diff --git a/src/oss/python/integrations/vectorstores/index.mdx b/src/oss/python/integrations/vectorstores/index.mdx
index f9745e569..775f85a6e 100644
--- a/src/oss/python/integrations/vectorstores/index.mdx
+++ b/src/oss/python/integrations/vectorstores/index.mdx
@@ -599,7 +599,7 @@ vector_store = QdrantVectorStore(
 | [InMemoryVectorStore](https://python.langchain.com/api_reference/core/vectorstores/langchain_core.vectorstores.in_memory.InMemoryVectorStore.html) | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ |
 | [Milvus](/oss/integrations/vectorstores/milvus) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
 | [Moorcheh](/oss/integrations/vectorstores/moorcheh) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
-| [MongoDBAtlasVectorSearch](/oss/integrations/vectorstores/mongodb_atlas) | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ |
+| [MongoDBAtlasVectorSearch](/oss/integrations/vectorstores/mongodb_atlas) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
 | [openGauss](/oss/integrations/vectorstores/opengauss) | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ | ✅ |
 | [PGVector](/oss/integrations/vectorstores/pgvector) | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ |
 | [PGVectorStore](/oss/integrations/vectorstores/pgvectorstore) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ |