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60ed45685503 | treehacks-2026 | https://devpost.com/software/bruno-st9ov6 | Bruno | Automating Background Music Generation | Background music is a 3 Billion Dollar Industry. Bruno just killed it.
Inspiration
A lot of creators get hit with copyright issues when adding music to commercials, YouTube videos, and short form content. At the same time, AI generated music is getting really good and will likely outpace traditional workflows for backg... | [
"google-cloud",
"next.js",
"openai",
"python",
"railway",
"suno",
"vercel"
] | https://www.youtube.com/embed/GRtnC_Q-Gyw?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://treehacks-teal.vercel.app/",
"https://github.com/skumar2006/treehacks26Bruno/tree/main"
] | Did Not Place | false | [
{
"repo": "skumar2006/treehacks26Bruno",
"content": "# Bruno 🎵\n\n**AI-powered audio generation for your videos**\n\nBruno is an intelligent video processing pipeline that takes audioless videos and automatically generates context-aware background music using cutting-edge AI services.\n\n![Next.js](https:/... |
cf8097bee741 | treehacks-2026 | https://devpost.com/software/pilot-glb9kd | Pilot | Automate your phone. | Inspiration:
On the first night of Treehacks, we struggled to come up with an idea. At one point, a teammate was about to order The Melt on DoorDash when someone else suggested ordering directly from The Melt website instead. That sparked a conversation. We realized that while many businesses encourage direct ordering,... | [
"arduino",
"autodesk-fusion-360",
"c++",
"cartesia",
"cloudflare",
"grounding",
"modal",
"openrouter",
"swift",
"tinkercad",
"websocket"
] | https://www.youtube.com/embed/09EtyRMHils?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/arihanv/pilot.git"
] | Did Not Place | false | [] |
6a7489230c72 | treehacks-2026 | https://devpost.com/software/guardian-bed | Guardian Bed | Guardian Bed uses pressure, radar, wearables, and voice AI to detect early patient risk post-surgery, prevent bedsores, and reduce hospital readmissions with real-time intelligent monitoring. | Guardian Bed: Because 119 Minutes is Too Long to Wait
Every 2 Hours, a Nurse Checks If You're Okay for about a minute. But What Happens in the 119 Minutes in Between?
In those gaps,
470,000 patients develop pressure ulcers each year
($11B cost). Hospital falls happen. Early deterioration goes unnoticed. And after disch... | [
"3d-printing",
"accelerometer",
"autodesk-fusion-360",
"bb84",
"c++",
"esp32",
"fastapi",
"groq",
"gyroscope",
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"microphone",
"openaiapi",
"pressure-sensor",
"prusa-slicer",
"python",
"quantum",
"radar-sensor",
"raspberry-pi",
"reinforcement-lear... | https://www.youtube.com/embed/uj9kHimPfqg?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/mrityu75/guardian-bed_treehacks"
] | Did Not Place | false | [
{
"repo": "mrityu75/guardian-bed_treehacks",
"content": "# Guardian Bed\n\n**AI-Powered Continuous Patient Monitoring System**\n\nGuardian Bed is a full-stack healthcare system that transforms patient care from **reactive monitoring → proactive intervention**. By integrating multimodal sensors, AI models, a... |
db3ca6d3583d | treehacks-2026 | https://devpost.com/software/openswarm | OpenSwarm | A Framework for Centralized Swarm Orchestration | OpenSwarm, an Extensible Swarm Orchestration Framework
Inspiration
As physical AI systems scale, coordinating multiple agents in dynamic environments remains brittle and hardware dependent. Most multi-robot systems rely on distributed intelligence, where each robot must reason independently. This increases cost, comple... | [
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"aruco",
"chatgpt",
"claude",
"esp32",
"gemini",
"mediapipe",
"modal",
"opencv",
"python",
"pytorch",
"scipy"
] | https://www.youtube.com/embed/t7FWFP3fg4s?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/k-kochhar/OpenHive"
] | Did Not Place | false | [] |
340d649a05fb | treehacks-2026 | https://devpost.com/software/tribune | Tribune | GitHub for democracy. Every policy change cited to a voice. | Inspiration
In Palo Alto, the city council meets twice a month to vote on policies that affect parking, housing, zoning, and bike lanes. These decisions shape where you can live, how you get to work, and what your neighborhood looks like. But fewer than 2% of residents ever attend a council meeting. The other 98% are b... | [
"anthropic-claude",
"elasticsearch",
"fastapi",
"framer-motion",
"gemini",
"jina",
"mapbox",
"nextjs",
"openai-realtime",
"python",
"react",
"shadcn-ui",
"sqlite",
"tailwindcss",
"twilio",
"typescript"
] | https://www.youtube.com/embed/CNRvU4jK34c?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"http://trytribune.com",
"https://github.com/arihantjain4/Tribune"
] | Winner [Anthropic] Human Flourishing Track (1st Place: 4 tungsten cubes 2nd Place: 1 year of Claude Pro 3rd Place: 6 months of Claude Pro) | true | [
{
"repo": "arihantjain4/Tribune",
"content": "## Inspiration\n\nIn Palo Alto, the city council meets twice a month to vote on policies that affect parking, housing, zoning, and bike lanes. These decisions shape where you can live, how you get to work, and what your neighborhood looks like. But fewer than 2%... |
d150f14c7925 | treehacks-2026 | https://devpost.com/software/daylight-cqfh6x | Daylight | We align AI mostly through language. But humans don’t learn values through language. We learn them through sense.
DAYLIGHT asks the question of: What happens when you compress embodiment into words? | Inspiration
Plato warned us about mistaking shadows for reality. Today, we align AI on shadows of shadows — compressing bodies into pixels, pixels into words. RLHF and Constitutional AI operate entirely in text, the lossiest representational layer. We wanted to make the information loss visible.
The question driving Da... | [
"anthropic-claude-api",
"blip-2",
"claude",
"gymnasium",
"modal-(a100-gpu-cloud)",
"mujoco",
"numpy",
"opencv",
"python",
"pytorch",
"react",
"sentence-transformers",
"stable-baselines3",
"typescript",
"vite"
] | https://www.youtube.com/embed/rRqLcIRfQiU?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/RyanLe2003/Treehacks"
] | Did Not Place | false | [] |
61dfe43700de | treehacks-2026 | https://devpost.com/software/blackmarkit | BlackMarkIt | Predicting and marking global wildlife black markets | Inspiration
In the Gulf of California, the Totoaba’s swim bladder is known as "aquatic cocaine," fetching between $20,000 to $80,000 per kilogram. This astronomical value has drawn in the many Cartels, transforming local fishing villages like San Felipe into nodes of a global criminal network, and a similar story is be... | [
"openai",
"openstreetview",
"python",
"react",
"wildlifedata"
] | https://www.youtube.com/embed/_TMLCT_ONxc?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/pvelleleth/treehacks"
] | Did Not Place | false | [
{
"repo": "pvelleleth/treehacks",
"content": "# Development Setup\n\n## Backend\n\n1. Create and activate a Python virtual environment (recommended): \n ```bash\n python -m venv .venv && source .venv/bin/activate\n ```\n2. Install dependencies:\n ```bash\n pip install -r backend/requirements.txt\... |
8a9c509a1f62 | treehacks-2026 | https://devpost.com/software/sante-o5uv9q | Santé | Voice is a biomarker: Santé transforms every patient call into actionable intelligence using a host of real-time orchestrated voice agents that help clinicians move faster with more information. | Inspiration
Voice AI in healthcare is a
vastly
underexplored area of research in consideration of its impactful applications. Acoustic features alone can monitor and diagnose a wide range of conditions, including neurological and neurodegenerative diseases, voice and speech/language disorders, and even Type II Diabetes... | [
"fastapi",
"openai",
"python",
"redis",
"runpod",
"twilio",
"typescript"
] | https://www.youtube.com/embed/Tf4Zh0f2TcI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/AyanJhunjhunwala/sante"
] | Did Not Place | false | [
{
"repo": "AyanJhunjhunwala/sante",
"content": "# Santé\n\nVoice intelligence platform for healthcare calls, built to capture diagnostic signal that is usually lost in discovery and onboarding conversations.\n\n\n\n## Intended users\n\n- Patients, whose voice interact... |
c09759891fcb | treehacks-2026 | https://devpost.com/software/hivesight-real-time-multi-camera-spatial-intelligence | HiveSight: Real-Time Multi-Camera Spatial Intelligence | A real-time multi-phone camera fusion system that reconstructs a shared 2D map of people and teammates, enabling coordinated tracking for emergency response and tactical teams. | Inspiration
HiveSight started with a simple question: how do teams share awareness when visibility is low and information is fragmented? We were inspired by high-stakes situations like firefighters in smoke-filled buildings and police officers coordinating through bodycams—scenarios where communication can be chaotic a... | [
"arkit",
"avfoundation",
"css",
"html",
"javascript",
"numpy",
"opencv",
"pytorch",
"react",
"swift",
"yolo"
] | https://www.youtube.com/embed/IQzMgEn3UsE?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/nayred3/TreeHacks2026",
"https://treehacks2026-j7ti.vercel.app/"
] | Did Not Place | false | [
{
"repo": "nayred3/TreeHacks2026",
"content": "# Priority Assignment Engine\n\n## Running the Frontend\n\n1. **Install dependencies:**\n ```bash\n npm install\n ```\n\n2. **Start the dev server:**\n ```bash\n ./node_modules/.bin/vite\n ```\n\n3. **Open in browser:**\n Visit the URL shown in th... |
25e70574e225 | treehacks-2026 | https://devpost.com/software/real-time-neuronal-signal-analysis-for-epilepsy-treatment | RT-Treat: Real-time neuronal analysis for epilepsy treatment | RT-Treat is a real-time analysis software system for single neuron activity during surgery allowing for more effective, efficient, and successful treatment of epilepsy. | Inspiration
For the past year, I have been working in a hospital's neurosurgery department, focusing on studying and treating patients with intractable drug-resistant epilepsy. To determine the best course of treatment, these patients are implanted with electrodes that reach deep into their brain for multiple weeks, al... | [
"c++",
"python"
] | https://www.youtube.com/embed/ysIoLNNV7QI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [] | Did Not Place | false | [] |
cc8bf210566c | treehacks-2026 | https://devpost.com/software/scrap | Scrap | Scrap is the way to stay in touch with the people you love when you can’t be on the phone every day. | What inspired us
We were inspired by a simple, familiar problem: we want to stay in contact with our family and closest friends, but we don’t have the bandwidth to call every single one of them every day. Life gets busy, time zones get in the way, and “we should talk more” never quite happens.
On top of that, it’s hard... | [
"convex",
"expo.io",
"gemini",
"google",
"react-native"
] | https://www.youtube.com/embed/eSXGwtx5yDE?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/phananhle/scrap.git"
] | Did Not Place | false | [
{
"repo": "phananhle/scrap",
"content": "# Scrap\n\nScrap is the way to stay in touch with the people you love when you can’t be on the phone every day.\n\n\n\n\n\n\n\n\n## Usage: Run the backend\n\nFrom the repo root, start the ... |
736a8a9cd45d | treehacks-2026 | https://devpost.com/software/businessbuddy-uehadn | BusinessBuddy | Running a business is hard. Now think of your favorite barber, hairdresser, or tattoo artist. BusinessBuddy takes the stress off their shoulders and allows them to only worry about their craft. | BusinessBuddy
Inspiration
I built BusinessBuddy after seeing friends run service hustles — braiding hair, doing nails, cutting hair — while also being their own scheduler, accountant, and inventory manager. Everything lived in DMs, spreadsheets, or their heads. I wanted to centralize that.
What it does
BusinessBuddy is... | [
"claude",
"next",
"next.js",
"poke",
"postgresql",
"prisma",
"vercel"
] | https://www.youtube.com/embed/aQD4-pKYXxA?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://treehacks2026.vercel.app/",
"https://github.com/aw03/treehacks2026/"
] | Did Not Place | false | [
{
"repo": "aw03/treehacks2026",
"content": "# treehacks2026\n# BusinessBuddy\n\nAll-in-one app for service-based small businesses!\nBuilt for TreeHacks 2026. \n\nCreator: aw03\n\n---\n\n## Overview\n\nBusinessBuddy is a business management platform designed for service-based small businesses such as hairst... |
6ed3f8e13cfd | treehacks-2026 | https://devpost.com/software/shadowguard-l6yv7p | ShadowGuard | ShadowGuard is a network-layer AI firewall that detects and redacts sensitive patient data in real time, before it ever leaves a hospital network. | Inspiration
Healthcare is rapidly adopting AI tools, cloud platforms, and smart medical devices. While this improves efficiency and patient outcomes, it also introduces a serious compliance risk: sensitive patient data can leave the hospital network in seconds.
