfXvuJeA?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/WilliamUW/PennApps"
] | Did Not Place | false | [] |
bf436cf919f8 | pennapps-xxv | https://devpost.com/software/optica-gar7hw | Optica | A gateway for blind/visually impaired people to experience the world independently through computer vision. | 🌟
Inspiration
There are over
7.2 million
people in the U.S. who are legally blind, many of whom rely on others to help them navigate and understand their environment. While technology holds the promise of increased independence, current solutions for the visually impaired often fall short—either lacking accessibility ... | [
"android-studio",
"cerebras",
"java",
"kotlin",
"mlkit",
"purebasic",
"tunestudio",
"volley"
] | https://www.youtube.com/embed/ZD9LP6MjzG8?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/ddiyas/OpticaV2.git",
"https://www.canva.com/design/DAGRctMVw2s/Uh_sycyRQ7naSctLZ-2Y7Q/view?utm_content=DAGRctMVw2s&utm_campaign=designshare&utm_medium=link&utm_source=editor",
"https://drive.google.com/file/d/1kRtjAqdFeAOfXRRPVkihsuRYhF0MtlZ2/view?usp=sharing"
] | Winner Super Fast AI | true | [
{
"repo": "ddiyas/OpticaV2",
"content": "# Optica\nA gateway for blind/visually impaired people to experience the world independently through computer vision and text-to-speech.\n\n## Tech Stack\n- MLKit\n- TuneStudio\n- Cerebras/LLama 3.1\n- Android Studio\n- Java \n\n## Made for PennApps XXV\n**Tracks:**... |
cdd9b227d86e | pennapps-xxv | https://devpost.com/software/snapspark | SnapSpark | Sparking incentives to crowdsource data for wildfire prediction and prevention, one snap at a time. | Inspiration
Wildfires ravage
4-5 million km² of land
globally, releasing
339+ million tons of CO₂
into the atmosphere. Climate change is only accelerating the impact of wildfires, threatening the safety of our homes and communities.
We wanted to build a tool that brings people and communities together to empower them t... | [
"google-maps",
"javascript",
"mongodb",
"python",
"roboflow",
"tune"
] | https://www.youtube.com/embed/rE9x5TcnN6k?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/SnapSpark-AI/SnapSpark"
] | Did Not Place | false | [
{
"repo": "SnapSpark-AI/SnapSpark",
"content": "# 🔥 SnapSpark\nWe developed SnapSpark, an AI-powered wildfire prediction platform that relies on crowdsourced data from images. SnapSpark allows users to upload images of their surroundings, receive predictions, and interact with our map visuals. Our machine ... |
061f87bd4f18 | pennapps-xxv | https://devpost.com/software/temp-ab8yi1 | Omni | Omni is an intelligent LLM-powered spreadsheet engine that enables analysts, engineers, and recruiters to examine large quantities of data through arbitrarily complex natural language queries. | Omni
Inspiration
Hiring sucks. We’re three college sophomores that are drowning in recruiting applications (and unfortunately not many OAs) and realized that so much of recruiting tech focuses on making candidate-side experiences easier—few products exist to help recruiters and companies make the best hiring decisions.... | [
"cerebras",
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"llm",
"ocr",
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"react",
"tailwind",
"tune"
] | https://www.youtube.com/embed/Vpl5HL32byA?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/themoonwalker1/pennapps2024"
] | Did Not Place | false | [] |
60a224d8aac4 | pennapps-xxv | https://devpost.com/software/ecometer-tr5ay3 | EcoMeter | Introducing EcoMeter: a Chrome extension that evaluates website sustainability with a single click! Empowering users to make eco-friendly choices online while promoting greener web practices. | Inspiration
The inspiration for EcoMeter came from a growing awareness of the environmental impact of the internet. As a daily user of various websites, we realized that while digital technology is a powerful tool, it comes with hidden costs—particularly its contribution to carbon emissions. With more businesses and in... | [
"api",
"css",
"html",
"javascript",
"machine-learning",
"node.js",
"npm"
] | null | [
"https://github.com/Silver671/EcoMeter/tree/main"
] | Did Not Place | false | [] |
ed0627485d51 | pennapps-xxv | https://devpost.com/software/motion-mind | Motion Mind | Your antidote to cure kinetosis ( Motion sickness or Travel sickness) during travelling . | Inspiration
Motion Mind was born from a personal experience of enduring debilitating motion sickness during long travels. We realized the lack of effective solutions for this common problem and sought to create a tool that could alleviate the discomfort associated with it.
