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4dcc744917d2
hacktech-by-caltech-2026
https://devpost.com/software/athens-j0w69o
Athens
Turning Lines to Skylines
Inspiration The two latest world-breaking innovations in tech were virtual reality and artificial intelligence. This combination points towards a drastically different world of software development in our future. The importance of understanding a system and it's structure remains, the importance of line-by-line coding ...
[ "claudecode", "codex", "github", "three.js", "typescript" ]
https://www.youtube.com/embed/61RdJ1nQ-rA?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/vincent-24/athens" ]
Did Not Place
false
[ { "repo": "vincent-24/athens", "content": "# Athens\n\n> Render any codebase as an explorable 3D city.\n\nFiles become buildings. Directories become districts. Dependencies become bridges.\nDevelopers have spatial memory — code is flat text. Athens gives your repo a physical form.\n\n```bash\nnpx athens ...
057f90dfdbfd
hacktech-by-caltech-2026
https://devpost.com/software/syncsense
Piratech
Paste a GitHub URL. Piratech traces taint paths across your actual code with a reasoning model and tells you exactly which vulnerabilities are exploitable — and why. Real findings, zero noise.
Piratech Inspiration Vibe coding changed how fast people ship. It also changed what they ship — apps built in hours by developers who've never written a security review in their life, deployed to production with no idea what's lurking inside. The problem isn't that security tools don't exist. Semgrep, Snyk, and GitHub ...
[ "docker", "fastapi", "github", "python", "react", "semgrep", "vultr", "webhooks", "websockets" ]
https://www.youtube.com/embed/7WJ-cRWzTVs?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/bebopkenny/hacktech2026part2", "https://www.hackpira.tech/" ]
Did Not Place
false
[ { "repo": "bebopkenny/hacktech2026part2", "content": "# Piratech | hackpira.tech\n\n**Connect your repo. See why it's exploitable.**\n\n> Hacktech 2026 · California Institute of Technology · April 24–26\n\nStatic analysis tools have a precision problem. Semgrep fires hundreds of findings and developers igno...
88197e6b13a6
hacktech-by-caltech-2026
https://devpost.com/software/runbook-poedlc
RunBook
Embeddable AI onboarding guides users, step by step, directly through your product. It's designed to get the user engaged and ready to use your product, while also being simple to deploy.
Inspiration Most products lose users between signup and activation because onboarding is static, generic, and easy to ignore. We were especially motivated by feedback from Sideshift, who shared that onboarding friction is a recurring issue for their users. RunBook is our answer to that gap: help users actually complete...
[ "css", "gemini", "github", "html", "javascript", "next.js", "node.js", "npm", "python", "react", "tailwind", "typescript" ]
https://www.youtube.com/embed/Bc27sklDOag?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/dfed25/RunBook" ]
Did Not Place
false
[ { "repo": "dfed25/RunBook", "content": "# Runbook\n\n**Runbook** is an embeddable AI onboarding assistant. Companies connect or import docs, configure the assistant in **Studio**, and embed it into any app or site. The assistant answers questions using **seeded demo knowledge** plus any **manual sources** y...
466902dff0df
hacktech-by-caltech-2026
https://devpost.com/software/vima
vima (thisisthebestdottechdomainnameathack.tech)
visual intelligence for multimodal annotation
Inspiration frontier VLMs can look at a construction site, but they still struggle to understand what happened in space over time. we tested this on real hardhat/bodycam-style masonry footage. a raw model can usually say "worker," "scaffold," or "concrete block wall." but when you ask questions like: was masonry work h...
[ "claude", "colmap-style-spatial-zones", "depth-anything", "fastapi", "ffmpeg", "gemini", "gemini-robotics-er", "mcp", "next.js", "python", "sam-style-augmentation", "solana" ]
https://www.youtube.com/embed/G9wj1YA0DYI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "http://thisisthebestdottechdomainnameathack.tech", "https://github.com/philip-chen6/vima", "https://docs.vimaspatial.tech/docs/overview" ]
Did Not Place
false
[ { "repo": "philip-chen6/vima", "content": "# VIMA\n\nVIMA is a spatial-intelligence prototype for egocentric construction video.\n\nThe current local demo path is a spatial-memory pipeline: raw hardhat footage is\ntoo ambiguous for a vision-language model to answer reliably on its own, so VIMA\nfirst turns ...
978a36a5b46c
hacktech-by-caltech-2026
https://devpost.com/software/displacement
Displacement
An algorithmic behavioral economics engine that simulates how human agents change their minds, influence each other, panic, and attempt to reskill in the face of economic obsolescence.
How do humans change their mind? We implemented a tier of psychological archetypes. Probabilistic Bayesians rationally update their beliefs based on ground-truth market signals. However, Loss-Aversion agents are paralyzed by the sunk-cost fallacy of their past education, and Anchored Extrapolators refuse to accept that...
[ "css", "economics", "html", "javascript", "math", "python" ]
https://www.youtube.com/embed/B20F1Bcgr1E?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/RyanHernandezz/Displacement" ]
Did Not Place
false
[ { "repo": "RyanHernandezz/Displacement", "content": "# Displacement: An Agent-Based AI Labor Market Simulator\n\n**Displacement** is a high-performance, deterministic Agent-Based Model (ABM) built to mathematically simulate the systemic labor market fallout caused by AI-driven skill obsolescence. \n\nRather...
ca079ae90ef9
hacktech-by-caltech-2026
https://devpost.com/software/phishtank-9jv6b0
PhishTank
People are often the weakest link in security. Our extension uses AI sandboxes with K2 Think V2 and Gemma 4 to analyze links and deliver real-time safety insights before users click.
Inspiration Although algorithms are deterministic, people are often the weakest link in cybersecurity. After exploring K2 Think V2’s deep reasoning and long-context capabilities, we realized it was powerful enough to enable truly in-depth AI sandbox analysis. That insight led us to build a system where complex browser ...
[ "chrome", "docker", "gemma4", "gvisor", "k2thinkv2", "playwright", "podman" ]
https://www.youtube.com/embed/-wqz3JBjkTs?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/ClaraY05/hacktech-phishtank" ]
Did Not Place
false
[ { "repo": "ClaraY05/hacktech-phishtank", "content": "# PhishTank Sandbox\n\nThis repository is split into two sections:\n\n- `backend/`: Python backend scaffold (FastAPI-oriented) configured via `pyproject.toml`\n- `frontend/`: Chrome Extension (Manifest V3) scaffold using TypeScript + Node.js\n\n## Project...
64f6bf7c819e
hacktech-by-caltech-2026
https://devpost.com/software/kinova
Kinova
Most fitness apps assume experience. For beginners, neither proper form nor resolve is guaranteed. Our project integrates AI for real-time feedback and a gamified system for casual beginners.
Kinova Kinetic. Novel. Yours. By Ava Cheng, Vanisha Kheterpal, Charlotte Wong, and Alexandra Ye Inspiration Tempo is a 2015 YC-backed startup offering live, at-home fitness training powered by computer vision. It's genuinely impressive — but it required expensive hardware, dedicated equipment, and real trainers. The ba...
[ "css", "eslint", "getusermedia", "html5", "javascript", "jsx", "mediapipe", "next.js", "npm", "react19", "requestanimationframe", "speechsynthesis", "svg", "tsx", "typescript" ]
https://www.youtube.com/embed/u3NsekslR9I?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/shanghanyan/Kinova" ]
Did Not Place
false
[ { "repo": "shanghanyan/Kinova", "content": "# Kinova\n### *Kinetic. Novel. Yours.*\nBy Ava Cheng, Vanisha Kheterpal, Charlotte Wong, and Alexandra Ye\n\n---\n\n## Inspiration\n\nTempo is a 2015 YC-backed startup offering live, at-home fitness training powered by computer vision. It's genuinely impressive — ...
b2524d0660f4
hacktech-by-caltech-2026
https://devpost.com/software/soilvue
SoilTune
Farmers lose up to 75% of their yield to guesswork. SoilTune reads your soil live and turns it into an strategic plan.
Inspiration This project was inspired by the growing need for smarter and more accessible farming tools. Many farmers, gardeners, and regular households do not always have an easy way to understand what their plants need. We wanted to create a simple system that could help people maximize plant growth, reduce wasted wa...
[ "backboard", "gradio", "io", "k2-think-v2", "langchain", "lovable", "supabase", "tanstack" ]
https://www.youtube.com/embed/T-HqT7hshOI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/sat-malla/soiltune-hacktech-2026" ]
Did Not Place
false
[ { "repo": "sat-malla/soiltune-hacktech-2026", "content": "# hacktech-2026\nHacktech project\n", "truncated": false } ]
3b6f2b00762d
hacktech-by-caltech-2026
https://devpost.com/software/feesh
amy
Amy (amygdala) is the empathy layer that gives vision-language models human-centered data so people stop deciding with half the picture.
Inspiration Your Spotify is no longer your music -- its a recommendation. Your youtube is just what you find on the home page that you refresh. The reels you watch, you cant even search for content. The platforms that present themselves as expressive and allowing creativity, blackbox the very algorithm that optimizes f...
[ "anthropic", "fastapi", "javascript", "k2-think", "meta-tribe", "opencv", "openrouter", "python", "qwen", "three.js", "typescript", "vite", "vue" ]
https://www.youtube.com/embed/iJDsh0IYLgw?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/Jshengdev/hackathon" ]
Did Not Place
false
[]
7da0c6659a7f
hacktech-by-caltech-2026
https://devpost.com/software/kandor
kandor
kandor is a real-time safety layer for social messaging that detects grooming, harassment, sexual content, off-platform migration, and personal-info requests before harm escalates.
What Inspired Us To Build kandor ? Logo/Name Inspiration: kandor comes from “candor,” meaning honesty and openness, but we replace the “C” with a “K” to center kids. The trees framing the design symbolize protection, like a safe boundary, reflecting our mission to protect children in digital conversations. We built kan...
[ "chrome-extension-apis", "chromium/edge", "css", "fastapi", "gemini", "html", "javascript", "python", "rule-based-nlp" ]
https://www.youtube.com/embed/dsrPhqh5PWs?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/robotman40/hacktech-2026" ]
Did Not Place
false
[]
a2d6873d2247
hacktech-by-caltech-2026
https://devpost.com/software/echo-lab
ECHO Lab
A live simulation of how ranking algorithms, echo chambers, and social influence reshape beliefs and induce polarization across a 500-agent society.
Inspiration We wanted to investigate whether societal polarization comes from social media algorithm design choices or from the natural social tendencies of humans in large groups. This problem felt particularly relevant to today's increasingly connected and polarized world. What it does ECHO Lab constructs a simulated...
[ "cursor", "fastapi", "python", "svelte", "typescript", "vega-lite", "vis.js", "vite" ]
https://www.youtube.com/embed/nruWoHptTRM?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/PranavN2005/hacktech_2026_submission" ]
Did Not Place
false
[ { "repo": "PranavN2005/hacktech_2026_submission", "content": "# ECHO Lab — Echo Chamber Heuristics Observation Lab\n\nHacktech 2026 Submission\n\n## Collaborators\n\n- Pranav Nallaperumal\n- Ahad Jiva\n\n## Development\n\n### Install dependencies\n\n```bash\npip install -r requirements.txt\n```\n\n### Insta...
e59f56340ce2
hacktech-by-caltech-2026
https://devpost.com/software/nova-ai-xid5pa
Nova AI
VoiceBridge is an AI agent that learns and executes workflows across any software on your computer - even apps it has never seen before. Already deployed and ready to use, please visit our website!
Inspiration Zapier was revolutionary in 2011. It taught the world that software should talk to software, so you shouldn't have to manually copy data between tools or babysit repetitive tasks. For cloud SaaS apps with APIs, it delivered on that promise. But there's a wall Zapier has never crossed: it only works where AP...
