Project Info
# 🌐 CampusMatch — AI-Powered Campus Connection Platform
**Tagline:** Turn voice intros and chat into real, meaningful campus meetups — verified, contextual, and scheduled.
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## 💡 Inspiration
Campus life is full of opportunities, yet it’s often hard to meet people who share your interests. We wanted to make finding genuine connections — romantic, social, or professional — easier and more natural. That’s why we built **CampusMatch**, an AI-powered, campus-verified platform that connects students through shared experiences, conversations, and real-world meetups.
---
## 💬 What It Does
CampusMatch verifies students through university email and voice-based onboarding. The AI transcribes and understands a student’s self-introduction to automatically generate a personalized profile.
- **Phase 1:** Recommends campus clubs, events, and venues based on the profile.
- **Phase 2:** Analyzes chat topics to suggest shared activities or nearby meet-up spots — for example, recommending a bubble tea café when two users chat about boba.
- Syncs with **Google Calendar** to help users find mutual availability and schedule meetups effortlessly.
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## 🛠️ How We Built It
- **Frontend:** React with responsive design for web and mobile.
- **Backend:** Node.js + Express APIs with PostgreSQL for structured data.
- **AI Integration:** Claude API for chat analysis and icebreaker generation.
- **Voice Onboarding:** Speech-to-text using the Web Speech API to capture introductions.
- **Recommendations:** Context-aware engine powered by Google Places API and interest matching.
- **Calendar Scheduling:** Google Calendar API for automatic time slot suggestions.
- **Collaboration:** Managed through Git with coordinated branching and merging.
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## ⚡ Challenges We Ran Into
- Managing real-time AI chat analysis while maintaining low latency.
- Achieving accurate voice transcription from varied accents and noisy environments.
- Handling secure OAuth flows for Google Calendar without complicating UX.
- Synchronizing backend updates with a rapidly evolving React frontend.
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## 🏆 Accomplishments We’re Proud Of
- Built a fully functional AI-driven matching and recommendation system.
- Successfully integrated Claude for contextual conversation support.
- Created voice-based onboarding that turns spoken intros into structured profiles.
- Implemented calendar scheduling that respects privacy and consent.
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## 📚 What We Learned
- How to build AI features that **enhance** human connection rather than replace it.
- The importance of team collaboration and Git discipline during a hackathon.
- Balancing privacy, usability, and intelligence in personal-data-heavy apps.
- The power of combining LLMs with real-world APIs to create personalized experiences.
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## 🚀 What’s Next
- Launching a personalized event feed powered by embeddings and interest clustering.
- Introducing AI safety assistants to promote secure meetups and verify venues.
- Expanding beyond campuses to alumni networks and city-based communities.
- Refining recommendation models with real user feedback to improve match quality.
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## 🧠 Tech Stack
**Frontend**
- React (responsive web + mobile-friendly UI)
- Web Speech API for speech capture
**Backend**
- Node.js + Express
- PostgreSQL for structured data
**AI & Services**
- Claude API (chat analysis + icebreaker generation)
- Google Places API (venue suggestions)
- Google Calendar API (scheduling)
**Collaboration & Tools**
- Git for version control
- Postman for API testing
**Built With**
> claude · coderabbit · elastic · google · groq · node.js · postman · react · vapi · y-combinator
---
## ⚙️ Getting Started
This project was bootstrapped with **Create React App**.
### Prerequisites
- Node.js (v16+)
- npm or yarn
- PostgreSQL
- Google API credentials (Places + Calendar)
- Claude API Key
### 1. Clone the Repo
```bash
git clone https://github.com/headlesz/campus-chat-sync.git
cd campus-chat-sync
2. Install Dependencies
Frontend:
cd frontend
npm install
Backend:
cd ../backend
npm install
3. Set Up Environment Variables
Create .env files for frontend and backend.
Backend (/backend/.env):
PORT=4000
DATABASE_URL=postgres://user:password@localhost:5432/campusmatch
CLAUDE_API_KEY=your_claude_api_key
GOOGLE_CLIENT_ID=your_google_client_id
GOOGLE_CLIENT_SECRET=your_google_client_secret
GOOGLE_PLACES_API_KEY=your_google_places_api_key
SESSION_SECRET=your_secret
Frontend (/frontend/.env):
REACT_APP_API_BASE_URL=http://localhost:4000
REACT_APP_GOOGLE_CLIENT_ID=your_google_client_id
REACT_APP_PLACES_API_KEY=your_google_places_api_key
4. Run Locally
Frontend:
cd frontend
npm start
Backend:
cd backend
npm run dev
Frontend: http://localhost:8080 Backend: http://localhost:4000
🧩 Available Scripts
In the frontend project directory, you can run:
npm start
Runs the app in development mode. Open http://localhost:8080 to view it in the browser.
npm test
Launches the test runner in interactive watch mode.
npm run build
Builds the app for production to the build folder.
Optimizes React in production mode and minifies the build.
npm run eject
Note: This is a one-way operation. Once you eject, you can’t go back!
💡 Challenges & Learnings (Condensed)
- Real-time AI chat analysis without latency spikes
- Accurate voice-to-text for diverse accents
- Smooth and secure Google OAuth integration
- Balancing privacy and contextual intelligence
🗺️ Roadmap
- Personalized event feed using embeddings
- AI safety assistant for secure meetups
- Alumni and community expansion
- Improved recommendation feedback loop
🤝 Contributing
Contributions are welcome!
- Fork the repo
- Create your feature branch (
git checkout -b feature/amazing-feature) - Commit your changes (
git commit -m 'Add amazing feature') - Push to the branch (
git push origin feature/amazing-feature) - Open a Pull Request
🧾 License
This project is licensed under the MIT License — you’re free to use, modify, and distribute this software for any purpose, provided that the original copyright and license notice appear in all copies or substantial portions of the Software.
MIT License
Copyright (c) 2025 CampusMatch Team
Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.
🙏 Acknowledgments
- Claude API for chat understanding and icebreaker generation
- Google APIs (Places + Calendar) for venue discovery and scheduling
- Web Speech API for speech onboarding
- Hackathon mentors, Y Combinator, and team collaboration for inspiration
“Connecting students through voice, context, and conversation — one chat at a time.”
Analysis
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Metric
- 2
- 1
Figures cover GitHub contributors during the hackathon window. A co-authored commit counts in full for each author, so per-member totals add up to more than the whole-team figures.
Technology
- CSSIn code
- HTMLIn code
- JavaScriptIn code
- ReactIn code
- Tailwind CSSIn code
- TypeScriptIn code
- Node.jsClaimed
6 of 7 appear in the indexed code. 1 claimed on Devpost could not be matched to code, which may simply mean the tool leaves no trace in the repository.
AI coding agents
No AI coding agent signals were found in this repository.
Detected from committed agent config files and commit authorship. Absence of a signal is not proof an agent was unused.
Codebase size
Source size
232 KB
Source files
75
Counts recognized source files only; vendored directories, binaries and lockfiles are excluded, so this is smaller than the repository on disk.
Repository
headlesz/campus-chat-sync
90 files · 2.1 MB · @ b02fc8d
Structure
Interface
62 files · 69%Screens, components and styles rendered to the user.
Application logic
12 files · 13%Domain rules, services and shared utilities.
Supporting
Layers are inferred from where files sit in the tree, not from reading the code. A project that names its directories unconventionally will read oddly here — open the file browser to check anything the diagram implies.
Languages
- TypeScript93%
- Markdown3%
- CSS3%
- HTML1%
- JavaScript0%
Share of indexed source by file size. Binary and vendored files are excluded.
Dependencies
package.json
npm · 66- @hookform/resolvers
- @radix-ui/react-accordion
- @radix-ui/react-alert-dialog
- @radix-ui/react-aspect-ratio
- @radix-ui/react-avatar
- @radix-ui/react-checkbox
- @radix-ui/react-collapsible
- @radix-ui/react-context-menu
- @radix-ui/react-dialog
- @radix-ui/react-dropdown-menu
- @radix-ui/react-hover-card
- @radix-ui/react-label
- @radix-ui/react-menubar
- @radix-ui/react-navigation-menu
- @radix-ui/react-popover
- @radix-ui/react-progress
- @radix-ui/react-radio-group
- @radix-ui/react-scroll-area
- +48 more
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