What it does
Our app, Motion Mind, leverages t... | [
"android",
"android-studio",
"flutter"
] | https://www.youtube.com/embed/UYJqXmaZt88?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/s2ahil/Motion-Mind",
"https://drive.google.com/file/d/1aPRbnIci4RP6Zzj80SVN-prSeP43LaHW/view?usp=drivesdk"
] | Did Not Place | false | [
{
"repo": "s2ahil/Motion-Mind",
"content": "# Motion-Mind\nYour antidote to motion sickness.\nOur app, Motion Mind, leverages the power of your smartphone's accelerometer to create a mesmerizing visual experience that synchronizes with your movements. By generating dots on the screen that respond to your ph... |
615a76974ad8 | pennapps-xxv | https://devpost.com/software/khakiai | KhakiAI | Unleash your dance creativity with our app that generates personalized AI music tracks based on your unique moves. | Inspiration
We set out to create a tool that unleashes dancers' creativity by syncing their moves with AI-generated music that matches perfectly. Inspired by the vibrant dance scenes on TikTok and Instagram, where beats and moves are inseparable, we wanted to take it to the next level. Imagine dancing to music made jus... | [
"cerebras",
"figma",
"flask",
"llama",
"mongodb",
"next.js",
"opencv",
"openpose",
"procreate",
"python",
"suno",
"tailwind",
"tuneai"
] | https://www.youtube.com/embed/hOJUfDrPAnw?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/suchitahadimani/pennapps"
] | Winner Most Creative Hack | true | [
{
"repo": "suchitahadimani/pennapps",
"content": "# Khaki AI\nMade for PennApps XXV\n\n**Won Most Creative Hack!** 🏆\n\n\n\n## Inspiration\nWe set out to create a tool that unleashes dancers' creativity by syncing their moves with AI-generated music that matches perfectly. Inspir... |
462acefca2dc | pennapps-xxv | https://devpost.com/software/muni-5t9jih | muni | accessibility, advancement, community | Inspiration
Rates of patient nonadherence to therapies average around 50%, particularly among those with chronic diseases. One of my closest friends has Crohn's disease, and I wanted to create something that would help with the challenges of managing a chronic illness. I built this app to provide an on-demand, supporti... | [
"typescript"
] | https://www.youtube.com/embed/uR7UlKGjseE?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"http://audgeviolin07-web--3000.prod1a.defang.dev",
"https://munilive.vercel.app/",
"https://www.canva.com/design/DAGRfBHzuhs/P1ERp4uc2vYcuxFc1TxHOA/edit",
"https://github.com/audgeviolin07"
] | Winner Super Fast AI | true | [] |
d9b040afa68f | pennapps-xxv | https://devpost.com/software/ice-breaker-1akizm | . | . | …. | [
"."
] | null | [] | Did Not Place | false | [] |
147d6fb6856b | pennapps-xxv | https://devpost.com/software/nex-wsx45n | nex | A fully distributed package manager for the Web 3.0 era —
- Trust only the package author, not any central authority.
- Immutable, verifiable copies from peers that builds network resilience. | Inspiration
Do you think twice about security before installing an
apt
package? What about downloading an OS ISO image from an official site? The robust and trustworthy community of modern package managers, fueled by active open-source contributions, seems unshakably strong.
