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a71a4066985a | treehacks-2025 | https://devpost.com/software/dashify | Dashify | Turn spreadsheets into dynamic, interactive dashboards in seconds. | Inspiration
At work, visual dashboards are essential but tedious to create. Many engineers spend significant time building and maintaining internal dashboards, manually assembling components and struggling to determine the most relevant visualizations.
Existing solutions are static, requiring users to recreate all visu... | [
"flask",
"google-sheets-api",
"next.js",
"openai",
"recharts",
"shadcn",
"tailwind",
"typescript",
"vercel"
] | https://www.youtube.com/embed/eS6-VfSwMvc?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/halliefaust/sheet2dash"
] | Did Not Place | false | [
{
"repo": "halliefaust/sheet2dash",
"content": "# Dashify\n\n## How to Run\n\n### 1. Start the Backend\n\nRun the following commands in your terminal:\n\n```bash\nexport OPENAI_API_KEY=[YourOpenAPIKey]\nexport GOOGLE_API_KEY=[YourGoogleAPIKey]\n```\n\n```bash\npython server.py\n```\n\n### 2. Start the Front... |
1e6041f485e7 | treehacks-2025 | https://devpost.com/software/mobius-e7jidz | Mobius | Mobile Device Automation Agents | Inspiration
Mobile automation is still stuck in the dark ages of
complex scripting frameworks like Appium
, making it inaccessible to non-developers and tedious even for experienced engineers. While tools like Operator and BrowserUse exist for
browser automation
, there is
no equivalent for mobile devices
.
We set out ... | [
"adb",
"android-studio",
"fastapi",
"langchain",
"langgraph",
"llama",
"openai",
"python",
"websockets"
] | https://www.youtube.com/embed/tWHi_PiZEF8?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [] | Did Not Place | false | [] |
a0ac9174a106 | treehacks-2025 | https://devpost.com/software/pet-talks | Pet Talks | Pet Talks: a pet camera that allows you to converse with your pet by detecting gestures, movements, and sounds. Scans for unusual behavior leading to medical problems. | Introducing Pet-Talks! 🐰🥕💬
Inspiration
Instead of having a one-sided conversation, imagine having a conversation with your pet, where they speak in human words. Your Disney princess dreams can finally come true! Introducing Pet Talks: have conversations with your pet by detecting gestures, movements, and even sounds... | [
"openai",
"perplexity",
"python"
] | https://www.youtube.com/embed/bEU4Y0NPwXI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/joshua-linsanity/pet-talk"
] | Did Not Place | false | [
{
"repo": "joshua-linsanity/pet-talk",
"content": "## Introducing Pet-Talks! 🐰🥕💬\n### Inspiration\nInstead of having a one-sided conversation, imagine having a conversation with your pet, where they speak in human words. Your Disney princess dreams can finally come true! Introducing Pet Talks: have conve... |
fe6d6f67859d | treehacks-2025 | https://devpost.com/software/preptracker | PrepTracker | The AI Accountability Coach helps CS students stay on track by setting study goals, tracking progress with a heatmap, and sending AI-driven reminders for daily motivation and productivity. | Inspiration
As I approach my graduation this May, I realized I needed to brush up on my skills for upcoming tech interviews. Many computer science students face the same struggle when preparing for exams or interviews—staying motivated, setting clear goals, and tracking progress over time. This led to the creation of P... | [
"express.js",
"firebase",
"next.js",
"node.js",
"react.js",
"tailwind"
] | https://www.youtube.com/embed/4Blo3uBR4gw?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://prep-tracker.vercel.app/",
"https://github.com/alaminShaheen/PrepTracker"
] | Did Not Place | false | [
{
"repo": "alaminShaheen/PrepTracker",
"content": "## PrepTracker\n\n[PrepTracker](https://prep-tracker.vercel.app/) is a fully responsive full-stack AI accountability app that tracks student progress, sends motivational reminders, and provides\npersonalized insights to help CS students stay consistent in t... |
d8456dd95558 | treehacks-2025 | https://devpost.com/software/excelerator | excelerator | Excelerator is an AI-powered Excel add-on that lets you train machine learning models, clean data, and apply predictions—all within your spreadsheet. No coding needed, just smarter data insights. | Excelerator: AI-Powered Machine Learning for Excel
Inspiration
Spreadsheets are everywhere, but adding machine learning to them usually means coding, extra software, and clunky data transfers.
Excelerator
changes that by integrating ML directly into Excel. Whether you're predicting wildfire risks for insurance, trackin... | [
"actions",
"add-ins",
"amazon-web-services",
"api",
"autosklearn",
"azure",
"blob",
"colab",
"css",
"docker",
"excel",
"fastapi",
"functions",
"github",
"google",
"graph",
"h2o.ai",
"html",
"javascript",
"keras",
"lambda",
"microsoft",
"numpy",
"office",
"optuna",
"... | null | [] | Did Not Place | false | [] |
4f0ec6c5c60e | treehacks-2025 | https://devpost.com/software/octavius | Octavius | An extra arm when it matters most. | Inspiration
In the chaos of the battlefield, every second counts for a combat medic. With lives on the line, they must triage injuries, administer aid, and make split-second decisions - all while carrying heavy gear and navigating unpredictable threats. But what if they had an extra set of hands?
What it does
Octavius ... | [
"apple-vision-pro",
"elevenlabs",
"intersystems",
"jetson-nano",
"nano-owl",
"openai",
"python",
"robot-arm",
"zoom"
] | https://www.youtube.com/embed/fGlforqn2CE?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/treehacks-2025-octavius"
] | Did Not Place | false | [] |
ffdceace2d57 | treehacks-2025 | https://devpost.com/software/ecobite-qcujae | EcoBite | Track your food waste in a gamified way— EcoBite aims at combating global food waste by allowing its users to upload images of their food, eaten or uneaten, to determine the weight of what is wasted. | Inspiration
In the USA alone, food waste makes up 22% of landfilled solid waste, and “globally, food loss and waste represent 8 percent of anthropogenic greenhouse gas emissions” (EPA 2021). Our inspiration for EcoBite was an interest in this incredibly relevant issue within our world, as well as the
Stanford Sustainab... | [
"flask",
"flutterflow",
"gemini",
"perplexity",
"python"
] | https://www.youtube.com/embed/g1RofQA9R_o?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/SirKentut/EcoBite",
"https://app.flutterflow.io/share/eco-bite-9o3s7v",
"https://eco-bite-9o3s7v.flutterflow.app/"
] | Winner Flutterflow: Best Use of FlutterFlow ($2,000 Cash + meet w/ founders [1st] & $1,500 Cash [2nd] & iPad 10.9"s [3rd]) | true | [
{
"repo": "SirKentut/EcoBite",
"content": "# EcoBite\nTrack your food waste in a gamefied way\n\n\n![IMG_7932](https://githu... |
dccde09d9c46 | treehacks-2025 | https://devpost.com/software/trivai-vle72m | TrivAI | TrivAI brings trivia to meet you where you are, helping you learn about your interests. Compete with your friends to find out who's the most knowledgable on your favorite topics, powered by AI! | Inspiration
TrivAI was born from the desire to revolutionize the traditional trivia game experience. My girlfriend and I like trivia and we noticed that conventional trivia games often lack personalization, asking questions about topics we don't care about. By leveraging AI technology, TrivAI seizes an opportunity to c... | [
"nextjs",
"openai",
"pusher",
"typescript"
] | null | [
"https://github.com/kavelrao/TrivAI"
] | Did Not Place | false | [] |
903faf0a250c | treehacks-2025 | https://devpost.com/software/immersive-ed | Anim-Education | Struggle to visualize your classes? Anim-Education has you covered | Inspiration
As a student with ADHD, one of our teammates often finds it challenging to focus during lectures, making it difficult to absorb and retain information effectively. Traditional learning environments are not always designed to accommodate neurodivergent students, which can lead to frustration and disengagemen... | [
"c#",
"docker",
"fastapi",
"groq",
"manim",
"openai",
"python",
"unity"
] | null | [
"https://github.com/msteele3/treehacksdockerdeploy",
"https://github.com/Benler123/TreeHacks"
] | Did Not Place | false | [
{
"repo": "msteele3/treehacksdockerdeploy",
"content": "# Manim Animation Generator\n\nThis Docker-based workflow generates Manim animations based on text descriptions using the Groq API.\n\n## Prerequisites\n\n- Docker and Docker Compose installed on your system\n- Groq API key\n\n## Setup\n\n1. Copy the `... |
48020f6c1b52 | treehacks-2025 | https://devpost.com/software/factchex | Verify | Instantly verify tweets with our seamless web extension, ensuring understanding in a world riddled with misinformation. From political stories to fake sports trades, know the truth automatically | Inspiration
As young, first-time voters, almost all of our political awareness and understanding comes from our engagement with social media. Although information access is easier than ever, attaining unbiased information has become nearly impossible in today's highly divisive political environment. From charged langua... | [
"css",
"html",
"javascript",
"json",
"perplexity"
] | https://www.youtube.com/embed/kRgA_4Bvj5o?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/jcub-gold/TreeHacks_25_Project"
] | Winner Perplexity: Best Search Hack ($250 Gift Card per team member + HQ visit) | true | [
{
"repo": "jcub-gold/TreeHacks_25_Project",
"content": "# Verify\nConnor Lee, Jacob Goldberg, Jonas Pao, Kevin Pan TreeHacks 2025 project\n\nhttps://devpost.com/software/factchex?_gl=1*mf4hk*_gcl_au*MTMyNTM2ODM5Mi4xNzM5NjAyMTM0*_ga*MTY4ODgwOTYzNy4xNzM5NjAyMTM0*_ga_0YHJK3Y10M*MTczOTg0ODE3My41LjEuMTczOTg0ODE4... |
00f407c121d1 | treehacks-2025 | https://devpost.com/software/theia-p0mces | Theia | The Greek goddess of sight and vision. Using ESP32's WiFi RF signals, machine learning, & AR, we achieved a device which enables makeshift X-Ray vision. | Inspiration
The LA wildfires opened our eyes to a serious challenge facing firefighters. 77% of firefighter fatalities occur from disorientation during rapid breaches of enclosed structures.. When these first responders enter smoke-filled buildings, they often can't see more than a few feet ahead - making an already da... | [
"c",
"c#",
"c++",
"cuda",
"esp32",
"jetsen",
"linux",
"python",
"tensorflow",
"vr"
] | https://www.youtube.com/embed/zqTObt9CD4g?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/Timothy2105/theia"
] | Did Not Place | false | [
{
"repo": "Timothy2105/theia",
"content": "# Theia\nTired of not being able to see through walls? Want to detect presence without cameras? Theia lets you do just that! Using ESP32's WiFi signals and machine learning, we finally achieve somewhat X-ray vision.\n\n## Features\n- Real-time presence detection us... |
4d5fa39ee8e9 | treehacks-2025 | https://devpost.com/software/the-anachronist | The Anachronist | History isn’t just studied, it’s lived. Enter a 3D time-travel adventure. | Inspiration
When students hear the subject “history,” they are likely reminded of a textbook marred with numbers, dates, and timelines; when in fact history consists of real people and real events, which serve as a powerful tie that conjoins even the most dissimilar individuals through strong ties. Driven by a vision t... | [
"elevenlabs",
"gemini",
"godot",
"langchain",
"lumalabs",
"nitrode",
"openai"
] | https://www.youtube.com/embed/BXpIBv4q-kQ?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://www.nitrode.com/games/the-anachronist",
"https://github.com/rgu0114/the-anachronist"
] | Winner LumaLabs: Reimagining Visual Creation with AI ($2,500 Cash + $5,000 Luma Credits) | true | [
{
"repo": "rgu0114/the-anachronist",
"content": "## The Anachronist \n\nThis repository contains the code for the game The Anachronist.\n\nProject Website: https://devpost.com/software/the-anachronist?ref_content=my-projects-tab&ref_feature=my_projects\n",
"truncated": false
}
] |
58a313050251 | treehacks-2025 | https://devpost.com/software/edith-bvh014 | Edith | Solving the accessibility crisis, one second pair of eyes at a time. | Software
With our software stack, we introduce a powerful any-3D-object segmentation architecture backed by several SoTA machine learning models. Many object segmentation models are trained on highly specific datasets such as COCO and hence lack generalizability, whereas VLMs like ChatGPT-4o lack a rich understanding o... | [
"adafruit",
"gemini",
"numpy",
"pytorch",
"raspberry-pi",
"react",
"tailwind",
"typescript"
] | null | [
"https://github.com/jotalis/Edith"
] | Winner Most Technically Complex Hack (Meta Quest 3 per team member) | true | [] |
d46bb8433b80 | treehacks-2025 | https://devpost.com/software/hacktcha | HackTCHA | Obfuscation algorithms stress-test and strengthen CAPTCHAs against leading AI models | Inspiration 💡
Imagine you’re looking for a new pair of headphones. You read through reviews that claim the sound quality is amazing, only to discover later that these reviews were automated—created by bots trained to mimic human language, opinions, and emotions.