A simple AI prompt containing a name, diagnosis, or SSN ca... | [
"css",
"d3.js",
"html",
"javascript",
"mitmproxy",
"node.js",
"openai",
"python",
"vapi"
] | https://www.youtube.com/embed/n0ntGM6gGk8?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/shamanthak-hegde/ShadowGuard"
] | Winner [OpenEvidence] Healthcare Track Grand Prize | true | [
{
"repo": "shamanthak-hegde/ShadowGuard",
"content": "# ShadowGuard\n\n**Healthcare Shadow AI Detection & Governance System** | TreeHacks 2026\n\nShadowGuard intercepts HTTPS traffic to AI services (ChatGPT, Claude, Gemini), detects Protected Health Information (PHI) using NLP, redacts it in real-time, and ... |
eeb179335f8b | treehacks-2026 | https://devpost.com/software/the-robot-data-project | The robot data project | "The internet is full of LLM data, but not robotics data" - false. We're extracting robot joint data from natural human motion: human-to-robot embodiment gap-filling layer. | The Robot Data Project
"The internet is full of LLM data, but not robotics data" —
false.
We're extracting robot joint data from natural human motion: a human-to-robot embodiment gap-filling layer.
Inspiration
The common consensus in AI is that we are "running out of data" for robotics because robots don't live on the ... | [
"google",
"python",
"pytorch",
"teleop",
"vercel",
"vision"
] | null | [
"https://github.com/andics/the-robot-data-project/tree/master"
] | Did Not Place | false | [
{
"repo": "andics/the-robot-data-project",
"content": "# WebRTC Phone-to-Laptop Streaming (Tier 0)\r\n\r\nA minimal, no-framework WebRTC streaming demo where a phone sends camera video to a laptop over local Wi-Fi.\r\n\r\n## Prerequisites\r\n- Node.js installed.\r\n- Phone and Laptop connected to the **SAME... |
f734cf5783d8 | treehacks-2026 | https://devpost.com/software/adam-autonomous-disaster-assistance-manager | ADAM - Autonomous Disaster Assistance Manager | A humanoid robot and coordination dashboard for post-disaster triage. adamrobotics.xyz - ADAM Robotics official website | Inspiration
The first hour after traumatic injury is known as “Golden Hour”, because the sixty-minutes after an injury are often the difference between life or death. Fast intervention not only improves survival rates, but also reduces risk of preventable complications like disability, infection, or limb loss.
However,... | [
"boosterk1-sdk",
"claude",
"gpt4o",
"python",
"typescript",
"vercel",
"yolov8"
] | https://www.youtube.com/embed/lzBrTwkIUiI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://tinyurl.com/4ec9ckdz",
"https://github.com/jeremyky/ADAM"
] | Did Not Place | false | [
{
"repo": "jeremyky/ADAM",
"content": "# ADAM — Autonomous Disaster Assistance Manager\n\n> **Search-and-rescue humanoid for the Golden Hour.** TreeHacks 2026 · [adamrobotics.xyz](https://www.adamrobotics.xyz/)\n\n**ADAM** is a humanoid robot first-responder for post-disaster triage: it locates survivors (a... |
c58fb16e32f2 | treehacks-2026 | https://devpost.com/software/treesats | TreeSats | Satellites that protect themselves: end-to-end autonomous satellite collision avoidance in communication-denied environments | The Problem
Tens of thousands of satellites orbit Earth today. SpaceX alone plans
1 million
by 2030. At that scale, ground-based collision avoidance doesn't work, especially when communications and GPS jamming are expanding across Ukraine, Taiwan, Iran, and Myanmar, now affecting commercial satellites.
The constraints:... | [
"cuda",
"cvxpy",
"nvidia",
"opencv",
"python",
"pytorch",
"yolov8"
] | https://www.youtube.com/embed/745r3VhbIOQ?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/lundeen06/treesats/",
"https://docs.google.com/presentation/d/1h7nnk5VF-ATjgIedNr6wvBTDB2vPyhHVhBHOyp4VM6I/edit?usp=sharing"
] | Did Not Place | false | [
{
"repo": "lundeen06/treesats",
"content": "# TreeSats 🛰️🌲\n## Defending Space Sovereignty\n\n**Satellites that protect themselves: end-to-end autonomous satellite collision avoidance in communication-denied environments**\n\nTreeSats enables satellites to detect collisions, execute evasive maneuvers, and... |
880b1348502e | treehacks-2026 | https://devpost.com/software/om-nom-y0689d | Chom, Nom! | Chom, Nom! is JPEG for deep learning models. | Inspiration
Scaling laws have reshaped AI. Models grow deeper, wider, and more expressive. But they're also heavier, slower, and increasingly
incompatible
with embedded hardware. A Raspberry Pi cannot casually host frontier-scale intelligence.
Edge deployment demands a different philosophy: task precision over generali... | [
"claude",
"pyqt",
"pytorch",
"raspberry-pi"
] | https://www.youtube.com/embed/RwEgAEjml8Q?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/hectorastrom/chom-nom",
"http://chomnomnom.com"
] | Did Not Place | false | [] |
712157543bd4 | treehacks-2026 | https://devpost.com/software/navara-ai | Navara AI | Navara AI finds new uses for FDA-approved drugs in 5 seconds. We analyze 25,000 diseases against 15,000 drugs, cutting discovery time from 15 years to months and costs from $2.6B to $2M. | Inspiration
At 2 AM on Friday night, scrolling through research papers, I came across a devastating statistic: 95% of rare diseases have no FDA-approved treatment. Over 400 million people worldwide suffer from rare diseases, and most will never see a cure in their lifetime.
But here's the twist: the cure might already ... | [
"aiohttp",
"axios",
"biomedicalapis",
"fastapi",
"graph-database",
"graphql",
"networkx",
"node.js",
"pydantic",
"python",
"react-native",
"rest"
] | https://www.youtube.com/embed/r5QhLCA5k9E?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/ShruthiSathya/navara_ai"
] | Did Not Place | false | [
{
"repo": "ShruthiSathya/navara_ai",
"content": "# Navara AI - Drug Repurposing Platform\n\nA production-grade AI-powered platform for discovering new therapeutic applications of FDA-approved drugs using advanced computational biology and machine learning.\n\n## Overview\n\nNavara AI accelerates drug discov... |
d701af892a34 | treehacks-2026 | https://devpost.com/software/aero-sar | AERO//SAR | We go from a natural language 911 call to an autonomous drone search instantly. An LLM parses the dispatch. A physics engine predicts the subject's location. Drones scan the highest probability zones. | Autonomous Emergency Response & Search/Rescue
The Problem & Inspiration
High-fidelity search planning relies on data, such as Koester’s
Lost Person Behavior
and Coast Guard drift models. Currently, using these requires manual reference tables or specialized GIS software. AERO//SAR automates this workflow, putting these... | [
"leaflet.js",
"numpy",
"openai",
"opendrift",
"openstreetmap",
"overpass",
"python"
] | null | [
"https://github.com/jonvalur/AERO-SAR"
] | Did Not Place | false | [] |
d1ff54313f31 | treehacks-2026 | https://devpost.com/software/arena-lz2m84 | Arena | Arena makes agents compete to write the software that best serves you. | Inspiration
AI coding agents are powerful, but for frontend work they’re unreliable and hard to evaluate from diffs. We wanted a workflow where you can run multiple attempts in parallel and judge them by
live UI previews
, not PR spam.
What it does
Arena lets you define a “job”, spawns multiple Warp Oz agents to implem... | [
"express.js",
"github-api",
"next.js",
"node.js",
"probot",
"smee.io",
"typescript",
"vercel",
"vercel-api",
"warp-oz-agent-sdk"
] | https://www.youtube.com/embed/SbgnbmP28Js?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/TomBinford/treehacks/"
] | Winner [Warp] Best Use of Warp Agents (Keychron Mechanical Keyboard for each team member) | true | [
{
"repo": "TomBinford/treehacks",
"content": "Our TreeHacks project is Arena, an orchestration tool that makes agents compete to write the software that best serves you.\n\nTraditional coding agents on GitHub result in one-shot PRs that require feedback iterations and sometimes are so bad that it's easier t... |
4e3eadc4e44c | treehacks-2026 | https://devpost.com/software/nexus-dnjzhq | Nexus | The AI-powered search engine and packing optimizer for your physical gear. | Inspiration
If you forget a toothbrush on a vacation, it’s annoying. If you pack the wrong gear for a disaster relief mission, it’s dangerous.
Right now, logistics coordinators for high-stakes deployments—whether it’s search-and-rescue or remote medical aid—are still relying on spreadsheets and mental math. They have t... | [
"clip-vit-b-32",
"dart",
"dio",
"fastapi",
"flutter",
"git",
"google-or-tools",
"httpx",
"numpy",
"openai-gpt-5-vision",
"pgvector",
"pillow",
"postgresql",
"pydantic",
"python",
"sql",
"supabase",
"uvicorn",
"voyage-ai"
] | https://www.youtube.com/embed/rGDcrKwt-lk?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/Bmohmand/Nexus"
] | Did Not Place | false | [
{
"repo": "Bmohmand/Nexus",
"content": "# Nexus\n\n**AI-powered packing intelligence for missions, travel, and logistics.**\n\nNexus turns your physical inventory into a searchable, semantically-rich vector database. Photograph your items, describe your mission in plain English, and get an optimized, LLM-ex... |
184b14aa0953 | treehacks-2026 | https://devpost.com/software/ta-da-intelligent-teaching-assistant | TA-DA: Intelligent Teaching Assistant | Why are students Googling mid-lecture? TA-DA keeps them in the room: AI teaching assistant built into Zoom that detects confusion and generates concept cards instantly. No context loss. Just learning. | TA-DA: Smart Teaching Assistant
Inspiration
We've all been in that Zoom lecture where the instructor asks "Any questions?" and silence follows. Not because everyone understands—but because no one wants to interrupt. Students tab out to Google concepts mid-lecture, losing context. Instructors teach blind, with no feedba... | [
"elasticsearch",
"fetch.ai",
"javascript",
"langchain",
"llms",
"python",
"rmts",
"zoom"
] | https://www.youtube.com/embed/GuiFFxdgUZA?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/pb2323/TA-da",
"https://ta-da-frontend.onrender.com/",
"https://agentverse.ai/agents/details/agent1qgpgt222pqwuqdhw042sy8gdrs3rz70l29wt4x2g347s7q4h4fcw7g7aydy/profile"
] | Winner [Zoom] Education Track | true | [
{
"repo": "pb2323/TA-da",
"content": "# TA-DA!\n\n**A Live Zoom Teaching Assistant that Detects Confusion, Fixes It in the Moment, and Verifies Understanding**\n\nBuilt at TreeHacks 2026.\n\n---\n\n## What is TA-DA?\n\nTA-DA! is a real-time AI Teaching Assistant built directly inside Zoom. It transforms pas... |
27485c7f98bb | treehacks-2026 | https://devpost.com/software/ghost-in-the-machine-4je80s | Ghost in the Machine | I put myself in an rPi Zero. On an LLM. Trained from scratch. | Ghost in the Machine
Inspiration
It's
Valentines weekend
and I'm not able to spend it with my girlfriend. Therefore, I decided to make her a funny little gift: a
clone of myself
(based on our
100k+ messages
). I thought some kind of LLM would be a good place to start, and because she doesn't have much coding experience... | [
"c",
"python",
"raspberry-pi"
] | https://www.youtube.com/embed/KBqjMb9z13o?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/matthewover137/pi-ris-public"
] | Did Not Place | false | [
{
"repo": "matthewover137/pi-ris-public",
"content": "# Ghost in the Machine\n\n[](https://youtu.be/KBqjMb9z13o)\n\nI put myself in a Raspberry Pi.\n\nThis is a 15M parameter LLM trained from scratch on my text messages with my girlfrien... |
b69b7e5951ff | treehacks-2026 | https://devpost.com/software/redhue | Redhue | Fire moves fast. Move faster. | Inspiration
In 2024 alone, wildfires decimated over
8.1 million acres
across the United States. California's Park Fire scorched over
428,000 acres
in a single incident, becoming the
state's fourth largest wildfire
in recorded history. The 2018 Camp Fire in Paradise, CA killed
85 people
and brought
18,804 structures
to... | [
"calfire",
"claude",
"claudeapi",
"leaflet.js",
"mtbs",
"nasa",
"next.js",
"open-meteo",
"react",
"tailwind",
"typescript"
] | https://www.youtube.com/embed/06D2E9V5wGQ?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/micah872/Redhue"
] | Did Not Place | false | [
{
"repo": "micah872/Redhue",
"content": "TREEHACKS 2026 LETS GOOOOOO!!!!!! \nFire moves fast. Move faster.\n",
"truncated": false
}
] |
2f3857ed520a | treehacks-2026 | https://devpost.com/software/skyheart | Skyheart | Medicinal drone delivery with facial confirmation | Inspiration
This project started as a real problem I faced in the last few weeks. Several friends
at Duke got sick with pneumonia, and while they were recovering, something as simple as
picking up medication became a major burden. Many were tired and weak, and often
couldn’t move around easily, so they had to dep... | [
"adb",
"fastapi",
"openstreetmap",
"python",
"react-native",
"rekognition",
"uvicorn",
"yolo"
] | https://www.youtube.com/embed/DcMdC08CqSM?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/Mootbing/SkyHeart"
] | Did Not Place | false | [
{
"repo": "Mootbing/SkyHeart",
"content": "# SkyHeart — Drone Delivery & Identification System\n\nAutonomous drone delivery system that navigates street-level routes, identifies a target person using computer vision, and delivers a message. A phone captures the drone manufacturer's app screen and streams fr... |
fc26f42ab965 | treehacks-2026 | https://devpost.com/software/pivotcraft | PivotCraft | A test platform to demonstrate aircraft control using a novel control system | Pivotcraft is the first fixed wing aircraft designed with no control surfaces. It alters the angle of attack of the airfoil to generate the maximum lift efficiency, providing an extremely maneuverable and efficient aircraft. This allows for maneuvers with up to 30% higher efficiency. It also changes maneuverability to ... | [
"autodesk-fusion-360",
"xflr-5"
] | https://www.youtube.com/embed/Bgqb1XPvj0o?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [] | Did Not Place | false | [] |
d0ee384c9bbd | treehacks-2026 | https://devpost.com/software/veritas-arena | Veritas Arena | Veritas Arena strengthens democracy by replacing political polarization with real-time AI debates that present opposing views, fact-check, and surface evidence to help society make informed decisions. | Inspiration
Modern American democracy depends on citizens’ ability to understand, evaluate, and challenge the arguments behind public policy and legislation. Yet today, this process is increasingly broken. Public discourse is fragmented across partisan media, social platforms, and adversarial political messaging, where... | [
"claude",
"css",
"html",
"huggingface",
"langgraph",
"next.js",
"openai",
"perplexity",
"react",
"typescript",
"vercel"
] | https://www.youtube.com/embed/c6lJV5sYBbA?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://turnlogic.vercel.app/"
] | Did Not Place | false | [] |
220c4cbd63c4 | treehacks-2026 | https://devpost.com/software/memory-anchors | Memory Anchors | Turning everyday objects into memory anchors with spatial AI. | About the project
Inspiration
Alzheimer’s disease and cognitive decline affect not only memory recall but also how people interpret their physical environment. Objects that once carried personal meaning can lose context, increasing confusion and anxiety during everyday interactions.
