diff --git a/python/ray/tune/commands.py b/python/ray/tune/commands.py
index c9d458e43e8a..5abf49858dd1 100644
--- a/python/ray/tune/commands.py
+++ b/python/ray/tune/commands.py
@@ -48,6 +48,8 @@
 except subprocess.CalledProcessError:
     TERM_HEIGHT, TERM_WIDTH = 100, 100
 
+EDITOR = os.getenv('EDITOR', 'vim')
+
 
 def _check_tabulate():
     """Checks whether tabulate is installed."""
@@ -230,3 +232,27 @@ def list_experiments(project_path,
         info_df = info_df.sort_values(by=sort)
 
     print_format_output(info_df)
+
+
+def add_note(path, filename="note.txt"):
+    """Opens a txt file at the given path where user can add and save notes.
+
+    Args:
+        path (str): Directory where note will be saved.
+        filename (str): Name of note. Defaults to "note.txt"
+    """
+    path = os.path.expanduser(path)
+    assert os.path.isdir(path), "{} is not a valid directory.".format(path)
+
+    filepath = os.path.join(path, filename)
+    exists = os.path.isfile(filepath)
+
+    try:
+        subprocess.call([EDITOR, filepath])
+    except Exception as exc:
+        logger.error("Editing note failed!")
+        raise exc
+    if exists:
+        print("Note updated at:", filepath)
+    else:
+        print("Note created at:", filepath)
diff --git a/python/ray/tune/scripts.py b/python/ray/tune/scripts.py
index f815d9ed80d1..3b810ee3ae5c 100644
--- a/python/ray/tune/scripts.py
+++ b/python/ray/tune/scripts.py
@@ -29,10 +29,23 @@ def list_experiments(project_path, sort):
     commands.list_experiments(project_path, sort)
 
 
+@cli.command()
+@click.argument("path", required=True, type=str)
+@click.option(
+    "--filename",
+    default="note.txt",
+    type=str,
+    help='Specify filename for note.')
+def add_note(path, filename):
+    """Adds user notes as a text file at the given path."""
+    commands.add_note(path, filename)
+
+
 cli.add_command(list_trials, name="ls")
 cli.add_command(list_trials, name="list-trials")
 cli.add_command(list_experiments, name="lsx")
 cli.add_command(list_experiments, name="list-experiments")
+cli.add_command(add_note, name="add-note")
 
 
 def main():