This problem is only growing. In recent years, AI has be... | [
"flask",
"gemini",
"imgur",
"javascript",
"jsx",
"lucide",
"numpy",
"python",
"react",
"sqlite",
"tailwind",
"vite"
] | https://www.youtube.com/embed/02syurYJ-z8?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://treehacks2025-one.vercel.app/",
"https://github.com/dubiels/treehacks2025"
] | Did Not Place | false | [
{
"repo": "dubiels/treehacks2025",
"content": "# HackTCHA 🧑💻\n\nTest your CAPTCHAs against multiple industry-standard AI models to assess their resistance to automated solving.\n\n## Setup Instructions\n\n### Mac/Linux (Terminal)\n\n```\npython3 -m venv captcha_env\nsource captcha_env/bin/activate\n```\n... |
007babb15e06 | treehacks-2025 | https://devpost.com/software/slumber-synthesizer | Slumber Synthesizer | Record, analyze, and explore your dreams in a beautiful and secure environment | Core Features
Slumber Synthesizer combines personal dream journaling with AI-powered analysis and community features, creating an engaging platform for recording and exploring dreams while maintaining user privacy when desired. It adds a fun way to share your silly dreams with friends worldwide while cataloging all of ... | [
"dall-e",
"mistral",
"openai",
"perplexity",
"react",
"supabase",
"typescript",
"vite"
] | https://www.youtube.com/embed/E1teSDidmEI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/MiPlayer123/slumber-synthesizer",
"https://slumber-synthesizer.lovable.app/"
] | Did Not Place | false | [
{
"repo": "MiPlayer123/slumber-synthesizer",
"content": "# Slumber Synthesizer - AI-Powered Dream Recording Platform\n\nA modern web application for recording, analyzing, and sharing dreams with AI-enhanced features and community interaction.\n\nWebsite: <https://lucidrem.com/>\n\n## Features\n\n### Dream R... |
15c590f50f20 | treehacks-2025 | https://devpost.com/software/jarvis-mhfy78 | Agent Ricky | Monitoring the Health and Safety of First Responders and Military Personnel | Inspiration
Our team wanted to use this opportunity at TreeHacks to create something bigger than ourselves, something that serves others. Who better can we serve than the first responders and the military personnel who have devoted their lives to protect and serve us every day? These first responders and military perso... | [
"brev.dev",
"dain",
"python",
"tensorflow",
"terraapi",
"typescript"
] | https://www.youtube.com/embed/H3TpX43lDUs?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/nipunbatra8/healthbot",
"https://github.com/nipunbatra8/mapagent",
"https://docs.google.com/document/d/1iCNAtqf1H5ELC9MBTEaelI2FQOK2W6TXy2yYBOtoppM/edit?usp=sharing"
] | Winner DAIN Labs: AI Agent Excellence & Innovation Awards ($5k Cash [1st] & $2.5K Cash [2nd] & $500 Cash [3rd] + Agent Launchpad Invitation) | true | [] |
a1fb21af616a | treehacks-2025 | https://devpost.com/software/wingnote | WingNote | WingNote – Smart hardware meets AI-powered documentation to listen, structure, and simplify care for nurses and patients. | Inspiration
Nurses spend over
4 hours per shift
on documentation, leading to burnout, high turnover rates, and reduced patient care time. At the same time, most patients don’t understand their own medical notes, creating a gap in healthcare accessibility.
We set out to build
WingNote
—a fully integrated hardware + AI-p... | [
"arduino-nano",
"deepgram",
"gemini",
"li-po-battery",
"mistral-ai",
"next.js",
"openai",
"perplexity-api",
"python",
"rfid-reader",
"supabase",
"typescript",
"vercel",
"vercel-v0",
"xiao-esp32"
] | https://www.youtube.com/embed/TX3a1ze3Uwk?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/bencullenn/wing-note",
"https://gamma.app/docs/WingNote-Smart-Hardware-for-Seamless-Nurse-Documentation-ggxl8whe2cff0lg"
] | Winner Google Cloud: Best Use of Gemini (Google Pixel Watches x4) | true | [
{
"repo": "bencullenn/wing-note",
"content": "# wing-note",
"truncated": false
}
] |
ce4280d04f47 | treehacks-2025 | https://devpost.com/software/economnom-di7lg6 | EcoNomNom: Sustainability One Snap at a Time | Snap a photo of a grocery shelf, and EcoNomNom will rank products on the shelf by environmental impact — making greener shopping easy. | Inspiration
Hershey’s… or Ghirardelli? Lay’s… or Kettle? Whether you’re craving frozen peas or protein bars, at some point, grocery shopping is the ultimate paradox of choice. As we agonize over per-ounce prices, expiration dates, nutritional labels, and scrumptiousness, one key factor often goes overlooked:
which opti... | [
"dart",
"docker",
"fastapi",
"firebase",
"flutterflow",
"intersystems",
"openai",
"python"
] | https://www.youtube.com/embed/9CGzTyLfAMM?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/Supernova-45/EcoNomNom/tree/code"
] | Did Not Place | false | [
{
"repo": "Supernova-45/EcoNomNom",
"content": "# EcoNomNom\n\nA new Flutter project.\n\n## Getting Started\n\nFlutterFlow projects are built to run on the Flutter _stable_ release.\n",
"truncated": false
}
] |
4ebc64d35a84 | treehacks-2025 | https://devpost.com/software/snacksage | nomnom! | find your next favorite snack :) | Inspiration ✈️🍫
While traveling, we often discover amazing snacks that we wish we could find back home. However, finding similar snacks in different countries can be challenging.
nomnom!
was born to bridge this gap—helping snack lovers find their next favorite treat, no matter where they are in the world.
What it does... | [
"firebase",
"flutterflow",
"gemini"
] | https://www.youtube.com/embed/K0YSMq2bck4?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/haleynpatel/nomnom/tree/main"
] | Did Not Place | false | [
{
"repo": "haleynpatel/nomnom",
"content": "# nomnom! 🍪🌍\n\n## Inspiration\n\nWhile traveling, we often discover amazing snacks that we wish we could find back home. However, finding similar snacks in different countries can be challenging. **nomnom!** was born to bridge this gap—helping snack lovers find... |
000ba9824ec5 | treehacks-2025 | https://devpost.com/software/socrates-ai | SocratesAI | SocratesAI is an AI agent that monitors your Zoom Calls, fact-checking in real-time every statement, ensuring reliability and trustworthiness of the discussion while enriching it with useful insights. | Inspiration
In today’s digital world, misinformation spreads rapidly, influencing critical areas like politics and health. With the exponential growth of online information —both true and misleading— fact-checking has never been more important.
AI has revolutionized research, enabling in-depth analysis at a speed and d... | [
"amazon-s3-bucket",
"amazon-web-services",
"chatgpt",
"elevenlab",
"fastapi",
"javascript",
"langchain",
"nextjs",
"openai",
"perplexity",
"pydantic",
"python",
"realtimemediastream",
"server-sent-event",
"tail-wind",
"uvicorn",
"websockets",
"zoom"
] | https://www.youtube.com/embed/UUcRo7pdvPM?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/AshwathKarunakaram/treehacks25"
] | Did Not Place | false | [
{
"repo": "AshwathKarunakaram/treehacks25",
"content": "# treehacks25\n\n## Zoom mock server instructions\nDocumentation here: https://github.com/ojusave/mockRTMSserver\n### Setup\n1) Install Docker\n2) Clone repo (link)\n3) Build container (see intstruction at link)\n\n### Mock Server\n1) Run container\n2)... |
31ae1b174ea3 | treehacks-2025 | https://devpost.com/software/snap-chef-bfwep7 | Snap Chef | Snap Chef: Click, Cook, Enjoy—transform your fridge's leftovers into delicious meals with a click of the button! | Inspiration
With 40% of the entire US food supply ending up in the waste, helping to eliminate food waste—even at a small scale—can go a long way. We wanted to tackle the problem at a consumer level to help individual households use their leftovers more effectively. Furthermore, many people (our team included) spend pa... | [
"expo.io",
"flask",
"gemini",
"git",
"github",
"google-generative-ai-api",
"python",
"react-native"
] | https://www.youtube.com/embed/CqEZquajEXg?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/ryan-tock/snap-chef"
] | Did Not Place | false | [
{
"repo": "ryan-tock/snap-chef",
"content": "# ⭐ Snap Chef App - TreeHacks 2025 ⭐\nFor many people, making the decision for what to cook each night is a source of stress. With Snap Chef, decisions can be made for you while taking into account the contents of your fridge.\n### Click, Cook, Enjoy!\nTransformi... |
179768f0af99 | treehacks-2025 | https://devpost.com/software/lexcel | LeXcel | The Copilot of Spreadsheets - Natural Language Formula & Plot Assistant for Google Sheets | Inspiration
Spreadsheets are powerful but often frustrating tools. They require users to memorize complex formulas and spend time on tedious formatting, leading to a slow and efficient process. We wanted to create a solution that enhances productivity, reduces errors, and makes spreadsheets smarter and more intuitive.
... | [
"cursor",
"googlescript",
"html",
"javascript",
"openai",
"spreadsheetapi",
"windsurf"
] | https://www.youtube.com/embed/6_GAEqMF_2A?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/liunicholas/LeXcel"
] | Did Not Place | false | [
{
"repo": "liunicholas/LeXcel",
"content": "# 📊 LeXcel - Natural Language Formula Assistant for Google Sheets 🤖\n\nLeXcel is a Google Sheets add-on that transforms the way you work with spreadsheet formulas. Instead of memorizing complex formula syntax, simply describe what you want to do in plain English... |
9475f1deb63c | treehacks-2025 | https://devpost.com/software/project-avia-autonomous-vigilance-insights-for-aviation | Project AVIA | Leveraging healthcare data to improve the performance of fighter jet pilots | Inspiration
Fighter pilots are among the Air Force’s most critical assets—each one represents a $10.9M investment, and every mission puts both lives and high-value aircraft at risk. Yet, 98% of fighter pilots report debilitating fatigue and pain, impacting their performance and operational effectiveness.
