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a606b337e804
treehacks-2026
https://devpost.com/software/velari
Velari
We're killing PitchBook with AI natural language company search that's 10x cheaper and actually understands what investors want.
We run Velari an AI agent platform that helps PE firms find acquisition targets. Our clients love it (29% more qualified leads than PitchBook), but we have a $40K/year problem : we depend on expensive, incomplete third-party databases. During a client call, someone asked: "Why can't your AI just find the initial list o...
[ "firecrawl", "gemini", "next", "openai", "parallel", "perplexity", "vercel" ]
null
[]
Did Not Place
false
[]
7940d9eb81e1
treehacks-2026
https://devpost.com/software/savor-2qn7ax
Savor
Savor uses computer vision to transform food waste into real-time purchasing and prep decisions, cutting costs and reducing waste across university dining operations.
Inspiration U.S. Colleges and Universities produce over 22 million pounds of food waste annually , with the average student producing 142 pounds of food waste per year. This is substantial waste, and with studies showing that 30-40% of students experience food insecurity , it is simply unacceptable to let all of this h...
[ "fastapi", "google-cloud", "numpy", "openai", "opencv", "sql", "three.js", "typescript", "vlm" ]
https://www.youtube.com/embed/Hy9XcJwNLZ0?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/Deanbarrow10/savor" ]
Did Not Place
false
[ { "repo": "Deanbarrow10/savor", "content": "# Savor\nSavor is a real-time food waste intelligence platform for dining operations. It combines camera-based waste detection, inventory/menu sync, historical analytics, student credits tracking, and an ordering assistant into one full-stack application.\n\n## Wh...
3f4cbe697e65
treehacks-2026
https://devpost.com/software/mahm-made-at-home-mmmm
Mahm: Made At Home... Mmmm
Mahm is an AI nutritionist that turns “What should I eat?” into a personalized weekly meal plan based on your goals, like having a mom who's a nutritionist and a personal shopper.
Inspiration It's 6pm and you're hungry. You want to eat healthy, but you're lactose intolerant, you're on a tight budget, and you have no idea what's actually affordable at the grocery store near you. You could open MyFitnessPal, but it only counts calories after you've already eaten. You could browse recipe apps, but ...
[ "anthropic", "bright-data-mcp", "claude-messages-api", "elasticsearch", "flask", "nextjs", "openai-gpt4o", "python", "supabase", "tailwindcss", "typescript" ]
https://www.youtube.com/embed/niOlAKOMbJ8?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/sindhu-satish/treehacks" ]
Did Not Place
false
[ { "repo": "sindhu-satish/treehacks", "content": "# Mahm — TreeHacks 2026\n\n**Make At Home Mmmm.** Your AI nutritionist that knows your allergies, budget, and local stores.\n\n## Project structure\n\n- **Data APIs** (Anika’s work): in **`data-apis/`** — see [data-apis/README.md](data-apis/README.md); run fr...
4b436a668ae8
treehacks-2026
https://devpost.com/software/bias-arena
BiasArena
BiasArena will crack big tech open. Think you can get away with unsafe models? Think again.
What is BiasArena? BiasArena is designed to evaluate biased large language models through evaluating the model's response to real human opinions, taken from sources such as X, BlueSky, and Reddit. In order to quantify the bias of these models, we observed how these models reacted to polarizing opinions expressed online...
[ "brightdata", "exponentials", "python", "redbull", "typescript", "vercel", "vibes" ]
https://www.youtube.com/embed/KUL_PQvlsiA?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://bias-arena.vercel.app/" ]
Did Not Place
false
[]
68ef0f05412c
treehacks-2026
https://devpost.com/software/producething
ProduceThing
Most AI music tools generate songs. ProduceThing helps you write better ones. It coaches lyrics in real time, then an autonomous agent arranges and refines them into a finished track.
Inspiration We've all got Notes apps full of half-written lyrics and 2 a.m. voice memos that we never actually finish. The ideas are there – we can hear the hooks and the beats clearly in our heads – but there's usually a big gap between having a spark of an idea and actually sitting down to produce it. At the same tim...
[ "gpt5", "modal", "next.js", "opus4.6", "radix", "react", "suno", "tailwind", "typescript", "vercel", "waveform-playlist" ]
https://www.youtube.com/embed/m8T-JngBSGo?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/ads2280/treehacks26" ]
Did Not Place
false
[ { "repo": "ads2280/treehacks26", "content": "<h1 align=\"center\">Producer</h1>\n<p align=\"center\"><strong>Most AI music tools generate songs. Producer helps you write better ones. It coaches lyrics in real time, then an autonomous agent arranges and refines them into a finished track.</strong></p>\n<p al...
b798426cf1c6
treehacks-2026
https://devpost.com/software/auto-lab
AutoLab Labs
Autonomous lab to exfoliate, strain, and measure nanometer-thick graphene flakes, powered by an agentic ecosystem where research agents access tools (hardware+software) to run end-to-end experiments
Inspiration We believe for AI to truly enable human flourishing, it needs to go beyond software and consumer products. Accelerated science could compress a century’s worth of discoveries and quality of life gains into a decade. Our team is composed of EE, physics, and materials majors interested in next-generation comp...
[ "claude", "fastapi", "fdti", "latex", "moltbot", "openai", "opencv", "pi", "raspberry", "react", "scipy", "vlm" ]
https://www.youtube.com/embed/b60iOnSo2t4?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/nlee1126/TreeHacks_26" ]
Did Not Place
false
[ { "repo": "nlee1126/TreeHacks_26", "content": "# Autolab Labs\n\n**Autonomous end-to-end 2D materials discovery -- from exfoliation to characterization, no human in the loop.**\n\nBuilt at TreeHacks 2026.\n\n---\n\n## What It Does\n\nAI Materials Researcher is a multi-agent platform that autonomously execut...
bffd88ec6ee7
treehacks-2026
https://devpost.com/software/boardify
Boardify
Play your favorite board games with friends Anytime, Anywhere
Boardify - Hackathon Submission Inspiration We are international students who bonded over board games on the first day of the hackathon. It was a great way to break the ice, but we quickly realized a problem: once we leave, we can’t keep playing together because most quality online board game platforms are behind paywa...
[ "claude", "fastapi", "flux", "modal", "nextjs", "perplexity", "python", "sonar" ]
https://www.youtube.com/embed/NDjyJeRQWgs?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "http://boardify-gold.vercel.app", "https://github.com/AlexiaHyn/Boardify" ]
Did Not Place
false
[ { "repo": "AlexiaHyn/Boardify", "content": "# 🃏 Card Game Engine\n\nA **fully generic multiplayer card game engine** built with FastAPI + WebSockets on the backend and Next.js 14 on the frontend. Any card game can be defined in a single JSON file — the engine reads it and runs a working multiplayer version...
e0ad1cc7fc1c
treehacks-2026
https://devpost.com/software/lifeos-wt9qbu
LifeOS
LifeOS is a persistent AI executive agent that builds a dynamic model of your life, optimizes your goals, and simulates your future to improve long-term outcomes.
🧠 LifeOS — Building an AI Executive Brain for Human Potential 🚀 The Inspiration LifeOS was born from a simple but powerful realization: We use AI to optimize businesses, logistics, and code — but not our own lives. Most people set goals in isolation, forget lessons from past experiences, and make decisions without lo...
[ "cloud", "firebase", "firebase-authentication", "firebase-cloud-functions-(node.js-20)", "firebase-hosting", "firestore", "openai-gpt-4o-api", "openai-text-embedding-3-small", "pinecone-vector-database", "react-19", "recharts", "storage.", "typescript", "vite" ]
null
[ "https://lifeos-8496d.web.app/#/" ]
Did Not Place
false
[]
d4414c094487
treehacks-2026
https://devpost.com/software/dough-s-and-don-ts-the-game
Dough's and Don'ts: The Game
An interactive game that lets you reshape California's economy, one doughnut ring at a time. Find the safe and just space for California where no one falls short and nothing overshoots.
Inspiration California has the 4th largest economy in the world, yet 7.3 million residents live in poverty, 187,000 people are unhoused, and the state emits nearly 20x its fair share of CO2 per capita. The data exists, buried in reports and spreadsheets, but it never reaches people in a way that sticks. Doughnut Econom...
[ "typescript" ]
https://www.youtube.com/embed/aLN2R7t6vLg?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://treehacks-doughnut-web.vercel.app/", "https://github.com/ashay-sriv-06/treehacks-doughnut" ]
Did Not Place
false
[]
16a230be9a17
treehacks-2026
https://devpost.com/software/treemux
Treemux
We simulated TreeHacks.
Link to demo Video demo link (it's taking time to upload so we put it here!): https://drive.google.com/drive/folders/1KrYEVZuv6BYaxwpSi-P-ywp5DF7RNGrP Inspiration While ideating, we were inspired by two emerging trends. First, the rise in large scale simulations where multiple agents interact with each other[1]. This a...
[ "bun", "claudecodecli", "githubapi", "modal", "next.js", "python", "sse", "typescript", "vercel", "websockets" ]
null
[ "https://treemux26.vercel.app/", "https://github.com/ojpbarbosa/treehacks-26", "https://treemux-ptqehisuulfqodbhqyyur-2poflyw0g-vjxs.vercel.app/", "https://treemux-ptqehisuulfqodbhqyyur-dv3kkgwfd-vjxs.vercel.app/" ]
Did Not Place
false
[ { "repo": "ojpbarbosa/treehacks-26", "content": "# Treemux\n\n**AI-Powered Orchestration Platform**\n\nTreemux takes a single problem statement and spawns N parallel AI workers — each running Claude Code CLI inside isolated Modal sandboxes — to ideate, implement, and deploy complete projects autonomously. E...
1673698d869d
treehacks-2026
https://devpost.com/software/beacon-icf8k6
EMResponse
A real-time incident operating system that turns live calls, checklists, and scene media into continuously updating triage, dispatcher-approved guidance, and coordinated responses.
Inspiration Emergency dispatchers and EMS crews operate in resource-constrained, high-stakes environments where the “right decision” depends on incomplete information arriving under stress. In the U.S., an estimated 240 million calls are made to 9-1-1 each year, yet a national staffing survey covering 2019–2022 found a...
[ "cloudflare-r2", "kotlin-+-jetpack", "next.js", "openai-api", "perplexity-sonar", "typescript", "video", "websockets", "zoom" ]
https://www.youtube.com/embed/Wz3TMG8tScM?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/Tokaido-Sanyou/EMResponse" ]
Did Not Place
false
[]
988401a18888
treehacks-2026
https://devpost.com/software/pebble-90j1q6
Pebble
A purpose-built AI learning device for kids. Voice-first with on-device speech recognition, age-calibrated safety guardrails, a real-time parent dashboard, and LMS integration.
Inspiration 30% of US teens use AI chatbots daily. A third of them prefer talking to AI over talking to people for personal conversations. Common Sense Media found that every major chatbot fails to appropriately handle mental health conditions in young people. A 14-year-old died by suicide after forming an emotional bo...
[ "claude-agent-sdk", "elevenlabs", "gemini", "kotlin", "node.js", "openai", "postgresql", "render", "typescript" ]
https://www.youtube.com/embed/TZiivZ8zc6k?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://meet.pebble.you", "https://github.com/zane-programs/treehacks-pebble" ]
Did Not Place
false
[ { "repo": "zane-programs/treehacks-pebble", "content": "# Pebble\n\nA dedicated AI learning device for kids. Voice-first. Parent-managed. Built solo at [TreeHacks 2026](https://www.treehacks.com/) in 36 hours.\n\n## Why\n\n[30% of US teens](https://www.pewresearch.org/internet/2025/12/09/teens-social-media-...
faa90d78f1c1
treehacks-2026
https://devpost.com/software/bloom-dvjpea
Bloom
The AI caretaker that enables seniors to be more independent and connected to their families.
Inspiration One in six people will be over the age of 65 by 2030, and this will double by 2050. ( UN source ) If we don't act fast, our healthcare systems will simply not be able to keep up with our aging world. And let's face it: everyone can think of a time where they had to assist their grandparents with basic techn...
