AKAswin.AK
Python
LangChain
Docker
FastAPI
Qdrant

RAG Starter Kit

Open-source boilerplate for quickly bootstrapping production-grade RAG systems.

Overview

A batteries-included starter kit for building RAG systems without the boilerplate. Includes ingestion, retrieval, evaluation, and a simple chat UI out of the box.

What's included

  • Ingestion pipeline with chunking strategies and metadata extraction
  • Vector store integration (Qdrant by default, swappable)
  • FastAPI backend with OpenAI-compatible /chat endpoint
  • Evaluation harness using RAGAs metrics
  • Docker Compose for local development
  • GitHub Actions CI pipeline

Getting started

Clone the repo and run docker compose up. The ingestion pipeline, vector store, and API are ready in under a minute.