RAG Suite

Everything you need to get RAG into your application as quick as possible. Go from Wordpress blog posts to a fully functional RAG system in minutes.

Demo Video

Setup

First, add your database url to the .env file or set it in your environment. You can use the .env.example file as a template.

Next, generate your chunks (to be embedded later) from your wordpress blog:

cd backend/scrape
pipenv install
pipenv run python scrape.py https://your-wordpress-blog.com/feed/

Then, run the following commands to set up the database:

pipenv install
pipenv run python migrate.py up
pipenv run python import.py scrape/scrapes/scraped.json

Run the node cli to load embeddings for your imported data:

cd backend/embed
npm install
npm run load posts # The last argument is a "namespace", which is used to separate embeddings for different types of data

Finally, run the backend server:

cd backend/api
npm install
npm run dev