[ "browserbase", "claude", "elevenlabs", "fastapi", "fluid-compute", "mongodb", "nextjs", "node.js", "openevidence", "python", "react", "react-native", "typescript", "v0", "vercel", "vercel-ai-gateway", "vercel-ai-sdk" ]
https://www.youtube.com/embed/vFU1GSWrbRk?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://treehacks-frontend-tau.vercel.app/", "https://github.com/Kevinxygu/treehacks" ]
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
[]
4159aa2d690b
treehacks-2026
https://devpost.com/software/dive-buddy
Dive Buddy
Semi-Autonomous Underwater Submersible Built to Prevent Task-Induced Accidents.
INSPIRATION Too many divers die every year from something as simple as task overload. Diving is one of the most dangerous professions in America, but it is also one of the most important. When I enter the water, even basic tasks become complex. I have to manage life support systems, navigation, communication, and preci...
[ "c++", "machine-learning", "python" ]
https://www.youtube.com/embed/_7By-bKQuO0?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[]
Did Not Place
false
[]
1eacc18ca839
treehacks-2026
https://devpost.com/software/curiosity-gabstn
Curious Catalyst
Curiosity shouldn't be prompted. Let Plato be your curious catalyst.
Inspiration LLM usage decreases critical thinking, but having so much AI technology at your fingertips should do the exact opposite! In 36 hours, we built Curious Catalyst, starring Plato, a very curious, very alive cat that lives on your screen. What it does Plato is a floating cat that lives on your desktop and obser...
[ "agents:", "agentverse", "ai", "api", "asi:one", "backend:", "chrome", "claude", "d3.js", "electron", "extension", "fastapi", "fet", "fetch.ai", "flash", "frontend:", "gemini", "html/css/js", "manim", "openai", "payment", "protocol", "python", "realtime", "typescript"...
https://www.youtube.com/embed/yjS9LLQ7KOE?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/laasya-konidala/TreeHacks-2026" ]
Did Not Place
false
[ { "repo": "laasya-konidala/TreeHacks-2026", "content": "# Ambient Learning Agent System\n\n![tag:innovationlab](https://img.shields.io/badge/innovationlab-3D8BD3)\n![tag:hackathon](https://img.shields.io/badge/hackathon-5F43F1)\n\nA multi-agent AI tutoring system that **observes what you're studying** and *...
c75d135cedb6
treehacks-2026
https://devpost.com/software/synapsis
Synapsis
Synapsis bridges the gap between specialized medical knowledge and general-purpose AI skills, allowing AI developers to frictionlessly explore medical subfields via personalized short-form content.
Inspiration Too many medical problems that quietly shape people’s lives go overlooked. Clinical studies get funded, but never get out into the public eye. Not because they aren’t important — but because they don’t attract attention, funding, or technical talent. At the same time, thousands of AI and computer science re...
[ "claude", "elasticsearch", "figma", "heygen", "perplexity", "pubmed", "python", "react", "typescript" ]
https://player.vimeo.com/video/1165155214?byline=0&portrait=0&title=0#t=
[ "https://github.com/SirihaasaNallamothu28/treehacks2026_ben_siri_jennifer/tree/main", "https://github.com/SirihaasaNallamothu28/treehacks2026_ben_siri_jennifer/tree/retrial_demo" ]
Did Not Place
false
[ { "repo": "SirihaasaNallamothu28/treehacks2026_ben_siri_jennifer", "content": "# treehacks2026_ben_siri_jennifer", "truncated": false } ]
bdf22b606646
treehacks-2026
https://devpost.com/software/mobius-the-first-ai-agent-to-build-a-unicorn
Mobius: the first AI Agent to build a billion dollar company
Mobius runs for very long periods of time completely autonomously to complete all aspects of building a venture-scale company from scratch - engineering, marketing, operations, legal, and more.
Inspiration There’s been a rise of rhetoric online about a single person building a billion-dollar company. That vision was emphasized during Sam Altman’s opening ceremony keynote, when he referenced that one AI agent could build a billion-dollar company. We sought out to build that agent. If one agent can build a bill...
[ "ai", "anthropic", "chatgpt", "claude", "elastic", "jinai", "modal", "python", "vercel" ]
https://www.youtube.com/embed/KB5vgGlufa4?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://mobius-logs.vercel.app/", "https://paypilot-one.vercel.app/overview" ]
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
[]
ac60d07b70cf
treehacks-2026
https://devpost.com/software/brain-to-humanoid
Brain to Humanoid
AI model that connects your brain to a humanoid in real time — turning neural intent into walk, turn, and stop commands. Brain-to-robot control scales human judgment across fleets at thought speed.
Brain to Humanoid Last night, we trained an AI model that connects your brain directly to a humanoid — translating neural activity into real-time instructions like walk, turn, stop, or raise a hand for a wave or a kiss. Now imagine scaling that same interface to operate 1,000 humanoids in disaster zones clearing debris...
[ "ai", "eeg", "humanoid", "inference", "kernel", "ml", "nirs", "python", "robot", "signal", "transformer" ]
https://www.youtube.com/embed/ZVX2dsgncrc?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/Kaweees/treehacks" ]
Did Not Place
false
[]
d58bc0e145e0
treehacks-2026
https://devpost.com/software/minerva-3sj6z0
Minerva
Accessible tutoring for everyone
About the Project Inspiration Public education in the United States is increasingly strained. Class sizes continue to grow, individualized attention is rare, and outcomes reflect this reality. Only about 22% of U.S. high school seniors meet expected proficiency in mathematics, and the country ranks outside the top 30 a...
[ "claude", "heygen", "next", "react", "render", "zoom" ]
https://www.youtube.com/embed/vK0Tob8xZKE?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/anton-3/minerva" ]
Winner [Zoom] Education Track
true
[ { "repo": "anton-3/minerva", "content": "# Minerva\n\nbuilt at treehacks 2026\n\nwon 1st place zoom edu track + 1st place heygen\n\nthis public repo has been reset to the state it was in during treehacks. we're still building this in stealth, stay tuned!\n", "truncated": false } ]
d12735f3c779
treehacks-2026
https://devpost.com/software/sentinel-ai-ihufb0
Sentinel.AI
Sentinel predicts hazards before they occur—using world-model embeddings to forecast risk, decide actions, and stop accidents in real time. Enterprise-ready, low-latency predictive safety.
Sentinel.AI — Devpost Submission Inspiration Three researchers walked into TreeHacks and picked the hardest problem we could find: predict the future. Not metaphorically. Literally. We wanted to build a system that watches the physical world and knows what's about to go wrong — before it happens. Every year, preventabl...
[ "agentic-architecture", "cuda", "djx", "edge-ai", "gemini", "nvidia", "world-model" ]
https://www.youtube.com/embed/-i42Y0hoLRI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/timsinashok/ForeSight-Safety", "https://github.com/timsinashok/cosmos-predict2.5" ]
Did Not Place
false
[ { "repo": "timsinashok/ForeSight-Safety", "content": "Demo is here: https://timsinashok.github.io/Sentinel-AI/\n\n```\nFYI This project was submitted by Ashok, Nils, and Parth for Tree Hacks 2026 (Feb 13 -16, Stanford)\n\nSponsors Used: \n- NVIDIA\n- Gemini AI\n\nBackend Available at: https://github.com/tim...
328866a98ae1
treehacks-2026
https://devpost.com/software/s-ai-lor-vxpjzm
s-Ai-lor
s-Ai-lor: unified voyage planning platform streamlines pre-sail workflows, generating routes, surfacing regulatory and risk zones, and automating port communications to cut manual work and delays
Inspiration Maritime operations still rely heavily on manual, human-centric processes—paper checklists, siloed knowledge, and experience locked in individuals’ heads. We wanted to build an AI-first system that augments officers’ decision-making, reduces operational friction, and improves compliance and safety at sea. W...
[ "nextjs" ]
null
[ "https://voyage-navigator-ai-main.vercel.app/" ]
Did Not Place
false
[]
7174e0c2f8ad
treehacks-2026
https://devpost.com/software/patina
Patina
A creative canvas that learns and adapts to your aesthetic taste as you curate content.
Patina A creative canvas that analyzes your aesthetic taste as you curate, then searches, discovers, and gives you more content to explore. Inspiration As a photographer and aspiring creative, finding references and high-quality content to consume is incredibly important, but interesting content online spans a wide ran...
[ "cheerio", "claude-api-(anthropic)", "digitalocean-spaces", "framer-motion", "next.js", "perplexity-sonar-api", "react", "suno-api", "tailwind-css", "typescript", "vercel", "xyflow-(react-flow)", "zustand" ]
https://www.youtube.com/embed/Ftekgz9gRFM?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://patina-theta.vercel.app" ]
Did Not Place
false
[]
78805cf8de08
treehacks-2026
https://devpost.com/software/hireright
HireUp
Match with the best applicants, powered by AI agents and TikTok's recommendation algorithm.
Motivation Imagine you’re a recruiter at a startup trying to hire a great engineer. You open applications expecting ~100 relevant candidates, but instead you see over 2,000. How do you pick out who to interview, and how can you be sure you didn't miss the best candidates? The modern job application pipeline is a lose-l...
[ "fastapi", "html", "numpy", "openai", "python", "react", "sqlite", "typescript" ]
https://www.youtube.com/embed/a03VWeouYsk?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/pahu2353/HireUp" ]
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": "pahu2353/HireUp", "content": "# HireUp\n<img width=\"2880\" height=\"1684\" alt=\"image\" src=\"https://github.com/user-attachments/assets/1b670e35-b57f-4d9a-8acc-213e821e3aed\" />\n\nDemo: https://youtu.be/a03VWeouYsk\n\n-- \nHireUp is a high-signal hiring platform built to fix noisy recruiting ...
558e2be14afb
treehacks-2026
https://devpost.com/software/localguard
LocalGuard
A private, distributed, & intelligent Security System. Imagine Ring, but Big Tech never sees your data.
LocalGuard Fully-local home security system: NO cloud, NO subscriptions. Your data never even leaves your house. Inspiration Home security shouldn't require a cloud subscription or handing your private video feeds to Big Tech. At the Superbowl, Ring just announced that they'll utilize users' cameras to track lost pets....
[ "cosmos-reason1-7b", "flask", "llama.cpp", "next.js", "piper-tts", "python", "realsense", "sherpa-onnx", "tailwind", "tensorrt", "typescript", "vllm", "yolo" ]
https://www.youtube.com/embed/VsIA-jDH0F8?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/RussellBustamante/LocalGuard" ]
Did Not Place
false
[ { "repo": "RussellBustamante/LocalGuard", "content": "# LocalGuard\n\n**Fully-local home security system: NO cloud, NO subscriptions. Your data never leaves your house.**\n\nBuilt at TreeHacks 2026.\n\n---\n\n## Inspiration\n\nHome security shouldn't require a cloud subscription or handing your private vide...
6e8c88c2eddd
treehacks-2026
https://devpost.com/software/resonant-cwpp-ai-wildfire-safety-advisor
Resonant CWPP: AI Wildfire Safety Advisor
AI-powered wildfire safety advisor that transforms complex CWPP policy documents into personalized, actionable, and culturally resonant guidance for residents.
I arrived in California from India just days before TreeHacks and was immediately struck by how seriously wildfire preparedness is treated here — from evacuation planning systems to structured public communication designed to protect lives and property. Before coming, I had closely followed recent wildfire events in Ca...
[ "api", "css", "framer", "leaflet.js", "motion", "next.js", "perplexity", "react", "recharts", "sonar", "tailwind", "typescript" ]
https://www.youtube.com/embed/svFAcb_MEhk?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/DeveshKaushal-9/Treehacks-2026" ]
Did Not Place
false
[ { "repo": "DeveshKaushal-9/Treehacks-2026", "content": "# Resonant CWPP 🛡️\n\n**Built for TreeHacks 2026**\n\nCalifornia is burning. Every year, we watch as our communities are threatened by increasingly severe wildfires. But the problem isn't just the fire—it's the disconnect between the data we have and ...
0eca37b6c19e
treehacks-2026
https://devpost.com/software/mykin-ai
kin.ai
53M Americans are managing an aging parent's health alone & most crises are discovered too late. Kin changes that: the dashboard managed by siblings and caregivers, so noone carries the weight alone.
Inspiration Most Americans grow up watching their parents do the impossible. During the day, they raise us. At night, they're on the phone with grandparents across the country: coordinating doctors, translating diagnoses, wiring money for medications, and carrying the invisible weight of loving someone who is aging and...
[ "anthropic-claude", "figma", "google-gemini-vision", "mediapipe", "next.js", "node.js", "openai-whisper", "openfda-api", "postgresql", "react", "supabase", "tailwind-css", "twilio-voice-api", "twilio-whatsapp-api", "twiml", "typescript", "vercel" ]
null
[ "https://github.com/douaemaarouf/kin", "https://kin-douaemaaroufs-projects.vercel.app/" ]
Did Not Place
false
[]
7d7f8c817b71
treehacks-2026
https://devpost.com/software/sentinel-zor2uw
Sentinel
AI Agents That Hunt Vulnerabilities While You Watch
Inspiration We started this hackathon thinking about how hard it is for small teams to stay secure. We’ve all seen the headlines: a leaked API key here, a misconfigured CORS policy there. But the 'aha!' moment came when we realized that while hackers use automated tools, developers are still stuck manually checking das...
[ "fastapi", "gemini", "modal", "next.js", "python", "supabase", "typescript" ]
https://www.youtube.com/embed/jri51Aul21k?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/EKasuti/sentinel" ]
Did Not Place
false
[ { "repo": "EKasuti/sentinel", "content": "# Sentinel — AI-Powered Autonomous Security Scanner\n\n## Inspiration\n\nThe idea for Sentinel was born out of a simple frustration: **penetration testing is expensive, slow, and inaccessible.** Hiring a professional pen tester can cost thousands of dollars and take...
72738113b71c
treehacks-2026
https://devpost.com/software/scope-2l7yub
Scope
Unified knowledge store for teams and their AI tools
Inspiration Every team building with AI hits the same wall: your AI tools are smart in isolation, but completely amnesiac across sessions and teammates. One engineer decides to go API-first in a Cursor chat, another picks a database in Claude, and a third makes a design call over Slack, and none of those decisions are ...
[ "anthropic", "axios", "cursor", "cypher", "docker", "fastapi", "fastmcp", "graphiti", "motion", "next.js", "openai", "poke", "pydantic", "python", "react", "reagraph", "tailwind", "typescript", "uvicorn", "zod", "zustand" ]
https://www.youtube.com/embed/u7FCFx8A5yo?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://www.allthescope.com/", "https://github.com/batyr0601/treehacks26" ]
Did Not Place
false
[ { "repo": "batyr0601/treehacks26", "content": "# Recall\n\n**A shared memory layer for teams that use AI at work.**\n\nRight now, important context ends up scattered across Slack, docs, and random AI chats — so people keep re-explaining the same background and redoing the same research. Recall is a place to...
24da7155c86a
treehacks-2026
https://devpost.com/software/lectureflow
LectureFlow
Teaching on Zoom for the AI era.
Inspiration Every university student knows the feeling: you're lost in a 300-person lecture, too afraid to raise your hand, and office hours are packed. Professors want to help every student individually, but there simply aren't enough hours in the day. We asked ourselves — what if every student could have a 1-on-1 ses...
[ "asyncio-apis-&-ai-services:-zoom-rest-api", "cerebras-(llama-3.3-70b)", "chromium-(headless)", "deepgram", "electron", "express.js", "ffmpeg-databases:-sqlite", "heygen-interactive-avatar-api", "javascript-frameworks:-fastapi", "languages:-python", "node.js", "openai", "pockettts", "postg...
null
[ "https://github.com/ChristmasSun/TreeHacks2026" ]
Did Not Place
false
[ { "repo": "ChristmasSun/TreeHacks2026", "content": "# AI Professor - Scalable Personalized Education\n\n> Transform any lecture into an interactive AI-powered learning experience with avatar tutors, auto-generated quizzes, and 3Blue1Brown-style explainer videos.\n\n[![Built at TreeHacks 2026](https://img.sh...
5a7dfed89c75
treehacks-2026
https://devpost.com/software/pirates-w09x2f
Pirates
Yo ho, yo ho, it’s a lexicon life for us
21% of American adults (43 million people) are functionally illiterate (National Center for Education Statistics, 2019). That’s about 1 in 5 adults. And it’s only getting worse from here. This September, average reading scores for high school seniors fell to their lowest level in over 30 years (National Center for Educ...
[ "anthropic", "opencv", "python", "react", "socket.io", "tensorflow" ]
https://www.youtube.com/embed/rbFwrpA2R1E?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/rosie-m-banks/pirates.git" ]
Did Not Place
false
[ { "repo": "rosie-m-banks/pirates", "content": "# pirates\nPirates Game Analysis via CV\n", "truncated": false } ]
50c82a20353f
treehacks-2026
https://devpost.com/software/sunday-94odas
Sunday
Sunday is the friend in the group chat who actually makes things happen — plans the dinner, orders the groceries, books the restaurant, and remembers to send out the Partiful.
Sunday — The AI Concierge That Lives in Your Texts Inspiration People are lonelier than ever — the Surgeon General called it an epidemic. It's not that people don't want to hang out. It's that planning is exhausting. Juggling DoorDash, OpenTable, Venmo, and a group chat that can't agree on anything. Most plans die righ...
[ "anthropic-api", "browserbase", "browserbase-stagehand", "claude-agent-sdk", "next.js", "node.js", "partiful", "perplexity", "perplexity-sonar", "supermemory", "tailwind", "typescript", "vapi", "vercel", "vercel-ai-sdk" ]
null
[ "https://github.com/priyanshbhatter24/sunday" ]
Winner [Anthropic] Best Use of Claude Agent SDK ($2,500 in Claude Developer Platform credits)
true
[ { "repo": "priyanshbhatter24/sunday", "content": "# Sunday\n\nPhoton-first scaffold for Sunday's iMessage bridge, following the Manus-style message pipeline:\n\n`watcher -> debouncer -> classifier -> agent -> sender`\n\n## Repo layout\n\n```text\nsunday/\n├── services/\n│ └── bridge/ # Photon intak...
ba88b8694704
treehacks-2026
https://devpost.com/software/mcp-factory
MCP-Forge
Create MCP servers for any website in minutes using Browserbase + Claude agents. Fully deployed, managed, and scalable on Modal. Connect apps like Poke to chat with any site.
Inspiration MCP (Model Context Protocol) is the emerging standard for connecting AI agents to external tools and data sources. But creating an MCP server today requires deep technical knowledge — you need to understand the protocol, write tool definitions, handle browser automation, and figure out hosting. We asked our...
[ "browserbase", "claude", "fastmcp", "google-cloud", "mcp", "modal", "neonpostgress", "next.js", "poke", "python", "stagehand", "tailwind", "typescript", "vercel" ]
https://www.youtube.com/embed/oBkQ-SMpa9Y?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://pokeforge-opal.vercel.app", "https://github.com/devnull03/pokeforge" ]
Did Not Place
false
[ { "repo": "devnull03/pokeforge", "content": "# Pokeforge\n\nAutomatic MCP server generation for browser automation.\n\n## Projects\n\nThis repo contains two Cloudflare Workers:\n\n1. `orchestrator-workers/` - Cloudflare Worker with:\n - MCP endpoint (`/mcp`)\n - automation endpoints (`/automate`, `/auto...
d2cf4fc9bf28
treehacks-2026
https://devpost.com/software/bubble-5o1ztb
Bubble
Block addictive in-app features at the packet-level.
Modern apps are bloated with addictive features. Fed a never-ending stream of reels and shorts, today’s apps encourage teenagers to “doom-scroll,” resulting in a national uptick of 2 hours per day on the phone. And yet, at the core of these apps are still useful features, providing human connection and vital informatio...
[ "ios", "swift", "vpn" ]
https://www.youtube.com/embed/WXeqw57qL2I?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/quinns-children/bubble", "https://youtu.be/WXeqw57qL2I" ]
Did Not Place
false
[]
a5cf6fff32c1
treehacks-2026
https://devpost.com/software/concierge-1tjlf5
Concierge
Stop guessing gifts! Concierge lets 2 Poke agents collaborate with shared context across your email, the web, and your texts, then auto-finds and configures the perfect buy via Browserbase web agents.
Inspiration So much of modern life is hyper-connected and still strangely distant. You care about the people in your life, but between work, family, and everything else, the little moments slip by; Remembering a friend’s favorite color, noticing a new hobby, picking a gift that says “I know you.” Gift-giving used to be...
[ "browserbase", "bun", "fastmcp", "next.js", "openai-platform", "poke", "sqlite" ]
https://www.youtube.com/embed/fjbazc6t0t4?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/andaero/treehacks26" ]
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": "andaero/treehacks26", "content": "# Concierge - AI-Powered Gift Giving\n\nA gift-giving workflow built on top of [Poke](https://poke.com) (by The Interaction Company) that finds deeply personalized gifts through peer-to-peer AI agent collaboration and autonomous message analysis.\n\n**TreeHacks 2...
fe1862f050bc
treehacks-2026
https://devpost.com/software/bye-buy
Bye! Buy!
Selling stuff online sucks... 50+ messages, lowball offers, sketchy buyers. Bye-Buy handles this mess: our AI agents cross-list on platforms, negotiate for best prices, and guarantee instant payment.
Bye! Buy! Inspiration We've all been there: you list your old AirPods on Facebook Marketplace, and within minutes you're drowning in "is this available?" messages, getting offers for half your asking price, and coordinating meetups with people who ghost you. The peer-to-peer resale market is worth $200 billion globally...
[ "browserbase", "claude", "fastapi", "nextjs", "openai", "python", "sqlite", "stripe", "tailwindcss", "uv" ]
https://www.youtube.com/embed/Dv-Bqklp-RE?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/jpsingaraju/bye-buy", "https://bye-buy.s3.us-east-1.amazonaws.com/pitch-deck.html" ]
Winner [Google] Cloud AI Track
true
[]
ee73e4687077
treehacks-2026
https://devpost.com/software/sentinel-c8ki50
Sentinel
Full-stack AI for bare-metal embedded systems. Proven by shipping a complete bare-metal OS on Raspberry Pi from scratch in 24 hours.
Inspiration We love bare-metal embedded systems programming. Our team has shipped a DOOM port, hacked bootloaders, remote shells, logic analyzers, bare-metal GPU programs, and more — all starting from a blank SD card and no OS. But this domain is notoriously difficult for AI. Embedded programming means scouring datashe...
[ "arm-assembly", "arm-none-eabi-gcc", "c", "claude-agent-sdk", "claude-opus", "fastapi", "gh", "next.js", "python", "react", "rpi-zero-w", "tailwind", "typescript", "uvicorn" ]
https://www.youtube.com/embed/78Ju-rZE8rI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/apple-314/treehacks26" ]
Winner Best Hardware Hack
true
[]
86f7fe523b97
treehacks-2026
https://devpost.com/software/aperta-az8gup
Aperta
Aperta’s signature Agent-Echo networks opportunities. During hackathons and at networking occasions: conferences, fairs and events; across all industries - unlimited.
Inspiration The best hackers in the world came together at Stanford TreeHacks 2026 to build astonishing projects under very limited time. While most hackathons focus on internal teamwork and side quests all around, networking for long-term benefits is often forgotten. We decided to change that! What Aperta:Agent-Echo d...
[ "claude", "css", "gcp", "javascript", "node.js", "perplexity", "python", "shell", "swift", "tailwind", "vercel" ]
https://www.youtube.com/embed/1lnWxnxR04g?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/ApurvGude2000/Aperta", "https://frontend-pink-chi-42.vercel.app/dashboard" ]
Did Not Place
false
[ { "repo": "ApurvGude2000/Aperta", "content": "# Aperta - AI-Powered Networking Intelligence Platform\n\nAperta is an advanced AI-powered networking assistant that helps professionals extract actionable insights from conversations, manage relationships intelligently, and optimize their networking strategy us...
0a5fcaa9f8aa
treehacks-2026
https://devpost.com/software/change-qeonbz
RealityRip
A camera-based spatial mapping system that converts real-world environments into interactive digital maps in real time, all without requiring expensive LiDAR hardware!
RealityRip | TreeHacks 2026 Objective A drone flight simulator that combines high-fidelity Gaussian Splatting digital twin environments with a generative AI commentator. Our goal was to train fpv drone pilots in digital twins of real environments they’d fly in, and give them live feedback to keep them engaged. Using an...