[ "desktop-capturer", "electron", "gemini-live-api", "gemini-vision", "gmail-api", "google-calendar-api", "google-gemini", "google-oauth2", "javascript", "node.js", "vosk" ]
https://www.youtube.com/embed/wt_w_KeJC2E?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/quachphu/Caltech-Hackathon-2026", "https://novatechai.tech/", "https://canva.link/r1t51is1wwdz4qe", "https://drive.google.com/drive/folders/1NNDNxvJNhKSiK3H5IQRu4VVMeUfwyzjj?usp=sharing" ]
Did Not Place
false
[ { "repo": "quachphu/Caltech-Hackathon-2026", "content": "# Caltech-Hackathon-2026\n\n# Nova AI\n\n> **YC — Reimagining Zapier for 2026**\n\nNova is an **AI agent** that learns and executes workflows across any software on your computer—including apps it has never seen before—through **natural language** or ...
81df7adc92d2
hacktech-by-caltech-2026
https://devpost.com/software/deepdive-ji7e3t
DeepDive
Bringing people together under high-pressure situations.
Inspiration While researching potential issues to take on, we came across the uniquely challenging profession of underwater welding. With a mortality rate as high as 15%, underwater welders experience monumental risk despite being crucial to the operation of various global infrastructures. In an effort to reduce potent...
[ "fastapi", "gemma", "javascript", "langchain", "mysql", "python", "react" ]
https://www.youtube.com/embed/QoDU54A48f8?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/esivorap/DeepDive" ]
Did Not Place
false
[ { "repo": "esivorap/DeepDive", "content": "# DeepDive\nAuthors: Edric Sivoraphonh, and Gabren Sysavath\n", "truncated": false } ]
eefd961fb1f2
hacktech-by-caltech-2026
https://devpost.com/software/worldfork-tech
WorldFork.tech
Fork reality into multiverses, simulating how societies mutate and cascade across alternate futures. Powered by sociology, mechanistic interpretation, and cohort intelligence.
Inspiration There are already many projects that use AI agents to simulate the future, forecast world events, or generate possible outcomes from a scenario. But as a heavy user of those tools, I kept noticing a gap: many of them feel detached from how reality actually changes. Real societies are not just collections of...
[ "python" ]
https://www.youtube.com/embed/7upw3g4kxL8?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/Hilo-Hilo/worldfork-cli" ]
Did Not Place
false
[ { "repo": "Hilo-Hilo/worldfork-cli", "content": "# worldfork-cli\n\n`worldfork` is a small, dependency-light command-line client for a [WorldFork](https://github.com/Hilo-Hilo/WorldFork) backend — a platform for explainable, recursively branching social simulations.\n\nIt is **only the client**. There is no...
f5130a9bc39e
hacktech-by-caltech-2026
https://devpost.com/software/callshield-hkxbg2
CallShield
Phone scams steal billions. Our app analyzes calls live, flags threats instantly, and protects the people you love most.
Inspiration CallShield was inspired by a real and growing crisis affecting vulnerable populations worldwide. In Ukraine, the ongoing war has caused a massive demographic shift: some young adults are leaving for the army, while others and their children flee the country, leaving behind parents and grandparents who are n...
[ "android-studio", "gradle", "javascript", "kotlin", "python", "react-native" ]
https://www.youtube.com/embed/thRcwlvchdc?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/Vonna9/CallShield.git" ]
Did Not Place
false
[ { "repo": "Vonna9/CallShield", "content": "# CallShield \n## ☏ Protects users from robot generated calls and common phone scams. \n\n<img width=\"6912\" height=\"3456\" alt=\"CallShield protecting people who matter most-2\" src=\"https://github.com/user-attachments/assets/f01ce634-6e44-43c7-95f3-28c6293e6...
910bec7a39e1
hacktech-by-caltech-2026
https://devpost.com/software/the-room-k1xptn
The Room
The Room puts you inside a living argument.
Inspiration When challenged to think about how individuals interact in a society and how we arrive at certain conclusions, we wanted to model how people discuss, argue, and maybe even agree on different polarizing subjects. We wanted to show that no matter our backgrounds, we all have the power to change each other's m...
[ "html", "javascript", "k2thinkv2", "railway", "react", "vite" ]
https://www.youtube.com/embed/GiDboj0Jsrw?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/tylervhuynh/The-Room", "http://the-room.tech" ]
Did Not Place
false
[ { "repo": "tylervhuynh/The-Room", "content": "# The Room\n\n> A 4-agent social simulation where you intervene in living belief systems and watch real-time persuasion and resistance unfold.\n\n---\n\n## What is The Room?\n\nThe Room places you inside a living argument. Four personas — an Activist, a Traditio...
370e8c2d2164
hacktech-by-caltech-2026
https://devpost.com/software/ai-humanoid-animator
Kinetic X Studio
Turn any video into a reusable humanoid FBX animation clip!
Kinetic X Studio Web AI Humanoid Animator - Turn any video into a reusable humanoid FBX animation clip 🕺💃 Project Setup and Implementation details: PROJECT.md Project Credits: CREDIT.md Team Kelly Lwin ( klwin@cpp.edu ) Inspiration I do game development and Blender modeling as a hobby, but creating character animatio...
[ "blender-python-api", "css", "fastapi", "fbx", "ffmpeg", "html", "json", "k2-think-v2-api", "mediapipe", "next.js", "opencv", "python", "react", "react-three-fiber", "tailwind-css", "three.js", "typescript" ]
https://www.youtube.com/embed/18Q_En-8100?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/phyulwin/humanoid-motion-synthesis-fbx-generator" ]
Did Not Place
false
[ { "repo": "phyulwin/humanoid-motion-synthesis-fbx-generator", "content": "# Kinetic X Studio\n\nWeb AI Humanoid Animator - Turn any video into a reusable humanoid FBX animation clip 🕺💃\n\n- Project Setup and Implementation details: [PROJECT.md](https://github.com/phyulwin/humanoid-motion-synthesis-fbx-gen...
05969af5e306
hacktech-by-caltech-2026
https://devpost.com/software/recruit-h3lc2r
Recruitt
Your job search, on autopilot.
Recruitt.tech: AI Agents that apply for you. Without making stuff up. Inspiration We're college students. We (unfortunately) know what the job hunt actually looks like. You find a role on LinkedIn. You rewrite your resume for the third time this week. You open an Ashby form and type your name, email, phone, university,...
[ "typescript" ]
https://www.youtube.com/embed/HHwj1Hsb9do?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/recruitttt/recruit-main", "http://recruitt.tech" ]
Did Not Place
false
[ { "repo": "recruitttt/recruit-main", "content": "# Recruit\n\n### AI agents for the job hunt.\n\nRecruit is an autonomous job-application system for turning one candidate\nprofile into a supervised application pipeline: enrich the profile, discover\nroles, rank fit, tailor the resume, fill application forms...
08f3570081a1
hacktech-by-caltech-2026
https://devpost.com/software/spatial-intelligence-revamped
SpatialStack
3D-aware framework that stacks temporal and geometric data to track distance and orientation under uncertainty
Inspiration LLMs are really bad at spacial awareness. If you give an LLM an image including an apple and banana, and ask which one is on the right and left, it will be right 50% of the time. This is equivalent to guessing. Since this problem was so open-ended we were inspired to think of the most practical solution we ...
[ "fastapi", "huggingface", "python", "pytorch", "spatialvlm", "typescript", "vercel" ]
https://www.youtube.com/embed/nV-cbX1eW-U?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "http://spatialstack.tech", "https://github.com/elizabethqiu/spatial-ml", "https://docs.google.com/document/d/1jUO9ynIazGGm3mKblJutruCqz0z4SURZNFHl5cA1JF0/edit?usp=sharing" ]
Did Not Place
false
[ { "repo": "elizabethqiu/spatial-ml", "content": "# SpatialStack\nBeyond the pixel: Stacking time and depth to give AI a sense of space.\n\nTry it out: www.spatialstack.tech\n\nBuilt for Hacktech 2026\n\n## Inspiration\nLLMs are really bad at spacial awareness. If you give an LLM an image including an apple ...
52e372870a58
hacktech-by-caltech-2026
https://devpost.com/software/your-future-block
Your Future Block
What will your community look like tommorrow?
Your Future Block Pitch Deck: https://canva.link/7diuta24ax8o7l1 ' Demo Links: https://yourfutureblock.tech https://yourfutureblock.vercel.app Your Future Block is an interactive climate-risk visualizer that helps people understand how climate hazards may affect their own communities over time. Instead of presenting cl...
[ "duckdb", "fastapi", "fly.io", "git", "github", "javascript", "leaflet.js", "maplibre-gl-js", "node.js", "npm", "openstreetmap-tiles/api", "python", "react", "react-leaflet", "tailwind-css", "typescript", "vite" ]
https://www.youtube.com/embed/hjowbQsZbN4?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "http://yourfutureblock.tech", "https://yourfutureblock.vercel.app/", "https://github.com/pearloyewole/Your-Future-Block", "https://canva.link/7diuta24ax8o7l1" ]
Did Not Place
false
[ { "repo": "pearloyewole/Your-Future-Block", "content": "\n", "truncated": false } ]
a3865fb0f9ed
hacktech-by-caltech-2026
https://devpost.com/software/rma29-students-claremontmckenna-edu
PiMatch
PhD admissions runs on cold emails and rumors. PiMatch scores applicant–PI fit on research direction, funding, mentorship, and coauthor-network reach — surfacing matches that cold search misses.
What Inspired Us All four of us are planning to pursue a PhD after graduating from college. We're not designing for a hypothetical user — we're designing for ourselves, and for the version of this decision that's coming for each of us. We all want to find an advisor who's truly a match — someone whose research, mentors...
[ "anthropic-api", "claude", "fastapi", "google-docs", "nsf-api", "python", "react", "recharts", "render", "semantic-scholar-api", "sqlite", "sqlmodel", "tailwindcss", "typescript", "vercel", "vite" ]
https://www.youtube.com/embed/9g24DUUxlfw?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://pimatch.tech", "https://github.com/A1ex-Ch3n/pi-match.git" ]
Did Not Place
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[ { "repo": "A1ex-Ch3n/pi-match", "content": "# PiMatch\n\nA PhD advisor (PI) matchmaking platform for graduate school applicants. PiMatch ranks Principal Investigators by research fit, mentorship style, funding stability, and personal connections — and lets students have a live conversation with an AI avatar...
279776f1e4b5
hacktech-by-caltech-2026
https://devpost.com/software/canvas-wrapped
Canvas Wrapped
Ever wondered what type of student you are? Chronic procrastinator, comeback king, or early bird? Now you can find out! Get data-driven insights into your academic habits, some flattering, some not...
Inspiration Inspired by Spotify Wrapped, we created our own "Canvas Wrapped," a fun and personalized way (using AI) for students to reflect on their academic habits through canvas data. Instead of showing grades, it transforms everyday school data into engaging and fun insights, like your record for latest assignment s...
[ "javascript", "python", "typescript" ]
https://www.youtube.com/embed/sNI1WTkbHNY?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://canvaswrapped.tech" ]
Did Not Place
false
[]
07d95e426b93
hacktech-by-caltech-2026
https://devpost.com/software/tbd-y0t9iq
Aurora: Identity Layer for Humans and AI Agents
Aurora verifies humans with adversarial challenges and lets trusted AI agents authenticate with proof-of-work, model fingerprinting, signed tokens, and optional Solana audit logs.
Inspiration The modern web was built for one type of visitor: humans. Every login flow, CAPTCHA, and rate limiter assumes the entity on the other side is a person. That assumption collapsed the moment autonomous AI agents started navigating the web at scale. The existing solutions are completely one-sided. CAPTCHAs try...