Except it isn't. "I suggest you find a diffe... | [
"iroh",
"javascript",
"nextjs",
"react",
"rust"
] | https://www.youtube.com/embed/jdh6FESgeRY?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://www.nexinaction.com/"
] | Did Not Place | false | [] |
236843fd0478 | pennapps-xxv | https://devpost.com/software/advisory-iq | Electra | Predict Elections Way Better With LLM Agents | Inspiration
Electra was inspired by the complexity of modern elections. Traditional polls and static models often fail to capture dynamic voter behavior, especially in battleground states where every news cycle can shift the race. By leveraging LLM agents and a custom framework, Electra brings a cutting-edge solution t... | [
"cerebras",
"css",
"d3.js",
"geojson",
"html",
"javascript",
"llms",
"node.js",
"python",
"react"
] | https://www.youtube.com/embed/c6X9n7o9Zjk?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/SahraMohamad/Electra",
"https://www.canva.com/design/DAGRcvxjQQM/ATMwwomhzqmye0yP4iJdIg/edit?utm_content=DAGRcvxjQQM&utm_campaign=designshare&utm_medium=link2&utm_source=sharebutton"
] | Winner Super Fast AI | true | [
{
"repo": "SahraMohamad/Electra",
"content": "# **Electra - Predict Elections Way Better With LLM Agents**\n\n__TLDR: We built a multi-agent framework from scratch and used it to simulate election results in battleground states__ \n\nLeaner than CrewAI & meaner than Autogen, we easily beat prompting & fine-... |
8fe62fa877de | pennapps-xxv | https://devpost.com/software/soundsheild | SoundSheild | A wearable headphone that dynamically adapts audio for individuals with autism, providing comfort while keeping users connected to their surroundings. | Inspiration
Noise sensitivity is common in autism, but it can also affect individuals without autism. Research shows that 50 to 70 percent of people with autism experience hypersensitivity to everyday sounds. This inspired us to create a wearable device to help individuals with heightened sensory sensitivities manage n... | [
"librosa",
"numpy",
"opencv",
"python",
"raspberrypi",
"scipy"
] | https://www.youtube.com/embed/6jjXlH3dni0?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/arijitchakma79/PennApps2024"
] | Winner Best Overall 1st | true | [] |
511ee7583475 | pennapps-xxv | https://devpost.com/software/stryde-7wl8ev | Stryde | Synchronize your stride! This system promotes more enjoyable and efficient running by matching the beats of your favorite tunes to your running cadence. | Inspiration
Research has demonstrated that music when synchronized with a person's running cadence can provide enhanced psychological and psychophysical benefits during running. As a group of runners, we thought it would be very useful to have an app that would pick up music that matched the current pace of our strides... | [
"python",
"spotify",
"swift"
] | https://www.youtube.com/embed/3voHB-i6Xtw?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/zminsc/Stryde"
] | Did Not Place | false | [
{
"repo": "zminsc/Stryde",
"content": "# stryde\n\nHonorable mention for Most Creative Hack at [PennApps XXIV](https://2024f.pennapps.com/).\n\nResearch has demonstrated that music when synchronized with a person's running cadence can provide enhanced psychological and psychophysical benefits during running... |
a2556432f44d | pennapps-xxv | https://devpost.com/software/knowtions | Knowtions | Knowtions makes your business's financial future clearer. | Inspiration
Our inspiration stemmed from the growing complexity of financial decision-making in an ever-changing market, where businesses often struggle to interpret both their own data and external forces like news trends. We wanted to bridge this gap by creating a tool that empowers companies to make smarter, data-dr... | [
"axios",
"beautiful-soup",
"cerebras",
"fastapi",
"javascript",
"materialui",
"next.js",
"palantir",
"pandas",
"plotly",
"propelauth",
"python",
"scikit-learn",
"smtplib",
"tailwindcss"
] | https://www.youtube.com/embed/Fg4sgKxOpNo?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/TCYTseven/penapps2024"