[ "c", "cs", "python" ]
https://www.youtube.com/embed/-KmVYt7u5AI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/DPandaman/RealityRip" ]
Did Not Place
false
[ { "repo": "DPandaman/RealityRip", "content": "# RealityRip | TreeHacks 2026\n\n* Devanshu Pandya (University of Illinois)\n* Julia Jiang (Stanford University)\n* Koichi Kimoto (Stanford University)\n* Rohan Godha (Georgia-Tech)\n\n## Objective\nA drone flight simulator that combines high-fidelity Gaussian S...
198ae8152bf8
treehacks-2026
https://devpost.com/software/rtms
Omni
A layer of intelligence for meetings.
Inspiration For decades, we've seen how meetings are a cornerstone of nearly every industry. Coordination among colleagues is how efforts scale from a single CEO to tens of thousands of employees. Yet despite their importance, most meetings remain passive experiences: time-consuming, stressful, and frequently redundant...
[ "elasticsearch", "python", "render", "zoom" ]
null
[ "https://github.com/Ishan-Sinha123/treehacks_26" ]
Did Not Place
false
[ { "repo": "Ishan-Sinha123/treehacks_26", "content": "# Zoom Apps JavaScript Sample\n\nThis Zoom App Sample uses Node.js + Express to build a simple Hello World Zoom App.\n\n## Prerequisites\n\n1. [Node JS](https://nodejs.org/en/)\n2. [Ngrok](https://ngrok.com/docs/getting-started)\n3. [Zoom Account](https:/...
54f866c91e2f
treehacks-2026
https://devpost.com/software/chromachord
ChromaChord
Real-time music chord suggestions based on the elegant theory of 24D chroma vectors, enhanced with track generation features.
Inspiration The inspiration behind this idea is to have the most extensive overview of music theory, especially in Jazz. Using a physics based approach, we could correctly identify all ~4000 chords in an octave and rank them by dissonance. With the power of LLMs in today's world, it is easier than ever to offload the b...
[ "claude", "nextjs", "perplexity", "python", "vercel" ]
https://www.youtube.com/embed/niFOu62-IwU?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/J4Joshua/JASS-APP" ]
Winner Treehacks Grand Prize (3rd)
true
[ { "repo": "J4Joshua/JASS-APP", "content": "# JASS-APP\n\nReal-time MIDI chord detection and suggestion engine. Play chords on a MIDI piano and get intelligent next-chord suggestions streamed to a web UI via WebSocket.\n\n## Prerequisites\n\n- Python 3.10+\n- Node.js 18+\n- A MIDI controller (optional — the ...
d0e1c13823c5
treehacks-2026
https://devpost.com/software/carebnb-y39foj
Carebnb
CareBnb: Airbnb for Healthcare, where the care comes to you.
Inspiration Healthcare is one of the biggest financial and logistical burdens in the United States. One of our teammates had a mother battling cancer and a complex blood clotting condition. The total cost of her hospital-based care, including chemotherapy, accumulated to $1.7 million, causing the family to lose their ...
[ "ai-agent", "anthropic", "chain-of-thought", "claudesdk", "css", "html", "javascript", "next.js", "node.js", "openai", "plpgsql", "postgis", "postgresql", "python", "rag", "react", "shell", "supabase", "typescript" ]
https://www.youtube.com/embed/xhfoSODJaoY?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/SonaLily/CAREBnB_" ]
Did Not Place
false
[ { "repo": "SonaLily/CAREBnB_", "content": "# CareBnb Marketplace\n\nA full-stack care marketplace that connects **patients** with **care providers** and lets **providers** find **open care requests**. Built with Next.js (App Router), Supabase, and PostGIS for location-based matching.\n\n---\n\n## Table of c...
9aa2adf4f46d
treehacks-2026
https://devpost.com/software/dialai-from-any-phone-to-expert-answers
DialAI: From any phone, to expert answers
Your voices are heard: call from any phone to get instant AI help in your language, even without internet or a smartphone.
DialAI: From any phone, to expert answers Inspiration Millions of people still rely on basic phones or have unreliable/expensive internet. That creates a “voice gap” : not all people can access high-quality information when they need it (health, farming, education, legal aid, disaster help). This project is inspired by...
[ "faster-whisper", "flask", "gemma", "llama", "ngrok", "numpy", "ollama", "piper-tts", "python", "qwen", "sqlite", "twilio", "webrtcvad" ]
https://www.youtube.com/embed/uukA76Xq2L0?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/SummitStha/lm4sd" ]
Did Not Place
false
[ { "repo": "SummitStha/lm4sd", "content": "# DialAI: From any phone, to expert answers\nLanguage Model for Sustainable Development (LM4SD)\n\n## Inspiration\nMillions of people still rely on basic phones or have unreliable/expensive internet. That creates a **“voice gap”**: not all people can access high-qua...
1d0152a98572
treehacks-2026
https://devpost.com/software/pigeonhole
pigeonhole
Pigeonhole is an AI TA designed for instruction, not answer delivery. It follows course rules, prompts student reasoning, and produces reviewable summaries that help instructors diagnose confusion.
Inspiration Generative AI is now a default study tool. The issue is not use vs. no use, but alignment: general-purpose chatbots do not know a course’s syllabus, policies, or pedagogical intent, and they often optimize for answer completion rather than conceptual understanding. We built pigeonhole to make AI support ins...
[ "github", "jszip", "mammoth", "next.js", "node.js", "openai-api-(gpt-4o-mini", "openai-node-sdk)", "pdf-parse", "sse", "supabase-(postgres/auth/storage)", "tailwind-css", "typescript" ]
https://player.vimeo.com/video/1165160143?byline=0&portrait=0&title=0#t=
[ "https://github.com/danielmargento/course-ta-bot.git" ]
Did Not Place
false
[ { "repo": "danielmargento/course-ta-bot", "content": "# 🎓 Pascal — AI Teaching Assistant\n\nAI isn't going anywhere. Students are already using ChatGPT, Claude, and Copilot to do their homework — often getting complete solutions with zero learning. Banning AI tools doesn't work. The answer isn't prohibitio...
5e3c9cc7392f
treehacks-2026
https://devpost.com/software/data-mapping-for-social-equity
Data Mapping for Social Equity
Do you want an easy way to visualize and address social issues facing the world today? This program allows you to visualize data, get an ai analysis, and make an action plan to help all in one!
Inspiration Having grown up in Chicago, I find data visualization really important but also kind of hard. I wanted to create a platform that makes data visualization easy, and also allows people to make an action plan and get an analysis of social inequality data all in one! What it does This Data Visualizer takes in a...
[ "csv", "cursor", "openai", "pokeai", "python", "vscode" ]
null
[]
Did Not Place
false
[]
e55f254a8728
treehacks-2026
https://devpost.com/software/sleepsense-h52ma3
SleepSense
We help you clear the hurdles that don't let you sleep comfortably, be it bruxism or stress. We help you sleep better through our hardware-based end-to-end design that provides you right support.
Inspiration Tuna, one of our Team members, is someone who suffers from chronic bruxism, a condition of continuous teeth clenching during the day and night, that causes extreme jaw pain, and sleep inconveniences. This firsthand experience of a real problem formed the basis of our project SleepSense, to solve this broade...
[ "edge-ai", "emg", "esp32", "flask", "function-calling", "gcp", "google", "google-cloud", "google-oauth", "google-places", "google-sheets-api", "gpt", "gspread", "hardware", "iot", "myoware", "next.js-14", "nextauth-v4", "npm", "open-ai", "openai", "openai-gpt-4o-api", "po...
https://www.youtube.com/embed/acdo23eFIlc?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/raj-chinagundi/treehacks-26" ]
Did Not Place
false
[ { "repo": "raj-chinagundi/treehacks-26", "content": "# SleepSense\n\n> Real-time bruxism and jaw-clenching monitoring dashboard - built at TreeHacks 2026.\n\nSleepSense connects a smartwatch heart-rate sensor and an muscle sensor to a live analytics dashboard. Sensor data streams through a Flask data hub in...
c6065be6fb57
treehacks-2026
https://devpost.com/software/provability
Provability
Trustless, crypto-powered training for private AI models. We connect clients with expert builders to deliver provably correct results, automated verification, and instant on-chain payments.
Inspiration Crypto is often viewed strictly as a financial tool, as a way to move digital currency across the web. Provability flips the script by leveraging the privacy-preserving power of blockchain for private ML model training. Traditional platforms like Kaggle require a leap of faith; contestants must trust the pl...
[ "next.js", "supabase" ]
https://www.youtube.com/embed/Bcbh4ZbYjig?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/balaji-balachandran/Proovability" ]
Did Not Place
false
[]
da12042a456e
treehacks-2026
https://devpost.com/software/eco-match-u9zrbe
ECO-MATCH
We launch your journey into the world of sustainability, Eco-Matching your talent and interest to high-impact climate-tech jobs with our state of the art Climate-Tech Career Counsellor.
Inspiration This TreeHacks team first began to take shape at one of the earliest meetings of Stanford Climate Week, where Martin and Aarush, ironically enough, bonded over a shared frustration: they were deeply motivated to fight climate change, yet unsure how their respective interests in mechanical engineering and da...
[ "css", "google-cloud", "html", "javascript", "json", "python", "vercel" ]
https://player.vimeo.com/video/1165161474?byline=0&portrait=0&title=0#t=
[ "https://eco-match-treehacks-2026.vercel.app/", "https://github.com/Aarush-Garg/Eco-Match-TreeHacks-2026" ]
Did Not Place
false
[ { "repo": "Aarush-Garg/Eco-Match-TreeHacks-2026", "content": "# Eco-Match (Climate-Tech Career Counsellor Platform)\n\n## Features\n\n- ** AI-Powered**: Uses Google Gemini Pro for intelligent responses\n- ** Climate-Tech Expertise**: Specialized knowledge across 6 key sectors:\n - Buildings (heat pumps, sm...
eb73884d6e33
treehacks-2026
https://devpost.com/software/monolith-z10684
Monolith
Shared coding agent context powered by RLMs. One Context, Run Everywhere.
Inspiration RLMs are an elegant solution to the problem of context rot that let LLMs easily scale to millions of tokens, basically for free. Monolith lets you take advantage of RLMs for coding agents by giving each repo its own single chat history across devs working on the repo. This gives the agent a native understan...
[ "claude", "cloudflare", "mcp", "modal", "openai", "python", "uv" ]
https://www.youtube.com/embed/Ie0ZMGYPhS8?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/WingchunSiu/Monolith" ]
Winner [Modal] Sandbox Challenge
true
[ { "repo": "WingchunSiu/Monolith", "content": "# Monolith\n\n***One context, run everywhere.***\n\n**RLM-as-a-service: persistent, recursive reasoning for AI coding agents.**\n\nBuilt on top of [alexzhang13/rlm](https://github.com/alexzhang13/rlm) — the open-source [Recursive Language Model](https://arxiv.or...
40938bfc2cbe
treehacks-2026
https://devpost.com/software/darwin-npjyhr
Darwin
LLM's have guardrails to avoid hurting humans (in theory). But what about other AI's?...
Inspiration Human communication is layered; we read body language, interpret tone and pick up on subtle cues that help us detect when someone isn't being truthful. Deception is a deeply human behavior; it shapes our personal relationships, drives dramatic narratives, and yet still catches us off guard. In recent years,...
[ "anthropic", "docker", "google", "modal", "openai", "python", "react", "supabase", "websockets", "xai" ]
https://www.youtube.com/embed/PQbbS8AX73o?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://www.darwin.sh/", "https://github.com/srivastavanik/darwin", "https://drive.google.com/drive/folders/16voU9IowJZWZcsu0FfWaTVcQ4FDeO83_" ]
Did Not Place
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[ { "repo": "srivastavanik/darwin", "content": "# DARWIN\n\nDARWIN is an experiment in LLM malicious-intent formation under adversarial social pressure. \n12 frontier-model agents from 4 providers compete on a shrinking grid, communicate privately/publicly, and attempt to survive until one remains.\n\nLive a...
d94ce3067f35
treehacks-2026
https://devpost.com/software/bukhaarsaathi
BukhaarSaathi
BukhaarSaathi – Because every fever deserves care.