[ "browser-use", "fastapi", "hmac", "jwt", "k2-think-v2", "next.js", "openai-api", "playwright", "python", "pytorch", "react", "resnet18", "sha-256-proof-of-work", "solana-devnet", "solana-web3.js", "tailwind-css", "torchvision", "typescript", "web-workers" ]
https://www.youtube.com/embed/wvHXf2I4RNU?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/RaniaS2004/HackTech-2026/tree/main", "https://aurora-secure.tech" ]
Did Not Place
false
[ { "repo": "RaniaS2004/HackTech-2026", "content": "# AURORA\n\n**Identity for the agentic web.**\n\nAURORA is an AI-native identity layer built for a world where both humans and autonomous agents browse, transact, and operate online. The project has two complementary products:\n\n- **HumanLock**: a defense l...
6fdb83f71f73
hacktech-by-caltech-2026
https://devpost.com/software/wavelength-57hbc3
~Wavelength~
Companionship is resonance. Find your frequency.
Inspiration There's something more than shared interests or MBTI traits that lead to lasting friendships and companionship. From witty banter to tuned emotional sensitivity, best friends (or more ;) ) have an established, deep rapport that arises from the first click, as if by magic. We've also seen the other side of i...
[ "elevenlabs", "fastapi", "github", "google-gemma", "javascript", "k2-think-v2", "python", "react", "sqlite", "vite" ]
https://www.youtube.com/embed/R-wagjmOdXY?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/Kit-Kat31415926/Wavelength", "https://wwwavelength.tech/" ]
Did Not Place
false
[ { "repo": "Kit-Kat31415926/Wavelength", "content": "# Wavelength\n\nFor everyone who is in need of a friend, or just wants to add some spice in their life by meeting someone new, \\~Wavelength\\~ is a friendship matching app that unveils your true personality through a conversational environment to find oth...
d34f47992d24
hacktech-by-caltech-2026
https://devpost.com/software/emotional-feedback-music-engine
Resona
Every emotion has a unique resonance. Resona finds yours and matches it with music that lifts your mood. We don’t just generate random songs—we reason about how music transforms your emotional state.
Inspiration Every emotion has its own resonance —a subtle internal frequency that shapes how we feel. When two frequencies align, resonance amplifies. It transforms. We asked: What if music could find your emotional resonance—and meet it precisely? Most music apps recommend or generate songs, but they don’t understand ...
[ "cnn-(audio-feature-extraction)", "elevenlabs-api", "feedbackloop", "fluidsynth", "json-based-reasoning-pipeline", "k2-think-v2", "librosa", "lovable-(frontend)", "ngrok", "pretty-midi", "prompt-engineering", "python", "pytorch", "uvicorn" ]
https://www.youtube.com/embed/MErLdUo90-o?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://retunemood.tech/", "https://github.com/lexie2749/Hachtech_emotional_music" ]
Did Not Place
false
[ { "repo": "lexie2749/Hachtech_emotional_music", "content": "# Resona — AI Emotional Music Engine\nDeveloped by Xiaoxi Zhou, Saina Nikmehr, and Maya Yie\n\n> Hacktech 2026 · Live at [retunemood.tech](https://retunemood.tech)\n\nSpeak or type how you feel. The system analyses your voice, reasons about your em...
d95cda78c8ed
hacktech-by-caltech-2026
https://devpost.com/software/echo-xgj36a
Echo
Echo simulates how your workforce will react to a policy, in real behavior, crash testing your HR decisions before rollout.
Inspiration We were inspired by Amazon’s return-to-office push. After Amazon announced a stricter five-day in-office policy starting in January 2025, a Blind survey reported that 73% of surveyed Amazon employees were considering quitting. That showed us how expensive and risky HR policy changes can be when companies on...
[ "agentic", "claude", "fastapi", "nextjs", "python", "railway", "react", "typescript", "uvicorn", "vercel" ]
https://www.youtube.com/embed/KNGY9FIZRQQ?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://echosim.tech", "https://github.com/michaeltgao/Echo" ]
Did Not Place
false
[ { "repo": "michaeltgao/Echo", "content": "# Echo\n\n> A wind tunnel for HR decisions. Paste any policy, watch your workforce *act* — message peers, vent in channels, go quiet, update LinkedIn — and edit before you ship.\n\nEcho simulates how 50 synthetic employees, modeled with motivators, sensitivities, an...
bf3f2a64009e
hacktech-by-caltech-2026
https://devpost.com/software/cortexia-dhwkb4
Cortexia
Stress-test any message against a geo-mapped synthetic population using TRIBE neural readouts, K2 reasoning, and multi-round belief propagation — predictive information epidemiology.
Inspiration Most studies on misinformation assume that the issue is based in logic. But we wanted to frame it from a neuroscientific perspective - what we were able to simulate how a message physically affects the brain before disseminating it among a community? What it does Cortexia stress-tests a message or piece of ...
[ "deck.gl", "elevenlabs", "fastapi", "firecrawl", "mapbox", "modal", "python", "react", "sqlite", "tavily", "typescript", "vultr" ]
https://www.youtube.com/embed/AVsoKJmDm5o?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/yajat009/cortexia-compass" ]
Did Not Place
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[ { "repo": "yajat009/cortexia-compass", "content": "# Cortexia\n\nPredictive **information epidemiology** workspace: stress-test a catalyst (message + evidence) against a **synthetic, geo-mapped population**, combining **TRIBE-style neural readouts** (BSV), **K2 reasoning**, and a **multi-round propagation**...
02f379d271c1
madhacks-fall-2025
https://devpost.com/software/sous-chef-g36fn9
Sous-Chef
SousChef is a personalized cooking assistant that uses your fridge ingredients to create recipes and meal plans, reduce food waste, and guide you through cooking with an efficient, fun experience.
About the Project Inspiration SousChef was inspired by a simple, everyday problem: people often look into a full fridge and still feel like there is nothing to cook. With Thanksgiving approaching and learning that nearly 40% of food in the United States is wasted each year, we wanted to build something that reduces was...
[ "amazon-web-services", "expo.io", "firebase", "fishaudio", "flask", "native", "node.js", "openai", "react", "react-native", "spoonacular", "typescript", "yolov8" ]
https://www.youtube.com/embed/jbBoIKM55DA?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/bredky/CollegeMealPrep", "https://github.com/yasuhitoyen/SousChef.git" ]
Did Not Place
false
[ { "repo": "bredky/CollegeMealPrep", "content": "# Welcome to your Expo app 👋\n\nThis is an [Expo](https://expo.dev) project created with [`create-expo-app`](https://www.npmjs.com/package/create-expo-app).\n\n## Get started\n\n1. Install dependencies\n\n ```bash\n npm install\n ```\n\n2. Start the app...
d9d3999fa806
madhacks-fall-2025
https://devpost.com/software/gnostic-7t9hbc
Gnostic
Data storage has grown cheaper, but personal archival techniques do not reflect this. Gnostic serves as a way to reduce unnecessary, non-private retrieval of online documents/webpages.
Inspiration What it does How we built it Challenges we ran into Accomplishments that we're proud of What we learned What's next for Gnostic
[ "css", "flask", "html", "javascript", "keybert", "python", "react", "sqlite" ]
null
[ "https://github.com/lucasg52/gnostic-db", "https://github.com/Austin-Tsai/gnostic-extension", "https://github.com/Austin-Tsai/gnostic-website" ]
Did Not Place
false
[ { "repo": "lucasg52/gnostic-db", "content": "Gnostic is a personal knowledge managment system which archives the things you read online, created during MadHacks 2025.\n\n\n\n### **gnostic-extension**\n\nThe tool used for configuring how often/how granular the archival is done. By default, any webpages that ...
d5d93869fc64
madhacks-fall-2025
https://devpost.com/software/capcoach
CapCoach
CapCoach uses machine learning to predict your financial future 12 months out, and shows exactly what you should change to hit your financial goals, implemented right into your banking app.
Inspiration As college students, we are already swamped with multiple responsibilities, with many of us needing to balance working, paying for college, and managing debt all at the same time. We thought it would be nice if there were a simple and easy way to manage your finances without going through all of the hoops o...
[ "css", "express.js", "node.js", "python", "react" ]
null
[ "https://github.com/mltang2/CapCoach" ]
Did Not Place
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[ { "repo": "mltang2/CapCoach", "content": "# CapCoach - AI-Powered Financial Planning\n\nCapCoach is a banking application with AI-powered financial predictions that help users plan their financial future.\n\n## Features\n\n- **Dashboard**: View account balances and recent transactions\n- **Checking & Saving...
ee78ac6bc086
madhacks-fall-2025
https://devpost.com/software/newscaster-ai
NewsCaster.AI
A personalized AI newscaster delivering real-time, tailored updates in a voice and style you choose.
Inspiration We wanted to make news more accessible, personalized, and engaging. Traditional platforms overload users with information, so we set out to create an AI newscaster that delivers only what matters: summarized, clear, and tailored to each person. What it does NewsCaster.AI generates real-time, personalized ne...
[ "d-id", "fishaudio", "flask", "newsapi", "next.js", "openai", "tailwind" ]
https://www.youtube.com/embed/QdJh5Nc1sKE?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/dillxn19/NewsCaster.ai" ]
Did Not Place
false
[ { "repo": "dillxn19/NewsCaster.ai", "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\npnp...
cfea5ecb1623
madhacks-fall-2025
https://devpost.com/software/whatsthemove-s7hn4k
WhatsTheMove
Coming to campus as out of state students, having no friends made going out difficult because we didnt know where parties were happening. WhatsTheMove connects the community to events near them.
Inspiration Coming to campus as out of state freshman, finding parties without already having friends made going out harder. What it does Users can publish/post parties or other events for all people to see How we built it we used react native in expo for the frontend and a node js backend Challenges we ran into being ...
[ "expo.io", "node.js" ]
null
[ "https://github.com/AidenJasonDev/WhatsTheMove", "https://github.com/AidenJasonDev/WhatsTheMoveAPI", "https://github.com/kuko798/user-api-hackathon" ]
Did Not Place
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[]
44eb90512417
madhacks-fall-2025
https://devpost.com/software/madevents
MadEvents
This project is meant to input any Madison events and display them on a map. Entries are able to be filtered through the search bar, date, and category.
Madison has many events and many event websites, so it can often feel overwhelming to know what’s happening when. The goal of the project was to create a user-friendly website where people could view, join, and create events. On the design side, we wanted to create multiple interactive features: searchable event listin...
[ "duckdb", "fastapi", "vue.js" ]
null
[ "https://github.com/HN-dev6714/madevents" ]
Did Not Place
false
[ { "repo": "HN-dev6714/madevents", "content": "# madevents\nMap of campus-wide events for UW-Madison\n", "truncated": false } ]
66e35c3c0c70
madhacks-fall-2025
https://devpost.com/software/sidekick-xlnger
SideKick
A sidekick that can actually use your browser like a human.It sees your screen, understands images, and then clicks, types, and navigates the web for you — completely automatically.
An AI Browser Assistant That Takes Action My project is an AI browser assistant that actually uses your browser for you. Instead of replying in a chatbox, it routes your command to the right agent and acts directly on the page: Vision Agent — understands what’s on the screen by analyzing images and UI elements Browser ...
[ "ai", "api", "html5", "javascript", "mastra", "node.js", "react", "typescript", "web" ]
null
[]
Did Not Place
false
[]
c38f2ce58200
madhacks-fall-2025
https://devpost.com/software/crowdmap-2tqdch
CrowdMap
Sense nearby devices by using multiple ESP-32s to triangulate distance from devices nearby
Inspiration Public spaces, events, and campuses can get crowded fast but most people have no way to see density in real time. After noticing how often groups struggle to navigate crowded areas, we wanted to create a system that turns existing device signals into a live crowd-density map. No new hardware needed, just Bl...
