diff --git a/README.md b/README.md
index 8b13789..1b4aae1 100644
--- a/README.md
+++ b/README.md
@@ -1 +1,3 @@
+# python-sdk-patterns
 
+Abstractions on top of the Python SDK for Flame   
diff --git a/tests/__init__.py b/examples/__init__.py
similarity index 100%
rename from tests/__init__.py
rename to examples/__init__.py
diff --git a/tests/test_star_model.py b/examples/run_star_model.py
similarity index 100%
rename from tests/test_star_model.py
rename to examples/run_star_model.py
diff --git a/flame/star/__init__.py b/flame/star/__init__.py
index 5de34b0..6cd6e0a 100644
--- a/flame/star/__init__.py
+++ b/flame/star/__init__.py
@@ -1,3 +1,4 @@
 from flame.star.star_model import StarModel
 from flame.star.analyzer_client import Analyzer as StarAnalyzer
 from flame.star.aggregator_client import Aggregator as StarAggregator
+from flame.star.star_model_tester import StarModelTester
diff --git a/flame/star/aggregator_client.py b/flame/star/aggregator_client.py
index 50dadf9..4daf8c0 100644
--- a/flame/star/aggregator_client.py
+++ b/flame/star/aggregator_client.py
@@ -1,26 +1,27 @@
 from abc import abstractmethod
-from typing import Any, Optional
+from typing import Any, Optional, Union
 
 from flamesdk import FlameCoreSDK
 from flame.star.node_base_client import Node
+from flame.utils.mock_flame_core import MockFlameCoreSDK
 
 
 class Aggregator(Node):
 
-    def __init__(self, flame: FlameCoreSDK) -> None:
-        if flame.config.node_role != 'aggregator':
-            raise ValueError(f'Attempted to initialize aggregator node with mismatching configuration '
-                             f'(expected: node_role="aggregator", received="{flame.config.node_role}").')
+    def __init__(self, flame: Union[FlameCoreSDK, MockFlameCoreSDK]) -> None:
         super().__init__(flame)
+        if self.role != 'aggregator':
+            raise ValueError(f'Attempted to initialize aggregator node with mismatching configuration '
+                             f'(expected: node_role="aggregator", received="{self.role}").')
 
     def aggregate(self, node_results: list[Any], simple_analysis: bool = True) -> tuple[Any, bool]:
         result = self.aggregation_method(node_results)
 
         if not simple_analysis:
-            if self.latest_result is None:
-                converged = False
+            if self.num_iterations != 0:
+                converged = self.has_converged(result, self.latest_result)
             else:
-                converged = self.has_converged(result, self.latest_result, self.num_iterations)
+                converged = False
         else:
             converged = True
 
@@ -32,15 +33,15 @@ def aggregate(self, node_results: list[Any], simple_analysis: bool = True) -> tu
     @abstractmethod
     def aggregation_method(self, analysis_results: list[Any]) -> Any:
         """
-        This method will be used to aggregate the data. It has to be overridden.
+        This method will be used to aggregate the data. It has to be overwritten.
         :return: aggregated_result
         """
         pass
 
     @abstractmethod
-    def has_converged(self, result: Any, last_result: Optional[Any], num_iterations: int) -> bool:
+    def has_converged(self, result: Any, last_result: Optional[Any]) -> bool:
         """
-        This method will be used to check if the aggregator has converged. It has to be overridden.
+        This method will be used to check if the aggregator has converged. It has to be overwritten.
         :return: converged
         """
         pass
diff --git a/flame/star/analyzer_client.py b/flame/star/analyzer_client.py
index e8c68ef..8dd7828 100644
--- a/flame/star/analyzer_client.py
+++ b/flame/star/analyzer_client.py
@@ -1,33 +1,31 @@
 from abc import abstractmethod
-from typing import Any, Optional
+from typing import Any, Optional, Union
 
 from flamesdk import FlameCoreSDK
 from flame.star.node_base_client import Node
+from flame.utils.mock_flame_core import MockFlameCoreSDK
 
 
 class Analyzer(Node):
 