This isn’t jus... | [
"cors",
"express.js",
"flask",
"mistral",
"ngrok",
"python",
"react",
"tailwind",
"terra",
"vercel"
] | https://www.youtube.com/embed/5l3HpXGMlks?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/Harsh-Karia/TreeHacks"
] | Winner Healthcare Grand Prize (Meta Ray Ban Smart Glasses x4) and [2nd place] | true | [
{
"repo": "Harsh-Karia/TreeHacks",
"content": "# Project AVIA - TreeHacks 2025\n\n# Inspiration\nFighter pilots are among the Air Force’s most critical assets—each one represents a $10.9M investment, and every mission puts both lives and high-value aircraft at risk. Yet, 98% of fighter pilots report debilit... |
23786d19ff31 | treehacks-2025 | https://devpost.com/software/stable-rl | Stable-RL | Offline RL is historically bad out of distribution. We created an OSS to fix this using conformal prediction. | Inspiration
Reinforcement Learning (RL) has achieved significant success in decision-making tasks but struggles with real-world applications where interaction with the environment is expensive or dangerous. Offline RL attempts to address this by learning from fixed datasets, but suffers from Q-value overestimation on o... | [
"d4rl",
"gym",
"mujoco",
"pytorch",
"rl",
"tailwindcss",
"typescript",
"vercel"
] | null | [
"https://github.com/khushgx/cql",
"https://v0-stable-rl-spncmb.vercel.app/"
] | Did Not Place | false | [
{
"repo": "khushgx/cql",
"content": "## Inspiration\nReinforcement Learning (RL) has achieved significant success in decision-making tasks but struggles with real-world applications where interaction with the environment is expensive or dangerous. Offline RL attempts to address this by learning from fixed d... |
e5172e3c5b71 | treehacks-2025 | https://devpost.com/software/f-l0643e | Stream | AI and Blockchain Male Fertility Tracking app | Inspiration
Ever since high school, I've been passionate about expanding contraceptive options, particularly for men. I was driven by the belief that everyone, regardless of their sex or gender, should have the power to make informed decisions about family planning and reproductive autonomy. This led me to dive into th... | [
"eigenlayer",
"hardhat",
"opacity",
"react",
"solidity",
"typescript"
] | https://www.youtube.com/embed/b6hNF5C1LhQ?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"http://github.com/friendly304010/sperm"
] | Did Not Place | false | [
{
"repo": "friendly304010/sperm",
"content": "# sperm\n\nnote: run these commands in their respective folders\n- start frontend: `npm run dev`\n- start eigen agent: `npm run dev`\n- start backend: `python3 sperm.py`\n\ndemo: https://youtu.be/b6hNF5C1LhQ?si=mdcD96Tg_f--I2b3\n",
"truncated": false
}
] |
6f1def8381f1 | treehacks-2025 | https://devpost.com/software/capy-guardian | CapyGuardian | CapyGuardian: A wearable health system using an agentic AI to analyze health data, video & kinematics. It can detect falls and other abnormalities, instantly alerting others for assistance. | Inspiration
Imagine a world where care is both personalized and immediate—where every moment counts, and every individual’s unique needs are met instantly. CapyGuardian harnesses the power of agentic AI to blend wearable sensors with real-time health analysis delivering instant, tailored health insights. This approach ... | [
"c++",
"python"
] | https://www.youtube.com/embed/SaFCoakr5V8?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/PatP15/TreeHacks2025"
] | Did Not Place | false | [] |
41d3471548f1 | treehacks-2025 | https://devpost.com/software/macro-swarm-of-verifiable-agents-for-portfolio-management | Macro - Swarm of Verifiable Agents for Portfolio Management | Macro is an autonomous service where users deploy portfolio strategies verified by deep-research agents, shown by visualization agents, & deployed on mainnet, handled by on-chain interaction agents. | Presentation and System Diagram here
https://www.canva.com/design/DAGfRmOzNu0/PZ4iKkg___TK_BqaJIlxKw/edit?utm_content=DAGfRmOzNu0&utm_campaign=designshare&utm_medium=link2&utm_source=sharebutton
Inspiration
Macro: Democratizing Financial Markets
As a college student, I’ve developed a considerable interest in stocks and... | [
"bash",
"coinbase-agentkit",
"coinbasesdk",
"eigenlayer",
"eigenlayeravs",
"hardhat",
"javascript",
"nextjs",
"node.js",
"python",
"react",
"rust",
"shadcn",
"solidity",
"typescript",
"v0",
"vercel"
] | https://www.youtube.com/embed/cclx81cHVtc?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/shrithan1/macro"
] | Did Not Place | false | [
{
"repo": "shrithan1/macro",
"content": "We put stocks on chain lmao",
"truncated": false
}
] |
e7a1345597fa | treehacks-2025 | https://devpost.com/software/linguavista-language-cultural-learning-platform | LinguaVista - Language & Cultural Learning Platform | See, speak, and connect with others around the world through AI-powered, immersive visual learning. | 💡 Inspiration💡
Despite a digitally-centered world that is the most connected in all of human history, many students, communities, and schools across the world still lack access to the internet. And with research as well as people claiming visual learning is beneficial for those learning complex subjects and engaging ... | [
"coquitts",
"electron",
"express.js",
"insanely-fast-whisper",
"llama3",
"ollama",
"python",
"react",
"stablediffusion3",
"typescript",
"zoomrtms"
] | https://www.youtube.com/embed/SEXIPMBIg-o?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/hcshires/LinguaVista"
] | Did Not Place | false | [
{
"repo": "hcshires/LinguaVista",
"content": "# LinguaVista - Language & Cultural Learning Platform\n\nSee, speak, and connect with others around the world through AI-powered, immersive visual learning.\n\n## Authors\n\n- Henry Shires\n- Brayton Lordianto\n- Raina Song\n- Abhushan Pradhan\n\n## Made at Tree... |
91278c02db11 | treehacks-2025 | https://devpost.com/software/solemate-9jmhuf | SoleMate | From scan to sole – custom 3D printed orthopedics made cheap and easy. | With SoleMate, we can create custom shoe insoles in
2 minutes
with an
iPhone
and a
$50 3D printer
. The average insole costs
$300
to
$800
.
Inspiration
76% of adults aged 55–64 use foot orthotics
, but traditional solutions are often expensive, require specialist visits, and rely on generic sizing rather than true cust... | [
"arkit",
"gcp",
"lidar",
"open3d",
"swift",
"swiftui",
"trimesh"
] | https://www.youtube.com/embed/4OALS7QstDk?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/TaylorT52/solemate"
] | Did Not Place | false | [
{
"repo": "TaylorT52/solemate",
"content": "# Solemate\n\n### TreeHacks project by @taylor tam, @grace yan\n- upload a sole scan with lidar\n- get a custom made insole\n- 3d print it!\n\n### Steps\n- Create a .ply (point cloud) scan of your foot in-app\n- Run the provided script (process.py) on your scan\n-... |
077c9f6410d5 | treehacks-2025 | https://devpost.com/software/muses-d2xfrt | MUSES | With the intent of gamifying education through AI agents, our AI-powered music recommendation mobile app will help you learn your favourite songs and instrumentations! | Inspiration
Our team wanted to address the Education Track Challenge presented by Zoom— in particular addressing music education. As avid lovers and musicians, all 3 of us in the team wanted to join in the process of gamifying education by using AI algorithms to aid learning an instrument or vocal singing.
What it does... | [
"flask",
"flutter",
"flutterflow",
"openai",
"python",
"shell",
"sql"
] | https://www.youtube.com/embed/0n0Qx3LV82A?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/Hecate946/Muses"
] | Did Not Place | false | [
{
"repo": "Hecate946/Muses",
"content": "# Muses - Music Learning Platform\n\nMuses is a modern, interactive music learning platform that helps users discover and learn music through an engaging interface. Named after the Greek muse of music, Euterpe combines powerful music recommendation algorithms with an... |
a139c3f58556 | treehacks-2025 | https://devpost.com/software/mindcontrolpc-control-computer-with-brainwaves | NeuroPilot: Brainwave Computer Control | Control your computer with just your mind. | What it does
NeuroPilot translates neural
EEG signals
(brainwaves) into natural language commands and allows users to
control computer functions
simply by imagining speech; it is a real-time, end-to-end EEG-to-action pipeline. Put simply, it allows users to control computers with their minds.
Inspiration
We explore the... | [
"api",
"brainflow",
"firebase",
"huggingface",
"openai",
"openbci",
"python",
"pytorch",
"scrapybara"
] | https://www.youtube.com/embed/3N0p7cLAVO4?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"http://github.com/nicolesplaining/treehacks/tree/main"
] | Winner Scrapybara: Capy Prize (Japan offsite + $1k credits + Scrapybara Pro 6 months [1st] & $1k credits + Scrapybara Pro 3 months [2nd] & $100 credits + Scrapybara Pro 1 month [3rd]) | true | [
{
"repo": "nicolesplaining/treehacks",
"content": "# NeuroPilot –– *control your computer with just your mind.*\n### TreeHacks 2025 \n\n\n\n**NeuroPilot** translates neural EEG signals (brainwaves) into natu... |
d3a6b78f6890 | treehacks-2025 | https://devpost.com/software/articuaite | ArticuAIte | ArticulAIte automates first-round interviews with AI-powered VR, generating structured questions, evaluating candidates transparently, and providing real-time hiring insights. | Inspiration
Interviewing is one of the biggest bottlenecks in hiring. Companies spend countless hours conducting first-round interviews, often struggling with standardizing evaluations and reducing bias. Candidates—especially neurodivergent ones—face challenges navigating interviews due to inconsistencies in assessment... | [
"chatgpt",
"langchain",
"metaquest",
"nvidia",
"omniverse",
"openai",
"unity",
"verecel"
] | https://www.youtube.com/embed/lWi4Qel63Fk?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/MohamedHAbdelnaby/ArticulAIte"
] | Did Not Place | false | [
{
"repo": "MohamedHAbdelnaby/ArticulAIte",
"content": "Inspiration\nInterviewing is one of the biggest bottlenecks in hiring. Companies spend countless hours conducting first-round interviews, often struggling with standardizing evaluations and reducing bias. Candidates—especially neurodivergent ones—face c... |
d3400cce5d62 | treehacks-2025 | https://devpost.com/software/portable-braille-cdq8v5 | Portable Braille | Educational device that encourages young visually impaired people to learn and practice Braille in order to increase chances for future employment and expand general literacy level of the community. | Inspiration
Literacy level of Blind and Visually impaired community even in United States is lower than 10%. And the reason is simple - Braille (tactile text) is not affordable and not accessible today. I follow
Haben Girma
- the first deaf-blind person graduated Harvard Law school. She is a brilliant person, wrote boo... | [
"arduino",
"bluetooth",
"braille",
"c",
"esp32",
"ios",
"rayban|meta"
] | https://www.youtube.com/embed/0vI_fjJIOsE?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/Adil-Jussupov/PortableBraille"
] | Winner NVIDIA: Robo Prize (Jetson Dev kit per team member) | true | [
{
"repo": "Adil-Jussupov/PortableBraille",
"content": "# PortableBraille\nEducational device that encourages young visually impaired people to learn and practice Braille in order to increase chances for future employment and expand general literacy level of the community.\n\n# Plan for designing and making ... |
63b950f02762 | treehacks-2025 | https://devpost.com/software/eigensurance | EigenInsure | Trustless Insurance Powered by EigenLayer | EigenInsure is a decentralized insurance protocol powered by EigenLayer.
Inspiration
💡
Insurance companies should protect people, not exploit them. Yet:
🏠
1 in 2 homes
weren’t paid out by State Farm after the LA fires.
🚑 A
2009 Harvard study
found that
45,000 people
died annually due to lack of health insurance—
mor... | [
"avs",
"eigenlayer",
"express.js",
"liquidai",
"mistral",
"nextjs",
"openai",
"perplexity",
"solidity",
"typescript"
] | https://www.youtube.com/embed/nzeK0SP0QMU?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/eigeninsure"
] | Did Not Place | false | [] |
e1433bd68c54 | treehacks-2025 | https://devpost.com/software/horizonx | HorizonX | HorizonX is a dual-purpose platform using !!on-device!! VLMs to empower blind people with real-time haptic guider while crowdsourcing anonymized data to help governments improve public safety. | Inspiration
GPT 4o sucks!! It is built for the visually impaired,
but only with wifi!!
