Beacon Inspiration We wanted to create a tool that helps developers understand their projects better, not just through commits or metrics, but through meaningful insights. The idea was to make something built by developers, for developers — a platform that simplifies code analysis and encourages growth.

What it does Beacon connects to your GitHub projects and provides an interactive dashboard that displays project health, performance benchmarks, architectural insights, and skill tracking. It also supports team collaboration by summarizing recent updates and contributions in one unified view.

How we built it We built Beacon using Next.js for the frontend and FastAPI for the backend. The system integrates with the GitHub API to fetch repository data and applies AI-driven logic to analyze performance, architecture, and developer activity. For visualization, we used dynamic charts and modular UI components designed for clarity and efficiency.

Inline math example: The performance score S S is calculated as

S

0.4 C + 0.3 T + 0.2 Q + 0.1 A S=0.4C+0.3T+0.2Q+0.1A where C C represents code quality, T T test coverage, Q Q commit frequency, and A A architectural metrics.

Challenges we ran into We encountered several challenges, including:

Managing GitHub OAuth authentication and permissions.

Dealing with API rate limits for large repositories.

Maintaining real-time data syncing between backend and frontend.

Balancing scalability with efficient data processing pipelines.

Accomplishments that we’re proud of We successfully built a full-stack developer insight platform featuring:

Smooth GitHub integration.

Dynamic, data-driven dashboards.

Real-time collaboration and contribution tracking.

Integrating AI-driven analytics with code visualization was one of our most rewarding milestones.

What we learned We deepened our understanding of how to merge backend intelligence, frontend visualization, and real-world APIs into a cohesive system. This project helped us gain technical experience in:

Advanced Next.js workflow.

RESTful API design using FastAPI.

Handling authentication flows.

Data visualization and performance analysis.

What’s next for Beacon We aim to:

Implement real Git integration for live repository data.

Add AI-powered code review and insights for teams.

Enable cloud-based analytics that scale across larger engineering organizations.

Ultimately, our goal is to make Beacon an everyday assistant that empowers developers to understand, improve, and grow their projects intuitively.