Research in reminiscence therapy sho... | [
"fastapi",
"react",
"supabase",
"tensorflow"
] | null | [
"https://github.com/vaishvijs13/memory-anchors"
] | Did Not Place | false | [
{
"repo": "vaishvijs13/memory-anchors",
"content": "# Memory Anchors\n\n**Memories attached to the real world.**\n\nAlzheimer's support: the home becomes a memory interface. Point your camera at household objects and see personal memories overlaid in real time...\n\nBuilt at tree hacks 2026! \n",
"trunc... |
4dc987d1f711 | treehacks-2026 | https://devpost.com/software/moatbook | moatbook | Fiverr for agents. Agents can collaborate on tasks posted and earn a bounty after the correct answer. Uses custom OpenClaw instances running on a DGX Spark. | moatbook
Inspiration
The current wave of AI agents is impressive in isolation, but there's no shared arena where they actually do work for people and get judged on the results. We kept running into the same friction: you spin up an agent, it does a task, and there's no feedback loop — no score, no reputation, no reason... | [
"python",
"supabase",
"typescript"
] | https://www.youtube.com/embed/RfRGhU0ABmc?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/radi-cho/moatbook/tree/main",
"https://moatbook.app/"
] | Did Not Place | false | [] |
25e378d74ca9 | treehacks-2026 | https://devpost.com/software/agentplace | AgentPlace | The AI-native digital marketplace that haggles for you | Inspiration
We were inspired by recent examples of autonomous agent interaction in applications like Moltbook and we wanted to explore how this kind of AI socialization could be more directly beneficial to humans rather than exclusionary toward them.
Our entire team has dealt with the exhausting dance of hiring an inde... | [
"asi:one",
"fetch.ai",
"python",
"typescript",
"uagents"
] | https://www.youtube.com/embed/7Eab9ryB9I8?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/patidararnav/agentplace"
] | Winner [Fetch.ai] Build, launch and monetise AI Agents on Agentverse that turn user intent into real outcomes. (Best Overall AI Agent Solution - $2500 Best Multi-Agent Workflow - $1500 Best Monetised Agent - $1000) | true | [
{
"repo": "patidararnav/agentplace",
"content": "# AgentPlace — AI-Powered Service Marketplace\n\n\n\n\n> **TreeHacks 2026 — Agent Place**\n\nAgentPlace is a multi-agent mark... |
857cb3551130 | treehacks-2026 | https://devpost.com/software/lifelink-j2nf9t | Lifelink | A decentralized mesh network for civilians in crisis. | ⚠️ NOTE: Please check out our
technical report!
. It's got a ton of great information about the algorithms we're using to avoid jamming / compress messages based on semantics / discover new nodes / etc. It's super cool stuff!
Inspiration
LifeLink is inspired by a simple belief: communication should not disappear when i... | [
"additive-manufacturing",
"ble",
"cpp",
"lora",
"nextjs",
"platformio",
"python",
"pytorch",
"tailwind",
"typescript"
] | https://www.youtube.com/embed/0m5H3u-4ajY?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/MythicalCow/lifelink/blob/main/technical_report/Technical_Report.pdf"
] | Did Not Place | false | [
{
"repo": "MythicalCow/lifelink",
"content": "<div align=\"center\">\n\n# LifeLink\n\n<img src=\"lifelink.png\" alt=\"LifeLink Logo\" width=\"160\" height = \"160\" style=\"border-radius: 50%;\" />\n\n**Decentralized emergency communication for civilians when infrastructure fails.**\n\n`LoRa mesh` · `zero-c... |
88a412218c12 | treehacks-2026 | https://devpost.com/software/vetted-j92ynh | Vetted | The agentic shopping team that vets every product before you see it. | Inspiration
Online shopping is highly suboptimal. As a consumer, you might spend hours bouncing between platforms like Amazon, eBay, Walmart, or Best Buy comparing prices. Or read hundreds of reviews without knowing which ones are fake and miss coupon codes buried across webpages. And when you find something on Faceboo... | [
"brightdata",
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"fastapi",
"gpt",
"langgraph",
"next.js",
"perplexitysonar",
"pydantic",
"python",
"tailwind-css",
"typescript"
] | https://www.youtube.com/embed/ouTFAkL_HAI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/garysun1/TreeHacksProject"
] | Did Not Place | false | [
{
"repo": "garysun1/TreeHacksProject",
"content": "# Vetted\n\nMulti-agent AI shopping assistant that searches across platforms, verifies sellers, analyzes prices, and helps you negotiate — all from a single query. Built for **TreeHacks 2026**.\n\n## How It Works\n\n```\nUser: \"I need a good camera for tra... |
ec617d001a51 | treehacks-2026 | https://devpost.com/software/openmotion | OpenMotion | Crowdsourced Motion Data for Robotics | OpenMotion
Inspiration
Robotics companies like
Tesla
,
Figure AI
, and
Boston Dynamics
spend hundreds of thousands of dollars hiring employees to manually record repetitive tasks for robot training data. Inspired by platforms like
Poke.com
and
Scale AI
that crowdsource text labeling, we asked:
what if we could do the s... | [
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"blazepose",
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"replicate",
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"tensorflow",
"three.js",
"typescript",
"uuid",
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"webgl"
] | https://www.youtube.com/embed/rr9VkDqwMuE?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/CsCats/treehacks26"
] | Did Not Place | false | [
{
"repo": "CsCats/treehacks26",
"content": "This is a [Next.js](https://nextjs.org) project bootstrapped with [`create-next-app`](https://nextjs.org/docs/app/api-reference/cli/create-next-app).\n\n## Getting Started\n\nFirst, run the development server:\n\n```bash\nnpm run dev\n# or\nyarn dev\n# or\npnpm de... |
77512fef2bb1 | treehacks-2026 | https://devpost.com/software/speechcoach-vzynxl | Eloception | Eloception is an AI speaking trainer that gives near real-time feedback while you talk. It listens through your mic, transcribes your speech live, and suggests improvements to improve your accent. | Inspiration
Most speaking tools are post-session; we wanted corrective feedback during live speech.
The core target was low-latency phrase-level coaching, not offline transcript summaries.
We prioritized signals users can apply immediately (pace, fillers, confidence, drill prompts).
What it does
Streams browser mic aud... | [
"flask",
"next.js",
"python"
] | null | [
"https://github.com/AnnieWang314/treehacks-2026"
] | Did Not Place | false | [
{
"repo": "AnnieWang314/treehacks-2026",
"content": "# Eloception\n\nMVP web app for **near-real-time spoken feedback** on pronunciation and enunciation. Uses streaming ASR (Deepgram), AWS Polly TTS, and an LLM (OpenAI) to generate concise coaching tips.\n\n## Repo structure (monorepo)\n\n- **`/apps/web`** ... |
d6fa89abd7ea | treehacks-2026 | https://devpost.com/software/lightcell-v1-0 | LightCell v1.0 | An optical sensor to instantly detect bacterial water contamination. | Inspiration
Last month, I caught a heinous stomach infection after drinking some questionable tapwater.
This opened my eyes to a broader problem: water contamination is rampant, taking more than 500,000 lives every year
(WHO, 2023)
.
And the vast majority could be prevented with proper monitoring.
Today's tools to dete... | [
"arduino",
"bootstrap",
"fusion",
"html5",
"serial"
] | null | [
"https://light-cell-v1-0.vercel.app/"
] | Did Not Place | false | [] |
6badcc6af0f9 | treehacks-2026 | https://devpost.com/software/tigerpop | TigerPop | TigerPop is a secure, campus-only marketplace that lets students list, discover, and sell items with image-backed listings, buyer intent tracking, and admin moderation. | TigerPop — Campus Marketplace, Reimagined
Inspiration
TigerPop began from a common, frustrating campus problem: students constantly need textbooks, furniture, and event tickets, while others are looking to sell or give them away. However, the current solutions—scattered group chats and clunky social media groups—lack s... | [
"alembic",
"cloudinary",
"flask",
"postgresql",
"python",
"react",
"sqlalchemy",
"tailwind",
"typescript",
"vercel"
] | https://www.youtube.com/embed/-_V9TcEoSuE?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/angelztang/treehacks26"
] | Did Not Place | false | [
{
"repo": "angelztang/treehacks26",
"content": "# TigerPop — Princeton community marketplace\n\nTigerPop is a full-stack marketplace web application built for the Princeton community. It lets students buy and sell items (furniture, clothing, textbooks and more), manage listings, favorite items, and communic... |
b2a85219f1e7 | treehacks-2026 | https://devpost.com/software/synsplatt | Mirage | Robots and self-driving cars need training data. Mirage synthesizes 3D world-model training data covering hard-to-capture scenes - like driving in a hailstorm. | Motivation
The future of AI-like robots and self-driving cars requires lots and lots of data.
Current datasets are extensive, but they cover common senarios, like driving in a sunny or cold day.
They
overrepresent positive cases and underrepresent edge cases
and failure cases, where things could actually go wrong.
This... | [
"gpu",
"modal",
"python"
] | null | [
"https://github.com/kyan-yang/treehacks-2026",
"https://treehacks-2026-nine.vercel.app/"
] | Winner [Modal] Inference Track (Inference Track Grand Prize: $5K in Modal Credits per person, paid visit (flight & hotel) to SF or NY Office with lunch with Modal team,. Inference Track Runner Up Prize: $1K in Modal credits, airpods for each team member.) | true | [
{
"repo": "kyan-yang/treehacks-2026",
"content": "# Mirage\n\nWon 1st place at TreeHacks Modal prize 2026!\n\nRobots and self-driving cars need training data. SynSplatt synthesize 3D world-model training data covering hard-to-capture scenes - like driving in a hailstorm.\n\n - https://github.com/kyan-yang/M... |
c091859712cc | treehacks-2026 | https://devpost.com/software/athenacare | AthenaCare | Map insurance claim denial patterns across healthcare providers and regions - identify high-risk specialties, track trends, and optimize reimbursement strategies. | Inspiration
Healthcare claim denials cost the US system billions annually and burden both providers and patients. We wanted to leverage publicly available NPPES data to predict which healthcare providers might face compliance issues that correlate with higher claim denial rates, helping administrators proactively ident... | [
"machine-learning",
"python",
"react",
"typescript",
"xgboost"
] | https://www.youtube.com/embed/b1A58oCsZ48?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/amogyisabogy1/Athena-Care"
] | Did Not Place | false | [
{
"repo": "amogyisabogy1/Athena-Care",
"content": "# AthenaCare\n\nHealthcare provider risk prediction using machine learning on NPPES data.\n\n## Inspiration\n\nHealthcare claim denials cost the US system billions annually and burden both providers and patients. We wanted to leverage publicly available NPP... |
5795b05eb339 | treehacks-2026 | https://devpost.com/software/sniff-l9xk1q | Sniff | Your loyal AI shopping guard dog. It fetches the deals. It sniffs out the scams. | Inspiration
Online shopping has become a high-stakes trust decision made in seconds with almost no usable information. Is this store real? Is this "sale" legitimate? Is the seller verified?