Inspired by the potential of
Video Language Models (VLMs)
, we hope to bridge accessibility gaps. Over 2.2 billion people globally live with vision impairments, we built
HorizonX
an AI camera, a privacy-first real-time "sight partne... | [
"docker",
"javascript",
"nextjs",
"python",
"pytorch",
"react",
"webgpu"
] | https://www.youtube.com/embed/dFowTJUub4U?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/bsflll/treehack2025"
] | Winner Tesla: Excellence Prize ($2k Tesla Store Gift Card [1st], $1k Gift Card [2nd], $1k Gift Card [3rd]) | true | [] |
1a3354a76583 | treehacks-2025 | https://devpost.com/software/fhirband | Fhirband | The ultimate wearable for first responders, with AI-driven vitals & insights to optimize safety & performance. Its powered by our self-built platform—with seamless integration for new medical devices. | Inspiration
For Angelenos, fires are far from unexpected. Small fires happen, but it was always "under control." Along the Eaton Canyon trails, my friends and I would take night hikes all through senior year, reflecting on old memories and speculating about our futures in college. The Palisades and Eaton fires changed ... | [
"ai",
"ble",
"edge-computing",
"ehr",
"fhir",
"flutterflow",
"gemini",
"generativeai",
"hardware",
"healthcare",
"iomt",
"medtech",
"nfc",
"raspberrypi",
"react",
"sensors",
"software",
"spreadsheet",
"ux",
"wearable"
] | https://www.youtube.com/embed/pa4f_kUPEPw?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://docs.google.com/presentation/d/1vesDfNkNkMNkPM9Kkp7asq0tyIqyw-bk3XiUeVXNzL8/edit?usp=sharing",
"https://github.com/medibound/medibound-mobile/tree/flutterflow",
"https://github.com/medibound/medibound-flutterflow/tree/flutterflow"
] | Did Not Place | false | [
{
"repo": "medibound/medibound-mobile",
"content": "# Medibound-Mobile\n\nA new Flutter project.\n\n## Getting Started\n\nFlutterFlow projects are built to run on the Flutter _stable_ release.\n",
"truncated": false
}
] |
7fe6af1d17e3 | treehacks-2025 | https://devpost.com/software/hachi | VisionMate | Empowering the visually-impaired with AI-driven speech, vision, and navigation assistance for safer traveling. | Inspiration
We came together as a team over our shared passion to create high-impact products and solutions to contribute to the healthcare sector. A member shared how she came across visually-impaired influencers on social media detailing the hardships they faced on a daily basis—just how difficult it was to complete ... | [
"dart",
"depth-anything2",
"elevenlabs",
"fastapi",
"firebase",
"flutterflow",
"langchain",
"ngrok",
"python",
"pytorch",
"segment-anything",
"whisperapi"
] | https://www.youtube.com/embed/McMcTzVFlZU?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/lisere5/blindNavigation",
"https://app.flutterflow.io/project/blind-navigation-8fbmw1",
"https://app.flutterflow.io/run/o6GcCqQjsygO1bMUNXCZ",
"https://app.flutterflow.io/project/blind-navigation-8fbmw1",
"https://app.flutterflow.io/run/o6GcCqQjsygO1bMUNXCZ"
] | Did Not Place | false | [
{
"repo": "lisere5/blindNavigation",
"content": "---\ntitle: \"Blind Navigation\"\nemoji: 🏃♂️\ncolorFrom: purple\ncolorTo: indigo\nsdk: docker\napp_file: Dockerfile\npinned: false\n---\n\n# blindNavigation\n\n## Backend\n\n### Setup\n\ncd to project directory (../blindNavigation)\n\n#### ENV SETUP\n```\nc... |
139310cbff29 | treehacks-2025 | https://devpost.com/software/runway-x0ca3y | Runway | Vercel for your AI Models - Build, Train, and Deploy in 3 Steps. | Inspiration
We work on a ton of projects, and a lot of them gravitate towards fine-tuning to get the deliver the best product to users—most recently,
https://opennote.me
. As a result, we've had our fair share of run-ins with vague cloud service providers and tricky paywalls for building the datasets, and doing the tra... | [
"browserbase",
"fastapi",
"groq",
"lambda",
"nextjs",
"perplexity",
"python",
"sagemaker",
"supabase"
] | null | [
"https://runway0.vercel.app",
"https://github.com/abhi-arya1/runway"
] | Did Not Place | false | [] |
12e4f6f0a94d | treehacks-2025 | https://devpost.com/software/orion-pcwlg3 | VisionMate: the AI agent to help visually impaired people | VisionMate is a context-aware AI agent designed to support visually impaired individuals by selecting the most suitable tool—text-to-braille conversion, image-to-audio narration, or watch vibrations. | Our Inspiration
We’ve seen that visually impaired individuals face challenges in navigating everyday environments and accessing information. These challenges include reading documents, detecting nearby objects, and listening to environments. Current assistive technologies often require users to manually switch between ... | [
"c++",
"openai",
"python",
"swift",
"typescript",
"watchos"
] | https://www.youtube.com/embed/B5CtpyK8U3E?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://www.vision-m8.com/",
"https://github.com/anaiskillian/treehacks25"
] | Did Not Place | false | [
{
"repo": "anaiskillian/treehacks25",
"content": "# VisionMate 🦾🔵\n\n**An AI-powered assistive suite for the visually impaired.**\n\nVisionMate is a **context-aware AI agent** designed to help visually impaired individuals navigate the world seamlessly. By integrating real-time **text-to-braille conversio... |
7c5bd7713bca | treehacks-2025 | https://devpost.com/software/haven-6nfwr9 | Haven | Solving anxiety the stylish way.
Haven is a fashion-tech garment that integrates ML-driven anxiety detection with real-time physical intervention, providing instant, discreet relief. | TLDR:
66% of college students report high anxiety—it’s common but hard to manage in busy lives. Things like meditation and weighted blankets aren’t always an option. We needed a solution that integrates seamlessly into our lives .
Haven is a garment that senses anxiety using our custom trained model, and provides insta... | [
"3dprinting",
"arduino",
"autodesk-fusion-360",
"c++",
"firebase",
"javascript",
"machine-learning",
"mongodb",
"motors",
"node.js",
"numpy",
"pandas",
"python",
"pytorch",
"scikit-learn",
"sewing",
"swift",
"tensorflow",
"terraapi",
"xcode"
] | https://www.youtube.com/embed/1hi2ZNOsaTs?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/fukaikeda/treehacks2025"
] | Did Not Place | false | [
{
"repo": "fukaikeda/treehacks2025",
"content": "treehacks 2025 project\r\n\r\ndetails in devpost\r\n",
"truncated": false
}
] |
34b8668268f6 | treehacks-2025 | https://devpost.com/software/name-iskuvt | FitStreak | FitStreak combines AI-powered fitness analysis with streak-based motivation. By analyzing your data from wearables, we turn complex health data into actionable insights that keep you moving. | Inspiration
FitStreak is inspired by the challenge of maintaining long-term fitness habits. While many fitness apps focus solely on tracking metrics, we recognized that building and maintaining streaks can be a powerful motivator for consistent exercise and healthy habits. The gamification of fitness through streaks, c... | [
"firebase",
"flask",
"flask-cors",
"openai",
"python",
"react",
"terraapi"
] | null | [
"https://github.com/leojia22/Treehacks25.git"
] | Did Not Place | false | [] |
42e88d91a00c | treehacks-2025 | https://devpost.com/software/nirmaan | Nirmaan | Nirmaan aims to empower India’s construction workers with Web3 and provide transparency, fairness, and reliability. | Inspiration
More than 60 million construction workers in India face challenges such as wage theft, delayed payments, and limited access to government benefits due to the absence of formal employment records and a lack of awareness about their labor rights. The construction sector remains highly unorganized, allowing mi... | [
"next.js",
"openai",
"postgresql",
"solidity",
"tailwindcss",
"typescript"
] | https://www.youtube.com/embed/t_uimTOvWuU?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/samarthchandrawat/nirmaan_v1"
] | Did Not Place | false | [
{
"repo": "samarthchandrawat/nirmaan_v1",
"content": "# Nirmaan – Web3-Powered Wage Security\n\n## Overview\nNirmaan is a Web3-based platform designed to ensure fair wages, instant payments, and transparent work records for India’s construction workers. By leveraging blockchain, smart contracts, and decentr... |
f9bc8d9a076a | treehacks-2025 | https://devpost.com/software/bob-the-agent-builder | Bob: The Agent Builder | Forget drag-and-drop AI. One prompt, complete agentic workflow. Automating automation, finally. | Inspiration
First, we had foundation models. Then we had AI agents built on top of these. Now we have agentic workflows composed of several agents with different specialized abilities working to solve a complex problem. Existing tools for creating agentic workflows, despite being low/no-code and having modular drag-and... | [
"agents",
"flask",
"gemini",
"langchain",
"openai",
"perplexity",
"python",
"react",
"react-flow",
"scrapybara"
] | https://www.youtube.com/embed/wkK4DVwOGac?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/pringlesinghal/bob-the-builder"
] | Did Not Place | false | [
{
"repo": "pringlesinghal/bob-the-builder",
"content": "# bob-the-builder",
"truncated": false
}
] |
f8795bd8b437 | treehacks-2025 | https://devpost.com/software/lalala-vqp6xg | Eigensurance: AI x Web3 | Decentralized AI-Managed Disaster Insurance Built on EigenLayer AVS.
Disrupting the $9.8 trillion insurance industry. | Video only shows one part, please see What I Made section + click thru slideshow
Inspiration 💡🏠
Coming from Southern California, I'm very aware of the immense risks posed by wildfires, like the ones in LA last month. In fact, there was a brush fire just a few miles from my house. Unfortunately, increasing wildfire ri... | [
"eigenlayer",
"eth",
"evm",
"openai",
"perplexity",
"python",
"solidity",
"typescript",
"vercel"
] | https://www.youtube.com/embed/59hxRp7uhn0?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://eigensurance.vercel.app/",
"https://eigensurance.replit.app/",
"https://www.youtube.com/watch?v=pKcpF_wBnoM",
"https://github.com/andrewgcodes/eigen",
"https://github.com/andrewgcodes/eigensurance_agent",
"https://github.com/andrewgcodes/ai-trading-agent"
] | Did Not Place | false | [
{
"repo": "andrewgcodes/eigen",
"content": "# Eigensurance AVS\n\nEigensurance is a decentralized disaster insurance protocol built on EigenLayer that leverages multiple operator validation for disaster event verification and claims processing.\n\n## Architecture\n\nThe protocol consists of several key comp... |
ea2acdf5b2dd | treehacks-2025 | https://devpost.com/software/eduverse-nzuaqj | Eduverse | AI-Powered Education Assistant | Inspiration
Traditional learning lacks interactivity, making engagement difficult. Eduverse leverages AI to create an inclusive, accessible learning experience through speech transcription, natural language processing, and voice synthesis, pushing the boundaries of AI in education.