] | Did Not Place | false | [
{
"repo": "TCYTseven/penapps2024",
"content": "Welcome to Knowtion, a finance/business project created for the Pennapps 2024 Hackathon. Our team comprises four dedicated developers:\n\n- [@Tejas](https://github.com/TCYTseven): Frontend Developer & Cerebras Integration\n- [@Aanya](https://github.com/aanyabha... |
36579a5524d0 | pennapps-xxv | https://devpost.com/software/education-2-0 | Hivemind | Empowering students to collectively build smarter, interactive lessons for a better learning experience. | Inspiration
The inspiration for Hivemind stemmed from personal frustration with the quality of available lectures and resources, which were often insufficient for effective learning. This led us to rely entirely on ChatGPT to teach ourselves course material from start to finish. We realized the immense value of tailore... | [
"cerebras",
"chatgpt",
"chroma",
"codeium",
"copilot",
"django",
"djangorestframework",
"github",
"langchain",
"openai",
"python",
"pytorch",
"react",
"tensorflow",
"tuneai",
"vscode"
] | https://www.youtube.com/embed/-HKme-4BvmY?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/danielodicho/upenn"
] | Winner Best Next-Gen LLM-Powered Application (Sponsored by Tune) | true | [
{
"repo": "danielodicho/upenn",
"content": "# upenn\nOUR YOUTUBE VIDEO:\nhttps://youtu.be/pkAVCac3pXw\n",
"truncated": false
}
] |
4453cfdb1f68 | pennapps-xxv | https://devpost.com/software/surgikalai | SurgeVue | A multi-model solution specifically designed for professional surgeons and medical students to make their process of performing the nuerosurgical methods much more efficient and safe. | Inspiration
The inspiration for
SurgeVue
came from the high risks associated with brain surgeries, where precision is critical and the margin for error is minimal. With a mortality rate that increases 15-fold for non-elective neurosurgeries, we were motivated to create a solution that leverages augmented reality (AR) a... | [
"arduino",
"c++",
"circuits",
"css3",
"flask",
"gyroscope",
"html5",
"i2c",
"ios",
"iot",
"javascript",
"nosql",
"opencv",
"propelauth",
"python",
"pytorch",
"rfid",
"scenekit",
"sensors",
"swift"
] | https://www.youtube.com/embed/nRNcrBKIokg?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/jeet-dekivadia/SurgeVue"
] | Winner Best Overall 3rd | true | [
{
"repo": "jeet-dekivadia/SurgeVue",
"content": "# SurgeVue 🧠⚕️\n\n**Neurosurgeries made safe!**\n\n\n\n## 📖 Overview\n*SurgeVue* is a pioneering augmented reality (AR) surgical assistant tailored for neurosurgeons. By inte... |
baf1c049a4b4 | pennapps-xxv | https://devpost.com/software/sera-2svk5u | Sera | Sera helps people with limited banking experience take control of their money. No jargon—just real support when it’s needed most. | Inspiration
Our inspiration came from seeing how overwhelming managing finances can be, especially for students and young professionals. Many struggle to track spending, stick to budgets, and plan for the future, often due to a lack of accessible tools or financial literacy.
So, we decided to build a solution that isn'... | [
"atlas",
"cerebras",
"express.js",
"javascript",
"mongdb",
"nextjs",
"node.js",
"roboflow",
"tailwind",
"tailwindcss",
"tune"
] | https://www.youtube.com/embed/E-Cg1Y2ALKc?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/sera-financial"
] | Winner Best DEI Hack sponsored by Fidelity | true | [] |
f939cab31378 | pennapps-xxv | https://devpost.com/software/pennapps-t7jkmf | PestNet | Monitor, Detect, Protect: Computer Vision for Automated Pest Control | Inspiration
Our inspiration for this project was from the recent spread of pests throughout the U.S., such as Japanese beetles, which have wreaked havoc for crops and home gardens. We personally have gardens at home where we grow plants like cucumbers and tomatoes, and were tired of seeing half-eaten leaves and destroy... | [
"fastapi",
"figma",
"javascript",
"node.js",
"opencv",
"poetry",
"python",
"react",
"roboflow",
"tailwind",
"toastify",
"typescript",
"vite"