Inspiration BukhaarSaathi was inspired by the overcrowded OPDs in government hospitals where doctors see hundreds of fever patients daily — many with mild, self-limiting illnesses that could be managed at home. At the same time, people often self-medicate with paracetamol, ignore persistent fever, and seek help too lat...
[ "animatedui", "apiintegration", "backend", "cliniciandashboard", "cloudhosted", "frontend", "fullstack", "healthcareapp", "javascript", "lucidereact", "medicaldashboard", "modernui", "next.js", "postgresql", "react", "realtimedatabase", "responsivedesign", "supabase", "tailwindcs...
https://www.youtube.com/embed/UdL9kv8wx1M?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://fever-helpline.netlify.app/" ]
Did Not Place
false
[]
35bc7ef00e9e
treehacks-2026
https://devpost.com/software/cursivis
Cursivis
A living cursor that understands context.
Project Story — Cursivis About the Project Cursivis is a context-aware interaction system that turns the cursor into a living interface. While AI has become widely available, the way we interact with it is still inefficient. Most workflows require users to stop what they are doing, switch applications, type prompts, ex...
[ "actions", "ai", "apis", "architecture", "computer", "context-aware", "custom", "desktop", "electron", "event-driven", "github", "javascript", "llm", "logitech", "mx", "node.js", "processing", "sdk", "text", "typescript", "ui", "vision", "vs" ]
https://www.youtube.com/embed/X0umA5t0hl0?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/UnknownGod2011/CURSIVIS", "https://cursivis.netlify.app/" ]
Did Not Place
false
[]
aaf940e74371
treehacks-2026
https://devpost.com/software/keryx-k49dta
Keryx
Drones map real buildings in minutes, creating AI-operable world models where assistive agents navigate and search for locations (ex. food, elevator). Provides on-demand street view.
Keryx Inspiration Keryx is a system that can map any building in minutes and navigate it like a human, by taking drone footage and converting it to a versatile 3D representation. By allowing AI to navigate such a representation, we could help with accessibility, large events, and even emergency response. What it does K...
[ "apple-depth-pro", "css", "css-frontend-react-18", "csv", "debian", "debian-data-csv", "dict)", "drones", "eslint", "fastapi", "git", "google-fonts", "google-fonts-(inter)-backend/api-fastapi", "heif", "html", "hub)", "hugging-face-(transformers", "hugging-face-hub", "inter", "...
https://www.youtube.com/embed/rzGvQOiOc8c?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/WubbLord/treehacks-26" ]
Winner [Human Capital] Human Capital Fellowship Prize ( $50k equity-free check per team member (up to $200k total))
true
[ { "repo": "WubbLord/treehacks-26", "content": "# treehacks-26\n", "truncated": false } ]
1f604b23834a
treehacks-2026
https://devpost.com/software/figaro
Figaro
Think you can distinguish between real vs AI art?
Inspiration The project is inspired by the question “human or machine?” — whether people can tell art made by humans from art made by AI. It’s a visual guessing game around that idea. Tech stack Frontend: React + Vite. Backend: Express API that calls OpenAI DALL·E 3 for AI images and uses the Met Museum Collection API ...
[ "chatgpt", "concurrently", "express.js", "javascript", "metmuseumcollectionapi", "react", "vite" ]
null
[]
Did Not Place
false
[]
bb82551280f9
treehacks-2026
https://devpost.com/software/kiru
kiru
Hate waiting on hold? kiru is a voice agent that actually calls companies, talks to customer support, and negotiates your bills down. Just type what you want and watch the live transcript
Inspiration Let's be honest, nobody enjoys calling their cable company. You know the drill: 45 minutes on hold, getting transferred three times, and somehow ending up with a worse deal than you started with. Negotiation is one of those skills everyone wishes they had but few people actually do. And even if you're decen...
[ "asyncio", "fast-api", "nextjs", "node.js" ]
https://www.youtube.com/embed/73PZw1LwPow?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://kiru.chat", "https://github.com/Pranav-Karra-3301/treehacks-26/tree/main" ]
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
[ { "repo": "Pranav-Karra-3301/treehacks-26", "content": "<p align=\"center\">\n <img src=\"frontend/public/favicon.png\" alt=\"kiru\" width=\"96\" />\n</p>\n\n# kiru\n\nkiru is a local-or-API-driven voice negotiation agent scaffold for TreeHacks-style demos.\nIt includes a FastAPI orchestrator and a Next.js...
e6bec71033bb
treehacks-2026
https://devpost.com/software/snappier
Snappier
Show Snappier your workflow once by recording your screen. AI figures out what you did and why, then automates it across any connected app. That's it.
Inspiration Most people can't automate their work because automation tools require programming skills. You need to understand APIs, data mapping, and conditional logic. Meanwhile, those same people teach their coworkers how to do things all the time by just showing them. We wanted to make automation work the way humans...
[ "ai", "anthropic-claude-(workflow-planning-&-execution)", "api", "chrome", "clerk", "cloudflare", "composio", "extensions", "framer-motion-ai/llm:-google-gemini-(video-understanding)", "gemini", "openai-whisper-(transcription)", "r2", "react-19", "react-flow", "saas", "sdk", "tailwin...
https://www.youtube.com/embed/Mi4oWY_EkYc?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/nintang/snappier-treehacks", "https://snappier-thh.vercel.app/" ]
Winner [Graphite] Most Likely to get Acquired by a Sponsor (OB–4 black bluetooth speaker)
true
[ { "repo": "nintang/snappier-treehacks", "content": "# Snappier\n\n## Inspiration\n\nMost people can't automate their work because automation tools require programming skills. You need to understand APIs, data mapping, and conditional logic. Meanwhile, those same people teach their coworkers how to do things...
6f5957dccfa5
treehacks-2026
https://devpost.com/software/crishirt
CRISHIRT!
Wear your imagination. Your style. Your story. Crishirts.Your ideas. Our AI. Infinite styles.
CRISHIRTS: Revolutionizing T-Shirt Design with FIBO's JSON-Native Control 🌟 The Inspiration The inspiration for CRISHIRTS came from a frustrating experience we had while trying to create custom T-shirt designs for a local event. Traditional design tools were either too complex for non-designers or too simplistic for p...
[ "16-bit", "18", "3d", "advanced", "ai", "ajv)", "api", "apis", "app", "ar", "asynchronous", "axios", "background", "blending", "bria", "caching", "canvas", "compositing", "context", "correction", "cors", "css", "design", "editing", "environment", "error", "es6", ...
https://www.youtube.com/embed/aKtH_DBFaYA?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/UnknownGod2011/FIBO", "https://crishirt.vercel.app/" ]
Did Not Place
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[ { "repo": "UnknownGod2011/FIBO", "content": "# CRISHIRTS - AI-Powered T-Shirt Design Platform\n\n**CRISHIRTS** is an AI-powered T-shirt design platform that leverages Bria FIBO's advanced image generation capabilities. The platform provides intuitive tools for creating, customizing, and visualizing custom a...
7a894017e3b0
treehacks-2026
https://devpost.com/software/skywalker-57kghq
SkyWalker
AI-powered IoT intelligent walker for physical therapy.
Inspiration When my grandmother had her hip surgery, she thought she would be on a walker for just a few weeks. Those weeks stretched and she didn’t improve, as her physical therapy and exercise levels were lowered and she lost motivation. My grandmother is still on that walker. Almost ⅓ of Americans will require a wal...
[ "ardunio", "heygen", "postgresql", "python", "render", "sql", "typescript", "zoom" ]
https://www.youtube.com/embed/aCN6bpTC6Nc?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/ADJsBuilds/SmartWalker" ]
Did Not Place
false
[ { "repo": "ADJsBuilds/SmartWalker", "content": "# SmartWalker\nAI physical therapy in a walker\n\n\nWe close the loop on bringing physical\n", "truncated": false } ]
4c00715b1415
treehacks-2026
https://devpost.com/software/lets-cook
Lets-Cook
From chaos to cooking — Your Cooking Companion Most people want restaurant-quality food at home, but get lost jumping between YouTube, reels, blogs, and recipes. LetsCook fixes that.
LetsCook: Revolutionary Features That Transform Cooking Forever 🧙‍♂️ AI Recipe Wizard - Your Personal Culinary Genius The Magic: Imagine having a world-class chef in your pocket who knows exactly what you want, what you have, and what you need. Our AI Recipe Wizard doesn't just find recipes—it creates them from scratc...
[ "actions", "analytics", "api", "bloc", "dart", "docker", "firebase", "flutter", "gemini", "github", "google", "postgresql", "redis", "revenuecat", "sentry", "serverpod", "youtube" ]
https://www.youtube.com/embed/xLUlxZLmYUw?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/UnknownGod2011/LetsCook", "https://letscoook.netlify.app/" ]
Did Not Place
false
[ { "repo": "UnknownGod2011/LetsCook", "content": "# LetsCook - AI-Powered Recipe App 🍳\n\nA comprehensive Flutter application that transforms food inspiration into actionable cooking experiences using AI-powered recipe generation, community features, and subscription-based monetization.\n\n## ✨ Features\n\n...
7731e85c0125
treehacks-2026
https://devpost.com/software/edgeledger
EdgeLedger
Turn loan documents into clear insights Actionable intelligence from loan documents Understand loan agreements instantly
💡 Inspiration The financial industry processes thousands of loan agreements daily, with analysts spending 30-60 minutes manually reviewing each document. We saw an opportunity to leverage AI to transform this tedious process into seconds of automated analysis. The vision was simple: upload a PDF, get instant insights ...
[ "css", "eslint", "framer-motion", "google-gemini-api", "google/generative-ai", "html", "javascript", "lucide-react", "node.js", "npm", "pdf.js", "pdfjs-dist", "postcss", "radix-ui", "react", "react-hook-form", "react-router", "recharts", "shadcn/ui", "sonner", "tailwind-css",...
https://www.youtube.com/embed/PZUsQvrQcJs?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/KrishangParmar/edge-ledger-solutions", "https://github.com/UnknownGod2011/LMAedge", "https://loandoc.vercel.app/" ]
Did Not Place
false
[ { "repo": "UnknownGod2011/LMAedge", "content": "# EdgeLedger Solutions - AI-Powered Loan Management\n\nA sophisticated digital loan record management and analytics platform with AI-powered document analysis, built for financial institutions.\n\n## 🚀 New: AI Document Analysis\n\n**Upload a loan agreement PD...
0db5e6c9d55d
treehacks-2026
https://devpost.com/software/re-zero
re:zero
Reverse engineer anything - websites, hardware, encryption!
Inspiration A week ago, Anthropic released Claude Opus 4.6 after disclosing that it found 500+ vulnerabilities in many popular, well-tested open-source repos/software. We wanted to extend this to EVERY target possible, so that we can improve security faster than agents degrade it. What it does It's a platform with an a...
[ "anthropic", "browserbase", "claude", "convex", "fastapi", "nvidia", "nvidia-nemotron", "prime-intellect", "python", "systemverilog", "typescript", "vercel" ]
null
[ "https://rezero.sh", "https://github.com/tetraslam/re-zero" ]
Did Not Place
false
[ { "repo": "tetraslam/re-zero", "content": "# Re:Zero\n\n## Reverse Engineer Anything.\n\nThe universal autonomous red teaming platform. Point it at any attack surface — source code, web infrastructure, physical hardware — and AI agents will reverse engineer it, find vulnerabilities, and generate a full secu...
1034bbd35963
treehacks-2026
https://devpost.com/software/reasonable-graphs
Reasonable Graphs
The project aims to improve local LLM reasoning without using a traditional RAG system by retrieving compressed, verifiable reasoning steps rather than external facts.
Presentation Link (click) Contact me for further info Stephen0.0chang@gmail.com
[ "javascript", "python", "react" ]
null
[ "https://github.com/assasin2gamer/treehacks" ]
Did Not Place
false
[]
122829d925a8
treehacks-2026
https://devpost.com/software/carbonshift
CarbonShift
CarbonShift: Grid-aware AI training that dynamically adjusts GPU power based on real-time electricity prices and carbon intensity. 37% cost savings, 43% emission reduction, zero accuracy loss.