What it does
Eduverse enhances learni... | [
"elevenlabs",
"groq",
"meta",
"node.js",
"oculus",
"openai",
"python",
"quest",
"three.js"
] | https://www.youtube.com/embed/iKDCFYKw5uk?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/pollyliu1/EDUVerse"
] | Did Not Place | false | [
{
"repo": "pollyliu1/EDUVerse",
"content": "# EDUVerse\n\nSubmission for TreeHacks 2025\n\nDevpost: https://devpost.com/software/eduverse-nzuaqj\n\n[](https://www.youtube.com/watch?v=iKDCFYKw5uk)\n\n\n## Installation\n#### Frontend\n```bash\nyarn... |
4fce8c71c810 | treehacks-2025 | https://devpost.com/software/cyberdrive | CyberDrive | CyberDrive - Transforming driving footage into intelligent insights. | I've always been inspired by Tesla's Full Self-Driving technology and its potential to revolutionize transportation safety. The prospect of having vehicles that can navigate autonomously, eliminating stress and enhancing safety, is incredibly exciting. I believe this future is extremely close, and Tesla is leading the ... | [
"amazon",
"async",
"gemini",
"google",
"openai",
"opencv",
"python",
"pytorch"
] | https://www.youtube.com/embed/BLKCyMwn-xY?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/KoaChang/TeslaMCQTreehacks"
] | Winner Tesla: Excellence Prize ($2k Tesla Store Gift Card [1st], $1k Gift Card [2nd], $1k Gift Card [3rd]) | true | [] |
00eb195cd303 | treehacks-2025 | https://devpost.com/software/atlas-7ti0wp | Atlas | A new tool to contribute to NASA's Exoplanet Watch citizen science project, Atlas provides a friendly UI for kids to analyze exoplanet transit data and develop a passion for astronomy. | Inspiration
NASA's Exoplanet Watch citizen science project allows everyday people to make tangible contributions to extraterrestrial discovery. However, contributors are currently required to work through a lengthy and complex Google Colab notebook, which has proven to be a great deterrent. To alleviate this issue, Atl... | [
"django",
"expo.io",
"javascript",
"python",
"react-native",
"rest",
"typescript"
] | https://www.youtube.com/embed/fC6evc9-Usc?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/kailashchanel/treehacks-2025-backend",
"https://github.com/kailashchanel/treehacks-2025-frontend"
] | Did Not Place | false | [
{
"repo": "kailashchanel/treehacks-2025-backend",
"content": "# TreeHacks 2025 - Atlas Backend\n\nBuilt using Python, Django, REST\n",
"truncated": false
},
{
"repo": "kailashchanel/treehacks-2025-frontend",
"content": "# TreeHacks 2025 Frontend\n\nCross-platform mobile app created with expo... |
95c24ad1a61b | treehacks-2025 | https://devpost.com/software/tumor-invasion-kinetics-gui | Spheroid Tumor Invasion Kinetics (STIK) GUI | An AI-powered tool for tracking and predicting spheroid tumor invasion kinetics that eliminates the need for manual tracing, featuring an intuitive graphical user interface. | Inspiration
Last summer one of our teammates worked in a lab studying glioblastoma, an aggressive strain of brain cancer. The project involved knocking out genes of interest to better characterize tumor invasion patterns at a molecular level. Such a project necessitated a copious amount of data; the lab produced well-p... | [
"conda",
"cvat",
"pyqt",
"python",
"yolo"
] | https://www.youtube.com/embed/WknE6hNdmEc?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/sonnyloweus/STIK_GUI/"
] | Winner Hudson River Trading: Best Use of Data Hack (HRT-branded JBL earbuds per team member) | true | [
{
"repo": "sonnyloweus/STIK_GUI",
"content": "<!-- Improved compatibility of back to top link: See: https://github.com/othneildrew/Best-README-Template/pull/73 -->\n<a id=\"readme-top\"></a>\n\n#### Treehacks 2025\n\n![🏆Best Use of Data Hack](https://img.shields.io/badge/Best%20Use%20of%20Data%20Hack-%23FF... |
e80bfaa1a31e | treehacks-2025 | https://devpost.com/software/creatorai | LogFlowAI | Agentic AI & StatML DevOps platform that monitor your systems, convert log chaos into actionable insights, and deliver clear incident reports—making troubleshooting prescriptive instead of reactive. | LogFlowAI: Transforming DevOps with Automation, Real-Time Analytics & AI
In the spirit of innovation and agility,
LogFlowAI
was seeded in our mind in a meta sense during our internship and work experiences at AWS & TikTok respectively—a project that melds deep technical expertise with a sharp business acumen to revolut... | [
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"langchain",
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"makefile",
"ngrok",
"numpy",
"nvidia",
"open-ai",
"pandas",
"perplexity",
"pytest",
"python",
"pytor... | https://www.youtube.com/embed/F7ZFRWIjm44?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/DhyeyMavani2003/logflowai",
"https://dhyeymavani.com/logflowai/",
"https://coveralls.io/github/DhyeyMavani2003/logflowai"
] | Did Not Place | false | [
{
"repo": "DhyeyMavani2003/logflowai",
"content": "# LogFlowAI - Real-time Log Analysis & Monitoring\n\n[](https://github.com/DhyeyMavani2003/logflowai/actions/workflows/django.yml) ![Docs](https://github.c... |
6c0ba79e46f8 | treehacks-2025 | https://devpost.com/software/treetrash | TreeTrash | Quantify, analyze, and improve sustainability with intelligent trash monitoring! | Inspiration
During TreeHacks, we noticed a significant number of items being placed in the wrong waste bins, which reminded us of a broader problem with tracking and understanding waste patterns, so that they could be effectively mitigated in the future. This sparked our idea to expand upon challenge #3 on the sustaina... | [
"adafruit",
"gemini",
"openai",
"perplexity",
"vercel",
"vespa"
] | https://www.youtube.com/embed/2TJLV-r9Qss?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/sonnetx/treehacks-2025"
] | Winner OpenAI: Most Creative Use of OpenAI API (OpenAI SF HQ lunch + Swag) | true | [
{
"repo": "sonnetx/treehacks-2025",
"content": "# TreeHacks 2025: TreeTrash\nhttps://devpost.com/software/treetrash\n\n## Inspiration\nDuring TreeHacks, we noticed a significant number of items being placed in the wrong waste bins, which reminded us of a broader problem with tracking and understanding waste... |
810360f637a9 | treehacks-2025 | https://devpost.com/software/trailhead | Trailhead | Generate a personalized learning tree for any kind of skill or task. | Inspiration
Many nights, my teammates and I have lied awake, driven by the urge to solve an interesting problem or learn something new. A general societal shift towards increased reliance on AI as a replacement for knowledge and overconsumption of short-form "brainrot" content threatens the magic and curiosity of our e... | [
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"fastapi",
"github",
"html",
"javascript",
"luma",
"next",
"openai",
"perplexity",
"pydantic",
"python",
"sql",
"supabase",
"tailwind",
"typescript",
"vercel"
] | https://www.youtube.com/embed/rbT3LO1qPqU?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://trailhead-eight.vercel.app",
"https://github.com/womogenes/trailhead/tree/interactive"
] | Did Not Place | false | [
{
"repo": "womogenes/trailhead",
"content": "# Trailhead (working name)\r\n\r\nRoadmap.sh but for every skill\r\n\r\ni.e. beli but for learning\r\n\r\nEducation app that creates customized study plans and recommends new material, study date times, etc. Some social media components.\r\n\r\n## Features\r\n\r\... |
1cbe11329147 | treehacks-2025 | https://devpost.com/software/code-insight | CodeInsight | Help developers understand codebases faster | Inspiration
Both of us have worked at big corporate companies where we have had to be onboarded to a certain application very fast. It is often hard as an intern to automatically come in and understand the code base just like that. So we decided to create a tool that allows you to analyze a code base and see the functi... | [
"flask",
"groq",
"html",
"javascript",
"mistral",
"perplexity",
"python"
] | https://www.youtube.com/embed/AWrk2P0Nsgg?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/evanng07/ej-treehacks"
] | Winner Codegen: Best Code Analysis Application ($1.5k Cash) | true | [
{
"repo": "evanng07/ej-treehacks",
"content": "# CodeInsight\nEvan and Josh TreeHacks project. Winner of Codegen's \"Best Code Analysis Application\" at Treehacks 2025 (Feb. 14-16)\n\nDevpost Link: https://devpost.com/software/code-insight\nLinkedIn: https://www.linkedin.com/in/evan-ngo/\nhttps://www.linked... |
53b18be26363 | treehacks-2025 | https://devpost.com/software/votesmart-548672 | VoteSmart | Empowering your voice with AI-driven voting guidance that aligns with your values. | Inspiration
In 2024, during the General Election, thousands of Santa Clara County residents (including us!) received a ballot and the Santa Clara County Voter Information Guide—a 44-page long rundown of each candidate and ballot measure. Critical to making informed voting decisions, this guide presents lengthy, densely... | [
"babel",
"codeium",
"css",
"depolarizinggpt",
"flask",
"html",
"javascript",
"nltk",
"openai",
"python",
"windsurf"
] | https://www.youtube.com/embed/6LmEOHNUUVA?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/yaycobparker/VoteSmart.git"
] | Did Not Place | false | [
{
"repo": "yaycobparker/VoteSmart",
"content": "# VoteSmartV2\n\nAn enhanced version of VoteSmart that helps voters make informed decisions about ballot propositions using AI analysis.\n\n## Features\n\n- User authentication and profile management\n- Political stance configuration (Economic, Social, Environ... |
fadbb1d0ada6 | treehacks-2025 | https://devpost.com/software/convocriticpoopify | ZoomPulse | vibe check how your Zoom meet went | Inspiration
As meeting hosts and educators, it may be difficult to discern audience engagement and get live feedback from presentations. We want to offer a quick and efficient method for hosts to gauge how well the participants might be digesting their content, such that they can easily reflect on others' experiences t... | [
"flask",
"python",
"react",
"zoomapi"
] | https://www.youtube.com/embed/ch1SE_Ccn6Q?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/alanliu2009/treehack25"
] | Did Not Place | false | [
{
"repo": "alanliu2009/treehack25",
"content": "# ZoomPulse\n\n### TreeHacks 2025 by Maggie Liu, Julia Ding, and Alan Liu\n\n## Setup\n\n- Install ngrok and run `ngrok http 5000` in your terminal to retrieve a target URL, and use it as the web target on Zoom App Marketplace.\n- Run `pip install -r requireme... |
3fae8705f49a | treehacks-2025 | https://devpost.com/software/intellicare-hr3q2j | IntelliCare | Patient Monitoring for Crisis Prevention | IntelliCare: Predicting Patient Crises Before They Happen
Every second counts in a medical emergency. When a patient experiences a heart attack, stroke, or other life-threatening event, early intervention is critical. However, identifying these crises before they escalate and understanding how to prioritize remains a c... | [
"cursor",
"lightgbm",
"openai",
"openface",
"python",
"streamlit",
"vscode"
] | https://www.youtube.com/embed/5ZrN0cIUnh4?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/anakhag07/intelli-care"
] | Did Not Place | false | [
{
"repo": "anakhag07/intelli-care",
"content": "# intelli-care\nPreventing Patient Crises using Large Language Models for Vitals Synthesis \n\nThis codebase contains 2 components. The first utilizes Open AI API's to summarize vitals that are associated with a single patient for a faster alert and classifica... |
c282c51eb1a7 | treehacks-2025 | https://devpost.com/software/watchtower-fulnqt | WatchTower | Pilots have an overload of information to use to make decisions which have very low margins of error. To solve this issue our product gives a map of the surroundings and recommended next action. | Inspiration
Given the recent events with the media focus on airplanes and the incidents that arise from the complex situations pilots need to deal with, our team has created WatchTower to provide pilots with the information they need to reduce incidents. A study by Boeing found nearly half of all aviation accidents wer... | [
"flask",
"machine-learning",
"matplot",
"midas",
"python",
"yolo"
] | https://www.youtube.com/embed/_Fgj89xmrXY?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/hpuppala26/TreeHacks2025/tree/main"
] | Did Not Place | false | [
{
"repo": "hpuppala26/TreeHacks2025",
"content": "# SkySentinel - TreeHacks 2025\n\nIf you encounter path issues when copying, run the below to reset path\n\n`export PATH=/usr/local/bin:/usr/bin:/bin:/usr/sbin:/sbin`\n\nRequirements (to run edge detection and depth mapping)\n- Python 3.12.9\n\nTo test point... |
27da49ae6a01 | treehacks-2025 | https://devpost.com/software/green-growth | Green Growth | What if we could predict the next big thing in sustainability before it happens? | Green growth
: fostering economic growth and development while ensuring that natural assets continue to provide the resources and environmental services on which our well-being relies
~ Organization for Economic Cooperation and Development (OECD)
Inspiration
Sustainability activists advocate for a revolutionary shift f... | [
"colab",
"flutterflow",
"numpy",
"openai",
"pandas",
"perplexity",
"python",
"scrapy",
"sheets",
"windsurf"
] | https://www.youtube.com/embed/puW99fCGE64?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/night-pianist/treehacks",
"https://treehacks2025-rtxkyq.flutterflow.app/"
] | Did Not Place | false | [
{
"repo": "night-pianist/treehacks",
"content": "Link to our FlutterFlow code: https://drive.google.com/file/d/1SBJgcaQgJSaKaYPHyh2NF0ixCcfZsLlI/view?usp=sharing \n\nDue to pushing errors, our FlutterFlow folder is too large to be pushed to our repository, so linked above is a zipfile of our FlutterFlow cod... |
5e6d5a4c7c43 | treehacks-2025 | https://devpost.com/software/autolearn-ar-ai-based-learning-for-personal-car-repairs | AutoLeARn: AR + AI-Based Learning for Personal Car Repairs | AutoLeARn is an educational platform that uses AR and LLMs to guide car owners through diagnostics, maintenance, and repairs–extending vehicle longevity and fostering hands-on learning. | Inspiration
Introduction:
Ever had a car issue that you have no idea to fix? You take it into the shop, wait for a few hours, and then get hit with an astronomical bill—often costing hundreds, if not thousands, of dollars—to fix superficial issues. The thing is, you're not alone. Thousands of people around the world fa... | [
"ar",
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"education",
"ffmpeg",
"flask",
"groq",
"langchain",
"llm",
"perplexity",
"python",
"quest",
"unity",
"vlm",
"vr",
"whisper",
"xr"
] | https://www.youtube.com/embed/NZYmF-WqMVU?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/zaid-ahmed1/AutoLeARn",
"https://github.com/Guuzzeji/AutoLeARn-backend"
] | Did Not Place | false | [
{
"repo": "zaid-ahmed1/AutoLeARn",
"content": "## Demo Link:\n[](https://www.youtube.com/watch?v=NZYmF-WqMVU&t=3s)\n# Inspiration\n\n## Introduction\nEver had a car issue that you have no idea how to fix? You take it into the shop, wait for a few ho... |
9ba106cf5094 | treehacks-2026 | https://devpost.com/software/seo-ghostwriter-agent-m9au8f | SEO Ghostwriter Agent | SEO Ghostwriter turns a business "vibe" into a data-backed SEO strategy. We help small businesses rank on Google by transforming simple descriptions into technical, high-intent content maps. | Inspiration
Small business owners are masters of their "vibe"—they know their brand’s heart—but they are often invisible on Google because they lack technical SEO expertise. Hiring agencies is expensive, and DIY SEO tools are too complex. I built SEO Ghostwriter Agent to bridge this gap, turning a simple brand story in... | [
"langchain",
"languages:-typescript",
"mocha",
"node.js.-sponsor-tech:-pinecone",
"prompt-engineering",
"python",
"rag-(retrieval-augmented-generation)",
"react",
"relay.app",
"sql.-frameworks/tools:-next.js",
"vector-databases.-concepts:-ai-agents"
] | https://www.youtube.com/embed/lx96vyzQWKY?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/Marvellousabio/SEO-expert"
] | Did Not Place | false | [] |
3793c1b19356 | treehacks-2026 | https://devpost.com/software/vibe-video-5ndrj4 | Vibe Video | Let AI autonomously edit entire videos for you | Vibe Video
Inspiration
Video editing is stuck in the past. Tools like Premiere and Final Cut are powerful but painfully manual — you spend hours dragging clips around a timeline for what should be a creative process. Meanwhile, coding got "vibe coding" with Cursor. We asked: why can't video editing work the same way? T... | [
"fastapi"
] | null | [
"https://github.com/Arihan10/Vibe-Video-Test"
] | Did Not Place | false | [
{
"repo": "Arihan10/Vibe-Video-Test",
"content": "# Vibe-Video\n\n## Backend (FastAPI)\n\n### Setup\n- Python: **3.13 recommended** (your install log shows Python 3.14 fails building `pydantic-core`)\n- **FFmpeg** must be installed and available in PATH (for automatic audio extraction from video files)\n- C... |
0505d5c56167 | treehacks-2026 | https://devpost.com/software/agri-lens | Agri Lens | Snap a leaf. Know the disease. Save the crop | Inspiration
The idea for this project came from observing how difficult it is for many farmers to identify plant diseases early. Most available tools are either too technical, available only in English, or require expert knowledge. Many farmers rely on trial and error or delayed expert consultation, which often leads t... | [
"api",
"camera",
"gemini",
"hooks",
"html5",
"javascript-(es6+)",
"react.js",
"tailwind",
"vision",
"web-speech-api-(text-to-speech)-image-handling:-browser-file-api"
] | https://www.youtube.com/embed/wkJBcEjX6mI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://019bfa78-e4c4-7d74-8952-1529f00c6b1a.arena.site/"
] | Did Not Place | false | [] |
4c03c8204ee2 | treehacks-2026 | https://devpost.com/software/sdfdsf-rn1dza | Autonomous Dual Mandate Agent | Autonomous monetary policy agent using reinforcement learning and an llm to minimize the Federal Reserve's Dual Mandate policy error. | Inspiration
The Dual Mandate of balancing price stability with full employment is one of the most complex control problems in finance, specifically for the Federal Bank. I was inspired by the massive impact of policy lags where the momentum of a recession consequently leads to a trickle-down-effect to all peoples; impa... | [
"llama-nvidia",
"modal",
"stablebaselines"
] | null | [
"https://cristofersmonetaryp.netlify.app/"
] | Did Not Place | false | [] |
48fa4f76b527 | treehacks-2026 | https://devpost.com/software/truthlens-u8exz1 | TruthLens | Helping BILLIONS find objective truths on topics difficult to answer with a BIASED internet. | TruthLens
🌍 Inspiration
Over
52% of U.S. adults get news from social media
, where misinformation spreads rapidly
(Pew Research)
. Political content today is shaped by
polarization, AI-generated misinformation, and narrative framing
.