] | https://www.youtube.com/embed/NB5x_NxMHBQ?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/wesleyyliu/pennapps25"
] | Winner Best Use of AI | true | [
{
"repo": "wesleyyliu/pennapps25",
"content": "# pennapps25\n\n## Project Idea: PestNet\n\nWe are developing an agricultural pest detector. Gardeners and farmers can monitor their plants with a camera, and our model will take in a video and identify which pests have been causing problems to the plant. This ... |
5c2cdee088d3 | pennapps-xxv | https://devpost.com/software/spendwise-5ytj6r | SpendWisely | SpendWisely is a personal finance advisor that increases financial literacy and enables better decision-making for the individual. We offer personalized, AI-driven insight with macro-economic trends. | Inspiration
In today's fast-paced world, managing finances effectively has become crucial for achieving financial security and independence. We were inspired to create SpendWisely after realizing how overwhelming it can be for individuals to track expenses, manage savings, and stay on top of their financial goals in on... | [
"bootstrap",
"chart.js",
"d3.js",
"defang",
"flask",
"kanban",
"news-api",
"next",
"propelauth",
"python",
"react"
] | https://www.youtube.com/embed/sCSAAskI3eE?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/minghanminghan/PennAppsXXV",
"https://alisemihural-frontend--3000.prod1.defang.dev/"
] | Did Not Place | false | [
{
"repo": "minghanminghan/PennAppsXXV",
"content": "# SpendWisely\n\n## PennAppsXXV\n\n## Members:\nAli Ural: asu25@drexel.edu\nAndrew Jiang: amj7925@nyu.edu\nIshan Vaish: vaish.ishan20@gmail.com\n\n## Description\nSpendWisely is a personal finance advisor that increases financial literacy and enables bette... |
d8fdc9e0c1f0 | pennapps-xxv | https://devpost.com/software/rally-8sxi2t | Rally AI | Bringing politicians and voters closer, one personalized ad at a time. | Inspiration
It feels like elections are taking up an increasing portion of our mindshare, with every election cycle it only gets more insane. Constantly flooded by news, by opinions – it's like we never get a break. And yet, paradoxically, voters feel increasingly less connected to their politicians. They hear soliloqu... | [
"cartesia",
"ffmpeg",
"firecrawl",
"nextjs",
"openai",
"postgresql",
"python",
"supabase",
"synclab",
"tune",
"typescript"
] | https://www.youtube.com/embed/OfkKmmvT_OY?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/pr28416/rally",
"https://rally-ai.vercel.app/"
] | Winner Best Overall 2nd | true | [
{
"repo": "pr28416/rally",
"content": "# Rally AI\n\n*Created by Pranav Ramesh, Dinesh Vasireddy, Nikita Mounier*\n\n**[Visit Devpost](https://devpost.com/software/rally-8sxi2t)**\n\nRally AI is an AI platform that helps politicians connect with voters through personalized, AI-generated campaign advertiseme... |
bec6b18da936 | pennapps-xxv | https://devpost.com/software/tbd-e96fx7 | Agenda - Picture to Calendar | Snap a photo, build a schedule. Instantly digitize your calendar or turn the writing on your prof's blackboard into an event on your calendar. | Inspiration
The inspiration for this project came during a chaotic pre-hackathon week, when two of us missed an important assignment deadline. Despite having taken pictures of the syllabus on a whiteboard, we simply forgot to transfer the dates to our calendars manually. We realized that we weren't alone in this – many... | [
"flask",
"gpt4o",
"python",
"whisper"
] | https://www.youtube.com/embed/pXxMiufIbwk?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/thabnir/tex2cal"
] | Did Not Place | false | [
{
"repo": "thabnir/tex2cal",
"content": "## Inspiration\nThe inspiration for this project came during a chaotic pre-hackathon week, when two of us missed an important assignment deadline. Despite having taken pictures of the syllabus on a whiteboard, we simply forgot to transfer the dates to our calendars m... |
666656aa14d9 | pennapps-xxv | https://devpost.com/software/mtrx | mtrx | Building data analytics solutions for small businesses | mtrx — /ˈmɛtrɪks/
Data analytics solutions for small businesses.