🚀 CarbonShift: Grid-Aware AI Training Orchestrator 💡 Inspiration The idea for CarbonShift hit us when we looked at two simple charts side-by-side. On the left: AI compute demand , which is growing exponentially and running 24/7. On the right: The energy grid , which fluctuates wildly in price and cleanliness througho...
[ "anthropic", "brev.dev", "fastapi", "fetch.ai", "nvidia", "openai", "python", "pytorch", "react", "recharts", "typescript", "vite" ]
null
[ "https://github.com/ayushgawai/carbonshift" ]
Did Not Place
false
[]
d95c77d82384
treehacks-2026
https://devpost.com/software/lifelearn
LifeLearn
continual learning in llms. solved.
Inspiration LLMs can't learn from corrections, which is kind of absurd when you think about it. You tell it it's wrong, it apologizes, and then next conversation it makes the exact same mistake because nothing about the model actually changed. The SDFT paper (Shenfeld et al., ICLR 2025) showed that self-distillation le...
[ "python" ]
null
[ "https://1hjt9zwi55af20-8000.proxy.runpod.net/" ]
Did Not Place
false
[]
ba46a3ea169d
treehacks-2026
https://devpost.com/software/optimax
OptiMATE
We provide large-scale business operations teams with an instantaneous access to PhD-level mathematical solutions to their everyday optimization problems (routing parcels, scheduling workforce, etc.).
Inspiration While working with a large-scale company facing complex optimization challenges, MIT student Hindy Rossignol observed a clear gap: Businesses urgently need optimization solutions — yet access to operations research expertise is extremely limited. Optimization problems are common across industries (logistics...
[ "anthropic", "google-cloud", "gurobi", "heygen", "openai", "python", "render", "vercel" ]
https://www.youtube.com/embed/0999Z3X5AbI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/hindyros/OptiMATE", "https://optimate.onrender.com/" ]
Did Not Place
false
[ { "repo": "hindyros/OptiMATE", "content": "# OptiMATE\n\nAn ensemble natural-language optimization solver that runs **OptiMUS** and **OptiMind** in parallel, uses an LLM judge to pick the best solution, and generates a professional consultant-grade optimization report.\n\nBuilt during **Stanford TreeHacks 2...
7bd1d04fdc84
treehacks-2026
https://devpost.com/software/autopen-ai
Autopen AI
Draft better legislation, faster. AI that adapts to specific legal jurisdictions and cites real sources.
Inspiration Legislative drafting is broken. In 2015, a four-word drafting error in the Affordable Care Act - "established by the State" - reached the Supreme Court and nearly stripped health insurance from 6.4 million Americans. That's what happens when legislation is written with Word documents, manual cross-referenci...
[ "congress.gov-api", "elasticsearch", "fastapi", "jina", "modal", "nemotron-cascade-8b", "next.js", "openstates-v3", "perplexity-sonar", "python", "railway", "sql", "supabase", "typescript", "vercel", "vllm" ]
null
[ "https://autopen-wine.vercel.app/" ]
Did Not Place
false
[]
d28bc902ff3e
treehacks-2026
https://devpost.com/software/asclepiad
Asclepiad
The AI ER doctor in your pocket
Inspiration Emergency rooms (ER) across the US are overwhelmed with over 155 million visits every year in the United States. $32 billion is spent annually on non-emergent ER visits while truly urgent cases get buried in triage queues. Meanwhile, diagnostic bias causes real harm: women are 50% more likely to be misdiagn...
[ "anthropic-claude-opus-4.6", "face-api.js", "fastapi", "fda-openfda-api", "heygen", "javascript", "next.js", "openai-gpt-5.2", "openai-tts", "openai-whisper", "perplexity-sonar", "photoplethysmography-(ppg)", "pubmed-ncbi-e-utilities", "python", "railway", "react", "shadcn/ui", "ta...
https://www.youtube.com/embed/80zv4QEkYNo?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/tmattkim/Asclepiad", "http://asclepiad.vercel.app" ]
Did Not Place
false
[ { "repo": "tmattkim/Asclepiad", "content": "# Asclepiad — The AI ER Doctor In Your Pocket\n\nAn AI emergency medicine platform that listens, reasons, checks for diagnostic bias, and gets every patient to the right level of care. Built with three AI engines: GPT-5.2 (patient conversation), Claude (clinical r...
b88b6962d34e
treehacks-2026
https://devpost.com/software/signify-ca8xp7
Signify
50% of deaf adults have a reading level below a fourth grade level. Enter Signify: an AI powered virtual ASL interpreter that converts English to ASL in real time to help deaf students thrive.
The Why Behind Signify Over 50% of Deaf students reach age 18 with reading comprehension at or below a fourth-grade level. For many Deaf students, this is not about intelligence. It is about access. Most classrooms are still built around spoken and written English, even though sign language is often a Deaf student’s fi...
[ "antigravity", "cursor", "express.js", "fastapi", "openai", "python", "render", "zoom" ]
https://www.youtube.com/embed/M0VEiCnXAVI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/suhaankhan2007/Signify", "https://treehacks2026.onrender.com/" ]
Did Not Place
false
[ { "repo": "suhaankhan2007/Signify", "content": "# Treehacks2026\nOur treehacks 2026 project!\n", "truncated": false } ]
7c83841530a0
treehacks-2026
https://devpost.com/software/swarms
Carets
AI coding tools work alone, but real software is built by teams. We make AI development multiplayer.
Inspiration Most AI coding tools today are single-player. One agent works on one codebase for one developer. But real software is built by teams. We kept running into the same frustration. Tools like Cursor or Claude Code work well in isolation, but as soon as a second developer or a second agent touches the same proje...
[ "claude-api", "click", "cloudflare-durable-objects", "cloudflare-workers", "fastapi", "modal", "next.js", "python", "sqlite", "tailwind-css", "typescript", "websocket" ]
https://www.youtube.com/embed/2RLVydwH5UI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://www.carets.ai/" ]
Did Not Place
false
[]
8eaa92cc29b0
treehacks-2026
https://devpost.com/software/visionos-5euxo7
VisionOS
Imagine a Blind Person Could Code
Inspiration My childhood best friend is legally blind. Growing up and navigating the increasingly technology-dependent world was tedious and profoundly boring. Screen readers haven't changed in 15 years. They read pages linearly, break on inaccessible websites, and require dozens of memorized keyboard shortcuts just to...
[ "agentverse", "elasticsearch", "electron", "langgraph", "perplexity", "stagehand", "typescript" ]
https://www.youtube.com/embed/aL9MrpwJXOA?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/ledaniel0/treehacks2026" ]
Winner [OpenAI] Artificial Intelligence Track ([1st] Lunch with OpenAI engineers at the office + 1 year of ChatGPT Pro [2nd] 1 year of ChatGPT Pro [3rd] OpenAI swag)
true
[ { "repo": "ledaniel0/treehacks2026", "content": "# treehacks2026\n\ncommands: \n\nvisualizer: npm run dev:electron", "truncated": false } ]
1dfd499f41af
treehacks-2026
https://devpost.com/software/voice-of-reason-9qkfxa
Voice of Reason
Instant fact-checking for YouTube videos. Verify claims in real-time as you watch.
Inspiration We’ve all been there: halfway through a compelling video about health, finance, or global politics, wondering, "Is this actually true?" YouTube is the world's second-largest search engine, yet it remains a frontier for unchecked misinformation. Unlike platforms with Community Notes or news articles that can...
[ "css", "flask", "html", "javascript", "perplexity", "python", "sonar", "youtube-transcript-api" ]
https://www.youtube.com/embed/8FfEMWZKwdQ?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/lc0001coll/ytFactChecker_TH2026" ]
Did Not Place
false
[ { "repo": "lc0001coll/ytFactChecker_TH2026", "content": "# Run the following commands to download the necessary dependencies\npip3 install yt-dlp youtube-transcript-api\n\nbrew install ffmpeg\n\npip3 install perplexityai\n\npip3 install flask-cors\n\npip3 install flask\n", "truncated": false } ]
76e48359e2aa
treehacks-2026
https://devpost.com/software/pantrypilot-94jzqa
PantryPilot
Recipes or utube videos can’t see your pan. When heat, timing, or texture feel wrong, cooking becomes guesswork. My system watches the process and gives real time guidance for more confident results.
Inspiration Cooking and meal planning can be stressful for many reasons. People often watch YouTube videos or follow random online recipes , only to realize they don’t have the right ingredients or that the recipes are too complex or time-consuming . Pantry items are forgotten or go unused , leading to wasted TIME and ...
[ "firebase", "flask", "opencv", "python", "raspberry-pi", "tensorflow" ]
null
[ "https://github.com/Akash1912-hub/tree-hacks", "https://drive.google.com/drive/folders/1fwQC6aRqOZwvJZ11TzTpnzzTEGiIylmT", "https://shimmering-choux-0c955e.netlify.app" ]
Did Not Place
false
[ { "repo": "Akash1912-hub/tree-hacks", "content": "# React + 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-react/blob/main/packages...
2ee105b7d8d3
treehacks-2026
https://devpost.com/software/remy-qhcw4s
Remy
your wearble ai cooking assistant
Remy — Your Wearable AI Cooking Companion Remy is a wearable AI cooking assistant that gives you real time feedback and instructions on anything you're learning to cook. Inspiration At this stage in our lives, some of us have grown up cooking, while others have never even microwaved a meal. Cooking is both a survival s...
[ "next.js", "pixabay", "python", "typescript", "vercel" ]
https://www.youtube.com/embed/ZlQDRcrbpDI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/fightingj305/remy-treehacks-2026" ]
Did Not Place
false
[ { "repo": "fightingj305/remy-treehacks-2026", "content": "# RPi Video Streamer\n\nStream live video from one Raspberry Pi (with camera) to another RPi (base station) over WiFi/TCP.\n\n## Setup\n\n### Both Pis\n\n```bash\nsudo apt-get update && sudo apt-get install -y python3-opencv python3-numpy python3-pic...
839c8e5a3660
treehacks-2026
https://devpost.com/software/clove-ga6v5p
Clove
The augmented reality healthcare assistant to help elderly adults recall memories, recognize loved ones, and stay safe through real-time support.
Inspiration “Where did I put my keys?” “Who is this person?” “What was I doing a moment ago?” Over 55 million people worldwide live with dementia, and millions more elderly adults struggle with memory, safety, and independence. The rapidly growing development in wearable technology inspired us to think about how spatia...
[ "arkit", "openai-api", "render", "swift", "swiftui", "vapi", "zoom-video-sdk" ]
https://www.youtube.com/embed/E9CYBohndM8?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/dylanytran/clove" ]
Did Not Place
false
[ { "repo": "dylanytran/clove", "content": "## YouTube Demo\n\n[![Clove Demo](https://img.youtube.com/vi/E9CYBohndM8/0.jpg)](https://youtu.be/E9CYBohndM8)\n\n## Inspiration\n\n“Where did I put my keys?” “Who is this person?” “What was I doing a moment ago?” Over 55 million people worldwide live with dementia,...
5b4559e9b4a6
treehacks-2026
https://devpost.com/software/dui-sobriety-test-ai-agent
DUI-Vision
AI-powered field sobriety testing on NVIDIA Jetson, ensuring 100% legal privacy and accuracy.
Inspiration I've attended police academies at both my last university, Duke, and at Stanford. Last Wednesday in class, I watched a live Standard Field Sobriety Test (SFST) training (and conducted tests of my own on drunk volunteers). Learning about the process was frustrating -- a single DUI takes at least 4-6 hours of...
[ "css", "csv", "html", "javascript", "jetson-nano", "nanoowl", "numpy", "opencv", "pillow", "python", "pytorch", "rest", "sqlite" ]
https://www.youtube.com/embed/Lht-nCzVVn0?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/ethans0ng/treehack2026" ]
Did Not Place
false
[ { "repo": "ethans0ng/treehack2026", "content": "# DUI-Vision: Field Sobriety Test (FST) Edge Assistant\n\n DUI-Vision is a Jetson-based edge system that runs computer vision on live video to assist\n Horizontal Gaze Nystagmus (HGN) field testing workflows in near real time.\n\n ## What it does\n - Captu...
ca5addb4e34f
treehacks-2026
https://devpost.com/software/doppelganger-mtxc1f
Doppelganger
Never blind date again! Pre-screen your encounters with AI simulation.
