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Title: Vector store integrations - Docs by LangChain

Open Graph Title: Vector store integrations - Docs by LangChain

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Description: Integrate with vector stores using LangChain Python.

Open Graph Description: Integrate with vector stores using LangChain Python.

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Microsofthttps://docs.langchain.com/oss/python/integrations/providers/microsoft
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Groqhttps://docs.langchain.com/oss/python/integrations/providers/groq
Fireworkshttps://docs.langchain.com/oss/python/integrations/providers/fireworks
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Checkpointershttps://docs.langchain.com/oss/python/integrations/checkpointers
Retrievershttps://docs.langchain.com/oss/python/integrations/retrievers
Text splittershttps://docs.langchain.com/oss/python/integrations/splitters
Embedding modelshttps://docs.langchain.com/oss/python/integrations/embeddings
Vector storeshttps://docs.langchain.com/oss/python/integrations/vectorstores
Document loadershttps://docs.langchain.com/oss/python/integrations/document_loaders
Overviewhttps://docs.langchain.com/oss/python/integrations/vectorstores#overview
Interfacehttps://docs.langchain.com/oss/python/integrations/vectorstores#interface
Initializationhttps://docs.langchain.com/oss/python/integrations/vectorstores#initialization
Adding documentshttps://docs.langchain.com/oss/python/integrations/vectorstores#adding-documents
Deleting documentshttps://docs.langchain.com/oss/python/integrations/vectorstores#deleting-documents
Similarity searchhttps://docs.langchain.com/oss/python/integrations/vectorstores#similarity-search
Similarity metrics & indexinghttps://docs.langchain.com/oss/python/integrations/vectorstores#similarity-metrics-%26-indexing
Metadata filteringhttps://docs.langchain.com/oss/python/integrations/vectorstores#metadata-filtering
Top integrationshttps://docs.langchain.com/oss/python/integrations/vectorstores#top-integrations
All vector storeshttps://docs.langchain.com/oss/python/integrations/vectorstores#all-vector-stores
Integrations by componenthttps://docs.langchain.com/oss/python/integrations/chat/index
​https://docs.langchain.com/oss/python/integrations/vectorstores#overview
embeddedhttps://docs.langchain.com/oss/python/integrations/embeddings
​https://docs.langchain.com/oss/python/integrations/vectorstores#interface
​https://docs.langchain.com/oss/python/integrations/vectorstores#initialization
​https://docs.langchain.com/oss/python/integrations/vectorstores#adding-documents
Documenthttps://reference.langchain.com/python/langchain-core/documents/base/Document
​https://docs.langchain.com/oss/python/integrations/vectorstores#deleting-documents
​https://docs.langchain.com/oss/python/integrations/vectorstores#similarity-search
​https://docs.langchain.com/oss/python/integrations/vectorstores#similarity-metrics-&-indexing
​https://docs.langchain.com/oss/python/integrations/vectorstores#metadata-filtering
​https://docs.langchain.com/oss/python/integrations/vectorstores#top-integrations
start-localhttps://github.com/elastic/start-local
AstraDBVectorStorehttps://docs.langchain.com/oss/python/integrations/vectorstores/astradb
AzureCosmosDBNoSqlVectorStorehttps://docs.langchain.com/oss/python/integrations/vectorstores/azure_cosmos_db_no_sql
AzureCosmosDBMongoVCoreVectorStorehttps://docs.langchain.com/oss/python/integrations/vectorstores/azure_cosmos_db_mongo_vcore
AsyncCockroachDBVectorStorehttps://docs.langchain.com/oss/python/integrations/vectorstores/cockroachdb
CouchbaseSearchVectorStorehttps://docs.langchain.com/oss/python/integrations/vectorstores/couchbase
DatabricksVectorSearchhttps://docs.langchain.com/oss/python/integrations/vectorstores/databricks_vector_search
ElasticsearchStorehttps://docs.langchain.com/oss/python/integrations/vectorstores/elasticsearch
InMemoryVectorStorehttps://reference.langchain.com/python/langchain-core/vectorstores/in_memory/InMemoryVectorStore
LambdaDBhttps://docs.langchain.com/oss/python/integrations/vectorstores/lambdadb
Milvushttps://docs.langchain.com/oss/python/integrations/vectorstores/milvus
Moorchehhttps://docs.langchain.com/oss/python/integrations/vectorstores/moorcheh
MongoDBAtlasVectorSearchhttps://docs.langchain.com/oss/python/integrations/vectorstores/mongodb_atlas
openGausshttps://docs.langchain.com/oss/python/integrations/vectorstores/opengauss
PineconeVectorStorehttps://docs.langchain.com/oss/python/integrations/vectorstores/pinecone
QdrantVectorStorehttps://docs.langchain.com/oss/python/integrations/vectorstores/qdrant
RedisVectorStorehttps://docs.langchain.com/oss/python/integrations/vectorstores/redis
Weaviatehttps://docs.langchain.com/oss/python/integrations/vectorstores/weaviate
SQLServerhttps://docs.langchain.com/oss/python/integrations/vectorstores/sqlserver
ValkeyVectorStorehttps://docs.langchain.com/oss/python/integrations/vectorstores/valkey
ZeusDBhttps://docs.langchain.com/oss/python/integrations/vectorstores/zeusdb
Oracle AI Databasehttps://docs.langchain.com/oss/python/integrations/vectorstores/oracle
​https://docs.langchain.com/oss/python/integrations/vectorstores#all-vector-stores
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