diff --git a/whisper/convert.py b/whisper/convert.py
index 2e4ebce5..c15623d1 100644
--- a/whisper/convert.py
+++ b/whisper/convert.py
@@ -206,6 +206,44 @@ def torch_to_mlx(
     return mlx_model
 
 
+def upload_to_hub(path: str, name: str, torch_name_or_path: str):
+    import os
+
+    from huggingface_hub import HfApi, ModelCard, logging
+
+    repo_id = f"mlx-community/{name}"
+    text = f"""
+---
+library_name: mlx
+---
+
+# {name}
+This model was converted to MLX format from [`{torch_name_or_path}`]().
+
+## Use with mlx
+```bash
+git clone https://github.com/ml-explore/mlx-examples.git
+cd mlx-examples/whisper/
+pip install -r requirements.txt
+
+>> import whisper
+>> whisper.transcribe("FILE_NAME")
+```
+"""
+    card = ModelCard(text)
+    card.save(os.path.join(path, "README.md"))
+
+    logging.set_verbosity_info()
+
+    api = HfApi()
+    api.create_repo(repo_id=repo_id, exist_ok=True)
+    api.upload_folder(
+        folder_path=path,
+        repo_id=repo_id,
+        repo_type="model",
+    )
+
+
 def quantize(weights, config, args):
     quantized_config = copy.deepcopy(config)
 
@@ -238,7 +276,7 @@ if __name__ == "__main__":
     parser.add_argument(
         "--mlx-path",
         type=str,
-        default="mlx_models/tiny",
+        default="mlx_models",
         help="The path to save the MLX model.",
     )
     parser.add_argument(
@@ -265,6 +303,13 @@ if __name__ == "__main__":
         type=int,
         default=4,
     )
+    parser.add_argument(
+        "--upload-name",
+        help="The name of model to upload to Hugging Face MLX Community",
+        type=str,
+        default=None,
+    )
+
     args = parser.parse_args()
 
     assert (
@@ -292,3 +337,6 @@ if __name__ == "__main__":
     with open(str(mlx_path / "config.json"), "w") as f:
         config["model_type"] = "whisper"
         json.dump(config, f, indent=4)
+
+    if args.upload_name is not None:
+        upload_to_hub(mlx_path, args.upload_name, args.torch_name_or_path)
diff --git a/whisper/requirements.txt b/whisper/requirements.txt
index 3baed45b..e4dbf8d1 100644
--- a/whisper/requirements.txt
+++ b/whisper/requirements.txt
@@ -5,3 +5,5 @@ torch
 tqdm
 more-itertools
 tiktoken==0.3.3
+huggingface_hub
+scipy