[ "c++", "python" ]
null
[ "https://github.com/alexttran/CrowdSensor" ]
Did Not Place
false
[ { "repo": "alexttran/CrowdSensor", "content": "# CrowdMap\n\nCrowdMap is a low-cost indoor positioning system built with three ESP32 devices. By scanning for nearby Bluetooth devices and sharing RSSI data between nodes, CrowdMap estimates the 2D position of each detected device using trilateration. The syst...
9a7dc9306f16
madhacks-fall-2025
https://devpost.com/software/riskchain-j5gwvz
RiskChain
We built an AI-powered claims intelligence platform that instantly analyzes insurance claims, flags fraud, and identifies hidden fraud rings.
💡 Inspiration $80 Billion. That’s how much money vanishes into thin air every year due to insurance fraud in the US alone. When we started researching this, we realized a massive flaw in how insurance works: Traditional systems look at claims individually ("Does this car crash look real?"). But fraudsters work in team...
[ "3js", "genai", "graphtheory", "javascript", "node.js", "python", "pytorch", "random-forest", "react", "sqlite", "xgboost" ]
null
[ "https://github.com/Aravgeorge7/Madhacks2025-1" ]
Did Not Place
false
[ { "repo": "Aravgeorge7/Madhacks2025-1", "content": "# RiskChain Intelligence\n\n**Insurance Fraud Detection & Risk Analysis System**\n\nRiskChain Intelligence is an AI-powered insurance fraud detection platform that uses graph network analysis to identify fraud rings and calculate real-time risk scores for ...
55da588828e6
madhacks-fall-2025
https://devpost.com/software/madison-marketplace
Madison Marketplace
A UW–Madison student marketplace for household items and furniture. Users upload photos of items, AI generates descriptions and suggested prices helping students buy furniture and more.
Inspiration This website endeavours to make move-in and move-out much more seamless for UW-Madison students. What it does It allows UW Madison students exclusively to buy and sell furniture and other items they want to sell by uploading it to out website. How we built it We built this using typescript and filtered our ...
[ "claude", "cloudinary", "firebase", "python", "r", "typescript" ]
null
[ "https://github.com/vihanvdalvi/madison_marketplace.git" ]
Did Not Place
false
[ { "repo": "vihanvdalvi/madison_marketplace", "content": "# madison_marketplace\nA UW–Madison student marketplace for household items and furniture. Users upload photos of items, AI generates descriptions, and prices are suggested based on current market trends for fair transactions, helping students list, b...
d23fb0895af6
madhacks-fall-2025
https://devpost.com/software/factify-yfn86c
Factify
Trust the Truth
Factify was born out of a necessity, as digital citizens, to clear the fog of misinformation that clouds the feeds we, our, and everyone’s families scroll through everyday. Every time you log onto social media, you put your trust in algorithms designed for engagement rather than truth, leaving your worldview in the han...
[ "chromium", "css", "electron", "geminiadk", "html", "javascript", "python" ]
https://www.youtube.com/embed/Fg-sF2ptWUQ?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[]
Winner MadHacks Second Place
true
[]
c771ee017282
madhacks-fall-2025
https://devpost.com/software/connectu-0j4zlc
ConnectU
Turning classrooms into collaborative networks.
ConnectU was inspired by the struggle students face when trying to connect with classmates outside of class. We wanted to make collaboration effortless. Our platform lets students join their current/past courses, chat with classmates, and share documents through a clean, scrollable visual gallery. We built it using Fla...
[ "auth0", "css", "flask", "html", "ngrok", "python", "sqlite" ]
null
[ "https://supernaturalistic-misha-multimacular.ngrok-free.dev", "https://www.canva.com/design/DAG5hzuTaPc/YMz_RxHA1cGJ313hFjI4Yw/edit?utm_content=DAG5hzuTaPc&utm_campaign=designshare&utm_medium=link2&utm_source=sharebutton", "https://github.com/morganhoch/MadHacks2025Use/tree/main" ]
Did Not Place
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[ { "repo": "morganhoch/MadHacks2025Use", "content": "# MadHacks2025Use\n", "truncated": false } ]
b27531e6e20f
madhacks-fall-2025
https://devpost.com/software/faunavision
FaunaVision
AI-Powered Animal Health Analytics
FaunaVision was inspired by the critical need for early detection of animal distress behaviors in agricultural and research settings. Traditional monitoring methods are labor-intensive and often miss subtle behavioral indicators of health issues. By automating behavior analysis through computer vision, we can enable pr...
[ "flask", "gemini", "python", "react", "yolo" ]
https://player.vimeo.com/video/1139830525?byline=0&portrait=0&title=0#t=
[ "https://github.com/aaron-dongrst/FaunaVision" ]
Did Not Place
false
[ { "repo": "aaron-dongrst/FaunaVision", "content": "# FaunaVision - Pig Behavior Analysis System\n\nAI-powered system for analyzing pig behavior and health using computer vision and AI.\n\n## About the Project\n\n### Inspiration\n\nFaunaVision was inspired by the critical need for early detection of animal d...
855246318b5d
madhacks-fall-2025
https://devpost.com/software/recipeai-q27slk
RecipeAI
Ever wanted a way to find cheap and easy ingredients for your meal ideas? Well RecipeAI is the app for you. We automatically scan nearby stores finding the cheapest options for your meal ingredients.
Inspiration One of our team members was a food science major, and we wanted to build an app so he could get cheap ingredients for his meal ideas. What it does Input any meal you are in the mood for! RecipeAI will automatically generate ingredients, scan nearby stores to find the cheapest ingredient options in your area...
[ "flask", "javascript", "openai", "python", "react", "webscraping" ]
null
[ "https://github.com/ethanda1/madhacks2025" ]
Did Not Place
false
[]
b781dd4a4836
madhacks-fall-2025
https://devpost.com/software/yata-violin
YATA_vioLin
We’re building a deep learning + AI-powered practice coach that listens like a master, pinpoints what matters, and helps musicians improve faster — with confidence, not guesswork.
Inspiration Violin practice is brutally honest but often frustratingly vague: you feel something is off, you replay it twenty times, and you still can’t tell what to fix. We were inspired by the gap between how a master teacher hears a performance and how most students practice alone. We wanted to give learners that te...
[ "gradio", "huggingface", "langchain", "python", "torch" ]
null
[ "https://huggingface.co/spaces/yihan2588/YATA_vioLin" ]
Did Not Place
false
[]
174a6fb61d48
madhacks-fall-2025
https://devpost.com/software/line-of-sight
Line of Sight
Application that helps visually impaired people navigate cities independently, expanding their freedom to explore the world.
Inspiration We were inspired to create Line of Sight to bridge the gap between simple navigation and true environmental awareness for visually-impaired individuals. While existing tools often focus solely on getting from point A to point B, we wanted to build a companion allows anyone visually impaired to have the free...
[ "flutter", "javascript", "python" ]
https://www.youtube.com/embed/NLpwdBBjKo4?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/arvindm84/Line-of-Sight" ]
Did Not Place
false
[ { "repo": "arvindm84/Line-of-Sight", "content": "# Line of Sight\n\n**Line of Sight** is an application designed to provide visual guidance and environmental context to visually-impaired people using advanced AI. The app integrates OpenStreetMap's Overpass API for local POI discovery, Google's Gemini API fo...
6cd6b9146549
madhacks-fall-2025
https://devpost.com/software/wireshrimp
WireShrimp
A tool for beginners to learn the basics of network analysis by providing a simplified version of Wireshark with educational tools built in.
WireShrimp Team: Connor, Jack, Niyati, Pranav The Problem: The Wireshark Learning Curve Wireshark is the industry standard for network protocol analysis, offering immense power and detail. However, for students, aspiring developers, and junior engineers, its interface can be overwhelming. The sheer volume of "raw" data...
[ "click", "css", "python", "scapy", "sqlalchemy", "sqlite", "textual" ]
null
[ "https://github.com/PranavAvadhanam/madhacks25" ]
Winner TDS Prize Track
true
[ { "repo": "PranavAvadhanam/madhacks25", "content": "# WireShrimp\n\n**Team:** Connor, Jack, Niyati, Pranav\n\n## The Problem: The Wireshark Learning Curve\n\nWireshark is the industry standard for network protocol analysis, offering immense power and detail. However, for students, aspiring developers, and j...
7479033a1548
madhacks-fall-2025
https://devpost.com/software/soundscape-6s95wo
Soundscape
SoundScape turns every drive into a personalized experience — blending real-time navigation with mood-aware, AI-curated music that adapts to weather, traffic, and your emotions.
We built SoundScape because every drive has a mood, but navigation and music apps treat every trip the same. We wanted a system that understands the context of your drive: your mood, the weather, the traffic, and the environment around you. Using Mapbox navigation, real-time weather and traffic data, Spotify’s audio fe...
[ "google-places", "mapbox", "react", "react-native", "react-navigation" ]
https://www.youtube.com/embed/7M0lW8U-at8?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/Annaaa777/SoundScape" ]
Did Not Place
false
[ { "repo": "Annaaa777/SoundScape", "content": "🎵 SoundScape\n\nAI-Powered Smart Navigation + Mood-Adaptive Playlists\n\nBuilt at MadHacks 2025 – University of Wisconsin–Madison\n\n________________________________\n\n🚀 Overview\n\nSoundScape reimagines everyday navigation by blending:\n\n🗺️ Real-time direc...
9af919a0d67b
madhacks-fall-2025
https://devpost.com/software/sentry-13muwf
Sentry
Sentry turns your laptop into a security camera. Detects motion, sends phone alerts, and auto-records video. Check incidents from anywhere. No fees, uses your hardware.
Inspiration The apartment of someone I know got broken into and we realized how useful it would have been to have a security system that could alert you immediately and record what happened. Most security systems are expensive or require professional installation, so we wanted to build something that anyone could set u...
[ "css", "electron", "html", "javascript", "opencv", "python", "rust", "swift", "swiftui" ]
null
[ "https://github.com/kevinbevin64/MadHacks2025-WatchDog" ]
Did Not Place
false
[ { "repo": "kevinbevin64/MadHacks2025-WatchDog", "content": "# MadHacks2025-WatchDog\n\nMotion detection system with Electron GUI.\n\n## Dependencies\n\n### Python Dependencies\n- OpenCV\n- NumPy\n- wakepy\n- Flask\n- flask-cors\n\n### Node.js Dependencies\n- Electron\n\n## Setup\n\n### 1. Install Python Dep...
e76f41b53001
madhacks-fall-2025
https://devpost.com/software/strava-xplore
Strava Route Xplore
Strava Route Xplore reveals where people actually run and ride by turning thousands of activities into a live, interactive map of route popularity—so you can discover safer, smarter paths instantly.
Inspiration Strava makes it easy to log activities, but hard to understand where people actually go at a route level. I wanted a way to see real-world usage patterns — not just individual runs or rides — so people could pick safer, more popular, and more interesting routes. This started after repeatedly choosing empty ...
[ "fastapi", "leaflet.js", "openstreetmap", "python", "react", "strava", "typescript" ]
null
[ "https://mediaspace.wisc.edu/media/Demo%20Strava%20Route%20Xplore/1_tdtrztgu" ]
Did Not Place
false
[]
acb1acc0a024
madhacks-fall-2025
https://devpost.com/software/6-7-counter
6 7 Counter
Do you know how many times you've said 6 7? Have you ever kept track? With our new state-of-the-art tracking technology, you can now track all of your 6 7'ing right in one spot!
Inspiration We were talking about the 6 7 boba social, when we realized that we 6 7 a lot. We decided to use Mediapipe to track our 6 7'ing by identifying the positions of the elbows and wrists. What it does Every time you 6 7, the counter is updated to reward and keep track of your very important skills. The more you ...
