diff --git a/clearml/binding/jsonargs_bind.py b/clearml/binding/jsonargs_bind.py
new file mode 100644
index 00000000..650124dc
--- /dev/null
+++ b/clearml/binding/jsonargs_bind.py
@@ -0,0 +1,102 @@
+""" jsonargparse binding utility functions """
+from ..config import running_remotely
+
+
+class PatchJsonArgParse(object):
+    _original_parse_call = None
+    _task = None
+
+    @classmethod
+    def update_current_task(cls, current_task):
+        cls._task = current_task
+        cls._patch_jsonargparse()
+
+    @classmethod
+    def _patch_jsonargparse(cls):
+        # already patched
+        if cls._original_parse_call:
+            return
+
+        # noinspection PyBroadException
+        try:
+            from jsonargparse import ArgumentParser  # noqa
+            cls._original_parse_call = ArgumentParser._parse_common  # noqa
+            ArgumentParser._parse_common = cls._patched_parse_known_args
+        except Exception:
+            # there is no jsonargparse
+            pass
+
+    @staticmethod
+    def _patched_parse_known_args(self, *args, **kwargs):
+        if not PatchJsonArgParse._task:
+            return PatchJsonArgParse._original_parse_call(self, *args, **kwargs)
+
+        try:
+            from argparse import SUPPRESS
+            from jsonargparse.typehints import ActionTypeHint
+            from jsonargparse.actions import ActionConfigFile, _ActionSubCommands, \
+                _ActionConfigLoad, filter_default_actions  # noqa
+            from jsonargparse.util import get_key_value_from_flat_dict, update_key_value_in_flat_dict, \
+                namespace_to_dict, _dict_to_flat_namespace  # noqa
+        except ImportError:
+            # something happened, let's just call the original
+            return PatchJsonArgParse._original_parse_call(self, *args, **kwargs)
+
+        def cleanup_actions(cfg, actions, prefix='', skip_none=False, cast_value=False):
+            for action in filter_default_actions(actions):
+                action_dest = prefix + action.dest
+                if (action.help == SUPPRESS and not isinstance(action, _ActionConfigLoad)) or \
+                   isinstance(action, ActionConfigFile) or \
+                   (skip_none and action_dest in cfg and cfg[action_dest] is None):
+                    cfg.pop(action_dest, None)
+                elif isinstance(action, _ActionSubCommands):
+                    for key, subparser in action.choices.items():
+                        cleanup_actions(cfg, subparser._actions, prefix=prefix+key+'.',
+                                        skip_none=skip_none, cast_value=cast_value)
+                elif cast_value and isinstance(action, ActionTypeHint):
+                    value = get_key_value_from_flat_dict(cfg, action_dest)
+                    if value is not None and value != {}:
+                        if value:
+                            parsed_value = action._check_type(value)
+                        else:
+                            try:
+                                parsed_value = action._check_type(None)
+                            except TypeError:
+                                # try with original empty text
+                                parsed_value = action._check_type(value)
+
+                        update_key_value_in_flat_dict(cfg, action_dest, parsed_value)
+                elif cast_value and hasattr(action, 'type') and not isinstance(action, _ActionConfigLoad):
+                    value = get_key_value_from_flat_dict(cfg, action_dest)
+                    try:
+                        parsed_value = action.type(value or None) if action.type != str else str(value)
+                        update_key_value_in_flat_dict(cfg, action_dest, parsed_value)
+                    except (ValueError, TypeError):
+                        pass
+
+        if not running_remotely():
+            ret = PatchJsonArgParse._original_parse_call(self, *args, **kwargs)
+
+            # noinspection PyBroadException
+            try:
+                cfg_dict = ret if isinstance(ret, dict) else namespace_to_dict(ret)
+                cfg_dict = namespace_to_dict(_dict_to_flat_namespace(cfg_dict))
+                cleanup_actions(cfg_dict, actions=self._actions, skip_none=False, cast_value=False)
+            except Exception:
+                cfg_dict = None
+
+            # store / sync arguments
+            if cfg_dict is not None:
+                PatchJsonArgParse._task.connect(cfg_dict, name='Args')
+        else:
+            cfg_dict = PatchJsonArgParse._task.get_parameters_as_dict().get('Args', None)
+            if cfg_dict is not None:
+                if 'cfg' in kwargs:
+                    cleanup_actions(cfg_dict, actions=self._actions, skip_none=False, cast_value=True)
+                    kwargs['cfg'].update(cfg_dict)
+                else:
+                    print('Warning failed applying jsonargparse configuration')
+
+            ret = PatchJsonArgParse._original_parse_call(self, *args, **kwargs)
+
+        return ret
diff --git a/clearml/task.py b/clearml/task.py
index af185ec4..037dbe40 100644
--- a/clearml/task.py
+++ b/clearml/task.py
@@ -49,6 +49,7 @@ from .binding.joblib_bind import PatchedJoblib
 from .binding.matplotlib_bind import PatchedMatplotlib
 from .binding.hydra_bind import PatchHydra
 from .binding.click_bind import PatchClick
+from .binding.jsonargs_bind import PatchJsonArgParse
 from .config import (
     config, DEV_TASK_NO_REUSE, get_is_master_node, DEBUG_SIMULATE_REMOTE_TASK, DEV_DEFAULT_OUTPUT_URI,
     deferred_config, TASK_SET_ITERATION_OFFSET, )
@@ -369,7 +370,7 @@ class Task(_Task):
                    'matplotlib': True, 'tensorflow': True, 'tensorboard': True, 'pytorch': True,
                    'xgboost': True, 'scikit': True, 'fastai': True, 'lightgbm': True,
                    'hydra': True, 'detect_repository': True, 'tfdefines': True, 'joblib': True,
-                   'megengine': True,
+                   'megengine': True, 'jsonargparse': True,
                }
 
         :param bool auto_resource_monitoring: Automatically create machine resource monitoring plots
@@ -557,6 +558,8 @@ class Task(_Task):
                 is_auto_connect_frameworks_bool = not isinstance(auto_connect_frameworks, dict)
                 if is_auto_connect_frameworks_bool or auto_connect_frameworks.get('hydra', True):
                     PatchHydra.update_current_task(task)
+                if is_auto_connect_frameworks_bool or auto_connect_frameworks.get('jsonargparse', True):
+                    PatchJsonArgParse.update_current_task(task)
                 if is_auto_connect_frameworks_bool or (
                         auto_connect_frameworks.get('scikit', True) and
                         auto_connect_frameworks.get('joblib', True)):