Inspiration The modern social survey relies on a nearly 100-year-old model: forms, profiles, and multiple-choice. The survey depends on respondents making passive contributions. People reduce themselves to a bio, photo, and short answers—which rarely capture who they actually are. In real life, we understand people thr...
[ "claude", "css", "github", "googleauth", "html", "javascript", "openai", "turso", "vercel" ]
https://www.youtube.com/embed/2CnYsREu-f8?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://doppelganger-three.vercel.app/" ]
Did Not Place
false
[]
982282814092
treehacks-2026
https://devpost.com/software/maestro-n0uqyz
Maestro
Turn an everyday object into infinite instruments.
Inspiration We’re an international team, and music is one of the few languages everyone on our team shares. No matter where we’re from, we’ve all used everyday objects, desks, bottles, and brooms to make rhythm or pretend instruments. We wanted to build something that lets anyone express themselves musically and develo...
[ "gx10", "nvidia", "perplexity", "qwen2.5-vl", "suno", "vercel" ]
https://www.youtube.com/embed/7tlVRvY_3n8?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/markmusic27/treehacks" ]
Winner [Suno] Best Musical Hack
true
[ { "repo": "markmusic27/treehacks", "content": "<p align=\"center\">\n <h1 align=\"center\"><b>Maestro</b></h1>\n <p align=\"center\">\n ✶ Real-Time Air Instrument & AI Music Coach ✶\n <br />\n <a href=\"https://devpost.com/software/maestro-n0uqyz\">Devpost »</a>\n &nbsp;·&nbsp;\n Run locally:...
77ec87eb8c7e
treehacks-2026
https://devpost.com/software/diffuji
diffuji
a diffusion-powered instant camera
Inspiration The world needs a bit more silliness. Instant cams are fun, and there’s something special about memorializing a moment through physical media. But what if these moments were … part dream, part hallucination of reality? Introducing Diffuji - a diffusion-powered instant camera that turns half-real, half-dream...
[ "python", "raspberry-pi" ]
https://www.youtube.com/embed/JiRth1HCIag?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://diffuji.com/", "http://github.com/alexkranias/dispo" ]
Winner Most Creative
true
[ { "repo": "alexkranias/dispo", "content": "# Diffuji\n\nA diffusion-powered instant camera that turns half-real, half-dreamed moments into physical prints.\n\nBuilt at **TreeHacks 2026**.\n\n## Inspiration\n\nThe world needs a bit more silliness. Instant cameras are fun, and there's something special about ...
7aa0d10aa2d7
treehacks-2026
https://devpost.com/software/procure-jafrn0
Procure
The agentic procurement platform built to help small businesses source, negotiate, and settle vendor deals faster and smarter.
Inspiration With the recent rise of agentic capabilities, we saw an opportunity to empower small businesses with all of their online procurement needs. In times of financial turmoil, we often witness the shutdown of our favorite local cafes, barbershops, and other community centers due to costs that are too high and re...
[ "agentmail", "elasticsearch", "elevenlabs", "neon", "nextjs", "openai", "perplexity", "prisma", "react", "shadcn", "tailwindcss", "twilio", "typescript" ]
https://player.vimeo.com/video/1165160449?byline=0&portrait=0&title=0#t=
[ "https://github.com/mk-sriram/treehacks2026" ]
Did Not Place
false
[ { "repo": "mk-sriram/treehacks2026", "content": "# Procure — AI-Powered Procurement Agent\n\nThe agentic procurement platform built to help small businesses source, negotiate, and settle vendor deals faster and smarter.\n\n## Inspiration\nWith the recent rise of agentic capabilities, we saw an opportunity t...
79567307d029
treehacks-2026
https://devpost.com/software/caltrack-i0pq3n
CalTrack
Using mass surveillance to keep people safe - predicting impact, affected areas, and coordinating faster emergency response in disasters.
CalTrack Inspiration Disaster response today is fragmented. While emergency managers prepare evacuation and fire rescue plans, they often lack a unified system driven by real-time updates from 911 operators and population density signals to coordinate operational decisions effectively. We were influenced by recent rese...
[ "docker", "earth2studio", "fastapi", "nvidia", "python", "pytorch", "sqlite" ]
https://www.youtube.com/embed/51RLdw6FQOg?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/alangrewco/treehacks" ]
Winner [NVIDIA] Edge AI Track
true
[ { "repo": "alangrewco/treehacks", "content": "# TreeHacks Monorepo: Hazard Map + Forecast + Voice + Data Harvester\n\nThis repo contains several hackathon-sized projects that work together (and can also be run independently):\n\n- A **California hazard map frontend** (React + Vite + Mapbox) with hazard over...
ede059502e94
treehacks-2026
https://devpost.com/software/agent-00vision
Agent 00Vision
Give your video local, multimodal intelligence powered by Edge AI. A flexible multi-agent VLM pipeline builder for detection systems with structured rule sets and auditable reference tracking.
Agent 00Vision The name's Bond. James Bond... Inspiration Physical security and compliance monitoring is a $130B+ market running on human eyeballs. Security guards watch camera feeds for 8+ hours, with attention dropping drastically within a few hours. Compliance audits are manual, infrequent, and retrospective. Every ...
[ "axios", "celery", "claude-code", "cuda", "fastapi", "git", "lucide-react", "numpy", "nvidia", "nvidia-cosmos-reason2-8b", "nvidia-dgx-spark", "nvidia-nemotron-3-nano-30b", "ollama", "openai-gpt-4o-mini", "openai-gpt-4o-vision", "openai-whisper", "opencv", "pydantic", "python", ...
https://www.youtube.com/embed/ihFzpgckDaM?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/kuzeykantarcioglu/compliance_vision_cloud/", "https://drive.google.com/file/d/1T9T5li9Tg49KvprofNU-6hseeNkSz8N9/view" ]
Did Not Place
false
[ { "repo": "kuzeykantarcioglu/compliance_vision_cloud", "content": "<div align=\"center\">\n\n# Agent 00Vision\n\n### AI-Powered Video Compliance Monitoring\n\n[![Python](https://img.shields.io/badge/Python-3.11%2B-blue)](https://www.python.org/)\n[![FastAPI](https://img.shields.io/badge/FastAPI-0.115-green)...
82e47c4a13e2
treehacks-2026
https://devpost.com/software/gravel-2ltjkd
Gravel
Provably private model inference; Protect your model queries behind fully homomorphic encryption.
Inspiration 100% private computation is possible. When I discovered this 4 days ago, I knew I had to try and implement cyptographically private AI model inference. Everyone care's about data. People don't want to be spied on. Companies have proprietary information. The government has defense secrets. When everyone outs...
[ "fhe", "google-cloud", "python", "pytroch", "render", "rust", "typescript" ]
https://www.youtube.com/embed/z8BJq88PWsI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/outercloudstudio/private-inference" ]
Did Not Place
false
[ { "repo": "outercloudstudio/private-inference", "content": "# private-inference", "truncated": false } ]
21167b71b5a0
treehacks-2026
https://devpost.com/software/burn-awl3rx
Burn
Build, Tweak, Deploy.
Inspiration At the age of nine years old, I taught myself to code. My school’s librarian introduced me to Scratch, an open-source platform that inevitably resulted in my journey in computer science. While platforms like Neetcode, Scratch, and Khan Academy teach the fundamentals of computer science, they don’t cover the...
[ "aiml", "datascience", "fastapi", "html/css", "python", "pytorch", "react", "typescript" ]
https://www.youtube.com/embed/ZQpftjOtru4?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/aryan-cs/burn" ]
Did Not Place
false
[ { "repo": "aryan-cs/burn", "content": "# Burn\n\n*Build, Tweak, Deploy.*\n\nBurn enables people to create custom machine learning models using an intuitive sandbox UI. With visualizations to showcase concepts such as forward pass, gradient descent, backpropogation, and more in realtime, Burn helps users bui...
318310502358
treehacks-2026
https://devpost.com/software/sidequest-e87lfq
SideQuest
Make every day an adventure!
Inspiration Social media promised to connect us, but somewhere along the way, it trapped us in endless scrolling cycles. As someone deeply interested in product management and human behavior, I watched my peers struggle with social media addiction- not because they lacked willpower, but because these platforms were des...
[ "claude", "google-cloud", "swift" ]
null
[]
Did Not Place
false
[]
f1e5bb70c863
treehacks-2026
https://devpost.com/software/fitz-zbpu8l
Fitz
Fitz is an AI-powered fashion platform that blends social discovery, personalized outfits, and smart closet organization.
Inspiration Getting dressed shouldn’t be this hard. Screenshots, saved tabs, random ads - nothing connected. You see a great outfit, but would it even work with your closet? We want recommendations from people whose style we trust. So we built Fitz: your wardrobe, your OOTDs, and your style community in one place. What...
[ "brightdata", "figma", "huggingface", "openai", "react", "supabase", "tailwind", "vercel" ]
https://www.youtube.com/embed/HVYa9vFGxwc?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://fitzz-ai.vercel.app" ]
Did Not Place
false
[]
d987f6264e4b
treehacks-2026
https://devpost.com/software/safeline-qvlzdg
SafeLine
SafeLine is a covert safety app for abuse victims disguised as a notes app. It detects abuse, documents evidence, and can silently alert a trusted reviewer when someone can’t safely ask for help.
Inspiration Domestic abuse affects millions of people worldwide, and many victims are unable to safely seek help. Fear, coercion, and constant monitoring often prevent them from accessing resources, learning about their rights, or reaching out to others. In many cases, even searching for support online is a risk that c...
[ "avfoundation", "cryptokit", "openai", "rest", "supabase", "swift", "swiftui", "twilio", "websockets", "xcode" ]
https://www.youtube.com/embed/86sOKIC7uvY?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/arnauldmartinez/treehacks-test" ]
Did Not Place
false
[]
daa57d49ee6f
treehacks-2026
https://devpost.com/software/veridian-3mjsx4
Veridian
Veridian turns classroom mistakes into structured data, making the learning process visible. Instead of grading outputs, teachers and students alike see thinking, gaps, and growth in real time.
Inspiration Education is entering an AI arms race. Students feel constant pressure to ``keep up.'' Some use AI to skip hard thinking and get answers instantly. Others don’t have the same access and feel like they’re falling behind anyway. Everyone is afraid of being wrong. Teachers are left grading final outputs while ...
[ "html", "javascript", "latex", "postgresql", "python", "typescript" ]
https://www.youtube.com/embed/zI34ytYzpI0?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://veridian.fyi", "https://veridianteach.info", "https://github.com/VeridianTH/Veridian" ]
Did Not Place
false
[]
417a5bdccd25
treehacks-2026
https://devpost.com/software/dot-bringing-humanity-to-in-home-care
.dot: bringing humanity to in-home care
Agentified personal in-home care for the elderly. Multimodal S2S agent system handles patient charts, leading medical knowledge, medicine routines, and emergency contacts, all in a friendly package.
Inspiration Every year, millions of elderly patients struggle to navigate complex digital health portals like MyChart. They forget medication schedules, miss appointments, and can't easily access their own lab results — not because the information doesn't exist, but because the interfaces weren't designed for them. We ...
[ "anthropic", "arduino", "barcode-scanner", "browserbase", "claude-code", "jetson-nano", "jupyter-notebooks", "microphone", "openai", "perplexity", "python", "react", "shell", "speaker", "typescript", "vercel", "websockets" ]
https://www.youtube.com/embed/ziUp2ybO3vc?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/o-bm/dot", "https://dot-mychart-mock-beta.vercel.app/patient-app", "https://dot-steel.vercel.app/" ]
Winner [Zingage] Best Voice AI for Healthcare (Airpods Max + fast-track to superday with Zingage)
true
[ { "repo": "o-bm/dot", "content": "# .dot — Bringing Humanity to In-Home Care\n\n**Agentified personal in-home care for the elderly.** A multimodal speech-to-speech agent system that handles patient charts, leading medical knowledge, medicine routines, and emergency contacts — all in a friendly, voice-first ...
46dcb8f66cc3
treehacks-2026
https://devpost.com/software/kardashev
Kardashev
Kardashev is fully autonomous AI civilization benchmark. The future won’t be one model answering one prompt. It will be a society of agents negotiating, competing, and cooperating at scale.
