Open-source vector similarity search for Postgres.
Store your vectors with the rest of your data.
Supports:

• exact and approximate nearest neighbor search
• L2 distance, inner product, and cosine distance
• any language with a Postgres client

"The tool is extremely helpful for searching text data fast without needing a specialized database to store embeddings" according to DZone article in 2024.