Most tools try to declare what’s “true” or “false.”
TruthLens reveals narrative stru... | [
"bright-data-api",
"bright-data-serp-api",
"bright-data-web-scraper-api",
"custom-sentiment-analysis-logic",
"deterministic-confidence-scoring-formula",
"elasticsearch-(elastic-cloud)",
"elasticsearch-aggregations",
"elasticsearch-dense-vector",
"elasticsearch-index-mappings",
"elasticsearch-knn-v... | null | [
"https://github.com/rajabrehan/truthlens_treehacks",
"https://truthlens-treehacks.vercel.app"
] | Did Not Place | false | [] |
8e49361abf43 | treehacks-2026 | https://devpost.com/software/omni-analyst | OMNI-ANALYST | Omni-Analyst: Autonomous Medical-Legal Agent. Automating FDA compliance for clinical trials via Claude Agent SDK & Modal. Reducing months of manual audit to seconds. Scalable, Secure, Agentic. | OMNI-ANALYST: Autonomous Regulatory Intelligence
Inspiration
Clinical trials are delayed by months due to manual regulatory review. Compliance teams are drowning in 500-page protocols while trying to keep up with evolving FDA and international standards.
We asked:
What if regulatory intelligence could be autonomous?
Om... | [
"ai",
"ii",
"ml"
] | null | [
"https://github.com/RobertUmniy/med-ai-for-lungs"
] | Did Not Place | false | [] |
ce9e752d71dc | treehacks-2026 | https://devpost.com/software/hexi | Hexi | Healthcare copilot that reduces documentation burden on nurses, improves completeness of patient medical records, all while preserving patient privacy. | Inspiration
Clinical documentation is one of the largest hidden burdens in healthcare. Nurses often spend hours typing notes and may record notes that lack key context, contributing to the growing problem of unstructured data in healthcare. Concurrently, most AI scribes and copilots send raw patient conversations to cl... | [
"claude",
"liquid-ai",
"lora",
"machine-learning",
"multi-turn-reasoning",
"python",
"react",
"transfer-learning"
] | https://www.youtube.com/embed/H1WF9bsFZb0?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/IvanRatushnyy/TreeHacks-2026"
] | Did Not Place | false | [
{
"repo": "IvanRatushnyy/TreeHacks-2026",
"content": "# Hexi — AI Nurse Copilot 🏥\n\n\n**Hexi** is an AI-powered nurse copilot that helps healthcare professionals gather complete patient information through intelligent questioning. Built at TreeHacks 2026.\n\n## ✨ Features\n\n- **🌐 3D Knowledge Globe** — ... |
5fcfb9b6f6ce | treehacks-2026 | https://devpost.com/software/marou-happy-moments | Happy Moments | Capture real joy, not poses. An AI camera that detects your genuine smiles, snaps the photo, and auto-journals the memory. Build your map of happiness and enjoy the real world. | Inspiration
We live in a world of staged photos. We stop the fun to say "cheese," posing for the camera instead of living in the moment. We realized that our camera rolls are full of "perfect" pictures, but they often miss the genuine sparks of joy, the laughter during a board game, the surprise of a joke, or the quiet... | [
"antigravity",
"chatgpt",
"claude",
"deepface",
"gemini",
"python"
] | null | [
"https://github.com/Maroucool/TreeHacks"
] | Did Not Place | false | [] |
c67aad5ac3e8 | treehacks-2026 | https://devpost.com/software/cognivi-quick-accurate-stroke-detection-under-10 | Cognivi — Quick, Accurate Stroke Detection Under $10 | Cognivi is a privacy-first, multimodal AI system that transforms a simple 60-second smartphone video into an objective stroke triage signal. | Inspiration
Stroke is a leading cause of death and disability worldwide, despite its distinct early symptoms. Each year, stroke kills 7 million people, with a 60+% disability rate for survivors. If a stroke goes untreated for 60+ minutes, approximately 2 million brain cells die per minute, and the brain ages by over th... | [
"fastapi",
"modal",
"next.js",
"render",
"vercel"
] | null | [
"https://github.com/laurie-png/cognivi"
] | Did Not Place | false | [
{
"repo": "laurie-png/cognivi",
"content": "# StrokePager / Cognivi\n\nA cloud-connected, privacy-first stroke triage system.\n\n## Deploy roots (important)\n\n- **Vercel (frontend)** \n Use the **`frontend`** folder as the project root. All frontend code lives under `frontend/`.\n\n- **Render (backend)**... |
9d267732e6ac | treehacks-2026 | https://devpost.com/software/the-magic-table | The Magic Table | Any sufficiently advanced technology looks like magic. With VLMs, LLMs, and a custom magnetic gantry, we built a table that aims to change how physically disadvantaged people interact with the world. | Inspiration — A Problem With Poor Solutions
There are about 1.3 billion people in the world living with significant disabilities - roughly one in six of us. That number is only climbing as populations age and chronic conditions become more common.
At the same time, more than 2.5 billion people need assistive products t... | [
"anthropic",
"arduino",
"google",
"nextjs",
"openai",
"owlv2",
"python",
"vercel"
] | https://www.youtube.com/embed/zQGj1xWwJHQ?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/Jaybear411/treehacks2026"
] | Did Not Place | false | [
{
"repo": "Jaybear411/treehacks2026",
"content": "# Magic Table - Voice-Controlled Object Retrieval\n\nA voice-controlled robotic system for accessibility. Uses computer vision to identify objects on a tabletop and an XY magnet gantry to drag them to a pickup zone.\n\n**Core use case:** Accessibility for bl... |
a0bf4c264ef9 | treehacks-2026 | https://devpost.com/software/clarifyd | Clarifyd | Lost in lecture but too anxious to ask? Language barrier or speech impediment? If speaking up is hard, Clarifyd helps. Fall behind in seconds, catch up in one question. | Clarifyd
A real-time lecture platform where students watch AI-generated videos, compete on quiz leaderboards, and get instant answers — all while the lecture is happening.
Features
AI Video Studio
Students can generate short explainer videos on demand during a lecture. Hit "Generate from Current Lecture" and the AI tur... | [
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"claude",
"googlegemini",
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"veo3",
"zoom"
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{
"repo": "ekagra1602/Clarifyd",
"content": "# Clarifyd\n\nA real-time lecture platform where students watch AI-generated videos, compete on quiz leaderboards, and get instant answers — all while the lecture is happening.\n\n---\n\n## Features\n\n### AI Video Studio\nStudents can generate short explainer vi... |
461e44ca337a | treehacks-2026 | https://devpost.com/software/mic-micro-prediction-markets-for-what-matters | mic: Micro prediction markets for what matters | What if prediction markets existed for your life? mic is a micro prediction market for localized communities—letting users trade on meaningful events and aggregate shared expectations in real time. | Inspiration
Prediction markets are one of the best ways to aggregate information, but most platforms are built for finance professionals. We wanted to make that same “collective intelligence” experience accessible to students in a campus-friendly format. The goal was to let communities ask meaningful yes/no questions, ... | [
"auth",
"next.js",
"node.js",
"postgre",
"react",
"supabase",
"tailwind",
"typescript"
] | https://www.youtube.com/embed/vFkorp-Y6dA?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/sohinibanerjee247/treehacks-project-2026"
] | Did Not Place | false | [
{
"repo": "sohinibanerjee247/treehacks-project-2026",
"content": "# mic\n\nMinimal frontend (Next.js, React, TypeScript, Tailwind). Backend and database to be added later.\n\n## Run\n\n```bash\nnpm install\nnpm run dev\n```\n\nOpen [http://localhost:3000](http://localhost:3000).\n\n## Structure\n\n- **app/*... |
83c37f02dbbf | treehacks-2026 | https://devpost.com/software/bikebot | BikeBot | Autonomous robot to search for and detect students in breach of Stanford bike light policy. | If you've ever biked on Stanford's campus after dark, you know the drill: dodging pedestrians, hoping you didn't forget your bike light, praying your bike does not get randomly stolen in the middle of the night.
Here's the thing: Stanford takes bike safety seriously. It's practically a Stanford tradition at this point... | [
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59929d728f62 | treehacks-2026 | https://devpost.com/software/probability-maxxing | Probability Maxxing | Dual Project 1. Converting Natural Language into probability distributions through solving constrained problems and applying the Maximum Entropy Principle.
2. Minimizing RL Agent reward hacks. | Inspiration
We were frustrated by how confidently wrong most prediction tools are. Whether it's AI models hallucinating details or business forecasts pretending to know the future, everyone claims certainty when they have incomplete data. We asked ourselves:
"What if we built a tool that's honest about uncertainty?"
Th... | [
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] | null | [
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"https://docs.google.com/presentation/d/1v5WKr6IYijfsfzFGzo6ztsmOotR2ugFbY1m1BMxyXOg/edit?usp=sharing",
"http... | Did Not Place | false | [
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"truncated": false
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7cefd453cd85 | treehacks-2026 | https://devpost.com/software/step-step-learn | Step Step Learn | An AI-powered dance-along game that transforms personalized music into an interactive, movement-based experience for kids. | Inspiration
Every child learns differently. We wondered: What if a child could turn their own science homework or favorite story into a custom music video they could dance to?
What it does
Lyric Generation: Takes a topic (e.g., "The Water Cycle") and generates age-appropriate, catchy lyrics.
