diff --git a/libs/community/langchain_community/llms/__init__.py b/libs/community/langchain_community/llms/__init__.py
index 810f7390b6ee1..818231580900f 100644
--- a/libs/community/langchain_community/llms/__init__.py
+++ b/libs/community/langchain_community/llms/__init__.py
@@ -162,6 +162,7 @@ def _import_databricks() -> Type[BaseLLM]:
     return Databricks
 
 
+# deprecated / only for back compat - do not add to __all__
 def _import_databricks_chat() -> Any:
     warn_deprecated(
         since="0.0.22",
@@ -325,6 +326,7 @@ def _import_mlflow() -> Type[BaseLLM]:
     return Mlflow
 
 
+# deprecated / only for back compat - do not add to __all__
 def _import_mlflow_chat() -> Any:
     warn_deprecated(
         since="0.0.22",
@@ -631,7 +633,7 @@ def __getattr__(name: str) -> Any:
         return _import_aviary()
     elif name == "AzureMLOnlineEndpoint":
         return _import_azureml_endpoint()
-    elif name == "Baichuan":
+    elif name == "BaichuanLLM" or name == "Baichuan":
         return _import_baichuan()
     elif name == "QianfanLLMEndpoint":
         return _import_baidu_qianfan_endpoint()
@@ -701,6 +703,8 @@ def __getattr__(name: str) -> Any:
         return _import_konko()
     elif name == "LlamaCpp":
         return _import_llamacpp()
+    elif name == "Llamafile":
+        return _import_llamafile()
     elif name == "ManifestWrapper":
         return _import_manifest()
     elif name == "Minimax":
@@ -818,6 +822,7 @@ def __getattr__(name: str) -> Any:
     "Aviary",
     "AzureMLOnlineEndpoint",
     "AzureOpenAI",
+    "BaichuanLLM",
     "Banana",
     "Baseten",
     "Beam",
@@ -836,8 +841,8 @@ def __getattr__(name: str) -> Any:
     "Fireworks",
     "ForefrontAI",
     "Friendli",
-    "GigaChat",
     "GPT4All",
+    "GigaChat",
     "GooglePalm",
     "GooseAI",
     "GradientLLM",
@@ -846,22 +851,26 @@ def __getattr__(name: str) -> Any:
     "HuggingFacePipeline",
     "HuggingFaceTextGenInference",
     "HumanInputLLM",
+    "JavelinAIGateway",
     "KoboldApiLLM",
     "Konko",
     "LlamaCpp",
-    "TextGen",
+    "Llamafile",
     "ManifestWrapper",
     "Minimax",
+    "Mlflow",
     "MlflowAIGateway",
     "Modal",
     "MosaicML",
-    "Nebula",
     "NIBittensorLLM",
     "NLPCloud",
+    "Nebula",
+    "OCIGenAI",
     "OCIModelDeploymentTGI",
     "OCIModelDeploymentVLLM",
-    "OCIGenAI",
+    "OctoAIEndpoint",
     "Ollama",
+    "OpaquePrompts",
     "OpenAI",
     "OpenAIChat",
     "OpenLLM",
@@ -873,30 +882,29 @@ def __getattr__(name: str) -> Any:
     "PredictionGuard",
     "PromptLayerOpenAI",
     "PromptLayerOpenAIChat",
-    "OpaquePrompts",
+    "QianfanLLMEndpoint",
     "RWKV",
     "Replicate",
     "SagemakerEndpoint",
     "SelfHostedHuggingFaceLLM",
     "SelfHostedPipeline",
+    "SparkLLM",
     "StochasticAI",
+    "TextGen",
     "TitanTakeoff",
     "TitanTakeoffPro",
+    "Together",
     "Tongyi",
-    "VertexAI",
-    "VertexAIModelGarden",
     "VLLM",
     "VLLMOpenAI",
+    "VertexAI",
+    "VertexAIModelGarden",
+    "VolcEngineMaasLLM",
     "WatsonxLLM",
     "Writer",
-    "OctoAIEndpoint",
     "Xinference",
-    "JavelinAIGateway",
-    "QianfanLLMEndpoint",
     "YandexGPT",
     "Yuan2",
-    "VolcEngineMaasLLM",
-    "SparkLLM",
 ]
 
 
@@ -912,6 +920,7 @@ def get_type_to_cls_dict() -> Dict[str, Callable[[], Type[BaseLLM]]]:
         "aviary": _import_aviary,
         "azure": _import_azure_openai,
         "azureml_endpoint": _import_azureml_endpoint,
+        "baichuan": _import_baichuan,
         "bananadev": _import_bananadev,
         "baseten": _import_baseten,
         "beam": _import_beam,
@@ -922,7 +931,7 @@ def get_type_to_cls_dict() -> Dict[str, Callable[[], Type[BaseLLM]]]:
         "ctransformers": _import_ctransformers,
         "ctranslate2": _import_ctranslate2,
         "databricks": _import_databricks,
-        "databricks-chat": _import_databricks_chat,
+        "databricks-chat": _import_databricks_chat,  # deprecated / only for back compat
         "deepinfra": _import_deepinfra,
         "deepsparse": _import_deepsparse,
         "edenai": _import_edenai,
@@ -942,10 +951,11 @@ def get_type_to_cls_dict() -> Dict[str, Callable[[], Type[BaseLLM]]]:
         "koboldai": _import_koboldai,
         "konko": _import_konko,
         "llamacpp": _import_llamacpp,
+        "llamafile": _import_llamafile,
         "textgen": _import_textgen,
         "minimax": _import_minimax,
         "mlflow": _import_mlflow,
-        "mlflow-chat": _import_mlflow_chat,
+        "mlflow-chat": _import_mlflow_chat,  # deprecated / only for back compat
         "mlflow-ai-gateway": _import_mlflow_ai_gateway,
         "modal": _import_modal,
         "mosaic": _import_mosaicml,
diff --git a/libs/community/tests/unit_tests/llms/test_imports.py b/libs/community/tests/unit_tests/llms/test_imports.py
index 3abee81450ad4..e7359360517d0 100644
--- a/libs/community/tests/unit_tests/llms/test_imports.py
+++ b/libs/community/tests/unit_tests/llms/test_imports.py
@@ -13,6 +13,7 @@
     "Aviary",
     "AzureMLOnlineEndpoint",
     "AzureOpenAI",
+    "BaichuanLLM",
     "Banana",
     "Baseten",
     "Beam",
@@ -44,9 +45,11 @@
     "KoboldApiLLM",
     "Konko",
     "LlamaCpp",
+    "Llamafile",
     "TextGen",
     "ManifestWrapper",
     "Minimax",
+    "Mlflow",
     "MlflowAIGateway",
     "Modal",
     "MosaicML",
@@ -77,6 +80,7 @@
     "StochasticAI",
     "TitanTakeoff",
     "TitanTakeoffPro",
+    "Together",
     "Tongyi",
     "VertexAI",
     "VertexAIModelGarden",