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metadata
title: Codebase RAG Assistant
emoji: 🧠
colorFrom: blue
colorTo: purple
sdk: docker
app_file: app.py
pinned: false

Codebase RAG Assistant

An AI-powered Retrieval-Augmented Generation (RAG) system that allows developers to query and understand large code repositories using natural language.

Features

  • Code-aware chunking (functions & classes)
  • FAISS vector search
  • LLaMA-3 inference via Groq
  • Streamlit UI
  • Fully free deployment using HuggingFace Spaces

Tech Stack

LangChain, FAISS, Sentence Transformers, FastAPI, Streamlit, Docker

Use Cases

  • Codebase exploration
  • Architecture understanding
  • Developer onboarding

CODEBASE-RAG-ASSISTANT

A LangChain-based RAG system that indexes a code repository and answers architecture & code-level questions using free LLMs.

Codebase RAG Assistant

An AI-powered Retrieval-Augmented Generation system that enables natural language querying of large code repositories.

Features

  • Code-aware chunking (functions & classes)
  • FAISS-based vector retrieval
  • LLaMA-3 inference via Groq
  • Streamlit UI
  • Fully free tech stack

Tech Stack

LangChain, FAISS, HuggingFace Embeddings, FastAPI, Streamlit

Use Cases

  • Codebase understanding
  • Architecture exploration
  • Developer onboarding