The penalty for guessing wrong isn't a mild inconvenience — it's a drained bank account, identity theft, or a package that never s... | [
"brightdata",
"browserbase",
"framer",
"googlesafebrowsing",
"next.js",
"openai",
"perplexity",
"react",
"sonar",
"tailwindcss",
"vercel"
] | https://www.youtube.com/embed/JK2X10VwiBE?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/thenerd31/sniff",
"https://sniff-treehacks.vercel.app/"
] | Did Not Place | false | [
{
"repo": "thenerd31/sniff",
"content": "<p align=\"center\">\n <img src=\"https://img.shields.io/badge/TreeHacks-2026-orange?style=for-the-badge\" alt=\"TreeHacks 2026\" />\n <img src=\"https://img.shields.io/badge/Next.js-16-black?style=for-the-badge&logo=next.js\" alt=\"Next.js 16\" />\n <img src=\"ht... |
2b641b9e8a9a | treehacks-2026 | https://devpost.com/software/pokestrator | Pokestrator | A fully conversational, self-improving agent that brings limitless capabilities directly to your messages app. | Inspiration
Imagine this: you're out grabbing coffee, far from your laptop, when an urgent Slack ping comes from a C-suite executive: “Send me the key metrics for an impending board meeting”. Panic sets in...or does it? With
Pokestrator
, you simply one-shot text your request, and boom, those insights land in your phon... | [
"claude-agent-sdk",
"fastmcp",
"poke",
"postgresql",
"python",
"react"
] | https://www.youtube.com/embed/yn8wwUMBMzg?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/sabdulmajid/Pokestrator"
] | Did Not Place | false | [
{
"repo": "sabdulmajid/Pokestrator",
"content": "# Pokestrator\n\nAsynchronous FastMCP server for Poke. It exposes exactly one tool: `orchestrate`.\nThe tool stores subagent definitions in PostgreSQL, selects an execution path,\nand sends the final result back to Poke via webhook callback.\n\n## Runtime arc... |
af953819afd7 | treehacks-2026 | https://devpost.com/software/organize-stuff | Organic Clusters (OG) | The only way you'll go through all those bookmarks and images you've saved. | Inspiration
When I say I bookmark everything, I mean
everything
. If I ever find something shocking, awesome, hilarious, drippy, or what have you, I almost always have the primal urge to bottle that moment and try to save it for later. As a result of these tendencies, however, I have a bottomless store of bookmarks and... | [
"cloudflare",
"python",
"react",
"vercel"
] | https://www.youtube.com/embed/crfvNrNsLls?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://organize-stuff.vercel.app",
"https://github.com/Kalamojo/organize_stuff"
] | Did Not Place | false | [
{
"repo": "Kalamojo/organize_stuff",
"content": "Howdy\n\n",
"truncated": false
}
] |
33c5399eb9c9 | treehacks-2026 | https://devpost.com/software/semi-directional-yolo-based-aquatic-unit-sybau | Semidirectional YOLO-Based Aquatic Unit (SYBAU) | AI vision system that detects and tracks targets to direct a 100 PSI smart water stream — enabling the future of interactive productivity tools. | Inspiration
Imagine jokingly trolling your friend with a face-tracking water gun — that playful idea sparked our exploration into
embodied AI
, systems that not only perceive the world but physically interact with it in meaningful ways.
The project began as a fun concept brainstormed over dinner: a face-tracking system... | [
"arduino",
"cad",
"circuits",
"cuda",
"dynamixel",
"opencv",
"openrb-150",
"python",
"pytorch",
"serial",
"ultralytics",
"yolov8"
] | https://www.youtube.com/embed/7NZX4gsD-Yo?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/SuperBigMac/treehacks-2026"
] | Did Not Place | false | [
{
"repo": "SuperBigMac/treehacks-2026",
"content": "## Treehacks 2026 Project (Ryota Sato, Ethan Htun)\n\nCreating a product that helps keep you and your meetings on track\n",
"truncated": false
}
] |
fe0fca35fbaa | treehacks-2026 | https://devpost.com/software/4sight-neoslb | 4sight | AI-powered biometric and visual monitoring that predicts when you’re prone to bad decisions. With autonomously triggered interventions, 4sight helps you make better decisions for a better you. | Inspiration
We’re surrounded by tools that track our health, but none that meaningfully protect our decision-making or help us make decisions. Research shows that stress, health, and our environment significantly alter how we evaluate ideas, often leading to impulsive or suboptimal choices (Starcke & Brand, 2012). If o... | [
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"cloudflare-durable-objects",
"cloudflare-workers",
"expo.io",
"fastapi",
"gemma-3-4b(vlm)",
"github-actions",
"gpt-4o-mini",
"meta-ray-ban-smart-glasses",
"modal",
"poke",
"python",
"react-native",
"typescript"
] | https://player.vimeo.com/video/1165159968?byline=0&portrait=0&title=0#t= | [
"https://github.com/kl527/4sight"
] | Winner [Cloudflare] Best Use of Cloudflare Developer Platform (1st Place - $250K Cloudflare credits + Cloudflare swag bag for each team member. 2nd Place - $100k Cloudflare credits) | true | [] |
6733c61a018a | treehacks-2026 | https://devpost.com/software/freak-in-the-sheets-7jl542 | Freak in the Sheets | The hot new LLVM backend: compile your code to a spreadsheet. | We wrote a compiler that can run any piece of software inside a spreadsheet.
clang --target=google-sheets main.c
What???!
LLVM is the world's most advanced compiler. It probably built the software you're using to read this. Under the hood, LLVM compiles a program using a "frontend" (converting C or Rust into an
interme... | [
"c",
"c++",
"javascript",
"llvm"
] | https://www.youtube.com/embed/5Sb-QcEFHwg?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://docs.google.com/spreadsheets/d/1Kvvak6EMyFYLsCufNyUjhO2Tyd9aIhJAbIxl6B9Mas8/edit?usp=sharing",
"https://github.com/kognise/freak-in-the-sheets/"
] | Winner Most Technically Complex | true | [
{
"repo": "kognise/freak-in-the-sheets",
"content": "*This repo contains about 10% of the work. For the other 90%, see our llvm & clang fork: https://github.com/KevinL10/llvm-project-treehacks/tree/fits*\n\n# Freak in the Sheets\n\nWe wrote a compiler that can run any piece of software inside a spreadsheet.... |
a0659c2b43f6 | treehacks-2026 | https://devpost.com/software/aria-voice-search-stream-save-patients-from-rigs-to-er | RELAY – Voice, Search, Stream: Save patients from rigs to ER | Lost or delayed info kills. RELAY finds and streams the patient’s info to the ER in real time: faster, more accurate handover, while medics keep their hands on the patient, not the keyboard or phone. | Inspiration
The biggest problem is lack of information from delays in accessing patients histories and present information gets lost. 1/3 patients are at risk of treatment mistake in ERs and 40% are critical. And this starts in the ambulance. Paramedics see and do everything; by the time the patient reaches the ER, a l... | [
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"elevenlabs",
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"html",
"javascript",
"nemsis",
"perplexity",
"pypdf",
"python",
"sqlite/postgres",
"twilio",
"websockets"
] | https://www.youtube.com/embed/5CBSHbyvYiM?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/vinamra57/relay"
] | Did Not Place | false | [
{
"repo": "vinamra57/relay",
"content": "# Relay\n\nAI Emergency Response System — Automated ePCR for Paramedics.\n\nRelay captures real-time audio from paramedics, transcribes it, and extracts structured NEMSIS v3.5 medical data using LLMs. It enriches patient records by querying FHIR health information ex... |
f5d662b2846d | treehacks-2026 | https://devpost.com/software/madeit-a21ey5 | Make-It | For the plans that actually "Make-It" out of the group chat. | 🌟
Inspiration
Your group chats are full of good intentions:
“Thursday night works for me! What about everyone else?”
“Can we get tacos instead? I had pizza last night.”
“I don’t have a car, but I guess I could look into an Uber".
And then someone finally says:
“Sounds good! Who wants to make the reservation?”
And then... | [
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{
"repo": "ameshabanjara/treehacks26",
"content": "# MCP Server Template\n\nA minimal [FastMCP](https://github.com/jlowin/fastmcp) server template for Render deployment with streamable HTTP transport.\n\n[](https://render.com/deploy?r... |
86dc159eacd4 | treehacks-2026 | https://devpost.com/software/voider | Voider | Voider is a voice-first shopping brain that orchestrates cross-platform price comparisons and secure, agentic payments to make buying as effortless as setting a timer. | Inspiration
Ten years ago, setting a timer on an iPhone required unlocking the device, finding the Clock app, and manually scrolling through wheels of numbers. Today, that feels like ancient history - we just ask Siri.
We believe commerce is currently stuck in that "manual" phase. Shopping today still requires endless ... | [
"claude",
"elastic",
"fetch.ai",
"langchain",
"mcp",
"nextjs",
"python"
] | https://www.youtube.com/embed/ZoUQvbh24mM?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/Sohamiscurious/TreeHacks2026",
"https://voider-treehacks.vercel.app/"
] | Winner [Fetch.ai] Build, launch and monetise AI Agents on Agentverse that turn user intent into real outcomes. (Best Overall AI Agent Solution - $2500 Best Multi-Agent Workflow - $1500 Best Monetised Agent - $1000) | true | [
{
"repo": "Sohamiscurious/TreeHacks2026",
"content": "\n## Inspiration\n\nTen years ago, setting a timer on an iPhone required unlocking the device, finding the Clock app, and manually scrolling through wheels of numbers. Today, that feels like ancient history - we just ask Siri.\n\nWe believe commerce is ... |
18f6ad292f0f | treehacks-2026 | https://devpost.com/software/drivesensetrainer | DriveSenseTrainer | Ever wonder why so many people suck at driving? I do too. Drive-Sense-Trainer is a compact driving instructor that judges driver inputs in real time, guides drills and delivers personalized lessons. | Inspiration
A lot of my friends I ski with don’t have a license yet. They’re excited to learn, but also nervous, and paying for professional lessons can feel expensive or intimidating. I wanted to build something that makes practice less scary and more structured, so people can learn to drive
properly
(smooth, controll... | [
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"esp32",
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] | https://www.youtube.com/embed/B1T7yL5hyBU?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/lukehollingsworth219/TreeHacks2026"
] | Did Not Place | false | [] |
0eb27bf56e0e | treehacks-2026 | https://devpost.com/software/a-p1lt2h | Synapse | Claim-level truth forensics–trace any idea back to its origin and know what's actually true. Powered by Perplexity Sonar, Claude Sonnet, and Semantic Scholar, orchestrated for multi-step verification. | Synapse — Every claim, interrogated
Synapse is a
claim-level intelligence engine
that takes any piece of content — a URL, pasted text, or audio — extracts every factual claim, and runs deep multi-step agent-driven verification on each one. It doesn't just tell you "true or false." It shows you the full forensic breakdo... | [
"anthropic-claude-api",
"css",
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] | https://www.youtube.com/embed/8encAO9qYUY?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://www.usesynapse.org/",
"https://github.com/yravipati/TreeHacks-2026"
] | Winner [Perplexity] Best Use of Perplexity's Sonar API ($500 per team member and trip to Perplexity office) | true | [
{
"repo": "yravipati/TreeHacks-2026",
"content": "# Synapse — Every claim, interrogated\n\nSynapse is a **claim-level intelligence engine** that takes any piece of content — a URL, pasted text, or audio — extracts every factual claim, and runs deep multi-step agent-driven verification on each one. It doesn'... |
9711862af5de | treehacks-2026 | https://devpost.com/software/lumina-vision | Lumina Vision | An AI-powered neural assistant that narrate the world for the visually impaired, transforming visual scenes into immersive audio stories with real-time safety monitoring and haptic alerts. | Inspiration
The primary inspiration for Lumina Vision came from a simple question: Can we use high-speed AI to narrate the visual world for those who cannot see it?