Music Creation: Uses Suno t... | [
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] | null | [
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] | Did Not Place | false | [
{
"repo": "laureny17/JAEL",
"content": "# JAEL\n\n- `frontend/`: Next.js app\n- `backend/`: Agent workflow skeleton (Claude lyrics -> Suno music)\n",
"truncated": false
}
] |
6a09594c7bb2 | treehacks-2026 | https://devpost.com/software/noshot-you-re-still-leetcoding | NoShot (You're Still Leetcoding) | NoShot is the Leetcode for AI prompting — compete on speed/accuracy directing LLMs to code, UI, & do PRDs. Our B2B lever allows you to hire via prompting interviews & purchase training data. | NoShot (You're Still LeetCoding)
The Premise
Every developer writes code by directing AI now; the new default is
prompting
. We want to build a standardized way to measure, compare, and certify that skill.
NoShot is
Leetcode for the AI era
. Just as Leetcode became the canonical benchmark and training ground for DSA, N... | [
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5d2a49a22cde | treehacks-2026 | https://devpost.com/software/reheart | ReHeart | Preventing fatal readmissions with AI-powered cardiac recovery monitoring | Inspiration
Every year, nearly 1 in 4 heart attack survivors is readmitted within 30 days — often due to missed warning signs, medication errors, or delayed follow-up. The most dangerous period isn’t during hospitalization — it’s the silent gap after discharge.
We were inspired by a simple question:
What if every heart... | [
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"medgemma",
"modal",
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"python",
"react.js",
"supabase"
] | null | [
"https://github.com/chiragbhansali/reheart-treehacks"
] | Did Not Place | false | [] |
69133864d99c | treehacks-2026 | https://devpost.com/software/atriaai | AtriaAI | Autonomous voice agents to support families during health emergencies and optimize recovery plans post discharge. | Inspiration
When a loved one is rushed into emergency surgery, families are often left in silence.
Clinicians focus on stabilizing the patient, so updates are brief, delayed, or filled with medical jargon. That gap creates anxiety for families and constant interruptions for care teams.
We wanted to make critical care m... | [
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"vite",... | https://www.youtube.com/embed/C4xo_87xCiQ?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
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d60b2baeefe6 | treehacks-2026 | https://devpost.com/software/rewind-2fyn30 | Rewind | We're the first productivity system built around disruption, not planning. Designed for ADHD brains, but for improving productivity for everyone. | Inspiration
6.1 million adults in the U.S. are diagnosed with ADHD.
But diagnosis isn’t the problem. Executive dysfunction because of ADHD means that even when you know exactly what you need to do, starting feels impossible. The planning isn’t the problem, it’s truly when the plan breaks.
Two members of our team live w... | [
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"fetch.ai",
"gmail-api",
"google-calendar-api",
"next.js",
"python",
"react",
"redis",
"slack-api",
"tailwind-css",
"typescript",
"uagents",
"websocket"
] | null | [
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"https://drive.google.com/drive/folders/1PQov6dRpHojSVSCQ7ca165M0kgL8Pbnr?usp=sharing"
] | Did Not Place | false | [] |
dd02c4ea6b68 | treehacks-2026 | https://devpost.com/software/heartstart | HeartStart | Emergency Detection. Autonomous Robot CPR. | Inspiration
Every year, more than 350,000 people in the US experience cardiac arrest outside of a hospital setting. The difference between life and death often comes down to those critical minutes before emergency services arrive—minutes where CPR must be performed continuously, consistently, and correctly. But bystand... | [
"arduino",
"c",
"cad",
"css",
"html",
"javascript",
"opencv",
"python",
"ros2",
"twilio"
] | https://www.youtube.com/embed/8B98pMV5k1o?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/nicolewongbiz/cpr-robot.git"
] | Winner Best Beginner Hack | true | [] |
6b941e6a06af | treehacks-2026 | https://devpost.com/software/icealert | ICEalert | ICEalert helps protect families and communities by providing live maps of ICE raids and sending instant alerts -- all while staying 100% legal. | ICEalert
Inspiration
In 2025, 68,000+ unlawful immigration detention continue across major U.S. states like Minnesota, California, and Texas — often unfolding quickly and without centralized, real-time public visibility. Families frequently rely on scattered social media posts, group chats, or word of mouth to stay inf... | [
"brightdata",
"modal",
"python",
"react-native",
"supabase",
"ultralytics",
"yolov26"
] | https://www.youtube.com/embed/VjfhxXeGzbQ?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://riancorci--example-webrtc-yolo-webcamobjdet-web.modal.run",
"https://github.com/coderkai03/icealert",
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] | Did Not Place | false | [
{
"repo": "coderkai03/icealert",
"content": "# IceAlert\n\nProject containing web endpoints and WebRTC examples, moved from [modal-examples](https://github.com/modal-labs/modal-examples) `src`.\n\n## Setup\n\n1. Create a free account at [modal.com](https://modal.com/) and install the Modal CLI and set your ... |
e5bd3ff4bf8b | treehacks-2026 | https://devpost.com/software/kinetic-ai-ilvr9o | Kinetic AI | Kinetic turns any camera into physical intelligence — it coaches movement with voice, watches spaces with goals you set, and understands your physical movements. | Inspiration
AI helps us write, code, and reason — but human physical capability remains unaugmented. Quality coaching costs $80–200/hour, PT is $100+/hour, and 55 million elderly Americans need fall monitoring that costs hospitals billions in patient sitter programs annually.
These aren't separate problems. They're all... | [
"claude",
"dgx",
"jetson-nano",
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"nextjs",
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] | https://www.youtube.com/embed/Z331RsxLI8Q?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
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{
"repo": "rajashekarcs2023/treehacks2026-kinetic",
"content": "# Kinetic — Real-Time Physical Movement Intelligence\n\n> **\"One camera. One AI. Coaches your squat, detects a fall, guides PT rehab, monitors a hospital room.\"**\n\nKinetic is a unified platform for **physical movement intelligence** — AI sk... |
2fa759c2ac86 | treehacks-2026 | https://devpost.com/software/hive-swarm-intelligence | HIVE: Swarm Intelligence. | HIVE is your personal workforce that makes digital busywork obsolete. Launch a swarm of parallel, background computer use agents to solve any computer use task — specialized agents for GSuite and more | Inspiration
We spend hours every day on repetitive digital tasks — replying to emails, filling out forms, creating slide decks, scheduling meetings. What if you could deploy a swarm of computer use agents to handle all of them at once, all in parallel and asynchronously? We were inspired by the parallel efficiency of a... | [
"browserbase",
"claude",
"fetch.ai",
"modal"
] | https://player.vimeo.com/video/1165157193?byline=0&portrait=0&title=0#t= | [
"https://github.com/bossbobster/hive/tree/main"
] | Winner [Browserbase] Best Web Automation with Stagehand ($1,000) | true | [] |
6aac326b68eb | treehacks-2026 | https://devpost.com/software/pare-98vjwq | Pare | The Dining Hall Dilemma: See waste. Predict demand. Reduce excess. | Inspiration
As students, we see it every day: untouched broccoli, half-eaten pasta, and full servings thrown away in dining halls. Multiplied across thousands of students, this adds up to an enormous environmental and operational problem. In fact, on average, universities waste 650,000 pounds of food annually.
The core... | [
"claude",
"python",
"sklearn"
] | https://www.youtube.com/embed/Yy3MjKZ6a5k?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/javierreyno/treehacks2026.git"
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{
"repo": "javierreyno/treehacks2026",
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cdf65b0612ff | treehacks-2026 | https://devpost.com/software/general-magic | general magic | 256 x 256 world models as playable video games within your browser. | Inspiration
I saw a tweet, and we wanted to build something with edge compute trained on a DJX Spark.
What it does
We essentially distilled our own world model, trended on 10 minutes of video game data, and orchestrated the couple agents to play as the bad guys, like the players. We wanted a MLG commentator around the ... | [
"codex"
] | https://www.youtube.com/embed/e7NjvNrFETE?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/quantbagel/treehacks2026.git"
] | Did Not Place | false | [] |
96dca8535f3a | treehacks-2026 | https://devpost.com/software/switch-lw7n4j | Switch | Transforming reading from memorizing words to understanding them | Inspiration
Many students, especially those with dyslexia or reading challenges, are taught to memorize words instead of understanding how they are built. Structured Word Inquiry teaches students to analyze words scientifically by breaking them into bases, prefixes, and suffixes, but these tools are currently manual, s... | [
"python"
] | https://www.youtube.com/embed/IgmPj-I9oh8?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/onwaneri/reading-switch"
] | Did Not Place | false | [
{
"repo": "onwaneri/reading-switch",
"content": "# Reading SWItch\n\nAn interactive picture book app that uses Structured Word Inquiry (SWI) to help kids learn to read. Upload a PDF of a picture book, tap any word, and see its morphological breakdown — prefixes, bases, suffixes, etymology, and word families... |
3b3e9bb2f403 | treehacks-2026 | https://devpost.com/software/cielo | Cielo | AI-Driven Multimodal Detection for Neonatal Asphyxia , Jaundice and Cyanosis
and gives real-time clinical guidance | Cielo was inspired by the fragile first days of a newborn’s life, when subtle signs like slight breathing irregularities, faint changes in skin tone, or unusual cry patterns can signal serious conditions. Globally, 2.3 million newborns die each year within their first 28 days, and the neonatal period accounts for 47% o... | [
"python"
] | https://www.youtube.com/embed/ubU0Fi0-CFo?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/raynaborah/soesssssss"
] | Did Not Place | false | [
{
"repo": "raynaborah/soesssssss",
"content": "# Mobile App\n\nA mobile application built with Expo and React Native.\n\n## Getting Started\n\n### Prerequisites\n\n- Node.js (v18 or higher)\n- Expo Go app installed on your mobile device\n- npm or yarn\n\n### Installation\n\n1. Install dependencies:\n```bash... |
d5e81e75eb8d | treehacks-2026 | https://devpost.com/software/autoduty | AutoDuty | Self-healing infrastructure for the AI age. | AutoDuty
An AI-powered automated incident remediation system — your autonomous SRE that detects, investigates, and fixes production bugs in real time.
Inspiration
On-call engineering is one of the most stressful parts of software development. When a production bug hits at 3 AM, someone has to wake up, trace through log... | [
"claude",
"gemini",
"modal",
"nextjs",
"openai",
"pydanticai",
"python"
] | https://www.youtube.com/embed/vg3aHwYjI-Y?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://autoduty.vercel.app/"
] | Did Not Place | false | [] |
fb9e59fe7c2e | treehacks-2026 | https://devpost.com/software/ontab | OnTab | Cursor Tab for Everything | Introduction
We built OnTab: Cursor Tab for everything. It's a Chrome extension that watches how you work, predicts your next browser action (clicking a button, filling a form, navigating to a page), and executes it when you press Tab.
