diff --git a/modelscope/cli/cli.py b/modelscope/cli/cli.py
index 74fb05db..24fcc134 100644
--- a/modelscope/cli/cli.py
+++ b/modelscope/cli/cli.py
@@ -5,6 +5,7 @@ import logging
 
 from modelscope.cli.clearcache import ClearCacheCMD
 from modelscope.cli.download import DownloadCMD
+from modelscope.cli.llamafile import LlamafileCMD
 from modelscope.cli.login import LoginCMD
 from modelscope.cli.modelcard import ModelCardCMD
 from modelscope.cli.pipeline import PipelineCMD
@@ -30,6 +31,7 @@ def run_cmd():
     ModelCardCMD.define_args(subparsers)
     ServerCMD.define_args(subparsers)
     LoginCMD.define_args(subparsers)
+    LlamafileCMD.define_args(subparsers)
 
     args = parser.parse_args()
 
diff --git a/modelscope/cli/llamafile.py b/modelscope/cli/llamafile.py
new file mode 100644
index 00000000..7ae708fa
--- /dev/null
+++ b/modelscope/cli/llamafile.py
@@ -0,0 +1,145 @@
+# Copyright (c) Alibaba, Inc. and its affiliates.
+import logging
+import os
+import sys
+from argparse import ArgumentParser
+
+from modelscope import model_file_download
+from modelscope.cli.base import CLICommand
+from modelscope.hub.api import HubApi
+from modelscope.utils.logger import get_logger
+
+logger = get_logger(log_level=logging.WARNING)
+
+
+def subparser_func(args):
+    """ Function which will be called for a specific sub parser.
+    """
+    return LlamafileCMD(args)
+
+
+class LlamafileCMD(CLICommand):
+    name = 'llamafile'
+
+    def __init__(self, args):
+        self.args = args
+        self.model_id = self.args.model
+        if self.model_id is None or self.model_id.count('/') != 1:
+            raise ValueError(f'Invalid model id [{self.model_id}].')
+        if self.args.file is not None:
+            # ignore accuracy if file argument is provided
+            self.args.accuracy = None
+            if not self.args.file.lower().endswith('.llamafile'):
+                raise ValueError('file argument must ends with ".llamafile".')
+        self.api = HubApi()
+
+    @staticmethod
+    def define_args(parsers: ArgumentParser):
+        """ define args for clear-cache command.
+        """
+        parser = parsers.add_parser(LlamafileCMD.name)
+        parser.add_argument(
+            '--model',
+            type=str,
+            required=True,
+            help=
+            'The id of the model, whose repo must contain at least one llamafile'
+        )
+        group = parser.add_mutually_exclusive_group()
+        group.add_argument(
+            '--accuracy',
+            type=str,
+            required=False,
+            default='q4_k_m',
+            help=
+            'Selected accuracy of GGUF files in the repo. Ignored when "file" is also provided.'
+        )
+
+        group.add_argument(
+            '--execute',
+            type=str,
+            required=False,
+            default='True',
+            help='Whether to execute the downloaded llamafile, default to True'
+        )
+
+        group.add_argument(
+            '--file',
+            type=str,
+            required=False,
+            help=
+            'The name of a specified llamafile in the model repo. This takes precedence over "accuracy".'
+        )
+
+        parser.add_argument(
+            '--local_dir',
+            type=str,
+            default=None,
+            help=
+            'Directory where the selected llamafile would will be downloaded to.'
+        )
+
+        parser.set_defaults(func=subparser_func)
+
+    def execute(self):
+        if self.args.file:
+            self.args.accuracy = None
+
+        all_files = self.api.get_model_files(self.model_id, recursive=True)
+        llamafiles = []
+        for info in all_files:
+            file_path = info['Path']
+            if file_path and file_path.lower().endswith(
+                    '.llamafile') and '-of-' not in file_path.lower():
+                llamafiles.append(file_path)
+        if not llamafiles:
+            raise ValueError(
+                f'Cannot locate a valid llamafile in repo {self.model_id}.')
+        logger.info(
+            f'list of llamafiles in repo {self.model_id}:\n{llamafiles}.')
+        # default choose the first llamafile if there is no q4_k_m, and no accuracy or file is specified
+        selected_file = llamafiles[0]
+        found = False
+        for f in llamafiles:
+            if self.args.file and f == self.args.file:
+                selected_file = f
+                found = True
+                break
+            if self.args.accuracy and self.args.accuracy in f.lower():
+                selected_file = f
+                found = True
+                break
+        if found:
+            print(f'llamafile matching criteria found: [{selected_file}].')
+        else:
+            print(
+                f'No matched llamafile found in repo, choosing the first llamafile in repo: [{selected_file}]'
+            )
+        downloaded_file = os.path.abspath(
+            model_file_download(
+                self.args.model, selected_file, local_dir=self.args.local_dir))
+
+        if sys.platform.startswith('win'):
+            downloaded_file = self._rename_extension(downloaded_file)
+
+        if self.args.execute.lower() == 'true':
+            print('Launching model with llamafile:')
+            self._execute_llamafile(downloaded_file)
+        else:
+            print(
+                f'Llamafile model downloaded to [{downloaded_file}], you may execute it separately.'
+            )
+
+    def _execute_llamafile(self, file_path):
+        current_mode = os.stat(file_path).st_mode
+        new_mode = current_mode | 0o111
+        os.chmod(file_path, new_mode)
+        os.system(file_path)
+
+    def _rename_extension(self, original_file_name):
+        directory, filename = os.path.split(original_file_name)
+        base_name, _ = os.path.splitext(filename)
+        new_filename = f'{base_name}.exe'
+        new_file_name = os.path.join(directory, new_filename)
+        os.rename(original_file_name, new_file_name)
+        return new_filename