Current accessibility tools are often slow, robotic, or siloed into specific apps. We wanted to build a "Neural Link"—a seamless, high-performance assistan... | [
"api",
"audio",
"css",
"framer",
"lucide",
"motion",
"next.js",
"open-ai",
"pwa",
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"web"
] | null | [
"https://github.com/Alpha04-ash/lumina_vision",
"https://lumina-vision-sy2b.vercel.app"
] | Did Not Place | false | [
{
"repo": "Alpha04-ash/lumina_vision",
"content": "# Lumina Vision: Neural Narrative & Safety Assistant\n\n\n\n## 🌟 Inspiration\nThe primary inspiration for **Lumina Vision** came from a simple question: *Can we use high-speed AI to narrate the visual world... |
4e4a86dd97ea | treehacks-2026 | https://devpost.com/software/kali-0as6cv | Kali | Speak your plans out loud. Kali recognizes and organizes everything, no planning, no remembering. | Inspiration
We both have ADHD. And we both live the same frustrating cycle: someone mentions lunch plans while we're walking to class. We agree. We mean to add it to our calendar. We forget. We miss lunch.
Or we're mid-conversation and realize we need to move a meeting. But stopping to open our laptop and navigate thro... | [
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] | https://www.youtube.com/embed/CxuV147HULk?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
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] | Did Not Place | false | [
{
"repo": "ShahdAbouhussein/TreeHacks-2026",
"content": "# React + TypeScript + Vite\n\nThis template provides a minimal setup to get React working in Vite with HMR and some ESLint rules.\n\nCurrently, two official plugins are available:\n\n- [@vitejs/plugin-react](https://github.com/vitejs/vite-plugin-reac... |
8c8db557cfb1 | treehacks-2026 | https://devpost.com/software/mira-3xqlos | Mira Mira on Da Wall | MIRA is an AI powered smart mirror that helps you decide what to wear and what to buy. "Mira Mira On The Wall..." | Inspiration
“Mirror, mirror on the wall… who’s the best dressed of them all?”
We realized that we already ask our mirrors questions every day. Does this look good? Is this too formal? Is this giving the right vibe? The mirror never answers. That gap inspired MIRA.
We believed that if smart TVs and smart homes are becom... | [
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"https://github.com/23jmo/mirrorless"
] | Winner [Visa] The Generative Edge: Future of Commerce ($10,000 total) | true | [
{
"repo": "23jmo/mirrorless",
"content": "# Mirrorless\n\nAn AI-powered smart mirror that gives personalized outfit recommendations overlaid on your body in real-time. Users onboard via phone (Google OAuth), their purchase history is scraped from Gmail, and AI stylist \"Mira\" delivers styling advice throug... |
4e7c9e020962 | treehacks-2026 | https://devpost.com/software/zonezero | ZoneZero | Wildfire safety starts at home. We make it actionable. Zone Zero audits homes for wildfire compliance, shows homeowners how to fix risks with a personalized landscaping design. | Zone Zero AI - Beautiful. Safe. Implemented.
Inspiration
90% of homes in wildfires burn because of Zone 0
— the first 5 feet around your house. Up to 90% of homes ignite due to wind-blown embers landing in this critical zone. California's Board of Forestry is developing regulations requiring a 0–5 foot ember-resistant ... | [
"gemini",
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] | https://www.youtube.com/embed/I4zW-v2duYA?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://v0-zone-zero-ai-ar.vercel.app/"
] | Did Not Place | false | [] |
e4d89a903c69 | treehacks-2026 | https://devpost.com/software/rescuerx | RescueRX | How many drugs have been shelved that could save lives for diseases they were never tested on? We use AI to find drugs abandoned for business reasons & pinpoint diseases they're best suited to fight. | Inspiration
Baricitinib. It's an arthritis pill. Costs about $70 a month. In 2020, an AI system figured out (in 48 hours) that this drug could treat COVID-19. It went through an emergency trial. It reduced deaths by 38%. The FDA fully approved it. But here's the thing: Baricitinib had been sitting in pharmacies for YEA... | [
"knowledge-graph",
"machine-learning",
"python"
] | https://www.youtube.com/embed/bNT22FCYhoA?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/Donglomur/TreeHacks"
] | Winner [OpenEvidence] Best Use of Clinical Information (4x Apple Watches) | true | [
{
"repo": "Donglomur/TreeHacks",
"content": "# RescueRX \n\n## 🏆 Winner: Best Use of Clinical Information in TreeHacks 2026\n\n### How many drugs have been shelved that could save lives for diseases they were never tested on? We use AI to find drugs abandoned for business reasons & pinpoint diseases they'r... |
86d8c5cf3306 | treehacks-2026 | https://devpost.com/software/civitas-ai-regulon-maybe | Neurosymbolic Compliance Engine (NEC) | An AI-based compliance engine that generalizes across any regulated industry with a config swap. It routes each regulatory check to the right solver. | Inspiration
Regulatory systems are everywhere - construction permits, health inspections, financial audits - and they are expensive, slow, and brittle.
The first example we targeted was automating city approvals for building permits.
Nearly $94,000 of the cost of every new U.S. home comes from regulatory overhead and d... | [
"claude",
"fastapi",
"neurosymbolic",
"pdfplumber",
"pydantic",
"python",
"restapi",
"typescript",
"yaml"
] | null | [
"https://github.com/ajha7/neurosymbolic-compliance-engine"
] | Did Not Place | false | [] |
6c35d1391843 | treehacks-2026 | https://devpost.com/software/glyph-7hjrkp | Cortex | Your desktop is now one ping away. Message it to schedule tasks, monitor runs, save results, and stop costly cloud instances, all without remote desktop, works even on extremely low signal ! | Inspiration
Cloud compute is expensive, and humans are unreliable. Teams forget to stop GPU instances. Students leave Colab runs unattended. Long training jobs fail silently. Remote desktop tools exist, but they assume stable bandwidth, logins, and setup on both devices, exactly what breaks when you’re on deadlines and... | [
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{
"repo": "stripathy1999/Cortex-AI",
"content": "<p align=\"center\">\n <img src=\"assets/logo.png\" alt=\"Cortex-AI Logo\" width=\"100%\" />\n</p>\n\n<h1 align=\"center\">Cortex-AI</h1>\n\n<p align=\"center\">\n <strong>Control your Mac or PC with AI</strong> — from your phone.\n</p>\n\n<p align=\"center... |
33e02a5ff7b9 | treehacks-2026 | https://devpost.com/software/j-vp1gfb | Juliette | Every lecture deserves a second voice. Juliette is a TA built right into your lecture. | Inspiration
We went up to our professors and our TAs and asked for pain points in the process. The first few conversations we had, we were just talking about grading and doing unnecessary work and optimizing things from the teacher's standpoint.
But then we decided to talk to our CS 109 professor, Juliette Woodrow, who... | [
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] | https://www.youtube.com/embed/8IsAe0S3TJ0?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
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] | Did Not Place | false | [
{
"repo": "enbaocao/juliette",
"content": "# Juliette - AI Educational Video Assistant\n\nAn AI agent that ingests educational videos, answers student questions with Manim-style animations, personalized practice problems, or simple explanations, and integrates with Zoom for live Q&A.\n\n## Features\n\n- **V... |
df9ae51a040a | treehacks-2026 | https://devpost.com/software/school-of-fish | School of Fish | Stop wasting time finding a study spot. School of Fish monitors room availability in real time and predicts occupancy for any hour of any day using Bluetooth sensors and time-series forecasting. | Inspiration
We’ve all been there: you desperately need to find a quiet place to study, but every room is taken.
The Vision
Our project, School of Fish, is designed to solve this. It works by placing inexpensive Raspberry Pi-based devices in each classroom and study room. These devices analyze the nearby Bluetooth, or m... | [
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] | https://www.youtube.com/embed/G1rw4qj_KAc?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://fish.akhilasher.com/",
"https://github.com/Commandtechno/school-of-fish"
] | Did Not Place | false | [
{
"repo": "Commandtechno/school-of-fish",
"content": "# School of Fish\n\nBluetooth crowd density monitoring system.\n\n## Architecture\n\n```\n┌──────────────────┐ ┌──────────────────┐ ┌──────────────────┐\n│ Bluetooth │────▶│ API Server (Go) │────▶│ TimescaleDB │\n│ Sensors │... |
5f4b3c72c83e | treehacks-2026 | https://devpost.com/software/spartan-edge-ai-situational-helmet-for-first-responders | Spartan | Edge AI Situational Helmet for First Responders | AI-powered helmet that provides real-time situational awareness in high-risk environments. Comes with live world memory, localization, heads-up display, night vision, and physiological monitoring. | Inspiration
First responders operate in incredibly high-risk and spontaneous environments where situational awareness can mean the difference between life and death. With the advent of several VLMs and embedded computers, such as the Jetson Orin Nano Super, we saw a potential to supplement first responders' situational... | [
"jetson-nano",
"nano-llm",
"node.js",
"openai-api",
"opencv",
"python",
"vite"
] | null | [
"https://github.com/Ekansh-Mittal1/spartan"
] | Did Not Place | false | [
{
"repo": "Ekansh-Mittal1/spartan",
"content": "# Spartan\n\nHelmet HUD with real-time vision (VLM) and world-context pipeline. Runs in browser + Node backend; VLM can be cloud (OpenAI) or local (Qwen on Mac/Jetson).\n\n## Project layout\n\n| Directory | Description |\n|-----------|-------------|\n| **helme... |
282dd93fee17 | treehacks-2026 | https://devpost.com/software/moral-sycophancy-benchmarking | Moral sycophancy benchmarking | Seen those posts where ChatGPT or Claude tells you that the user they're valid for doing morally insane things? Quantify this effect across different models with these benchmarking questions. | Inspiration
We saw too many twitter posts where ChatGPT was telling people their crazy behaviour was okay. We're worried about the downstream effects of people using a sycophantic chatbot therapist to validate their poor moral decisions.
What it does
The benchmarking compares moral sycophancy across models, giving a z-... | [
"api",
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] | https://player.vimeo.com/video/1165160816?byline=0&portrait=0&title=0#t= | [
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{
"repo": "sanskriti-ss/benchmarking",
"content": "# LLM Agreeability Benchmark\n\nA web application for testing how different LLMs respond to misconceptions and ethical dilemmas. Deploy it on Render and let users run their own benchmarks with their own API keys.\n\nOur main findings are [here](main_finding... |
fffcac1d309b | treehacks-2026 | https://devpost.com/software/meboard | MeBoard | MeBoard transforms your keyboard into a continuous mental-health companion, tracking behavioral patterns, logging your emotional state over time, and engaging you with context-aware reflection. | Problem
According to the CDC, approximately 60 million Americans experience a mental illness each year. Conditions such as anxiety and depression not only reduce quality of life but also increase the risk of substance abuse and suicide, which remains one of the leading causes of death in the United States. In the years... | [
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] | https://www.youtube.com/embed/rpJ9fgFrOPI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/emngarcia/MeBoard",
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] | Did Not Place | false | [] |
0e407be4cf24 | treehacks-2026 | https://devpost.com/software/memoria-zn70lb | Memoria | Always on Agentic AI companion with long term embedded memories meant for Alzheimer's and dementia patients | Inspiration
The summer before my senior year of high school, I took care of my grandmother before she passed away. She had late stage dementia, so she didn't remember who I was, or much of anything for the fact of the matter. Seeing how that frustrated and scared her led me to this idea. There's so tens of millions of ... | [
"elasticsearch",
"fastapi",
"gpt",
"heygen",
"langgraph",
"liveavatar",
"python",
"react"
] | https://www.youtube.com/embed/AGWE78snfWM?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/jason-zhxn/memoria"
] | Did Not Place | false | [
{
"repo": "jason-zhxn/memoria",
"content": "# Memoria - Alzheimer's Digital Companion\n\nAn intelligent, proactive digital companion for Alzheimer's patients with perfect memory retrieval, medical safety checks, and natural conversational AI through an avatar interface.\n\n## 🎯 Project Overview\n\nMemoria ... |
e2ef20828bb2 | treehacks-2026 | https://devpost.com/software/multi-drone-ai-drug-delivery | MedWing: Agentic Medicine Delivery w/ Drones | We built a fully autonomous, AI-powered drone platform that delivers medicine to geographically deprived regions, fast. | MedWing - Voice-Controlled Autonomous Medical Delivery System
Inspiration
Imagine diagnosing a patient, knowing exactly what medicine will save them — but the delivery takes weeks because the roads don’t exist.
That’s why we created MedWing.
