diff --git a/docs/docs/integrations/providers/milvus.mdx b/docs/docs/integrations/providers/milvus.mdx
index 94d1228d7d4a1..d73590fdff0c0 100644
--- a/docs/docs/integrations/providers/milvus.mdx
+++ b/docs/docs/integrations/providers/milvus.mdx
@@ -9,7 +9,7 @@
 Install the Python SDK:
 
 ```bash
-pip install pymilvus langchain-milvus
+pip install langchain-milvus
 ```
 
 ## Vector Store
diff --git a/docs/docs/integrations/providers/mongodb_atlas.mdx b/docs/docs/integrations/providers/mongodb_atlas.mdx
index db9d90d0ffbd3..601b84f015cbd 100644
--- a/docs/docs/integrations/providers/mongodb_atlas.mdx
+++ b/docs/docs/integrations/providers/mongodb_atlas.mdx
@@ -30,7 +30,7 @@ from langchain_mongodb import MongoDBAtlasVectorSearch
 > Lucene’s standard (`BM25`) analyzer.
 
 ```python
-from langchain_mongodb.retrievers.full_text_search import MongoDBAtlasFullTextSearchRetriever
+from langchain_mongodb.retrievers import MongoDBAtlasFullTextSearchRetriever
 ```
 
 ### Hybrid Search Retriever
@@ -39,7 +39,7 @@ from langchain_mongodb.retrievers.full_text_search import MongoDBAtlasFullTextSe
 > them the via `Reciprocal Rank Fusion` (`RRF`) algorithm.
  
 ```python
-from langchain_mongodb.retrievers.hybrid_search import MongoDBAtlasHybridSearchRetriever
+from langchain_mongodb.retrievers import MongoDBAtlasHybridSearchRetriever
 ```
 
 ## Model Caches