Today's computer-operating agents are where coding agents were in 2024: not yet trus... | [
"anthropic",
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"modal",
"onnx",
"openai",
"plasmo",
"python",
"pytorch",
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"webgpu",
"webllm"
] | https://www.youtube.com/embed/76gxlzWBOzY?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/csaye/ontab"
] | Winner [Human Capital] Human Capital Fellowship Prize ( $50k equity-free check per team member (up to $200k total)) | true | [
{
"repo": "csaye/ontab",
"content": "# TreeHacks Chrome Extension\n\nA basic Chrome extension framework (Manifest V3).\n\n## Structure\n\n- **manifest.json** – Extension config (name, version, permissions, popup, background)\n- **popup.html / popup.css / popup.js** – UI when you click the extension icon\n- ... |
9e8dc2ac0412 | treehacks-2026 | https://devpost.com/software/sandbox-fsvg1l | Sandbox | Sandbox is an AI-powered teach-back workspace that measures understanding, not recall. Instead of giving answers, it evaluates how well you can reconstruct knowledge visually and verbally. | Sandbox: An AI-Powered Teach-Back Workspace That Measures Understanding, Not Recall
Inspiration
As college students in computational biology and pre-med tracks, we constantly work through dense, complex material - metabolic pathways, signaling cascades, regulatory networks. We realized something unsettling: we could me... | [
"next.js",
"node.js",
"pinecone",
"postcss",
"python",
"react",
"shadcn/ui",
"supabase",
"tailwind",
"typescript"
] | null | [
"https://github.com/Gracemxli/treehacks"
] | Did Not Place | false | [
{
"repo": "Gracemxli/treehacks",
"content": "# Interactive Study Tool\n\nA production-ready MVP web application for interactive studying with voice practice, visual notes, and AI-powered feedback.\n\n## Project Structure\n\n```\ntreehacks/\n├── web/ # Next.js 14+ frontend (App Router, TypeScript, T... |
cd88d3bb8aad | treehacks-2026 | https://devpost.com/software/checkr-gw40jb | CHECKR | The guardrail between research and AI. | The motive
Research is the lifeline of innovation
When entering an age where we’re not just researching AI but using AI to research, it’s getting easier and easier for false claims or flawed logic to slip between the cracks. One of our teammates experienced this firsthand when their company discovered a mistake in a re... | [
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] | https://www.youtube.com/embed/DaI6zqfbpnk?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
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] | Did Not Place | false | [] |
fccbb910227b | treehacks-2026 | https://devpost.com/software/superspace-3wkvde | Superspace | Remodel your room using a 3D replica! Add anything you want to the place you love. | Inspiration
As kids, our rooms have never just felt perfect. We take every opportunity to remodel our room, striving to make it that much better. This extends to adulthood, where people spend so much time picking furniture and decorations. This process is often time-consuming and labor-intensive, as it requires actuall... | [
"modal",
"open3d",
"python"
] | https://www.youtube.com/embed/1rtGnGzZgrw?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/Dude346/The_Ultimate_FloorPlan"
] | Did Not Place | false | [
{
"repo": "Dude346/The_Ultimate_FloorPlan",
"content": "# SuperSpace\n\n### The Ultimate Floor Plan BOOM TreeHacks 2026\nYoutube Demo: https://youtu.be/1rtGnGzZgrw\n\n<p align=\"center\">\n <a href=\"https://www.youtube.com/watch?v=1rtGnGzZgrw\">\n <img src=\"https://img.youtube.com/vi/1rtGnGzZgrw/hqdef... |
c6f0868706da | treehacks-2026 | https://devpost.com/software/freestroke | Freestroke | Freestroke lets users learn Chinese and other character-based languages by naturally drawing in the air, with computer vision detection and haptic feedback for practice, test, and comprehension modes. | Inspiration
Learning character-based languages like Chinese can feel overwhelming, especially online. Apps often reduce writing to tapping pre-made strokes or tracing on a screen, which doesn’t build true muscle memory. Inspired by the physicality of handwriting practice and the importance of stroke order in languages ... | [
"c++",
"esp8266",
"flask",
"mediapipe",
"opencv",
"python",
"socket.io",
"threading"
] | null | [
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] | Did Not Place | false | [
{
"repo": "ashiriag/treehacks26",
"content": "# Freestroke\n\n### Inspiration \nLearning character-based languages like Chinese can feel overwhelming, especially online. Apps often reduce writing to tapping pre-made strokes or tracing on a screen, which doesn’t build true muscle memory. Inspired by the phys... |
70eeda0d3729 | treehacks-2026 | https://devpost.com/software/thirdparty | ThirdParty | An always-on relationship journal that flags stress moments and patterns in your relationships, then guides your reflection so you stay in sync. | Inspiration
TreeHacks fell on Valentine's Day. One of our teammates spent the entire week fighting with his girlfriend about it. The same argument kept resurfacing in different forms. Over text, at dinner, in the car. By Friday he couldn't even remember what they were actually fighting about. Just a heavy foreboding fe... | [
"claude",
"css",
"framer-motion",
"nextjs",
"openai",
"recharts",
"typescript"
] | https://www.youtube.com/embed/9p4Y_lVemHo?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://thirdparty-gamma.vercel.app/timeline",
"https://github.com/kevenpi/Third-Party"
] | Did Not Place | false | [
{
"repo": "kevenpi/Third-Party",
"content": "# ThirdParty\n\nThirdParty is a relationship mirror and guided journaling app for TreeHacks 2026.\n\n## Stack\n\n- Next.js 14 App Router\n- TypeScript\n- Anthropic SDK + strict JSON validation with zod\n- Local JSON storage in `data/`\n\n## Quick start\n\n1. **In... |
c76e3de2db6f | treehacks-2026 | https://devpost.com/software/s-e6r3p9 | StubbleX | AI-Driven Biomass Trading for Income, Impact, and Climate Action. | Inspiration
Every year, we witness severe air pollution caused by stubble burning after harvest seasons. While media and policymakers often blame farmers, the reality is much more complex. Farmers burn crop residue not by choice, but because they lack affordable, accessible alternatives.
At the same time, industries su... | [
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"python",
"react",
"render",
"scikit-learn",
"tensorflow",
"typescript",
"vercel",
"xgboost"
] | https://www.youtube.com/embed/vSRsnGquaDA?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://stubble-x-muvp.vercel.app/"
] | Did Not Place | false | [] |
2bfc527ace03 | treehacks-2026 | https://devpost.com/software/aimogus | aimogus | Can AI agents in multi-agent systems deceive, deduce, and stay aligned? | Inspiration
Future AI systems will collaborate in multi-agent settings, but we lack evals for how they behave when deception is incentivized
Models may appear aligned in isolation but exhibit misaligned behaviors (blackmail, manipulation) when placed in competitive social environments
Among Us is a natural testbed: it ... | [
"flask",
"modal",
"openrouter",
"python",
"pytorch",
"transformers",
"wandb"
] | https://www.youtube.com/embed/xhi-_4qUExg?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/samarth-bhargav/treehacks-amogus"
] | Winner [Greylock] Best multi-turn agent (Courtside tickets to Warriors game ($10k value) Office hours with Greylock Partners) | true | [
{
"repo": "samarth-bhargav/treehacks-amogus",
"content": "uv run run.py --custom-models --no-debug\n\n\n\n",
"truncated": false
}
] |
ebfe33ab15c6 | treehacks-2026 | https://devpost.com/software/rlx-ray | RLX-ray | Observability for RL Environments. A tool that helps you measure the quality of your RL environments and quickly understand agent trajectories. | Inspiration
I cofounded
Appacella
, an AI mobile app developer. While building that, I manually read hundreds of AI coding traces to find issues and improve the agent. Now I work on RL environments and hit the same wall: I need to read hundreds of transcripts of the model attempting a task. I can't trust the model to r... | [
"elastic-agent-builder",
"elasticsearch",
"hugging-face",
"jina",
"kibana",
"modal",
"next.js",
"python",
"react",
"swe-agent",
"swe-rex",
"tailwind-css",
"typescript",
"vercel"
] | https://www.youtube.com/embed/goQdR0KWj8w?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://agent-observability.vercel.app",
"https://github.com/MittelmanDaniel/agent-observability"
] | Did Not Place | false | [
{
"repo": "MittelmanDaniel/agent-observability",
"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## Environment (.env.local)\n\n| Variable | Purpose |\n|----------|---------|\n| `ELASTICSEARC... |
a862c64b820f | treehacks-2026 | https://devpost.com/software/foresight-97nort | Foresight | ForeSight turns your daily environment into a proactive personal shopper by using first-person vision to detect low essentials and physical struggles before you even notice them | Foresight — AI-Powered Smart Home Commerce
Inspiration
We've all had that moment — you reach for the dish soap mid-wash, and it's empty. You're out of coffee filters on a Monday morning. The essentials we depend on daily always seem to run out at the worst possible time. We realized that the cameras and smart devices a... | [
"browserbase",
"fastapi",
"python",
"typescript"
] | https://www.youtube.com/embed/ZSxxLpMUhDM?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/AkhilBod/Foresight-TreeHacks-.git"
] | Did Not Place | false | [
{
"repo": "AkhilBod/Foresight-TreeHacks-",
"content": "# Foresight — AI-Powered Smart Home Commerce\n\n> Turn your existing home cameras into a proactive shopping assistant that restocks your home before you run out.\n\n---\n\n## Inspiration\n\nYou're mid-wash and the dish soap runs out. It's Monday morning... |
703f605d4bb8 | treehacks-2026 | https://devpost.com/software/pistis-labs | Pistis Labs | Your coffee has a passport and your phone has drama, Pistis Labs just spills the tea. Upload a photo and watch AI expose the wild backstory hiding in plain sight. | Inspiration
Pistis Labs
started from a simple idea: your coffee has a passport and your phone has drama, but most of those stories are invisible. Brands spend millions crafting narratives because stories create connection, yet everyday people rarely get access to the real histories behind what they see. We wanted to us... | [
"anthropic-claude-api",
"docker",
"fastapi",
"javascript",
"mapbox-gl-js",
"next.js",
"node.js",
"pexels-api",
"python",
"react",
"runpod-flash",
"tailwind-css",
"typescript",
"unsplash-api",
"vercel"
] | https://www.youtube.com/embed/e-VgfcsN6sM?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://pistis-labs.vercel.app/"
] | Did Not Place | false | [] |
43d9ef855158 | treehacks-2026 | https://devpost.com/software/tonguekeeper | Tonguekeeper | Every 2 weeks, a language dies. TongueKeeper deploys autonomous AI agents that compile and cross-reference vocabulary and grammar from scattered sources, forging them into a living language atlas. | Inspiration
Here's the thing that keeps me up at night:
a language dies every two weeks.
I've self-studied over 10 languages — from Korean to Portuguese, Mandarin to Arabic. Language learning isn't just a hobby for me, it's how I understand other people's worlds. UNESCO estimates that half of the world's ~7,000 languag... | [
"anthropic-claude-api",
"brightdata-mcp",
"browserbase/stagehand",
"cheerio",
"cloudflare-r2-+-kv",
"d3.js",
"elasticsearch-(serverless)",
"express-5",
"framer-motion",
"heygen",
"jina-ai",
"leaflet.js",
"next.js-16",
"node.js",
"perplexity-sonar-api",
"python/fastapi",
"radix-ui",
... | https://www.youtube.com/embed/nCSd-ZjfpkI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/lourdrickvalsote/tonguekeeper",
"https://tonguekeeper.vercel.app"
] | Winner [Perplexity] Best Use of Perplexity's Sonar API ($500 per team member and trip to Perplexity office) | true | [
{
"repo": "lourdrickvalsote/tonguekeeper",
"content": "# TongueKeeper\n\n**Every language is a universe of thought. We keep them alive.**\n\nAn AI-powered platform that autonomously discovers, aggregates, and cross-references endangered language content scattered across the internet — transforming fragments... |
b1d214c28180 | treehacks-2026 | https://devpost.com/software/norbel-arena | Norbel Arena | A Deterministic, Replayable Benchmark for Social Reasoning in Multi-Agent AI | Inspiration
Most AI demos are difficult to compare in any meaningful way. Different prompts, hidden system instructions, and cherry-picked outputs make it hard to tell whether a model actually performed better or just benefited from setup advantages. There is rarely replayable evidence and rarely a way to audit how a r... | [
"dgx",
"fastapi",
"llms",
"nvidia",
"python",
"react"
] | https://www.youtube.com/embed/IhoPVIGmsts?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/anshgandhi4/norbel-arena"
] | Did Not Place | false | [
{
"repo": "anshgandhi4/norbel-arena",
"content": "# Codenames Arena (Framework + UI)\n\nThis repo contains:\n- A game framework for state-based games\n- A Codenames implementation with partial observability\n- A local FastAPI backend for configurable human/AI match sessions\n- A React frontend for setup, li... |
03e19b03caf1 | treehacks-2026 | https://devpost.com/software/neuraflow-udrik6 | NeuraFlow | The AI glasses for dementia patients that you'll never forget. | Inspiration
As all of us have come across Alzheimer's or dementia so far, we understand how difficult it is to lead a life in that way. When we looked at our family members or friends that deal with these problems, we were determined to use our time at TreeHacks to tackle this - and allow it to truly enhance people's e... | [
"c",
"c++",
"claude",
"css",
"facenet",
"fastapi",
"html",
"javascript",
"keras",
"openai",
"python",
"pytorch",
"scikit-learn",
"scipy",
"shell",
"speech",
"vosk"
] | https://www.youtube.com/embed/Aj_nUz0O4-E?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/stratsid/NeuraFlow"
] | Did Not Place | false | [
{
"repo": "stratsid/NeuraFlow",
"content": "# NeuraFlow v2.0\n\nA real-time biometric and vision analysis system with a modern React UI.\n\n## Features\n- ❤️ **Real-time Heart Rate**: Visualization and spike detection via BLE chest strap.\n- 📸 **Live Computer Vision**: Face recognition and person identific... |
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