diff --git a/apps/models_provider/impl/local_model_provider/model/embedding/model.py b/apps/models_provider/impl/local_model_provider/model/embedding/model.py
index 7ebc41cb1..a9e7aad69 100644
--- a/apps/models_provider/impl/local_model_provider/model/embedding/model.py
+++ b/apps/models_provider/impl/local_model_provider/model/embedding/model.py
@@ -6,6 +6,7 @@
     @date：2025/11/5 15:26
     @desc:
 """
+import os
 from typing import Dict
 
 from langchain_huggingface import HuggingFaceEmbeddings
@@ -20,7 +21,13 @@ class LocalEmbedding(MaxKBBaseModel, HuggingFaceEmbeddings):
 
     @staticmethod
     def new_instance(model_type, model_name, model_credential: Dict[str, object], **model_kwargs):
-        return LocalEmbedding(model_name=model_name, cache_folder=model_credential.get('cache_folder'),
+        cache_folder = model_credential.get('cache_folder')
+        model_path = model_name
+        if cache_folder and not os.path.isabs(model_name):
+            local_model_path = os.path.join(cache_folder, model_name)
+            if os.path.isdir(local_model_path):
+                model_path = local_model_path
+        return LocalEmbedding(model_name=model_path, cache_folder=cache_folder,
                               model_kwargs={'device': model_credential.get('device')},
                               encode_kwargs={'normalize_embeddings': True}
                               )
diff --git a/apps/models_provider/impl/local_model_provider/model/embedding/web.py b/apps/models_provider/impl/local_model_provider/model/embedding/web.py
index bfc22bc9b..42c780adc 100644
--- a/apps/models_provider/impl/local_model_provider/model/embedding/web.py
+++ b/apps/models_provider/impl/local_model_provider/model/embedding/web.py
@@ -46,7 +46,7 @@ class LocalEmbedding(MaxKBBaseModel, BaseModel, Embeddings):
         bind = f'{CONFIG.get("LOCAL_MODEL_HOST")}:{CONFIG.get("LOCAL_MODEL_PORT")}'
         prefix = CONFIG.get_admin_path()
         res = requests.post(
-            f'{CONFIG.get("LOCAL_MODEL_PROTOCOL")}://{bind}/{prefix}/api/model/{self.model_id}/embed_documents',
+            f'{CONFIG.get("LOCAL_MODEL_PROTOCOL")}://{bind}{prefix}/api/model/{self.model_id}/embed_documents',
             {'texts': texts})
         result = res.json()
         if result.get('code', 500) == 200: