diff --git a/__init__.py b/__init__.py
index 62937fb..70f214b 100644
--- a/__init__.py
+++ b/__init__.py
@@ -9,6 +9,7 @@ from .nodes.upload_anything import UploadAnything
 from .nodes.save_file import ComfyOnlineSaveFile
 from .nodes.LoadEmbedding import EmbeddingLoader
 from .nodes.AudioSave import SaveAudioAsWav
+from .nodes.LoadCheckpointFromCivitAI import LoadCheckpointFromCivitAIWithDownloader
 
 NODE_CLASS_MAPPINGS = { 
     "LoadLoraFromCivitAI":LoadLoraFromCivitAIWithDownloader,
@@ -20,7 +21,8 @@ NODE_CLASS_MAPPINGS = {
     "ComfyOnlineUploadAnything": UploadAnything,
     "ComfyOnlineSaveFile": ComfyOnlineSaveFile,
     "EmbeddingLoader": EmbeddingLoader,
-    "SaveAudioAsWav": SaveAudioAsWav
+    "SaveAudioAsWav": SaveAudioAsWav,
+    "LoadCheckpointFromCivitAI": LoadCheckpointFromCivitAIWithDownloader
 
 }
 NODE_DISPLAY_NAME_MAPPINGS = { 
@@ -33,7 +35,8 @@ NODE_DISPLAY_NAME_MAPPINGS = {
     'ComfyOnlineUploadAnything': "ComfyOnlineUploadAnything",
     "ComfyOnlineSaveFile": "ComfyOnlineSaveFile",
     "EmbeddingLoader": "Load Embedding",
-    "SaveAudioAsWav": "Save Audio As Wav"
+    "SaveAudioAsWav": "Save Audio As Wav",
+    "LoadCheckpointFromCivitAI": "Load Checkpoint From CivitAI"
 
 }
 
diff --git a/nodes/LoadCheckpointFromCivitAI.py b/nodes/LoadCheckpointFromCivitAI.py
new file mode 100644
index 0000000..007748b
--- /dev/null
+++ b/nodes/LoadCheckpointFromCivitAI.py
@@ -0,0 +1,55 @@
+#import install
+from .cai_utils import download_cai
+
+
+import comfy.sd
+import comfy.utils
+
+import folder_paths
+import os
+
+class LoadCheckpointFromCivitAIWithDownloader:
+
+    @classmethod
+    def INPUT_TYPES(cls):
+        return {
+            "required": {
+                "civitai_model_id": ("STRING", {"default": "", "tooltip": "The ID of the model to download from CivitAI."}),
+            }
+        }
+
+    RETURN_TYPES = ("MODEL", "CLIP", "VAE")
+    FUNCTION = "load_and_download_checkpoint"
+    CATEGORY = "checkpoint"
+
+    def load_and_download_checkpoint(self, civitai_model_id):
+        # 获取 CivitAI Token
+        civitai_token_id = os.getenv("CIVITAI_TOKEN", "").strip()
+        if not civitai_token_id:
+            raise RuntimeError("CIVITAI_TOKEN environment variable is not set or empty.")
+        # 目标存储路径为 loras 目录
+        checkpoint_dir = folder_paths.get_folder_paths("checkpoints")[0]
+
+        # 下载文件到 loras 目录
+        checkpoint_filename = f"tmp_{civitai_model_id or 'downloaded_checkpoint'}.safetensors"  # 生成临时文件名
+        checkpoint_path = os.path.join(checkpoint_dir, checkpoint_filename)
+        
+        self.download_from_civitai(civitai_model_id, civitai_token_id, checkpoint_path)
+
+        out = comfy.sd.load_checkpoint_guess_config(checkpoint_path, output_vae=True, output_clip=True, embedding_directory=folder_paths.get_folder_paths("embeddings"))
+
+        # 加载后删除临时文件
+        try:
+            os.remove(checkpoint_path)
+        except Exception as e:
+            print(f"Failed to delete temporary checkpoint file: {e}")
+
+        return out[:3]
+
+    def download_from_civitai(self, model_id, token_id, lora_path):
+        print("Downloading checkpoint from CivitAI")
+        print(f"\tModel ID: {model_id}")
+        print(f"\tToken ID: {token_id}")
+        print(f"\tSave path: {lora_path}")
+        # 实现下载逻辑
+        download_cai(model_id, token_id, lora_path)
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