[ "mediapipe", "react" ]
null
[ "https://67counter.vercel.app/", "https://github.com/mannygonzalezj7/67counter" ]
Did Not Place
false
[ { "repo": "mannygonzalezj7/67counter", "content": "# 6 7 Counter\n\n## Inspiration\nWe were talking about the 6 7 boba social, when we realized that we 6 7 a lot. We decided to use Mediapipe to track our 6 7'ing by identifying the positions of the elbows and wrists.\n\n## What it does\nEvery time you 6 7, t...
274a43674dc7
madhacks-fall-2025
https://devpost.com/software/unload-ey9bwn
Unload
Unload transforms your raw thoughts into positive reframes and weekly insights, giving you clarity and providing therapists richer context. It doesn’t just track mental health, it elevates it.
Inspiration Mental health support shouldn't require waiting weeks for an appointment or spending hundreds per session. We wanted to create a tool that helps people process difficult emotions in real-time while complementing professional therapy — not replacing it. The idea came from recognizing that therapists often la...
[ "expo.io", "firebase", "firestore", "ios", "javascript", "openai", "react-native" ]
https://www.youtube.com/embed/mN0FLjZuvPg?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[]
Did Not Place
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[]
4991e63c88f4
madhacks-fall-2025
https://devpost.com/software/lexon
Lexon
Instead of providing a single answer, LexonAI reveals the reasons behind it by showing how the sources, concepts, and evidence connect to create the final answer. Neural Map created for connections.
This project was inspired by issues I was hearing in the Madison area. We wanted a search experience that: • Doesn’t hide reasoning behind a paragraph of text • Shows how AI models arrive at what they say • Helps users trust — or question — the connections being made We were inspired by how knowledge really...
[ "typescript" ]
null
[ "https://github.com/quinnhasse/MadHacks2025" ]
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[ { "repo": "quinnhasse/MadHacks2025", "content": "# Lexon AI\n\n> Transparent Answers with a 3D Evidence Graph\n\n[![TypeScript](https://img.shields.io/badge/TypeScript-5.3-blue.svg)](https://www.typescriptlang.org/)\n[![React](https://img.shields.io/badge/React-18.3-61dafb.svg)](https://reactjs.org/)\n[![Th...
d21bc3071175
madhacks-fall-2025
https://devpost.com/software/it-s-movie-night
It's Movie Night
A web app designed for indecisive groups to choose what to watch for Movie Night. Create rooms, vote on genres, and find best matches based on how many people want which category!
Inspiration First, we thought we'd solve a problem. Then we thought, what bugs people a lot? The answer was, unanimously, trying to find a movie with keywords using Google Search. You just can't find the movie you're looking for. What it does Allows a group of people to submit keyword suggestions and then generate a li...
[ "css", "firebase", "html", "javascript", "tmdb-api" ]
https://www.youtube.com/embed/OalIMPlq4PM?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/efe-ozalp/movienight" ]
Did Not Place
false
[ { "repo": "efe-ozalp/movienight", "content": "# Movie Night\nA collaborative Movie Night web application that helps people decide what movie they'd like to collectively watch in the face of decision difficulties. \n", "truncated": false } ]
54bfb07b7161
madhacks-fall-2025
https://devpost.com/software/devspace-pw8juc
DevSpace
Real-time code collaboration and PR's from AI engineer agents that actually understand, edit, and help scale your codebase.
Introduction DevSpace is the future of developer productivity: an intelligent engineering collaboration platform with AI agents that speak, listen, analyze your codebase, and take real, actionable steps—like reviewing, refactoring, and creating GitHub pull requests—all in real time. Inspiration Building and scaling sof...
[ "api", "fishaudio", "github", "next.js", "react", "readyplayer", "supabase", "windmil" ]
https://www.youtube.com/embed/cH8n2JilGTc?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/roygalCS/madhacks2025submissiondevspace" ]
Did Not Place
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[ { "repo": "roygalCS/madhacks2025submissiondevspace", "content": "# 🚀 DevSpace AI Co-Pilot\n\n> **Hackathon-Ready AI Engineering Platform** \n> Voice-powered AI engineers that work in parallel, powered by FishAudio, Supabase, and Windmill.\n\n## ✨ Features\n\n- 🎤 **Real-Time Voice Interaction** - Speak na...
d961f3502d7e
madhacks-fall-2025
https://devpost.com/software/sentinel-452sbn
Sentinel
Your on-call engineer that never sleeps.
Inspiration Infrastructure teams at tech companies get up to hundreds of on-call pages a week. These issues that are repetitive, noisy, or solvable with the same handful of checks every time. On-call work eats into sleep, weekends, and focus time. Most of the time, it's simply a matter of searching Slack threads, diggi...
[ "chatgpt", "claude", "fastapi", "github", "langgraph", "pinecone", "python", "react", "slack", "sqlite", "websocket" ]
https://www.youtube.com/embed/cx-cUToWZAc?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/Sanyam-G/Sentinell/" ]
Did Not Place
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[]
d901a154e0cc
madhacks-fall-2025
https://devpost.com/software/blueguide
BlueGuide
BlueGuide is your personalized tour guide for any city on the planet!
Inspiration We wanted to make personalized, informational tours more accessible by bringing them to your fingertips! What it does Just put in some airpods and start listening to fun facts and interesting stories about the buildings and places around you as you explore a city. How we built it We built an iOS app in Swif...
[ "fish", "openai", "python", "swift" ]
https://www.youtube.com/embed/HZcYQM3k_SM?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[]
Did Not Place
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[]
ca24ffa2c91b
madhacks-fall-2025
https://devpost.com/software/bucky-s-buzzer-beater
Bucky's Buzzer Beater
Jeopardy for all! Use your phone to buzz in and outsmart your friends.
Inspiration As club managers, we found Jeopardy games are difficult to manage and run. There was no good solution for easily creating, hosting, and playing a Jeopardy game in a social setting. What it does Bucky's Buzzer Beater is a Jeopardy game similar to Kahoot. It allows for a host to create a room using a JSON fil...
[ "axum", "node.js", "react", "rust", "websockets" ]
null
[ "https://jeop.tsuni.dev", "https://github.com/the-snesler/madhacks2025", "https://docs.google.com/presentation/d/1SVhWpcOyRjFFea1hRIhzOuWo2UJprI4yJhgc-eOs9fE/edit?usp=sharing" ]
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[ { "repo": "the-snesler/madhacks2025", "content": "# Bucky's Buzzer Beater\n\nA real-time multiplayer quiz game where players buzz in to answer questions. It's like Jeopardy, but Kahoot!\n\nHow it works:\n\n- A host starts the game and selects questions from a grid of categories.\n- Players join the game and...
c6f5edd0ffd0
madhacks-fall-2025
https://devpost.com/software/networknudge
NetworkNudge
NetworkNudge visualizes real-time network paths, signal quality, and routing trade-offs, turning complex telecom data into clear, explorable graphs for both engineers and customers.
Project Story Our team built NetworkNudge during MadHacks 2025 , inspired after talking with Matt and several representatives from TDS Telecom , who described how difficult it is to gain real-time visibility into routing decisions and signal health. Their insights motivated us to design a platform that makes complex ne...
[ "flask", "geopandas", "leaflet.js", "next.js", "pandas", "python" ]
null
[ "https://github.com/ahmedismail06/madhacks2025" ]
Did Not Place
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[ { "repo": "ahmedismail06/madhacks2025", "content": "# madhacks2025", "truncated": false } ]
7cd35dc65ea9
madhacks-fall-2025
https://devpost.com/software/gametractor
GameTractor
A translator for games in foreign languages with interactive text and voices!
Inspiration We felt that many good games made outside of the US have never been translated to English. This is meant to not only translate games for people that want to play foreign games, but also learn a new language while playing. By using Fish Audio, we grant users one of the crucial parts of human expression: emot...
[ "deepl", "fishaudio", "pyside", "python", "tensorflow", "tesseract", "tkinter" ]
https://www.youtube.com/embed/yd_2ENRXdH8?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/junw000/Madhacks-repo" ]
Did Not Place
false
[ { "repo": "junw000/Madhacks-repo", "content": "# Madhacks-repo", "truncated": false } ]
2a0d600aaf23
madhacks-fall-2025
https://devpost.com/software/clear-meet
ClearMeet
ClearMeet is a business meeting assistant tool that gives users a version of their (perhaps) verbose PowerPoints/documentations but with important parts highlighted and annotated based on discussions.
Inspiration People using AI to make summaries for long documentations; people have to go through the trouble of reading through long meeting materials after meetings. What it does We want to develop a tool that tells what parts of the documentations are important based on discussion on their meeting. People also ask qu...
[ "gemini", "google", "node.js", "springboot" ]
https://www.youtube.com/embed/-zpmHHs3wF4?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/erkhemtugsB/Madhacks-erik/" ]
Did Not Place
false
[ { "repo": "erkhemtugsB/Madhacks-erik", "content": "# Madhacks-erik\nThis is a repository for Madhacks Submission\n\n\n1. Have node installed\n2. npm install - in terminal\n3. node server.js - from root dir\n \n", "truncated": false } ]
d45cb93f66cb
madhacks-fall-2025
https://devpost.com/software/mindfulcompawnion
MindfulCompawnion
A mental-health support app built on the powerful human/dog connection
Inspiration Before developing this project, I started by asking my family what real problems they faced, hoping to design something that could genuinely help. One concern that came up is that my younger sister goes to the dog park alone—sometimes at night. There are no lights or cameras there, and my mom often worries ...
[ "claud", "cron", "github", "github-is-hosting-html-files", "github-jobs", "html", "javascript", "pyth", "python-scripts", "scikit-learn" ]
null
[ "https://jrcaulkins.github.io/Compawnion/#", "https://github.com/JRCaulkins/Compawnion" ]
Did Not Place
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[ { "repo": "JRCaulkins/Compawnion", "content": "Attempt to make a safewalk + mental health thing for dogwalkin\n", "truncated": false } ]
cf86ac4d07ae
madhacks-fall-2025
https://devpost.com/software/quiz-291s8d
Quiz
Our project takes any lecture transcript and instantly generates personalized, accurate quizzes using an AI-powered RAG pipeline.
Inspiration Students often sit through long lectures, but when it comes time to study, they struggle to identify what they actually understood and where their gaps are. Traditional study tools rely on manually written questions or generic flashcard decks. We wanted something smarter: a tool that can instantly turn any ...
[ "amazon-web-services", "pinecone", "python", "react", "restfulapi", "typescript" ]
https://www.youtube.com/embed/SnzQlp3N5AY?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/yugmarwaha/quizmo" ]
Did Not Place
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[ { "repo": "yugmarwaha/quizmo", "content": "# Quizmo\n\nA full-stack AI-powered quiz application built with React (frontend) and FastAPI (backend) for generating and taking interactive quizzes with multiple question types including multiple-choice, true/false, and multi-correct options.\n\n## Features\n\n- *...
d330158d0253
madhacks-fall-2025
https://devpost.com/software/ez-present
EZ-Present
Generate presentations with your own voice.
Inspiration We often have trouble coming up with ideas when preparing presentations. Also, students and teachers cannot give presentations and lectures when they are feeling ill or are absent, without going through a lengthy recording process—even worse if they have a sore throat. What it does EZ-Present takes your sli...
[ "fishaudio", "mongodb", "next.js" ]
https://www.youtube.com/embed/pamsZmQInOA?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[]
Did Not Place
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[]
6f2b2cc9e9ac
madhacks-fall-2025
https://devpost.com/software/lawly-ai
Lawly AI
Lawly AI is your one-stop shop for legal help. Describe your issue and our AI finds qualified lawyers, contacts them, gathers real quotes, negotiates terms, and ranks your best options.
Inspiration Legal problems hit people when they’re stressed, confused, and least able to navigate a broken system. Most Americans choose lawyers based on ads, Google rankings, or whoever replies first not on actual case history. We wanted to fix that and give everyone fair representation, powered by real data instead o...
