
A secure, automated code review system for GitHub. Users connect their repositories, provide their own Gemini API keys, and leverage massive 1M+ token context windows for instant, high-quality feedback. Built with a focus on privacy, flexibility, and a seamless developer experience.
EightBit AI Reviewer is a production-ready GitHub App that automates code reviews using a Bring Your Own Key (BYOK) model, combining multi-model Gemini AI with a clean aesthetic.





This application prioritizes security and flexibility through its BYOK model, multi-model support, and custom personas. By leveraging the latest Gemini models and a high-performance FastAPI backend, it provides near-instantaneous, tailored feedback on code changes, helping teams maintain high code quality with minimal manual overhead.
The motivation behind EightBit AI Reviewer was to solve the trust and cost barriers in AI-assisted development. While many tools require full access to proprietary code and charge high monthly fees, EightBit empowers developers with a 'Bring Your Own Key' model and the ability to choose their own AI 'brain'. The goal was to democratize access to high-quality, automated code reviews without compromising on privacy or forcing vendor lock-in.
The platform is built on a unified stack featuring FastAPI for high-concurrency webhook processing and React with TypeScript for a responsive frontend. The AI engine supports dynamic model selection (including Gemini 2.5 Pro, Flash, 3 Pro) and processes code diffs via the GitHub API. Security is paramount; sensitive user API keys are encrypted using Fernet (AES-256) before storage in a PostgreSQL database. The system implements a custom prompt injection layer that allows users to define unique AI personas for tailored code analysis, from strict security audits to mentorship-style feedback.
One of the primary challenges was architecting a secure encryption pipeline while allowing for dynamic AI model switching and custom prompt injection. Implementing a reliable webhook listener that handles high-concurrency GitHub events while managing diverse API rate limits required careful asynchronous management in FastAPI. This project deepened my understanding of cryptographic best practices, GitHub App OAuth flows, and advanced prompt engineering for technical code analysis.
EightBit AI Reviewer bridges the gap between high-performance software engineering and developer autonomy. By empowering teams to use their own AI keys and choose between specialized Gemini models, it ensures data sovereignty while providing deep architectural insights. Its modular design, robust security protocols, and custom prompt engine make it a reliable companion for modern development teams who value security, flexibility, and efficiency. The BYOK architecture ensures the reviewer remains future-proof as AI models continue to evolve.