Inspiration Most benchmarks like SWEBench and MMLU evaluate individual reasoning on static datasets. They measure how well a single model answers questions, not how systems behave when they must interact, negotiate, and govern collectively. We wanted to test multi-agent societal behavior instead of isolated intelligenc...
[ "canvas", "claude", "fastapi", "html5", "python", "websockets" ]
https://www.youtube.com/embed/gk_-aMRJC70?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/3LucasZ/kardashev" ]
Did Not Place
false
[]
8746968a6d54
treehacks-2026
https://devpost.com/software/we-use-nix
Robosurge
Cursor for surgery.
Inspiration The United States is facing a growing shortage of surgical specialists, projected to reach nearly 20,000 by 2036. Additionally, operating rooms cost roughly $2,200 per hour per surgeon. Today’s robotic surgical robots greatly improve precision by scaling and filtering human motion. But they do not automate...
[ "agent", "hardware", "lean", "llm", "nix", "python", "robotics", "vr" ]
https://www.youtube.com/embed/hmrBUtiqueg?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/quantum9Innovation/treehacks2026" ]
Winner Treehacks Grand Prize (2nd)
true
[ { "repo": "quantum9Innovation/treehacks2026", "content": "# TreeHacks 2026\n\nAgentic surgery on a grape, among other things\n", "truncated": false } ]
8214afc6fb08
treehacks-2026
https://devpost.com/software/gutemgrep
quire.ink
Explore human literature in the latent space.
We've been thinking a lot about the future of the humanities. Literature and philosophy offer us entry into the minds of other humans, deepen our thought, and tie us to our cultural heritage; we believe they're extremely important, and worth investing in. Yet despite having ~instantaneous access to ~any major work in h...
[ "claude", "claude-code", "codex", "digitalocean", "elasticsearch", "google-compute-engine", "hnsw", "jina", "project-gutenberg", "python", "react", "sqlite" ]
null
[ "https://quire.ink/" ]
Did Not Place
false
[]
7235ce88ed58
treehacks-2026
https://devpost.com/software/the-first-match
The First Match
The only foster matching system that allows children to speak for themselves.
The First Match Inspiration Every year, over 400,000 children sit in the U.S. foster care system — and nearly 50% of placements disrupt . Caseworkers juggling 20+ cases rely on gut instinct and spreadsheets to make life-altering matches. Nikhil has extensive experience in developmental therapy through his startup Sport...
[ "cluade", "flutter", "javascript", "liveavatar", "supabase" ]
null
[ "https://github.com/ramlukn/treehacks" ]
Did Not Place
false
[ { "repo": "ramlukn/treehacks", "content": "# treehacks\n\nA new Flutter project.\n\n## Getting Started\n\nThis project is a starting point for a Flutter application.\n\nA few resources to get you started if this is your first Flutter project:\n\n- [Lab: Write your first Flutter app](https://docs.flutter.dev...
a7350a040469
treehacks-2026
https://devpost.com/software/voxal-cad
Voxal CAD
Model the world in 3D and edit anything you envision like "digital clay" – no technical or software skills required.
Inspiration Engineers routinely spend hours using CAD software to build similar components, or alternatively, having to scavenge for appropriate models online and make countless adjustments. It's time — not only for engineers, but everyone — to be able explore CAD modeling in an accessible manner. We've waited long eno...
[ "better-auth", "claude", "claude-api", "claude-sdk", "fal", "github", "grounded-sam", "javascript", "modal", "next.js", "node.js", "openscad", "postgresql", "prisma", "python", "replicate", "three.js", "trellis" ]
https://www.youtube.com/embed/a7FHJIAtmA8?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/ishakan/TreeHacks2026" ]
Did Not Place
false
[ { "repo": "ishakan/TreeHacks2026", "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...
af94dac6a1a7
treehacks-2026
https://devpost.com/software/renaissance-845het
Blinket
We allow those with ALS to interact with the internet through an OS controllable only by the eyes.
Inspiration ALS is a devastating neurodegenerative disease in which one gradually looses motor function over time, for which there is no known cure. However, those experiencing ALS retain control of their eyes, which can be used to speak and interact with. the world. There exist solutions for this (e.g. https://us.tobi...
[ "brightdata", "bun", "cerebras-cloud-sdk", "css", "deepgram", "elasticsearch", "esp32", "fish-audio", "hono", "html", "jsrsasign", "jszip", "mediapipe-face-landmarker", "micropython", "openai-api", "python", "react-19", "react-icons", "react-router-dom", "react-webcam", "rese...
https://www.youtube.com/embed/NoRGMwNrWNU?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://seattle-sepia.vercel.app/apps", "https://github.com/idalmas/Blinkit-med" ]
Did Not Place
false
[ { "repo": "idalmas/Blinkit-med", "content": "# Blinket\n\n**Hands-free internet access for people with ALS and motor impairments.**\n\nBlinket is an assistive technology platform that lets users navigate the internet, shop, search, read, chat, join video calls, and have conversations — all controlled entire...
a236552713c7
treehacks-2026
https://devpost.com/software/aethernode
AetherNode
AetherNode powers the next generation of space data centers by intelligently scheduling compute around orbital physics.
Inspiration Artificial intelligence is scaling rapidly, and the infrastructure that powers it is approaching real physical limits. Data centers already consume roughly four percent of total electricity in the United States, and by 2030 demand from AI and cloud workloads is expected to at least double. Many facilities a...
[ "adafruit", "arduino", "claude", "css", "docker", "gemini", "github", "grok", "heygen", "html", "javascript", "openai", "python", "raspberry-pi", "vite" ]
https://www.youtube.com/embed/bo2t0RF9yMw?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/jeylinnn/treehacks2026", "https://drive.google.com/file/d/1ddfFnk-yus3qbqjamSpyFm2AWho2X8El/view?usp=sharing" ]
Did Not Place
false
[ { "repo": "jeylinnn/treehacks2026", "content": "# AetherNode\n\nA Vite + React + TypeScript web app that renders a Cesium 3D Earth with a continuously orbiting satellite and a deterministic mission control simulation panel. All telemetry is derived from formulas and toggles (no randomness).\n\n## Run Locall...
e69994420bb2
treehacks-2026
https://devpost.com/software/viper-3dr107
VIPER
Surgical Intelligence
Inspiration Medical errors kill an estimated 2.6–3 million people globally each year. Every surgery follows a protocol, yet compliance is formally tracked in only a small fraction of cases. Feedback is delayed, manual, and often limited to post-operative notes. We asked: What if the operating room had a flight data rec...
[ "appledepthpro", "cuda", "deberta", "depthanything3", "elevenlabs", "fastapi", "fhir", "foundationpose", "gemini", "gpu", "lucas-kanade-opticalflow", "mediapipe", "next.js", "nih", "pubmed", "pydantic", "python", "raybans", "react", "recharts", "sam2", "sam3", "scite", ...
https://www.youtube.com/embed/_VdADTQNmL4?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://viper-three-theta.vercel.app", "https://github.com/kkaura28/treehacks-2026" ]
Did Not Place
false
[ { "repo": "kkaura28/treehacks-2026", "content": "# treehacks-2026\n\nDevpost https://devpost.com/software/viper-3dr107#updates\n\nVIPER is an AI platform that watches first-person surgical video (via smart glasses) and extracts detailed spatial data like instrument tracking, pose estimation, hand positions,...
94ded1d80064
treehacks-2026
https://devpost.com/software/puzzled-c1y9ub
Puzzled
Fixing what's broken, piece by piece.
Inspiration Between 40%-70% of medical devices and equipment in low and middle-income countries are broken, unused, or unfit for purpose. The problem is compounded by severe workforce shortages: many low-income countries have fewer than one biomedical engineer per 100,000 people. Thus 10–30% of donated equipment is eve...
[ "claude-sonnet", "python", "react", "render", "runpod", "supabase", "tailwind", "typescript", "zoom" ]
https://www.youtube.com/embed/gQ9hj49KBvs?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/Adas4044/puzzled" ]
Did Not Place
false
[ { "repo": "Adas4044/puzzled", "content": "# Puzzled\n\n**40-70% of medical devices in low and middle-income countries are broken.** Not because they're useless, but because technicians lack training and repair guidance in their language.\n\n**Puzzled turns any phone camera into an AI-powered repair assistan...
e273406518bf
treehacks-2026
https://devpost.com/software/neuroblocks-cz7n9k
NeuroBlocks
No setup. No code. Just drag, connect, and learn ML.
Inspiration For all of us on the team, our first interaction with programming was block coding. It taught us logic and thinking without memorization or messy syntax. It developed our love for computer programming. Our goal with NeuroBlocks is to do the same for the next generation of engineers. Machine learning and dee...
[ "anthropic", "claude", "fastapi", "google-cloud", "next.js", "openai", "postgresql", "python", "pytorch", "runpod", "supabase", "tailwindcss", "typescript", "vercel" ]
https://www.youtube.com/embed/kGlmRMJCSdg?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/tupdaily/AIPlayground", "https://neuroblocks.vercel.app/login" ]
Winner [Runpod] Best use of Flash (1st Place: 200 Runpod credits per team member (up to 4). 2nd Place: 100 Runpod credits per team member (up to 4). 3rd Place: 50 Runpod credits per team member (up to 4).)
true
[ { "repo": "tupdaily/AIPlayground", "content": "# NeuroBlocks\n\nA visual playground for building and training neural networks: drag-and-drop blocks, connect layers, save to Supabase, and run challenges.\n\n## Repo structure\n\nEverything lives under two main folders:\n\n```\nneuroblocks/\n├── frontend/ ...
6e984ec4fe58
treehacks-2026
https://devpost.com/software/jatlas
JATLAS
Jeffrey Archive, Transparently Linked and Sourced (JATLAS)
JATLAS was inspired by the DOJ's release of the Jeffrey Epstein archive. While the raw files are publicly available, they're clunky and difficult to navigate. The inspiration for this project was to turn this unstructured library into an explorable knowledge graph, accessible to anyone who wants see Epstein's network o...
[ "alembic", "browserbase", "chatgpt", "claude", "codex", "fastapi", "gemini", "javascript", "langgraph", "next.js", "perplexity", "pgvector", "playwright", "postgresql", "python", "rapidfuzz", "react", "react-force-graph-2d", "spacy", "tailwind", "typescript", "vercel" ]
null
[ "https://jatlas-web.vercel.app/" ]
Did Not Place
false
[]
16fed8e99ef1
treehacks-2026
https://devpost.com/software/daisy-53nv2j
Daisy
Accelerate your product productivity
About Daisy The Inspiration Product and engineering teams often struggle with scattered feedback residing in support tickets, call notes, and transcripts. Daisy was built to centralize this data, using an AI workflow to transform raw feedback into insights, prioritized features, specs, and developer tasks while retaini...
[ "anthropic", "javascript", "next.js", "openai", "pinecone", "react", "tailwind", "typescript", "zustand" ]
https://www.youtube.com/embed/SDutOwD1PZc?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
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Did Not Place
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b3bc1d2ad429
treehacks-2026
https://devpost.com/software/project-lend
Project Lend
An autonomous food bank run entirely by AI + robotics, sourcing and distributing over 50lbs of food during TreeHacks to Palo Alto shelters in 1 weekend!
Project Lend AI-powered autonomous food rescue, because giving should be as smart as taking Inspiration We've spent years volunteering at food banks and shelters, experiencing firsthand the challenges of both front-office admin and back-breaking logistics. When Anthropic released Project Vend showing Claude could run a...
[ "claude-agent-sdk", "claude-code", "claude-vision-api-(haiku-3.5)", "computer-vision", "fetch.ai", "html/css", "poke-by-interaction-company", "python", "react", "warp-ide" ]
https://www.youtube.com/embed/hBcCNg_U3t4?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/PranavViswanath/project-lend" ]
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": "PranavViswanath/project-lend", "content": "# Project Lend\n\nAutonomous food bank built at TreeHacks 2026! xArm 1S sorts donated food, Claude agents coordinate with donors + shelters.\n\n## Hardware\n\n- Hiwonder xArm 1S over USB (connected to laptop)\n- Laptop webcam for vision classification\n\...