[ "amazon-web-services", "apollo", "apollo.io", "bm25", "fast-api", "gemini", "lambda", "langgraph", "langraph", "mysql", "nextjs", "open-ai", "pandas", "postgresql", "s3", "supabase" ]
null
[ "https://github.com/sohamkundu27/LawlyAI" ]
Did Not Place
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[ { "repo": "sohamkundu27/LawlyAI", "content": "# Sentinel\n", "truncated": false } ]
18140e5527dc
madhacks-fall-2025
https://devpost.com/software/a-meal
A-Meal
Everyone's been hungry before, but can be tight. That's where A-Meal comes in. With A-Meal, you get a great selection of 8 whole meals. Steps and ingredients BUILT-IN our power system.
Inspiration We know the plight of being a starved little guy... We wanted to help people who are hungry and need a quick meal that they can generate with a simple click of a button. Recipe included. What it does Our project gives the user a recipe, containing steps and ingredients. They have 8 meals to choose from! The...
[ "css", "express.js", "html", "javascript", "react" ]
https://www.youtube.com/embed/-D4RcqZmLjw?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/isabellekx/MadHacks" ]
Did Not Place
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[]
b5c28a5b6739
madhacks-fall-2025
https://devpost.com/software/choonsik-madhack
Choonsik-madhack
Financial-Hack Tax-return
Inspiration As an international student in the U.S., filing state and federal tax returns is one of the most confusing yearly challenges. Official instructions are long, tax concepts are hard, and existing tax software is either expensive or not tailored to international students. I wanted to build a tool for people li...
[ "firebase", "google-cloud-bucket", "javascript", "react", "vite" ]
null
[ "https://github.com/mushimuro/Choonsik-madhack" ]
Did Not Place
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[ { "repo": "mushimuro/Choonsik-madhack", "content": "# Wisconsin Tax Form Filler\n\nA modern web application for filling out Wisconsin and federal tax forms with ease. Built with React, Firebase, and pdf-lib.\n\n## Features\n\n- 🔐 **Secure Authentication** - Firebase-based user authentication\n- 📝 **Smart ...
cd2c4edbe371
madhacks-fall-2025
https://devpost.com/software/ripple-0k5wz9
Ripple
Ripple helps you instantly discover and connect with people around you at events. Real‑time profiles, zero chance of awkwardness. Your Networking, In Motion.
Inspiration For all of us, the best part of hackathons isn’t just building cool projects—it’s the people. We love meeting teams from different schools, backgrounds, and skill sets, and turning quick introductions into genuine connections. But we noticed that a lot of those connections fade once the event ends, and stac...
[ "css", "express.js", "firebase", "html", "javascript", "node.js", "react", "typescript" ]
https://www.youtube.com/embed/-iuiOsr5C-I?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/PrishaTHE-PRO/MadHacks-2025" ]
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[ { "repo": "PrishaTHE-PRO/MadHacks-2025", "content": "# Ripple 🌊 \r\n**Your network in motion.**\r\n\r\nRipple is a web app that helps recruiters and recruitees turn fleeting event encounters into lasting, meaningful connections—without the clutter of flyers, business cards, or lost resumes.\r\n\r\n---\r\n...
d66b7f86a9ba
madhacks-fall-2025
https://devpost.com/software/hivance
Hivance
Hivance is an AI powered hedgefund analyst using recent news to make the stock market understandable for everyone.
Inspiration Retail investors are heavily influenced by global events like rate hikes, geopolitics, and tech breakthroughs, but rarely understand how these events translate into market movement. Most people end up reacting based on social media hype, which often leads to losses. We wanted to build something that could h...
[ "alphavantageapi", "css", "financialmodelingprep(fmp)api", "finnhubapi", "geminiapi", "google-cloud", "html", "langgraph", "python", "react.js", "twelvedataapi", "typescript", "vite.js" ]
null
[ "https://github.com/aditya1rawat/ai-portfolio-manager" ]
Did Not Place
false
[]
e68500fddd8b
madhacks-fall-2025
https://devpost.com/software/replae
Replae
Your Mind, Replayed
Inspiration Replae started with a simple moment we’ve all felt: You open an old notebook — messy lecture notes, a forgotten goal, a journal entry from when life felt different. You read it… but you don’t really hear it. Your thoughts stay trapped on the page: scattered, overwhelming, easy to forget. We asked: “What if ...
[ "ai", "anthropic", "api", "assistant:", "audio", "backend:", "claude", "css", "fish", "flask", "frontend:", "gpt-4.1", "icons:", "lucide", "ocr:", "openai", "python)", "react", "styling:", "tailwind", "text-to-speech:", "typescript", "vision", "vite" ]
https://www.youtube.com/embed/6FMhap5IxSs?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/hungrydoor14/madhacks2025", "https://www.canva.com/design/DAG5d1-GNkQ/d7DvHvqSsBizbJoN_RJTeg/view?utm_content=DAG5d1-GNkQ&utm_campaign=designshare&utm_medium=link2&utm_source=uniquelinks&utlId=h8c3f113c38" ]
Did Not Place
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[ { "repo": "hungrydoor14/madhacks2025", "content": "# Replae\n\n\nTransform your notes into actionable insights with AI-powered OCR, intelligent assistance, and voice synthesis. Replae extracts text from images, helps you organize and understand your notes through AI conversation, and converts your content i...
cfa1895b7b60
madhacks-fall-2025
https://devpost.com/software/squadplanner
SquadPlanner
Stop fighting over budgets and itineraries. Let AI find and plan the perfect trip that makes everyone happy, balancing budgets and interests seamlessly
Inspiration Planning with friends is usually stressful. Someone has a tight budget, someone wants fancy food, someone wants to go out, and someone just wants to chill. Most of the time one person ends up doing all the work. We wanted to fix that. SquadPlanner grew out of our own frustration with group chats full of “wh...
[ "flask", "gemini", "mongodb", "python", "react" ]
null
[ "https://github.com/manojarulmurugan/AI-Squad-Planner" ]
Did Not Place
false
[ { "repo": "manojarulmurugan/AI-Squad-Planner", "content": "# AI Group Trip Planner (MadHacks '26)\n\n***Made for MadHacks November 2025 at the University of Wisconsin—Madison***\n\n**Live App:** https://ai-squad-planner-fzk9tarzmendo6eg9fynwj.streamlit.app/\n\nAn AI-powered trip planning application that he...
37c361a4aa03
madhacks-fall-2025
https://devpost.com/software/phishnet-tsrpqm
PhishNet
Protecting Voice Identity with an Invisible Audio Fingerprint
Inspiration In 2024, voice cloning scams stole $243 million from victims, with 91% of companies experiencing voice fraud attempts. With AI tools like Fish Audio and ElevenLabs, anyone can clone a voice using just 10 seconds of audio. We witnessed how easy it is to create convincing deepfakes that can trick banks, manip...
[ "fastapi", "fishaudio", "librosa", "python", "react", "scipy", "vite" ]
https://www.youtube.com/embed/z4z3FnH0w6E?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/CalvinPrajogo/madhacks2025" ]
Did Not Place
false
[]
56c9a09aa01d
madhacks-fall-2025
https://devpost.com/software/callshield
CallShield
Create Your Unique Vocalprint
CallShield: Passive Voice Authentication Inspiration We’re entering an era where you can no longer trust what you hear. In 2024, banking fraud using AI voice clones increased by over 200%, allowing scammers to impersonate customers perfectly and drain accounts in seconds. Witnessing how these clones can bypass biometri...
[ "aurigin.ai", "fastapi", "fish.audio", "framer", "gemini", "lucide", "next.js", "numpy", "python", "pytorch", "react", "shadcn", "speechbrain", "supabase", "tailwind", "typescript", "uvicorn", "websockets" ]
https://www.youtube.com/embed/EsmYJJ3UmG0?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/shreyk2/CallShield" ]
Did Not Place
false
[ { "repo": "shreyk2/CallShield", "content": "# 🛡️ CallShield\n\n**Real-time voice authentication and AI deepfake detection for secure phone calls**\n\nCallShield is a comprehensive security platform that combines passive voice biometrics, AI-generated speech detection, and social engineering risk analysis t...
81bbf3ef02c2
madhacks-fall-2025
https://devpost.com/software/nichecard
NicheCard
NicheCard is a fullstack AI tool that does more than compare credit cards. It analyzes and breaks down the full range of rewards and benefits of the users collection of cards
Inspiration As someone with multiple credit cards its hard to determine which card I should use and where. 💳💳 I have also always wanted to know what reward areas my cards were covering and what cards I could get to improve my rewards coverage. That's why we made NicheCard, to find that niche credit card for your col...
[ "ai", "javascript", "node.js", "photoshop", "react", "render", "rest", "vscode", "webpack" ]
null
[ "https://niche-card-front.onrender.com/", "https://github.com/parkerjk/niche-card" ]
Did Not Place
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[ { "repo": "parkerjk/niche-card", "content": "## Inspiration\nAs someone with multiple credit cards its hard to determine which card I should use and where. 💳💳 I have also always wanted to know what reward areas my cards were covering and what cards I could get to improve my rewards coverage. That's why we...
cbb3068dbba5
madhacks-fall-2025
https://devpost.com/software/badger-budget-a-financial-literacy-game
Badger Budget - A Financial Literacy Game
As a UW–Madison student, have you struggled with personal finance? Badger Budget lets you learn smart money habits without spending your hard earned cash. It makes learning fun!
Inspiration As UW–Madison students, we constantly face the challenge of managing personal finances — rent, insurance, groceries, fun, and the occasional surprise expense. We wanted to create a game that reflects these real-world pressures using actual Madison cost data, while making budgeting feel less intimidating and...
[ "css", "html", "javascript" ]
null
[]
Did Not Place
false
[]
80bffa24894f
madhacks-fall-2025
https://devpost.com/software/madlectures
MadLectures
Transforming bad lectures into great ones, in real-time.
Inspiration We’ve all sat through boring lectures before, where it’s sometimes impossible to pay attention to what the professor is saying. Looking for a way to improve comprehension and save time, we created MadLectures. What it does MadLectures first uses Fish Ai’s speech to text tool to get a text transcription of t...
[ "javascript", "node.js", "react", "tailwind", "typescript" ]
null
[ "https://madhacks.nikschaefer.com/", "https://github.com/NikSchaefer/MadHacks-2025" ]
Did Not Place
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[ { "repo": "NikSchaefer/MadHacks-2025", "content": "# 🎙️ MadLectures\n\n### _Transforming bad lectures into great ones, in real-time._\n\nMadLectures listens to your lecture, uses Gemini AI to extract the good stuff, and speak it back to you using Fish Audio to make your professor into the quality of a TED ...
1a7b0d731bee
madhacks-fall-2025
https://devpost.com/software/pulse-hrc34x
Pulse
Pulse is a smart personal finance assistant that analyzes both behavior and motivation to transform raw financial data into personalized guidance, helping users build healthier financial habits.
Pulse - Your Financial Heartbeat, Decoded Introduction Pulse is a smart personal finance assistant that not only analyzes what you spend, but also why you spend. Instead of treating every transaction as a number, Pulse captures the context behind your financial decisions - whether it’s stress shopping, celebration spen...
[ "anthropic", "fishaudio", "javascript", "mongodb", "node.js", "react", "vite" ]
null
[ "https://github.com/harshnar192/MADHACKS-25" ]
Did Not Place
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[ { "repo": "harshnar192/MADHACKS-25", "content": "# Pulse - Your Financial Heartbeat, Decoded\n\n## Introduction\nPulse is a smart personal finance assistant that not only analyzes what you spend, but also why you spend. Instead of treating every transaction as a number, Pulse captures the context behind you...
0c4ded54973a
madhacks-fall-2025
https://devpost.com/software/supersurf
Supersurf
Surf the web at the speed of sound.