Team: Wyatt Lake, Sritan Motati, Yuvraj Lakhotia, Evelyn Li
Components
Client Portal:
https://github.com/wyattlake/penn-apps-frontend
LLM & API Suite:
https://github.com/sritanmotati/pennapps-backend
CORS Server:
https://github.com/sritanmotati/cors-serve... | [
"apex-charts",
"beautiful-soup",
"bert",
"cerebras",
"firebase",
"flask",
"flowbite",
"hugging-face",
"ploomber",
"python",
"rest-api",
"selenium",
"svelte",
"tune-studio"
] | https://www.youtube.com/embed/5DYp92nrwiw?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/wyattlake/penn-apps-frontend",
"https://github.com/sritanmotati/pennapps-backend",
"https://github.com/sritanmotati/cors-server",
"https://github.com/yuviji/mtrx-scraper"
] | Did Not Place | false | [
{
"repo": "wyattlake/penn-apps-frontend",
"content": "# create-svelte\n\nEverything you need to build a Svelte project, powered by [`create-svelte`](https://github.com/sveltejs/kit/tree/main/packages/create-svelte).\n\n## Creating a project\n\nIf you're seeing this, you've probably already done this step. C... |
4822371c6c41 | pennapps-xxv | https://devpost.com/software/health-equity-compass | Health Equity Compass | A data-driven solution for equity in healthcare that leverages local governments and public health organizations to address disparities and improve access and quality to patient care. | Inspiration 💡
Our project,
Health Equity Compass
🧭, is driven by the need to address healthcare disparities that disproportionately affect marginalized communities. Access to healthcare 🏥 is unequal across different demographics and regions, leading to disparities in health outcomes. We wanted to create a tool that ... | [
"adobe-fresco",
"figma",
"geopandas",
"matplotlib",
"pandas",
"python",
"scipy",
"seaborn",
"visual-studio"
] | null | [
"https://github.com/cc13985/Health-Equity-Compass"
] | Did Not Place | false | [
{
"repo": "cc13985/Health-Equity-Compass",
"content": "# Health Equity Compass\nBy Claire Chen, Stephen Wu, Katherine Zhang\n\n## Inspiration 💡\nOur project, **Health Equity Compass** 🧭, is driven by the need to address healthcare disparities that disproportionately affect marginalized communities. Access... |
a29edf84ee03 | pennapps-xxv | https://devpost.com/software/speakscribe | SpeakScribe | Students struggle with keeping up with lectures and taking notes. SpeakScribe converts speech to text and summarizes screenshots of notes., helping students save time and study better for tests. | Inspiration
In today's fast-paced world, students often struggle with processing information from various formats quickly and efficiently. With the rise of online learning, we noticed that students needed a tool that could make their studying experience more productive, whether it's by transcribing lectures or summariz... | [
"api",
"gpt-3.5",
"python",
"react"
] | https://www.youtube.com/embed/-Jz9-tNqB88?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/pranayrishi/SpeechScribe"
] | Did Not Place | false | [
{
"repo": "pranayrishi/SpeechScribe",
"content": "Inspiration\nIn today's fast-paced world, students often struggle with processing information from various formats quickly and efficiently. With the rise of online learning, we noticed that students needed a tool that could make their studying experience mor... |
664f948ca751 | pennapps-xxv | https://devpost.com/software/luckypot | LuckyPot | A social platform that encourages friends/family to cook together, factoring in cuisine preferences, dietary restrictions, and cooking abilities to output AI-recommended meals for everyone. | Inspiration
We were inspired by the increasing cost of eating out and the social pressure caused by having to accept such social invitations. We wanted to create a technology-enabled platform where individuals can plan a fun potluck with their friends and family with much of the burden of planning such an event elimina... | [
"flask",
"react",
"sqlite"
] | https://www.youtube.com/embed/D6QpMGli8dw?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [] | Did Not Place | false | [] |
8ad15b66259e | pennapps-xxv | https://devpost.com/software/whisperwave | WhisperWave | A Toolkit for the Deaf. | Inspiration
At the beginning of the weekend, we tossed around ideas about different apps. We got bored at some point and started discussing family. A lot of our family members seemed to have some sort of hearing loss. At this point, we started to formulate ideas around this topic. We realized that a lot of apps existed... | [
"fastapi",
"gpt-4",
"javascript",
"mongodb",
"nextjs",
"openaiwhisper",
"python",
"react"
] | https://www.youtube.com/embed/5Sd0-pfoISg?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/sakethsatti/WhisperWave"
] | Did Not Place | false | [
{
"repo": "sakethsatti/WhisperWave",
"content": "# WhisperWave\nby: Saketh Satti (saksatti@gmail.com), Pranshu Suyal (suyalpranshu@gmail.com), and Akshat Tewari (akkubear@gmail.com)\n\nThis web app was a hack for PennApps XXV\n\nLanguages: Python, JavaScript\n\nLibraries: React, React-Bootstrap, FastAPI, T... |
6c554272c308 | treehacks-2024 | https://devpost.com/software/friender-vtj2rp | Friender | Friender:For adult connections with advanced matching. Say goodbye to social isolation. Join to expand your circle, foster meaningful relationships, and explore shared passions with like-minded adults | Inspiration
Friender was inspired by the growing challenge adults face in establishing meaningful connections. The increasing prevalence of social isolation sparked the idea to create a platform that addresses this issue head-on, fostering genuine friendships among like-minded individuals.
