SamaritanAI

Jumping into a large, unfamiliar codebase and trying to figure out where to even start is one of the biggest barriers to open-source contribution. SamaritanAI removes that barrier. It visualizes complex codebases as interactive network graphs, giving you an intuitive map of how files and components relate to each other — so you can understand the architecture at a glance instead of getting lost in folder hierarchies.

When it's time to tackle a GitHub issue, SamaritanAI uses RAG (Retrieval-Augmented Generation) to highlight the specific files most likely to need changes — turning a daunting task into a clear, actionable starting point. For developers who want to contribute to open source without the usual overwhelm, SamaritanAI is the guide you've been missing.