Do you need a specialized vector database to implement vector search well?

Semantic search and augmenting LLMs have sent everyone turning their text into vectors. But where do you store all that vector data?

code for a living data database llms mongodb partner content partnercontent search semantic se-stackoverflow se-tech text vector vector database vectors vector search