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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.

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Installation and setup

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

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Vector store

See a usage example. 
from langchain_community.vectorstores import Meilisearch
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