diff --git a/libs/community/langchain_community/chat_models/databricks.py b/libs/community/langchain_community/chat_models/databricks.py
index 008d4d3fa59..3f3c71d1dd3 100644
--- a/libs/community/langchain_community/chat_models/databricks.py
+++ b/libs/community/langchain_community/chat_models/databricks.py
@@ -10,7 +10,7 @@ class ChatDatabricks(ChatMlflow):
     """`Databricks` chat models API.
 
     To use, you should have the ``mlflow`` python package installed.
-    For more information, see https://mlflow.org/docs/latest/llms/deployments/databricks.html.
+    For more information, see https://mlflow.org/docs/latest/llms/deployments.
 
     Example:
         .. code-block:: python
diff --git a/libs/community/langchain_community/chat_models/mlflow.py b/libs/community/langchain_community/chat_models/mlflow.py
index 7068644439d..611e88c1f7f 100644
--- a/libs/community/langchain_community/chat_models/mlflow.py
+++ b/libs/community/langchain_community/chat_models/mlflow.py
@@ -27,7 +27,7 @@ class ChatMlflow(BaseChatModel):
     """`MLflow` chat models API.
 
     To use, you should have the `mlflow[genai]` python package installed.
-    For more information, see https://mlflow.org/docs/latest/llms/deployments/server.html.
+    For more information, see https://mlflow.org/docs/latest/llms/deployments.
 
     Example:
         .. code-block:: python
diff --git a/libs/community/langchain_community/embeddings/databricks.py b/libs/community/langchain_community/embeddings/databricks.py
index 91948dc96fc..ce4a7e856bd 100644
--- a/libs/community/langchain_community/embeddings/databricks.py
+++ b/libs/community/langchain_community/embeddings/databricks.py
@@ -15,7 +15,7 @@ class DatabricksEmbeddings(MlflowEmbeddings):
     """Wrapper around embeddings LLMs in Databricks.
 
     To use, you should have the ``mlflow`` python package installed.
-    For more information, see https://mlflow.org/docs/latest/llms/deployments/databricks.html.
+    For more information, see https://mlflow.org/docs/latest/llms/deployments.
 
     Example:
         .. code-block:: python
diff --git a/libs/community/langchain_community/embeddings/mlflow.py b/libs/community/langchain_community/embeddings/mlflow.py
index e44c53d31c5..6261d76c16f 100644
--- a/libs/community/langchain_community/embeddings/mlflow.py
+++ b/libs/community/langchain_community/embeddings/mlflow.py
@@ -16,7 +16,7 @@ class MlflowEmbeddings(Embeddings, BaseModel):
     """Embedding LLMs in MLflow.
 
     To use, you should have the `mlflow[genai]` python package installed.
-    For more information, see https://mlflow.org/docs/latest/llms/deployments/server.html.
+    For more information, see https://mlflow.org/docs/latest/llms/deployments.
 
     Example:
         .. code-block:: python
diff --git a/libs/community/langchain_community/llms/mlflow.py b/libs/community/langchain_community/llms/mlflow.py
index 0110e4b40e0..ff2817de8a8 100644
--- a/libs/community/langchain_community/llms/mlflow.py
+++ b/libs/community/langchain_community/llms/mlflow.py
@@ -12,7 +12,7 @@ class Mlflow(LLM):
     """Wrapper around completions LLMs in MLflow.
 
     To use, you should have the `mlflow[genai]` python package installed.
-    For more information, see https://mlflow.org/docs/latest/llms/deployments/server.html.
+    For more information, see https://mlflow.org/docs/latest/llms/deployments.
 
     Example:
         .. code-block:: python