Samantha Lui Santos@santoslui966974362

Code Time Capsule is a developer tool that revolutionises how teams understand their codebase history. It ingests commit logs, issue trackers, pull request discussions, and CI/CD logs to provide contextual answers about any moment in your repository’s evolution. The project solves a universal pain point: developers waste hours or even weeks trying to understand why code was written a certain way. This problem is especially acute when joining a new team, debugging legacy systems, or conducting post-mortems after production incidents. Our solution transforms static Git logs into an interactive, queryable experience. Users upload a repository or connect via GitHub URL. The system builds a visual timeline with clickable event markers representing commits, releases, refactors, and bug fixes. Clicking any event reveals a snapshot of the repository at that moment, including file structure, content, open issues, and CI status. The AI-powered question-answering feature is the heart of the application. Users ask natural language questions like “What was the team working on in March 2024?” or “When was this bug introduced?” and receive contextual, human-readable answers. The AI synthesises information from commit messages, issue discussions, pull request reviews, and CI logs to provide comprehensive responses. Additional features include exportable reports for documentation and onboarding, dark and light mode for comfortable viewing, and sample queries to help users get started. The application is built with React 19, TypeScript, and Tailwind CSS v4, with a custom query engine and Fireworks AI integration.

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🌎 Online Hackathon | 📅 August 3–10, 2026| 💻 Powered by native.builder The official native.builder hackathon, hosted by NativelyAI and lablab.ai. Join founders, developers, designers, and builders to create real AI-native applications powered by native.builder: from idea to deployed product, fully in the cloud. 💻 This hackathon is fully online. No travel required.