We built a fully autonomous, AI-powered drone platform that delivers medicine ... | [
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... | https://www.youtube.com/embed/ENUOLSgpqAA?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
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] | Did Not Place | false | [] |
4506f898b2ab | treehacks-2026 | https://devpost.com/software/autonomous-nanofabrication | Desktop Autonomous Chip Fabrication | AI-as-a-Scientist for autonomous chip fabrication and process discovery | Inspiration
AI compute demand is growing exponentially, but hardware scaling is slowing. Global data center energy consumption is projected to approach 1,000 terawatt-hours annually by 2030. Moore’s Law is decelerating. Dennard scaling is dead. Power per transistor no longer drops automatically with scaling.
At the sam... | [
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"hands",
"openai",
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"pytorch",
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] | https://www.youtube.com/embed/D1_T6TttDuw?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://desktopautonomouschipfab.vercel.app/"
] | Did Not Place | false | [] |
412c06f55884 | treehacks-2026 | https://devpost.com/software/crewly | Crewly | The agentic back office for small trade businesses. | Inspiration
Tradespeople lose hours every week to “back office” work: calls/texts, finding leads, checking whether a job is even feasible, and tracking supplies. We wanted to build something that makes a solo contractor feel like they have an office manager so they can spend their time on the work they’re actually paid... | [
"claude",
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"fastapi",
"google-maps",
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"openai",
"poke",
"python",
"vercel"
] | https://www.youtube.com/embed/b8cB76KrPPg?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/wndyx/Crewly"
] | Did Not Place | false | [
{
"repo": "wndyx/Crewly",
"content": "# 🛠️ Crewly\n\n## AI Operations Copilot for Tradespeople\n\nCrewly is an AI-powered operations layer built for blue-collar professionals — plumbers, electricians, HVAC technicians, pest control providers, landscapers, and independent contractors.\n\nTradespeople spend ... |
dc46cb909070 | treehacks-2026 | https://devpost.com/software/gitty-ai | Gitty.ai | Leetcode is Dead. Get paid to practice on real codebases. Get hired by shipping PRs. | Inspiration
The future of technical hiring is broken. During a conversation with Narayana Aaditya from SkillSync (YC W26), a realization hit me: as AI agents become more powerful, LeetCode-style interviews will become obsolete within a few years. Startups don't need engineers who can invert binary trees on a whiteboard... | [
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] | https://www.youtube.com/embed/RAtmoajqZpU?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
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] | Did Not Place | false | [
{
"repo": "ethanjoby/gitty",
"content": "# Gitty\n\nGitty is a React + TypeScript web app for a hiring workflow where developers practice on real codebases, build a verified profile, and move through onboarding and dashboard flows.\n\n## Tech Stack\n\n- React 19\n- TypeScript\n- Vite\n- React Router\n- Fire... |
0af7af4db305 | treehacks-2026 | https://devpost.com/software/echolokernel | EcholoKernel | Fast, multigpu AI kernels using LLM agents | EcholoKernel
So long, and thanks for all the fish.
- Douglas Adams
TLDR
- Writing multi-GPU kernels is hard. We built a slick UI + multi-turn LLM agent (RAG, RLM, profiler feedback, etc.) to make it easier. This equals a better assisted, iterative, human-in-the-loop way to write real, useful multiGPU code. EcholoKernel... | [
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"fastapi",
"next",
"numba",
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] | https://player.vimeo.com/video/1165110679?byline=0&portrait=0&title=0#t= | [
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"https://docs.google.com/presentation/d/12uf2YyxNKq3BruRxDVUQghrfFtUMrXOBLcEHfJjQNrI/edit?usp=sharing"
] | Did Not Place | false | [] |
4403e4687faa | treehacks-2026 | https://devpost.com/software/nextop | NextOp | 200K veterans transition out every year — most without real support. NextOp is a private AI coach that translates military careers into civilian résumés, benefits, and training. | Inspiration
Approximately 200,000 service members transition out of the military each year. The U.S. government spends over $13 billion annually across 45 programs at 11 agencies to support them — yet a 2024 RAND study examining all 45 federally funded programs concluded there is virtually no evidence that any of them ... | [
"anthropic",
"anthropic-sdk",
"brightdata",
"embedding",
"fastapi",
"hume",
"python",
"react",
"sqlite",
"tailwind",
"typescript",
"vite"
] | https://www.youtube.com/embed/WwUi08k8dG4?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/cocozxu/NextOp"
] | Winner [Bright Data] Best AI-Powered Web Data Hack ($500 Cash + $1.5k Credits [1st] & $350 Cash + $1K Credits [2nd] & $250 Cash + $500 Credits [3rd]) | true | [] |
3afc5c24f7da | treehacks-2026 | https://devpost.com/software/worldly-0tm3bl | Worldly | Automatically transform footage into explorable VR worlds in Meta Quest | Worldly
takes in any footage and converts it into fully explorable 3D VR Worlds in a Meta Quest Headset.
Inspiration
All of us are super passionate about the recent advancements in World Models and Machine Learning Research. When World Labs released their world foundation model API (Prompt → 3D world, Released ~2 week... | [
"c-sharp",
"css",
"flask",
"gaussian-splatting",
"html",
"javascript",
"json",
"meta-quest",
"python",
"replaykit",
"swift",
"three.js",
"typescript",
"unity",
"vite",
"webxr",
"worldlabs"
] | https://www.youtube.com/embed/4riPKyUa62E?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/vihaanm23/worldly",
"https://marble.worldlabs.ai/world/ecc3945a-4313-4078-a869-0a4919ec27e5",
"https://marble.worldlabs.ai/world/7b36be85-6e0b-47eb-8fee-0e1b8716b044",
"https://youtu.be/4riPKyUa62E"
] | Did Not Place | false | [] |
7dd80de98620 | treehacks-2026 | https://devpost.com/software/flowcut | Flowcut | Creators will choose Flowcut because it converts creative intent into structured, reversible timeline edits, locally, transparently, and without subscription overhead. | Inspiration
Flowcut was born out of shared frustration. Each of us came into video editing from different angles—one recently diving into content creation and feeling the steep learning curve, another experimenting with editing from a young age, one deeply passionate about storytelling, and another editing out of neces... | [
"ascentgx10",
"asus",
"claude",
"ffmpeg",
"node.js",
"openai",
"openshot",
"python",
"react",
"suno"
] | https://www.youtube.com/embed/fsy13alJxAI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/Flowcut-treehacks/core"
] | Did Not Place | false | [
{
"repo": "Flowcut-treehacks/core",
"content": "# Flowcut\n\nFlowcut is an award-winning free and open-source video editor \nfor Linux, Mac, and Windows, and is dedicated to delivering high quality \nvideo editing and animation solutions to the world.\n\n## Build Status\n\n[![openshot-qt CI Build](https://g... |
c99e07b762c2 | treehacks-2026 | https://devpost.com/software/flux-vup1ag | ✨ Flux | Your AI clone meets other AI clones. | GitHub:
https://github.com/m5b6/tree
⚡ Flux: Meet 1,000 People Per Day ☕
What if your AI clone networked with +1,000 hackers while you were busy building?
💡 Inspiration
After 36 hours of hacking, we realized we hadn’t
met
anyone. So we built
Flux
, an AI clone that attends hackathons or conferences on your behalf... ... | [
"motion",
"next",
"tailwind",
"vercel"
] | https://www.youtube.com/embed/VxyAHBORurk?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://tree-ebon-chi.vercel.app/",
"https://github.com/m5b6/tree"
] | Did Not Place | false | [
{
"repo": "m5b6/tree",
"content": "This is a [Next.js](https://nextjs.org) project bootstrapped with [`create-next-app`](https://nextjs.org/docs/app/api-reference/cli/create-next-app).\n\n## Getting Started\n\nFirst, run the development server:\n\n```bash\nnpm run dev\n# or\nyarn dev\n# or\npnpm dev\n# or\n... |
c7cf29c1096d | treehacks-2026 | https://devpost.com/software/shotspot-kfvp1n | ShotSpot | Stop scrubbing videos. Start training models. | What if you could search video like you search text?
Inspiration
Training computer vision models shouldn't require thousands of hours manually scrubbing through video footage. When we started building AI models for sports analytics, we discovered that
data collection and cleaning consumed 70-80% of our development time... | [
"bright-data",
"clip",
"modal",
"mongodb",
"react",
"whisper"
] | https://www.youtube.com/embed/Tgwt2pgQVXs?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://shot-spot-treehacks-2026.vercel.app/",
"https://github.com/aedutta/shot-spot-treehacks-26/tree/main"
] | Winner [Modal] Inference Track (Inference Track Grand Prize: $5K in Modal Credits per person, paid visit (flight & hotel) to SF or NY Office with lunch with Modal team,. Inference Track Runner Up Prize: $1K in Modal credits, airpods for each team member.) | true | [
{
"repo": "aedutta/shot-spot-treehacks-26",
"content": "## What if you could search video like you search text?\n\n\n\n\n\n## 🏆 Awards\n\n- 🥈 **Runner-Up – Modal Inference Track** \n *$1,000 in credits + AirPods*\n\n- 🥉 **3rd Pl... |
d14b57e21ade | treehacks-2026 | https://devpost.com/software/alt-cart | alt+cart | Seamless, sustainable shopping for the visually impaired | Inspiration
330 million people globally are visually impaired. 81 percent of shoppers with disabilities experience critical issues while online shopping. Two-thirds of shopping transactions initiated by visually impaired users are abandoned due to websites being inaccessible.
Yet today, there exist
no online shopping-c... | [
"brightdata",
"browserbase",
"css",
"express.js",
"html",
"openai",
"react",
"typescript",
"vercel",
"vite"
] | https://www.youtube.com/embed/V2v3RWqgHsw?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://alt-cart.vercel.app/",
"https://github.com/Supernova-45/Alt-Cart"
] | Did Not Place | false | [
{
"repo": "Supernova-45/Alt-Cart",
"content": "# alt+cart : Seamless, sustainable shopping for the visually impaired\n\n## Inspiration\n\n330 million people globally are visually impaired. 81 percent of shoppers with disabilities experience critical issues while online shopping. Two-thirds of shopping trans... |
fa8fda503d38 | treehacks-2026 | https://devpost.com/software/form-check-1j60r7 | Form Check | Form Check turns your iPhone into a personal coach for weightlifting. Point your camera at yourself during a lift, and FormCheck uses advanced computer vision to analyze your technique in real-time. | FormCheck
Real-Time Weightlifting Form Analysis
Inspiration
We've all been there, lifting weights at the gym, unsure if our form is correct, risking injury with every rep. Personal trainers are expensive, and watching yourself in a mirror only shows one angle while you're mid-lift. We wanted to democratize access to pr... | [
"c++",
"makefile",
"python",
"swift"
] | null | [
"https://github.com/leojia22/Treehacks26"
] | Did Not Place | false | [
{
"repo": "leojia22/Treehacks26",
"content": "# FormCheck\n\nAn iOS app that analyzes weightlifting form in real-time using computer vision. Point your camera at a lift, and FormCheck detects your body pose and barbell position to provide rep-by-rep feedback on technique.\n\n## Supported Exercises\n\n- **Be... |
97ea32b983f7 | treehacks-2026 | https://devpost.com/software/rally-fmiosz | Rally | Poke for tech startups: calendar, shared brain, and PRs from a text. | Inspiration
Modern teams are drowning in tools but starving for alignment. Tasks live in one app, calendars in another, decisions get lost in chat, and critical context disappears as conversations scroll by. We kept running into the same pain while building with friends: the work
wasn’t
hard —
staying synced was
.
So w... | [
"claude",
"elasticsearch",
"fastmcp",
"flask",
"githubapi",
"javascript",
"jina",
"next.js",
"poke",
"python",
"react",
"typescript"
] | https://www.youtube.com/embed/DvXLZAldqwg?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/aaditgupta21/treehacks26"
] | Did Not Place | false | [
{
"repo": "aaditgupta21/treehacks26",
"content": "# Rapid\n\nMultiplayer Poke — a shared AI assistant for teams. Connect this MCP server to Poke for:\n\n- **Calendar tetris** — Find 30-min windows when the whole dev team is free\n- **Shared knowledge** — \"Remember: our brand colors are #FF6B35 and #004E89\... |
926ebdb312d6 | treehacks-2026 | https://devpost.com/software/reflex-db5hji | Reflex | What doesn't kill you, makes you stronger. Reflex runs AI agents that spot failure patterns, safely test mitigations, resolve incidents, and store executable memory. Next time, it responds instantly. | Reflex: The Self-Correcting On-Call Engineer
Reflex turns on-call from “page someone and pray they’ve seen it before” into a system that investigates, validates a fix safely, and learns from every incident.
