herin7/gitforme

What it solves

GitForMe is designed to help developers quickly understand and navigate complex GitHub repositories, reducing the initial friction and "where do I even start?" moment when attempting to contribute to open-source projects.

How it works

The platform uses a microservice architecture consisting of a React frontend, a Node.js/Express backend for GitHub API integration, and a Python/Flask LLM server. The LLM server creates vector embeddings of the codebase using sentence-transformers and stores them in a FAISS index for fast retrieval, allowing an AI chat assistant (GitBro) to provide grounded answers about the code in natural language.

Who it’s for

Developers who want to explore new GitHub repositories and make their first contributions to open-source projects more efficiently.

Highlights

• AI-Powered Chat (GitBro): Natural language queries about the codebase using repository context.
• Interactive Dashboard: Visualizes code hotspots, dependency analysis, and contribution insights (e.g., "Good First Issues").
• Super Context Builder: Allows users to select specific files or folders to create a focused context for use with external LLMs like ChatGPT or Claude.
• Smart File Explorer: Intuitive navigation of the repository structure.
• One-Click Setup: Ability to clone and open the repository directly in VS Code.