What it does
Friender is a re... | [
"react"
] | null | [
"https://github.com/kdaga81/treehacks"
] | Did Not Place | false | [] |
ce1543869d44 | treehacks-2024 | https://devpost.com/software/letext | \LeTEXT | From math wizards, to CS freshman, LaTeX is loved and hated by many. With the power of Fine-Tuned LLMs, OCR and integrated development tools, we make LaTeX accessible and intuitive for everyone! | Inspiration
As CS Students, math enthusiasts and amateur researches, we know the struggle and the beauty of watching code become artistic, organized writing. Yet, it is so difficult to become comfortable without extensive experience. We hope to enable anyone to quickly form perfect documents, quickly and intuitively.
W... | [
"codellama",
"fastapi",
"firebase",
"latex",
"llm",
"monaco",
"ocr",
"postgresql",
"react",
"texlive",
"togetherai"
] | null | [
"https://github.com/derekmil/treehacks-2024",
"https://www.loom.com/share/423e53c2ebdd4262ad1a72b372e02dd2?sid=80d13510-857a-4a89-8869-e3403bc40ac6"
] | Did Not Place | false | [
{
"repo": "derekmil/treehacks-2024",
"content": "# Latex AI Dev Guide\n\n## FastAPI Server Setup\n\nFastAPI is a modern, fast web framework for building APIs with Python 3.7+ based on standard Python type hints.\n\n### Steps\n\n1. **Clone the Repository**\n\n Ensure you have the project repository cloned ... |
13adc60f67e3 | treehacks-2024 | https://devpost.com/software/ai-health-mini-programs | AI Health Mini-Programs | There are so many things that have yet to be addressed by AI machine learning models. This set of two programs aims to address issues related to healthcare and fitness. | Inspiration
We were inspired by the issues related to coughing especially with regards to sickness.
What it does
We have two programs, one that analyzes sounds to determine types of coughing/wheezing. The other uses an AI to detect movement, which acts as a controller to a maze game.
How we built it
We utilized HTML, C... | [
"javascript"
] | null | [
"https://github.com/LizzyC-115/AI-Mini-Programs",
"https://teachablemachine.withgoogle.com/models/BA4tc9Mbl/"
] | Did Not Place | false | [] |
b10919467e66 | treehacks-2024 | https://devpost.com/software/findyourwine | FindYourWine | Aren't you tired of getting lost between pages of foreign grape names that you are not even sure how to spell, if so, FindYourWine will find your wine for you | Inspiration
As I mention in my pitch, I love drinking wine, but I am no wine or grape expert. Everytime I get the wine menu, I am tired of looking at it and just getting lost between the pages. That's why we decided to fix problem once and for all, so that everyone can find the best wine
What it does
It takes a scan of... | [
"convex",
"express.js",
"javascript",
"node.js",
"openai",
"python",
"react"
] | null | [] | Did Not Place | false | [] |
55a247d6f221 | treehacks-2024 | https://devpost.com/software/ai-accounting | Ai Accountant | Do everything an accountant does 1000x faster and 10x cheaper: don't spend any more time on bookkeeping, budgeting, or financial modeling. | Inspiration
I worked as an accountant for many years, and realized along the way that accounting absolutely sucks. And accounting sucks especially for Small Businesses. As a small business owner, you have three options when it comes to accounting:
Spend thousands of dollars hiring an accountant.