Inspiration
For decades, “on-call” has meant sleepless nights and 3 AM panic. Tools like PagerDuty helped teams r... | [
"cloudflare",
"contextual-bandit-(custom-rl-lite)",
"e2b",
"modal",
"node.js",
"openai-api-(llm)",
"render",
"streamlit",
"sveltekit"
] | https://www.youtube.com/embed/xyUjgX2K_1Y?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://reflexagent.pages.dev/"
] | Did Not Place | false | [] |
75fa02cbc78b | treehacks-2026 | https://devpost.com/software/the-cookbook-9rqgb2 | The Cookbook | Master any software with a real-time autopilot. Cookbook captures your live screen, breaks down your goal, and overlays exactly where to click. Turn any complex software into a step-by-step recipe. | Inspiration
We’ve all been there–you’re trying to learn a new tool, and you can’t find the right video tutorial to help you get off the ground. Your computer already has 100 windows open, and you’re switching between screens, watching a video that's not even relevant to your task. Even worse, the software version used ... | [
"appkit",
"fastapi",
"json",
"modal",
"openai",
"pydantic",
"python",
"swift",
"uvicorn",
"whisper"
] | https://www.youtube.com/embed/0WoY9THRDJk?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/shamit05/the_cookbook"
] | Did Not Place | false | [
{
"repo": "shamit05/the_cookbook",
"content": "# The Cookbook\n\nA macOS system-wide AI guidance overlay. Press a hotkey, describe what you want to do, and get step-by-step visual instructions overlaid on top of any app.\n\n## Quick Start\n\n### Agent Server (Python)\n\n```bash\ncd agent-server\npython -m v... |
f8ad637d1948 | treehacks-2026 | https://devpost.com/software/coachcam-scrgam | CoachCam | An AI coach that watches you perform — boxing, violin, piano, sports — and gives real-time, movement-based feedback using computer vision and live voice guidance. | Inspiration
Most AI learning tools live on a screen and can teach sit-down-and-learn topics like math, science, and programming. But real physical skills like boxing, violin, piano, and sports happen in physical space. There is no accessible AI that can watch you move and coach you in real time. I wanted to build an AI... | [
"framer-motion",
"lovable",
"mediapipe-tasks-vision",
"radix-ui",
"react",
"react-18",
"recharts",
"shadcn/ui",
"tailwind-css",
"typescript",
"vite",
"web-speech-api"
] | https://www.youtube.com/embed/dHnd_Wx5EB0?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://coachcam.lovable.app"
] | Did Not Place | false | [] |
3a559afa4a58 | treehacks-2026 | https://devpost.com/software/lovelace-310caj | LoveLace | LoveLace is an AI-powered Teaching Assistant changing how students interact with math by building mathematical intuition, confidence, and passion from beautiful, automated animations. | Inspiration
How many of you would see this equation:
∫
0
∞
(
∑
k
=
1
∞
(
−
1
)
k
x
2
k
(
2
k
)
!
)
e
−
α
x
d
x
and immediately reach for ChatGPT? From algebra to multivariable calculus, many students in these classes find themselves relying on AI tools to finish assignments faster. This widens the gap between those who... | [
"anthropic",
"chatgpt",
"claude",
"codex",
"desmos",
"docker",
"javascript",
"lovable",
"manim",
"openai",
"python",
"typescript",
"vercel",
"webrtc"
] | https://www.youtube.com/embed/ho6sXro3hTQ?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://tree-hacks-project.vercel.app/",
"https://github.com/aanikat07/TreeHacks-Project"
] | Did Not Place | false | [
{
"repo": "aanikat07/TreeHacks-Project",
"content": "## Animation Pipeline (Claude -> Render Worker -> Vercel Blob)\n\nThis app now supports an async animation flow in the `Animation` tab:\n\n1. User prompt goes to `POST /api/chat` with `mode: \"animation\"`.\n2. Claude generates Python Manim code.\n3. The ... |
0523bd27e3b1 | treehacks-2026 | https://devpost.com/software/dialectic-us8c5f | Dialectic | An educational socratic seminar platform where students can discuss history, philosophy, science, and other subjects with relevant historical & present-day figures or role-based personas! | Dialectic
The world's thinkers, one conversation away.
Inspiration
The Socratic method works because it forces students to defend what they think they know. The problem is that in most classrooms, that dialogue happens with a teacher or a textbook, not with the people whose ideas are actually being studied. We started ... | [
"claude",
"heygen",
"javascript",
"perplexity",
"render",
"typescript",
"zoom"
] | https://www.youtube.com/embed/cknTETvMf5I?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://drive.google.com/file/d/1Mj_JUlc3kvVk1tpxO-qbmqXUI_suIF4v/view?usp=sharing",
"https://github.com/TreeHacks-2026/dialectic/tree/0973dea412297df15de6c29a747fa6db7730fc52"
] | Did Not Place | false | [
{
"repo": "TreeHacks-2026/dialectic",
"content": "This is a [Next.js](https://nextjs.org) project bootstrapped with [`create-next-app`](https://nextjs.org/docs/app/api-reference/cli/create-next-app).\n\n## Getting Started\n\nFirst, run the development server:\n\n```bash\nnpm run dev\n# or\nyarn dev\n# or\np... |
347b02b02a31 | treehacks-2026 | https://devpost.com/software/flow-y8bhvf | Flow | Flow uses Meta glasses, biometrics, and AI to compose real-time, personalized music using SUNO AI that adapts to your stress, grounding you in stressful moments before you even feel it! | Inspiration
Walking into a packed career fair, your heart rate spikes. Sitting in a waiting room before a diagnosis, your hands go cold. Standing backstage before a presentation, your breath gets shallow. These moments of acute anticipatory anxiety hit fast, hit hard, and hit 31% of U.S. college students at clinically ... | [
"gemeni",
"glasses",
"gpt-5.2",
"meta",
"ray-ban",
"smart",
"suno"
] | https://www.youtube.com/embed/L9myUZ8mmSI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/sei06/treehacks_flow"
] | Did Not Place | false | [] |
3fa0f3174c2f | treehacks-2026 | https://devpost.com/software/servenow | ServeNow | A platform that connects people in need with nearby volunteers and NGOs in real time. | ServeNow
Inspiration
ServeNow was inspired by a simple but painful observation:
help is available, but it often doesn’t reach people in time
.
During emergencies or social crises, requests for help are scattered across phone calls, WhatsApp messages, and social media posts. This leads to delays, confusion, duplication ... | [
"node.js",
"postgresql",
"react",
"supabase",
"vite"
] | https://www.youtube.com/embed/sUhDNrSv2D8?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/AUGUSTHAJEYAMUKILYAM/SERVENOW/tree/main/project",
"https://youtu.be/UYJ502zHhAQ"
] | Did Not Place | false | [] |
17e7b883a070 | treehacks-2026 | https://devpost.com/software/plantasia | Plantasia | Learn to take care of your plant in a fun game inspired by Plants Vs. Zombies. | Inspiration
I've killed every plant I've ever owned. Either overwatered it, underwatered it, kept it away from sunlight or simply forgot it existed for two weeks. But I also spent my childhood playing Plants vs Zombies, a tower defense game where you defeat zombies using plants and powerups for your plants, obsessed wi... | [
"css",
"gemini",
"html",
"openai",
"perplexity",
"three.js",
"typescript"
] | https://www.youtube.com/embed/0E57ahmUZ9E?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/suchithh/plantasia"
] | Did Not Place | false | [] |
8a3e530f002f | treehacks-2026 | https://devpost.com/software/neurofocus-myvzab | Mind+ | Your brain, but optimized.
A new way to interact with agents | Inspiration
Today’s AI is powerful, but it’s reactive.
Even the most advanced agents still require us to actively type prompts. We must tell the system what we want, how we feel, and when we need help.
But humans don’t operate through prompts.
Our cognitive state changes continuously.
Mind+ was inspired by a question:
... | [
"agent",
"alotoftoken",
"brain",
"brain-command",
"brain-state",
"claude",
"coffee",
"docker",
"eeg",
"emotiv",
"jetson-nano",
"ngrok",
"python"
] | https://www.youtube.com/embed/UHJ3r3hC67o?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/bigbrainw/Treehacks26-mac",
"https://github.com/bigbrainw/treehacks26-jetson"
] | Did Not Place | false | [
{
"repo": "bigbrainw/Treehacks26-mac",
"content": "# Emotiv Cortex API Python Examples\n\nThis folder contains the official Emotiv Cortex API Python examples from [Emotiv/cortex-example](https://github.com/Emotiv/cortex-example).\n\n## Requirements\n\n- Python 2.7+ or Python 3.4+\n- Install dependencies: `p... |
c2c2ef72bd41 | treehacks-2026 | https://devpost.com/software/myko | Myko | Real-time vision language agent for microscopy | Inspiration
You can buy an optical microscope on Amazon for $80, but the expertise required to interpret what you’re seeing takes years of medical training. Whether it’s a high school student seeing "purple blobs" instead of mitosis, or a rural nurse unable to confirm a diagnosis without a pathologist on-site, the prob... | [
"avfoundation",
"coreimage",
"fastapi",
"ngrok",
"openai",
"opencv",
"pydantic",
"pytorch",
"swiftui",
"uvicorn"
] | https://www.youtube.com/embed/U53GfTdG3D0?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/Yammmma/myko-treehacks"
] | Did Not Place | false | [
{
"repo": "Yammmma/myko-treehacks",
"content": "# myko-treehacks",
"truncated": false
}
] |
befd0550a4e5 | treehacks-2026 | https://devpost.com/software/oncofilter-a-discovery-pipeline-for-cancer-drug-targets | OncoFilter: A Discovery Pipeline for Cancer Drug Targets | 25000 genes in the human genome. OncoFilter identifies the top few target genes for therapeutic intervention for 20+ cancer types, inspiring medicine and treatment that help cancer patients best. | Inspiration
In the summer of 2024, I conducted a data processing research project using published journal articles to narrow down three genes as potential drug targets and prognostic markers for diffuse large B cell lymphoma, a condition my friend was suffering with. The process of manually sifting through data took an... | [
"gepia2",
"jupyter",
"python"
] | null | [
"https://github.com/JonathanZhao222/Cancer-Gene-Screening"
] | Did Not Place | false | [] |
e20b81d72e0a | treehacks-2026 | https://devpost.com/software/aesthetica | aesthetica | the 1st spatial fashion system. w 1 gesture on meta glasses, u turn any outfit u c into aesthetic data, matched products, a taste profile that evolves w u
u see it
u like it
u want it
u got it. | Imagine this.
You’re walking down the street and someone passes you wearing your
exact
ideal blazer. The cut, the drape, the color temperature, the silhouette against the light. It’s perfect.
By the time you pull out your phone, unlock it, open the camera, and awkwardly try to capture the outfit without being obvious… ... | [
"fastapi/uvicorn/websockets",
"next.js/react",
"postgresql-(supabase)-+-sqlalchemy/alembic",
"python",
"redis/celery",
"tailwind/radix-ui",
"tensorflow.js-(bodypix-+-movenet-pose)",
"typescript"
] | https://www.youtube.com/embed/ZhqUDfSZVuw?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/socratesosorio/aesthetica",
"https://aesthetica-ai.vercel.app"
] | Winner [Y Combinator] Build an Iconic YC Company with AI (1st Place: Guaranteed YC interview 2nd Place: Guaranteed YC Office Hours 3rd Place: Guaranteed YC Office Hours) | true | [
{
"repo": "socratesosorio/aesthetica",
"content": "# Aesthetica Monorepo\n\nSpatial fashion capture and taste intelligence MVP for Meta Ray-Ban smart glasses.\n\nDetailed setup: `docs/setup.md`\n\n## Monorepo Layout\n\n- `apps/mobile-capture` Flutter companion app with DAT abstraction, frame preprocessing, ... |
cdc296508f9c | treehacks-2026 | https://devpost.com/software/roadrangers | RoadRangers | A real-time, AI powered service that crowdsources infrastructure damage detection and reporting to the community at large, determine severity, and make recovery efforts more optimized and efficient. | Inspiration
I grew up in a developing country, Costa Rica to be exact. There is a big sense of community, civic duty, and responsibility for the country among the people, however unfortunately lots of aspects of systems in the government remain inefficient for the 21st Century. One problem that is always brought up by ... | [
"javascript",
"ngrok",
"openai",
"python",
"pytorch",
"twilio",
"vercel",
"vite",
"whatsapp"
] | null | [
"https://road-recallers.vercel.app/"
] | Did Not Place | false | [] |
b2ad1b0be789 | treehacks-2026 | https://devpost.com/software/omnicart-te6pnb | Omnicart | Omnicart captures your shopping intent online and in-store, tracks price and inventory changes in real time, and notifies you when it’s actually the smartest moment to buy. | Inspiration
A huge amount of online shopping is driven by people who are interested but not quite ready to buy. They’ll look at the same product multiple times, compare different sizes or colors, maybe even visit a store to try it on, and then leave without checking out. Most of the time, it’s not that they don’t want ... | [
"brightdata",
"chatgpt",
"css",
"gemini",
"html",
"javascript",
"json",
"sql",
"swift"
] | https://www.youtube.com/embed/s6C9KjMgejY?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/snazzyflazzy/Omnicart"
] | Did Not Place | false | [
{
"repo": "snazzyflazzy/Omnicart",
"content": "# OmniCart (TreeHacks Prototype)\n\nCamera-first “window shopping -> instant online purchasing + deal watching”.\n\nThis repo currently contains a rebuilt backend in `backend/`.\nThe iOS app folder (`ios/`) is empty right now (it looks like it was deleted along... |
a46a9c3aed04 | treehacks-2026 | https://devpost.com/software/boop-nsjavz | Boop | Your baby is telling you what it wants - we help you listen. | Boop
Speak Baby
Inspiration
The inspiration for Boop came from our parents telling us about the late nights they had raising us. We kept wondering whether they were avoidable.
