Meilisearch is an open-source, lightning-fast, and hyper relevant search engine. It comes with great defaults to help developers build snappy search experiences. You can self-host Meilisearch or run on Meilisearch Cloud. Meilisearch v1.3 supports vector search.

​
Installation and Setup

See a usage example for detail configuration instructions. We need to install meilisearch python package. 
pip install meilisearch

​
Vector Store

See a usage example. 
from langchain_community.vectorstores import Meilisearch