Spend hundreds of hours... | [
"amazon-web-services",
"nextauth",
"openai",
"pinecone",
"plaid",
"prisma",
"react",
"typescript"
] | null | [] | Did Not Place | false | [] |
8e1801c1979a | treehacks-2024 | https://devpost.com/software/stanfood | StanFood | An estimated 4000 undergrads rely on the Stanford meal plan, but have no way to make an informed decision about what to eat. We made a comprehensive web app that combines this info with social ideas | Our tracks:
"Most ethically engaged hack": Sponsored by McCoy Center for Ethics in Society
"Best Beginner Hack"
"Best hack to connect with others through food" sponsored by Ostuka -Valuenex
"Best use of Convex" sponsored by Convex
Welcome to StanFood, a food review online platform for students to review quality and sha... | [
"convex",
"css",
"javascript",
"jsx",
"python",
"tsx",
"typescript"
] | null | [] | Did Not Place | false | [] |
84795de16b8a | treehacks-2024 | https://devpost.com/software/levi-s-word-leap | Levi's Word Leap | Improve your vocabulary with Levi's Word Leap! Obtain tailored feedback on your vocabulary with AI. We express ourselves through words, so let's learn new words today to better connect with others. | Inspiration
Words are the primary medium through which we express ourselves. It's clear that many people are interested in expanding their familiarity with new words; after all, that is why millions of people play Wordle and hundreds of thousands also follow "Word of the Day" newsletters. We must continue to develop me... | [
"openai",
"reflex",
"together"
] | null | [] | Did Not Place | false | [] |
447c84dce2a9 | treehacks-2024 | https://devpost.com/software/mediconnect-er | MediConnect ER | MediConnect ER: Streamlines emergency healthcare by condensing EHR data for quick access, locating ERs, and engaging users through a user-friendly chatbot. Enhancing efficiency and outcomes. | MediConnect ER
Problem Statement
In emergency healthcare situations, accessing timely and accurate patient information is critical for healthcare providers to deliver effective and urgent care. However, the current process of sharing essential information between individuals in need of emergency care and healthcare pro... | [
"amazon-web-services",
"css3",
"flask",
"html5",
"javascript",
"sql",
"sqlalchemy"
] | null | [
"https://github.com/praneetbang/TreeHacks2024-NPDP"
] | Did Not Place | false | [
{
"repo": "praneetbang/TreeHacks2024-NPDP",
"content": "# TreeHacks2024-NPDP\n\n# MediConnect ER\n\n## Problem Statement\n\nIn emergency healthcare situations, accessing timely and accurate patient information is critical for healthcare providers to deliver effective and urgent care. However, the current pr... |
3fe2ea3ec8f3 | treehacks-2024 | https://devpost.com/software/trustfile | TrustFile | Nearly 48,000 Canadian children and ten times as many in the US lack stable document access in foster care. TrustFile offers a blockchain-based solution for secure document storage. | Inspiration
Our journey with TrustFile began with a deep-seated concern for the welfare of children in foster care systems. Upon learning about the staggering number of nearly 48,000 children in Canada and ten times more in the US facing instability in document access, we were deeply moved to take action. This ignited ... | [
"css",
"html",
"ipfs",
"javascript",
"solidity",
"typescript",
"web3.js"
] | null | [
"https://github.com/Matt711/TrustFile",
"https://docs.google.com/presentation/d/1d0DE6LQQSvilpXDNuZuupJ1cHLfB-h06K011YSW1-r0/edit?usp=sharing"
] | Winner Ava Labs / Avalanche: Best Consumer Use Case for Blockchain ($1.5k Cash) | true | [] |
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