Inspiration I always thought that AI browser assistants were neat, but was unimpressed by how they didn't actually do anything. All of the big AI companies are making their own AI browsers, but Chrome still dominates two thirds of the market. So, we wanted to provide this co-pilot functionality to everyday people to re...
[ "css", "fish.audio", "gemini", "html", "node.js" ]
https://www.youtube.com/embed/SXHECqYTnCY?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/T4R1N/madhacks-2025" ]
Did Not Place
false
[ { "repo": "T4R1N/madhacks-2025", "content": "# Supersurf\n![Supersurf logo](icons/icon-2-256.png)\nSurf the web at the speed of sound.\n", "truncated": false } ]
170eb7535c59
madhacks-fall-2025
https://devpost.com/software/whats-the-move
Whats the Move
You land the J*b, we'll do the rest!
Inspiration We realized that as college students, landing an internship is always exciting, but one stressful aspect that comes with this is the process of moving, whether it is during the school year or the summer. That is why we created What's the Move. This application together provides a fast, “snapshot” of what re...
[ "beautiful-soup", "csv", "fastapi", "fly.io", "geopy", "google-search-engine", "javascript", "open-source-leaflet", "openai-sdk", "python", "react", "rentcast-api", "requests", "restapi", "uvicorn", "vite" ]
null
[ "https://github.com/aamank11/WhatsTheMove-Final-MadHacks" ]
Winner Best Community Hack
true
[ { "repo": "aamank11/WhatsTheMove-Final-MadHacks", "content": "# WhatsTheMove – You land the J*b, we'll do the rest!\n\nWhatsTheMove is a web app that helps students and early-career professionals plan a move for internships, co-ops, or new jobs. It combines:\n\n- **Move planning** (transportation + housing)...
586d366675c9
madhacks-fall-2025
https://devpost.com/software/c4prompt
C4Prompt
"Compress. Context. Cut. Cost" An AI prompt optimizer that intelligently compresses user inputs before they reach LLMs cutting tokens, API costs, and Carbon emissions without sacrificing clarity.
C4Prompt: Compress Context, Cut Costs Inspiration Every time we used GPT tools in our daily work and hacks, we found ourselves burning through API credits faster than expected. It wasn’t just us, prompts were bloated with fluff: greetings, repetition, verbose phrasing. That fluff costs real money. We realized: If the m...
[ "apis", "css", "html", "python", "tf-idf", "transformers" ]
null
[ "https://github.com/pallavisharma6802/C4Prompt" ]
Did Not Place
false
[ { "repo": "pallavisharma6802/C4Prompt", "content": "\n\n# C4Prompt : *Compress Context Cut Cost*\n\n## Why We Built This\n\nEvery day, users and companies run into a frustrating problem: running out of credits for their favorite AI agents and GPTs. Whether you’re building a product, automating tasks, or jus...
469b113c9b77
madhacks-fall-2025
https://devpost.com/software/badger-board
Badger Board
GPS-gated pixel canvas where students create collaborative art only when physically in campus buildings. WebSocket networks sync drawings, transforming location data into creative communities.
Inspiration When Reddit launched r/place, millions collaborated on a single pixel canvas, creating something beautiful through collective creativity. We wondered: what if we could bring that magic to UW Madison's campus, but with a focus on the local community? What if location itself became part of the creative experi...
[ "bootstrap", "express.js", "node.js", "python", "react", "redis", "vercel", "websocket" ]
null
[ "https://mad-hacks-fall-2025.vercel.app/" ]
Did Not Place
false
[]
daf770e661f1
madhacks-fall-2025
https://devpost.com/software/bitworld
BitWorld
Making Bitcoin payments as easy, fast, and reliable as a tap of a card - anywhere, for everyone.
Inspiration The motivation came from a simple question: “Why isn’t paying with Bitcoin as easy as paying with a credit card yet?” Bitcoin faces major usability, integration, and regulatory challenges that prevent it from being widely adopted in physical retail settings like grocery stores. Issues like complicated walle...
[ "node.js", "postgresql", "react", "typescript" ]
https://www.youtube.com/embed/UJ6xad65fYE?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/ojalpgit/final" ]
Did Not Place
false
[ { "repo": "ojalpgit/final", "content": "# Bitcoin POS System - Hackathon Demo\n\nA complete Bitcoin payment system demonstrating how BTC can be used for daily transactions. Includes a customer mobile app, vendor web dashboard, and backend API.\n\n## Project Structure\n\n```\n.\n├── backend/ # N...
ebc74119c0bb
madhacks-fall-2025
https://devpost.com/software/nofi-xicdg0
NoFi
When the towers fall and the fiber snaps, we rebuild the network on sound waves.
Inspiration: Silence is Dangerous The inspiration for NoFi came from a chilling realization: in a modern disaster, our smartphones, the most powerful communication tools in history, become useless bricks the moment the cell towers fail. We saw images from hurricanes and conflict zones where people were trapped in rubbl...
[ "machine-learning", "node.js", "react", "typescript", "versal" ]
null
[ "https://no-fi.vercel.app/", "https://github.com/KarthikRed2000/no-fi/tree/main" ]
Did Not Place
false
[ { "repo": "KarthikRed2000/no-fi", "content": "# 🎯 NoFi - Offline Audio Mesh Network\n\n[![License: MIT](https://img.shields.io/badge/License-MIT-blue.svg)](https://opensource.org/licenses/MIT)\n[![TypeScript](https://img.shields.io/badge/TypeScript-007ACC?logo=typescript&logoColor=white)](https://www.types...
4b9e62bbab40
madhacks-fall-2025
https://devpost.com/software/pestisynth
PestiSynth
Transforming pesticide discovery with ML-driven protein–ligand affinity prediction and safety screening.
Inspiration Modern drug discovery has been transformed by machine learning , yet pesticide discovery, which is essentially drug discovery for pests, still relies heavily on slow, expensive wet-lab trials. We saw a gap: researchers, agritech startups, and even students lack accessible computational tools to rapidly test...
[ "cors", "fastapi", "html/css", "javascript", "machine-learning", "numpy", "product", "pydantic", "python", "pytoch", "rdkit", "react", "transformer", "uvicorn", "vite" ]
null
[ "https://github.com/kshitijd-2004/PestiSynth" ]
Did Not Place
false
[ { "repo": "kshitijd-2004/PestiSynth", "content": "# PestiSynth", "truncated": false } ]
f98186dc6868
madhacks-fall-2025
https://devpost.com/software/janus-wngfs3
Janus
A Semantic Audio Codec for Low-Bandwidth Networks.
Inspiration Video calls, VoIP, phone calls, and digital radio all rely on transmitting raw audio waveforms, which require tens of thousands of bits per second. Drop below that, and audio becomes choppy, delayed, or disappears entirely. In situations at sea, natural disasters, or just low infrastructure environments, ne...
[ "css", "fastapi", "nextjs", "python", "react", "typescript", "websockets" ]
null
[ "https://github.com/akshatvasisht/MadHacks" ]
Did Not Place
false
[ { "repo": "akshatvasisht/MadHacks", "content": "<p align=\"center\">\n <img \n width=\"400\" \n height=\"200\" \n alt=\"Janus logo final - Copy\" \n src=\"https://wsrv.nl/?url=github.com/user-attachments/assets/e9e57755-7e98-4b4b-b75f-d8040d064280&w=400&h=200&fit=cover\" \n />\n</p>\n\n![Pytho...
c04ecb80e7de
madhacks-fall-2025
https://devpost.com/software/electric-chair
Electric Chair
Ride electric chair - fun :)
Inspiration As a group of four mechanical engineers in a mostly computer science-focused competition, we wanted to build something that leaned heavily into hardware, since that’s not something you see very often at events like this. Being part of Wisconsin Robotics club, we also liked the idea of creating a project tha...
[ "3d-printing", "angle-grinder", "arduino", "bluepad", "bluetoothserial", "c++", "cad", "drill-press", "kinect", "python", "roboclaw", "windowssdk" ]
https://www.youtube.com/embed/MXTYrrQDJWY?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/Balabalu-VE/Chair_Bot" ]
Winner Most Dangerous Hack
true
[ { "repo": "Balabalu-VE/Chair_Bot", "content": "# Chair_Bot\nControl a moving chair using your body.\n\n## Setting up the ESP32 for Bluetooth\n\n1. Open the **bluetooth_upload** folder and upload the code to your ESP32. \n - **Board:** `DOIT ESP32 DEVKIT V1`\n\n2. Pair the ESP32 with your computer via Blu...
73af3a0441d0
madhacks-fall-2025
https://devpost.com/software/voice-verse-kdorqt
Voice Verse
Entertaining the Youth!
Inspiration The idea of having an immersive experience when listening to a book, and a change from the old monotonous tone of reading, is what inspired our team to develop character-specific voices at the user's will. What it does The app adds an immersive feature of converting text to Audio in a way never done before....
[ "deepseek", "fishaudio", "react.js", "typescript" ]
null
[]
Did Not Place
false
[]
8b51ff2a52de
madhacks-fall-2025
https://devpost.com/software/urban-explorer-s-nightmare
Urban Explorer's Nightmare
It is a simple horror game that uses no animation with minimal graphics and audio, yet is still able to give people a challenge and scare.
Inspiration My first idea was to make a simple top-down dungeon game, but I quickly realized that would be far too complex for the timeframe. So I simplified the concept and changed some of the core premises, eventually narrowing it down to just a few essential mechanics. The game is also partly inspired by FNAF, espec...
[ "gdscript", "godot" ]
null
[ "https://dbanderasinf.itch.io/urban-explores-nightmare", "https://github.com/dbanderasinf-collab/Hackathon---Urban-explores-nightmare" ]
Did Not Place
false
[ { "repo": "dbanderasinf-collab/Hackathon---Urban-explores-nightmare", "content": "the code that is being presented does not show all the parts of the game,\nas godot uses things called nodes in order to help create things such as \nsprites for is GUI. if this code does not seem to be repersentative of the\n...
54cfe06eb2ec
madhacks-fall-2025
https://devpost.com/software/mad-snacks
Mad Snacks
Worried about where to shop for food within your budget? Don't worry, Mad Snacks is here for you! Our web application is designed to craft a grocery list for you that balances frugality and flavor!
Inspiration As college students, we were concerned with how we could get the biggest bang for our buck in terms of food. Creating a tool that helps find food that is not only inexpensive, but healthy too, was something always in the back of our minds. What it does Our web app takes in a user's search query and runs it ...
[ "css", "flask", "html", "javascript", "python", "selenium", "sqlite" ]
null
[ "https://github.com/kchang75-stack/hack" ]
Did Not Place
false
[ { "repo": "kchang75-stack/hack", "content": "Mad Snacks!\n\nGenerate a report of the least expensive stores to buy your favorite items, whether snacks, produce, or anything else!\n\nMake sure to run ```pip install -r requirements.txt``` in the Python virtual environment!\n\n*Future support for additional we...
bb9d2f293f51
madhacks-fall-2025
https://devpost.com/software/lookout-community-powered-emergency-safety-app
Lookout – Community-Powered Emergency Safety App
“Help should never be more than a mile away.”
Lookout – Community-Powered Emergency Safety Platform "Help should never be more than a mile away." Inspiration In emergency situations, every second is critical. Traditional emergency response systems often face significant challenges: delayed response times, limited resource availability, and the inherent isolation v...
[ "expo.io", "fastapi", "gemini", "python", "react-native", "tds", "typescript", "whisper" ]
null
[ "https://github.com/jpmehta1/lookoutfinal", "https://www.canva.com/design/DAG5h_Gxh04/6xwYEnz8XtnKlPzcmfo-oA/edit?utm_content=DAG5h_Gxh04&utm_campaign=designshare&utm_medium=link2&utm_source=sharebutton" ]
Did Not Place
false
[]
d46b3d1feeed
madhacks-fall-2025
https://devpost.com/software/baymax-dr9gk7
Baymax
your remote nurse at ease
InspirationWe were inspired by the Global Caregiver Crisis. Hospitals worldwide are facing critical staffing shortages, with nurses experiencing record levels of burnout. The current "one-to-many" ratio means a single nurse often has to attend to dozens of patients simultaneously, leading to delayed care for basic need...