During early interviews and informal surveys with new parents, we kept hearing the same frustrations:
"At 3AM, I don't want to guess if she's hu... | [
"android",
"anthropic-claude-sonnet-4.5-api",
"browserbase",
"cursor-ide",
"java",
"librosa",
"onnx-runtime",
"opencv",
"openevidence",
"python",
"restapi",
"suno-api",
"tensorflow"
] | https://www.youtube.com/embed/oty31st76y0?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/ykmattur2005/boop_app_TREEHACKS_2026"
] | Did Not Place | false | [
{
"repo": "ykmattur2005/boop_app_TREEHACKS_2026",
"content": "# Boop App - TreeHacks 2026 🦆\n\nAn intelligent baby monitoring and care assistant built with React, Vite, and AI-powered features. Boop helps parents track their baby's needs, decode cries, generate lullabies, and ensure product safety.\n\n## �... |
bc7697d97f24 | treehacks-2026 | https://devpost.com/software/greenguardian-microfarm | Sprout | Your mini microfarm friend. | Inspiration
We wanted to bridge the gap between rigid, industrial robotics and the organic beauty of nature. The idea was to create a "gardener" that doesn't just automate a task, but feels like a companion to the plants it cares for. We were inspired by the precision of 3D printers and CNC machines but wanted to apply... | [
"arduino",
"claude",
"cuda",
"disk-paging",
"gpio",
"gpio/i2c",
"i2c",
"jetson-nano",
"linux",
"memory-management",
"ollama",
"python",
"qwen"
] | https://www.youtube.com/embed/PbnM8TVgxBQ?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/lethan3/cactushacks"
] | Winner [NVIDIA] Edge AI Track | true | [
{
"repo": "lethan3/cactushacks",
"content": "<img width=\"725\" height=\"336\" alt=\"sproutPosterV2\" src=\"https://github.com/user-attachments/assets/cd7dbbec-0757-4349-8176-7c570f65025d\" />\n\n# Sprout\n### Autonomous AI-Driven Autonomous Robotic Microfarm\n#### TreeHacks 2026 NVIDIA Edge AI Track Winner... |
5c35a53cbafc | treehacks-2026 | https://devpost.com/software/openevidence-for-payer-policies | OpenEvidence for Payer Policies | OpenEvidence unlocked clinical decision-making. I’m building the OpenEvidence for payer policies: paste a CPT/ICD and a short note, and it pulls the exact policy language (quoted + linked). | The Problem
I've been working with clinicians for the past couple of years, and their billing struggles are real. Especially smaller practices managing their own billing.
They're not doing bad medicine. They're getting denied for missing specific documentation requirements buried in payer policies that are impossible t... | [
"browserbase",
"claude",
"gcp",
"rag",
"vercel",
"vibecoding"
] | https://www.youtube.com/embed/FWY3QHQLQdE?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://openevidence-for-payer-policies.vercel.app/",
"https://github.com/s-myrzagalym/openevidence-for-payer-policies"
] | Did Not Place | false | [] |
864bf8164b25 | treehacks-2026 | https://devpost.com/software/eyelock | EyeLock | Your Digital Driving Copilot | Inspiration
Personally, we have known people involved in extremely dangerous accidents with fatigued drivers, especially late at night or early in the morning. This is not an isolated experience. In fact, research shows that fatigued driving is responsible for 13% of all commercial motor vehicle accidents (Federal Moto... | [
"mediapipe",
"numpy",
"opencv",
"osascript",
"python",
"scipy",
"sounddevice",
"tkinter"
] | https://www.youtube.com/embed/yKs5GAHvHk0?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/sienaro/EyeLock"
] | Did Not Place | false | [] |
d0cb4eab4e87 | treehacks-2026 | https://devpost.com/software/somni-ai | Somni AI | Your smartwatch is collecting sleep data every single night — but what does it actually mean for your health? We built a system that turns those patterns into clinical intelligence. | Inspiration
Over 100 million people wear sleep trackers, yet the data sits underutilized in app dashboards. We asked: what if disrupted sleep isn't just about being tired, but an early biomarker for serious health conditions? Sleep is one of the body's most sensitive indicators — changes in sleep architecture can prece... | [
"brightdata",
"claude",
"nextjs",
"openai",
"openevidence",
"perplexity",
"typescript",
"vercel"
] | https://player.vimeo.com/video/1165088350?byline=0&portrait=0&title=0#t= | [
"https://treehacks-six.vercel.app/",
"https://github.com/KartikeyaGoel/treehacks",
"https://kartikeyagoel.github.io/treehacks_slides/somni-presentation.html",
"https://docs.google.com/presentation/d/1r8Jl2pZDsdHcDYStw1Kw7o4HbzMraZe5/edit?usp=sharing&ouid=110019642386498254047&rtpof=true&sd=true"
] | Did Not Place | false | [
{
"repo": "KartikeyaGoel/treehacks",
"content": "# SOMNI AI - Sleep Health Intelligence System\n\n🏆 **TreeHacks 2026 Project** | Multi-Agent Clinical Evidence Synthesis\n\n## 🎯 Overview\n\nSOMNI AI transforms consumer wearable sleep data into actionable health intelligence through **autonomous multi-agent... |
14d1f04e70e8 | treehacks-2026 | https://devpost.com/software/thread-6jx04m | Thread | Shopping reimagined. Thread is a AI-powered fashion platform that lets you search, discover, and virtually try on clothes using your own photo. | Thread
One-liner:
An AI-powered fashion platform that lets you search, discover, and virtually try on clothes using your own photo — generating personalized video try-ons with Google Veo 3.1.
Inspiration
Online shopping is broken. You scroll through hundreds of flat product images, guess how something might look on you... | [
"brightdata",
"elasticsearch",
"gemini",
"jina",
"react",
"sql",
"supabase",
"three.js",
"vercel"
] | https://www.youtube.com/embed/vc_zIQ9laHU?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"http://github.com/arjanssuri/thread"
] | Did Not Place | false | [] |
a14a2af37615 | treehacks-2026 | https://devpost.com/software/cojam | CoJam | CoJam lets you collaborate in the same music editor with other humans and AI agents. Music is meant to be created and enjoyed in groups. | https://github.com/am1ree/cojam
About the project (CoJam)
CoJam is a collaboration-first music editor built for artists who want to create together — with other humans
and
AI agents — in the same shared workspace.
What we built
CoJam combines a real-time music editor with AI-powered creation tools:
Real-time collaborat... | [
"claude",
"electron",
"strudel",
"suno",
"supabase",
"websockets"
] | https://www.youtube.com/embed/-lL2iZLFBPM?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [] | Did Not Place | false | [] |
4c8e84dd2634 | treehacks-2026 | https://devpost.com/software/zoomed-pnklzv | zoomED | zoomED turns live Zoom classes into real-time engagement intelligence, so instructors can detect attention drops early and respond with AI-powered interventions | Inspiration
Online classes make it hard to read the room, participate, and retain engagement. Instructors often realize students were lost only after a quiz or exam. Our team built zoomED to give teachers the same intuition they have in person: live awareness of attention, participation, and confusion signals during cl... | [
"claude",
"express.js",
"javascript",
"node.js",
"react",
"websocket",
"zoom"
] | https://www.youtube.com/embed/NwFoOfsZWXI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/tiaL-ops/zoomED"
] | Did Not Place | false | [
{
"repo": "tiaL-ops/zoomED",
"content": "# zoomED - AI-Powered Engagement System\n\n**TreeHacks 2026** — Real-time student engagement monitoring with multi-agent AI, computer vision attention tracking, and adaptive intervention.\n\n## Quick Start\n\n**Windows:**\n```bash\nstart-all.bat\n```\n\n**Mac/Linux:*... |
ddbdbf9bb768 | treehacks-2026 | https://devpost.com/software/luna-7fe8xm | LUNA | We built a tool that predicts skin disease by combining skin images with blood transcriptomics, integrating visual and molecular signals in a clinician-friendly web app for more precise diagnosis. | Multimodal Precision for Skin Disease Detection
About the Project
Skin rashes and lesions are notoriously difficult to diagnose. Many conditions, including dermatitis, psoriasis, melanoma, and systemic lupus erythematosus (SLE), present with overlapping visual features, even for experienced clinicians.
To improve diagn... | [
"geo(geneexpressionomnibus)",
"gpu",
"metaintegrator",
"monet",
"python",
"pytorch",
"r",
"sklearn"
] | null | [
"https://github.com/isha-arora-02/LUNA"
] | Did Not Place | false | [
{
"repo": "isha-arora-02/LUNA",
"content": "# LUNA\n### A multi-omics driven prediction model for skin lesions and rashes.\n\nLUNA is a multimodal AI system that improves skin disease detection by integrating dermatologic images with blood-based transcriptomic data. Many conditions — including dermatitis, p... |
13ad2ba9863c | treehacks-2026 | https://devpost.com/software/multiple-sclerosis-blood-test-using-tcr-ml-algorithm | Multiple Sclerosis Blood Test using TCR ML Algorithm | We used an ML algorithm trained on the T Cell Receptor (TCR) sequences of T cells in multiple sclerosis (MS) patients to predict whether a patient has MS or not using blood samples. | Inspiration
Multiple Sclerosis (MS) is an autoimmune disease that affects nearly 1 million people in the US alone each year. In MS, autoreactive t-cells trigger an immune response against myelin, the protein that protects the nerves. As a result, MS causes progressive disability in the central nervous system and brain,... | [
"bash",
"cellranger",
"codex",
"flask",
"python",
"runpod",
"sra-toolkit",
"trust4"
] | https://www.youtube.com/embed/6VWR_GWJl7g?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/gabrjos6/Model-GUI",
"https://github.com/gabrjos6/Preprocessing_pipeline"
] | Did Not Place | false | [
{
"repo": "gabrjos6/Model-GUI",
"content": "# MS Blood-Based Diagnosis (TCR Abundance Classifier)\n\nLocal web app and training pipeline for MS vs healthy classification using TCR CDR3 relative-abundance TSV/CSV input.\n\n## What is included\n\n- Web app: `/Users/falconglyph/Documents/tcr-preprocessing/app.... |
d22da85924e3 | treehacks-2026 | https://devpost.com/software/the-orchestration-company-of-palo-alto | The Orchestration Company of Palo Alto | OS of tomorrow, Claude Code of today | FOR SPONSOR JUDGES, PLEASE SCROLL TO THE BOTTOM FOR TRACK-SPECIFIC INFO
Inspiration
Have you ever had to manage 6 or 7 Claude Code instances at once? Have you ever felt like there's not enough space on your screen for all of the apps you need to code?
Fear no more, introducing the Orchestration Company of Palo Alto!
Wh... | [
"browserbase",
"claude",
"cloudflare",
"docker",
"elevenlabs",
"express.js",
"fastapi",
"groq",
"javascript",
"mcp",
"modal",
"next.js",
"openai",
"python",
"realitykit",
"sqlite",
"swift",
"swiftui",
"typescript",
"vercel",
"visionos"
] | https://www.youtube.com/embed/imelOPlGLgQ?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/FO214/treehacks",
"https://github.com/soooooooot/treehacks-agent-repo"
] | Winner [The Interaction Company of California] Build with Poke (Challenge 1: iPhone Air for everyone in the team Challenge 2: iPhone 17 Pro for everyone in the team Challenge 3: iPhone Air for everyone in the team Bonus: up to $100k in cash) | true | [
{
"repo": "FO214/treehacks",
"content": "# Treehacks\n\nFastAPI server that takes a **text-input** (fix instruction), calls an **MCP server**, which scaffolds a **Modal sandbox** with the **Claude Agent SDK**, clones a sample repo, and runs the agent to implement the fix.\n\n## Architecture\n\n- **FastAPI**... |
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