You can also switch from chromadb to whatever (hnswlib for example is dead simple and you can save embeddings to disk).
I put a telegram bot as an example. Be "responsible" :P and have fun!
[0] This isn't using the Retriever api because I did this a couple weeks ago and it wasn't there, by the way!