[ "gemini", "opencv", "python" ]
https://www.youtube.com/embed/y4WESdeTDgc?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/Tactacion/Baymax_MadHacks" ]
Did Not Place
false
[ { "repo": "Tactacion/Baymax_MadHacks", "content": "# Baymax_MadHacks\n", "truncated": false } ]
6357a709269e
madhacks-fall-2025
https://devpost.com/software/nutriview-owntuk
NutriView
Ever wonder what the dining food is actually like? Look no further! With NutriView you can see the food for the day, and what people—like you—think about it. That way you can make an informed decision
Inspiration As current freshman at UW Madison who lives in the resident halls, I would always check Nutrislice before going to any dining hall. However, this website only showed the name of said food, never any pictures, never any reviews. Because of this, I never knew if the food was actually good. We decided to chang...
[ "css", "html", "javascript" ]
null
[]
Did Not Place
false
[]
d3e116d63a95
madhacks-fall-2025
https://devpost.com/software/the-study-spud
Spuddy
Meet Spud, the AI study buddy that reads your mood. Using computer vision, he detects your stress or joy and reacts with voice lines and animations, keeping you company without breaking your focus.
Inspiration We all know the cycle: you sit down to study, check one notification, and suddenly you’ve lost an hour to doomscrolling on TikTok or Instagram. For students, the phone is the ultimate enemy of productivity. We wanted to flip the script. Instead of fighting the urge to check our phones, what if we occupied t...
[ "fishaudio", "groq", "hume", "openai", "react-reanimate", "reactnative", "typescript" ]
null
[]
Did Not Place
false
[]
1ec295341630
madhacks-fall-2025
https://devpost.com/software/uw-marketplace-jtbzhu
UW Marketplace
UW Marketplace offers Badgers a safe, intuitive platform to buy and sell goods and services, powered by smart search, easy payments, and a seamless user experience that builds campus community.
Inspiration We drew inspiration from Jalesh, a student barber at UW–Madison who built his business after going viral on TikTok and Instagram. His story highlighted how powerful student talent can be when given visibility. At the same time, we recognized that countless other students have valuable skills and goods but ...
[ "docker", "flutter", "serverpod" ]
https://www.youtube.com/embed/frA2cI-k-J0?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/lostplusfound/madhacks" ]
Did Not Place
false
[ { "repo": "lostplusfound/madhacks", "content": "# UW Marketplace\n\nUW Marketplace is a peer-to-peer student marketplace for the University of Wisconsin-Madison community. This repository contains the backend server and frontend app, built with [Serverpod](https://serverpod.dev/) and [Flutter](https://flutt...
0e183f7c523e
madhacks-fall-2025
https://devpost.com/software/neurocursor
NeuroCursor
With just a webcam, NeuroCursor tracks mouth, and head movements to move the cursor, click, and scroll — making it possible for people with mobility impairments, navigate a computer effortlessly.
NeuroCursor was born out of a real accessibility need: hands-free computer control. After I noted how hindered people with injuries, disabilities, and generalized restricted movement struggle with basic computer functions, needing to open apps, click, type and scroll without hands, I knew I wanted to create something t...
[ "fishaudioapi", "github", "mediapipe", "numpy", "opencv", "pillow", "pyaudio", "pyautogui", "pyttsx3", "sounddevice", "soundfile", "speechrecognition", "tkinter" ]
null
[ "https://github.com/Aadarsh-Sankar/MadHacks-NeuroCursor" ]
Did Not Place
false
[ { "repo": "Aadarsh-Sankar/MadHacks-NeuroCursor", "content": "# NeuroCursor\n\n**Hands-Free Computer Control with Face Gestures and Voice**\n\nNeuroCursor is an accessibility-focused desktop application that enables hands-free computer control using facial gestures and voice feedback. Perfect for users with ...
d0b975782999
madhacks-fall-2025
https://devpost.com/software/sub2lease
Sub2Lease
The fast and safe sublease platform built for UW Madison
Inspiration We realized that it is really difficult for Madison residents to post or find subleases. Postings are always scattered across Facebook, Snapchat, Discord servers and even Craigslist. Currently, there’s no trust, no verification, and no easy way to handle payments or agreements. We wanted a single platform t...
[ "javascript", "mongodb", "python", "react", "render", "typescript" ]
null
[ "https://github.com/Sub2Lease", "https://frontend-cyan-two-12.vercel.app/", "https://www.figma.com/board/fvEiMnp4gb706GwHritpb4/Untitled?node-id=0-1&p=f&t=uWwyZrYbUOkatxzW-0" ]
Did Not Place
false
[]
c3a78df5af6d
madhacks-fall-2025
https://devpost.com/software/leetbattles
LeetBattles
Have you ever done leetcode alone, bored out of your mind? Now you won't have to with competitive 1v1 leetcode with your friends! Compete to see who is better!
Inspiration As a cs undergrad, we know there is a need to grind leetcode in order to perform well on technical interviews. We also understand that doing leetcode for hours is mind numbing (at least to most people). Making leetcode fun and exciting would be a good way (we personally think) to convince students and young...
[ "css", "fish-audio", "html5", "javascript", "json", "judge0", "websockets" ]
https://www.youtube.com/embed/Dg_BKgZ97FY?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/levelingpotato/MadHacks-2025-.git" ]
Did Not Place
false
[]
f7f027bdd8e9
madhacks-fall-2025
https://devpost.com/software/rydr-5rfit4
Rydr
Ride together. Save more.
Rydr — Project Overview Ride together. Save more. Inspiration Students who don't own cars struggle with daily commutes, weekend trips, and late‑night events. Buses are time‑bound, rideshares are expensive, and ad‑hoc carpools are unreliable. We wanted a simple, safe, and budget‑friendly way for students to coordinate r...
[ "expo-router", "expo.io", "firebase", "firebase-authentication", "firestore", "google-maps", "react-native", "typescript" ]
https://www.youtube.com/embed/8lMVm01q--A?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/madhacks-2025/rydr" ]
Did Not Place
false
[ { "repo": "madhacks-2025/rydr", "content": "# Rydr\n\n**Smart carpooling for college students**\n\nRydr is a schedule-aware carpooling app that connects students heading to the same classes and destinations. Save money, reduce your carbon footprint, and build community—one ride at a time.\n\n---\n\n## ✨ Fe...
0d601de7e94b
madhacks-fall-2025
https://devpost.com/software/you-t9y041
!You
Not you picking up, so YOU don't miss what matters!
Inspiration We were working on a whiteboard, coming up with ideas. Our main goal was to come up with something that was more useful than it was fun, but it was still something with a 'wow' factor. After going through 4-5 ideas, we felt a real connection and found an idea we were excited to work on. This was it. What it...
[ "fish-audio", "javascript", "next.js", "node.js", "openai-(gpt-4o-mini-&-whisper)", "openai-api", "railway", "react", "tailwindcss", "twilio", "typescript" ]
https://www.youtube.com/embed/RyZ4xsmWYSA?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://you-production-6246.up.railway.app/", "https://github.com/SamiAhmadBeg/-You" ]
Did Not Place
false
[ { "repo": "SamiAhmadBeg/-You", "content": "<div align=\"center\">\n\n<a href=\"https://you-production-6246.up.railway.app/\">\n <img src=\"https://github.com/SamiAhmadBeg/-You/raw/main/public/!Y.png\" alt=\"YOU Logo\" width=\"220\" />\n</a>\n\n### *Not you picking up, so YOU don't miss what matters!*\n\n...
12b78e6a1ec2
madhacks-fall-2025
https://devpost.com/software/collaboard-8ze9tf
Collaboard
Cursor tab autocomplete for iPad notes.
Inspiration As college students, we constantly switch between mediums - solving problems in handwritten iPad notes, then jumping into AI tools like ChatGPT for guidance. That back-and-forth breaks flow and loses context. With the recent release of Gemini 3.0 Pro and Nano Banana Pro, we wondered: what if your notes them...
[ "next.js", "node.js", "typescript" ]
https://www.youtube.com/embed/D0-QV8mT8hM?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/ReedG20/madhacks" ]
Winner MadHacks Third Place
true
[ { "repo": "ReedG20/madhacks", "content": "This is a [Next.js](https://nextjs.org) project bootstrapped with [`create-next-app`](https://nextjs.org/docs/app/api-reference/cli/create-next-app).\n\n## Getting Started\n\nFirst, run the development server:\n\n```bash\nnpm run dev\n# or\nyarn dev\n# or\npnpm dev\...
b0f8792fbeb9
madhacks-fall-2025
https://devpost.com/software/chordsight
ChordSight
Our app uses your webcam to track finger placement on the guitar fretboard, giving real-time feedback to help you play chords accurately and practice smarter, like a personal coach.
Inspiration We wanted to make learning and playing guitar more interactive and intuitive. Traditional chord charts can be confusing, and we saw an opportunity to use computer vision to help guitarists visualize chords in real-time. What it does ChordSight detects a guitar fretboard through your camera, identifies chord...
[ "amazon-web-services", "fastapi", "opencv", "postgresql", "python", "react", "tailwind" ]
null
[ "https://github.com/KalnBrs/CVMusic" ]
Did Not Place
false
[ { "repo": "KalnBrs/CVMusic", "content": "# CVMusic - AI Guitar Chord Assistant\n\nThis project is a computer vision-based application that helps users learn guitar chords by detecting the fretboard and finger positions in real-time. It consists of three parts: a Python Backend (CV processing), a Node.js Bac...
61dc3b3d53d0
madhacks-fall-2025
https://devpost.com/software/office-pt
Office PT
Live preventative care for office workers.
Are your greasy grippers feelin' numb? Inspiration The largest inspiration for Office PT is from one of our member's personal experiences with Repetitive Strain Injury (RSI). When she was first diagnosed with tendonitis, it was difficult to find resources on educating, treating, and living with the condition. She cam...
[ "chakraui", "electron", "flask", "java", "javascript", "mediapipe", "mongodb", "openrouter", "python", "react", "spring", "typescript", "vite" ]
null
[ "https://github.com/CorinaNC/office_pt" ]
Did Not Place
false
[ { "repo": "CorinaNC/office_pt", "content": "# Office PT\n## Live preventative care for office workers.\n\n[Grotesque model shows what office workers look like in 40 years...](https://www.dailymail.co.uk/sciencetech/article-15246105/Grotesque-model-average-sedentary-person-2050.html)\n\nThe average office wo...
085a2e42e717
madhacks-fall-2025
https://devpost.com/software/stablepay-5l8jeu
StablePay
StablePay helps people in hyperinflation economies manage stablecoin assets by finding the cheapest conversion rates from local currency and providing financial intelligence on wealth management.
Inspiration We were inspired to build StablePay after learning how many families in countries with volatile currencies turned to stablecoins as their lifeline to protect against hyperinflation. However, we found that they often had to pay expenses like rent or taxes in their local currency, forcing them to go through a...
[ "expo.io", "fastapi", "python", "react-native", "solana" ]
https://www.youtube.com/embed/ZlqqYAGr3aI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent
[ "https://github.com/devmenon23/stablepay-backend", "https://github.com/danielryang/stablepay-frontend" ]
Winner Capital One Prize
true
[ { "repo": "devmenon23/stablepay-backend", "content": "# StablePay\n\nAn app that helps people in hyperinflation economies manage stablecoin assets by finding the cheapest conversion rates from local currency and providing financial intelligence on wealth management.\n\n## Installation\n\n1. Install Poetry\n...