-    def __init__(self, flame: FlameCoreSDK) -> None:
-        if flame.config.node_role != 'default':
-            raise ValueError(f'Attempted to initialize analyzer node with mismatching configuration '
-                             f'(expected: node_mode="default", received="{flame.config.node_role}").')
+    def __init__(self, flame: Union[FlameCoreSDK, MockFlameCoreSDK]) -> None:
         super().__init__(flame)
+        if self.role != 'default':
+            raise ValueError(f'Attempted to initialize analyzer node with mismatching configuration '
+                             f'(expected: node_mode="default", received="{self.role}").')
 
-    def analyze(self,
-                data: list[Any],
-                aggregator_results: Optional[str],
-                simple_analysis: bool = True) -> tuple[Any, bool]:
-        result = self.analysis_method(data, aggregator_results)
+    def analyze(self, data: list[Any]) -> Any:
+        result = self.analysis_method(data, self.latest_result)
 
         self.latest_result = result
         self.num_iterations += 1
 
-        return self.latest_result, simple_analysis
+        return self.latest_result
 
     @abstractmethod
     def analysis_method(self, data: list[Any], aggregator_results: Optional[Any]) -> Any:
         """
-        This method will be used to analyze the data. It has to be overridden.
+        This method will be used to analyze the data. It has to be overwritten.
 
         The parameter data will be formatted like this:
             [list element for every registered data source
diff --git a/flame/star/node_base_client.py b/flame/star/node_base_client.py
index 0552f16..1c7c094 100644
--- a/flame/star/node_base_client.py
+++ b/flame/star/node_base_client.py
@@ -1,18 +1,12 @@
 from typing import Any, Literal, Optional
-from enum import Enum
 
 from flamesdk import FlameCoreSDK
 
 
-class NodeStatus(Enum):
-    STARTED = "Analysis/Aggregation undergoing"
-    FINISHED = "Results sent"
-
-
 class Node:
     id: str
     role: Literal["default", "aggregator"]
-    status: str
+    finished: bool
     latest_result: Optional[Any]
     partner_node_ids: list[str]
     num_iterations: int
@@ -21,12 +15,26 @@ class Node:
     def __init__(self, flame: FlameCoreSDK):
         self.flame = flame
 
-        self.id = self.flame.config.node_id
-        self.role = self.flame.config.node_role
-        self.status = NodeStatus.STARTED.value
+        self.id = self.flame.get_id()
+        self.role = self.flame.get_role()
+        self.finished = False
         self.latest_result = None
         self.partner_node_ids = self.flame.get_participant_ids()
         self.num_iterations: int = 0
 
     def node_finished(self):
-        self.status = NodeStatus.FINISHED.value
+        self.finished = True
+
+    def set_num_iterations(self, num_iterations: int) -> None:
+        """
+        This method sets the number of iterations completed by the aggregator.
+        :param num_iterations: Number of iterations to set.
+        """
+        self.num_iterations = num_iterations
+
+    def set_latest_result(self, latest_result: Any) -> None:
+        """
+        This method sets the latest result of the aggregator.
+        :param latest_result: Latest result to set.
+        """
+        self.latest_result = latest_result
\ No newline at end of file
diff --git a/flame/star/star_model.py b/flame/star/star_model.py
index daf64ca..34d5cf9 100644
--- a/flame/star/star_model.py
+++ b/flame/star/star_model.py
@@ -1,9 +1,10 @@
 from enum import Enum
-from typing import Optional, Type, Literal, Union
+from typing import Optional, Type, Literal, Union, Any
 
 from flamesdk import FlameCoreSDK
 from flame.star.aggregator_client import Aggregator
 from flame.star.analyzer_client import Analyzer
+from flame.utils.mock_flame_core import MockFlameCoreSDK
 
 
 class _ERROR_MESSAGES(Enum):
@@ -14,7 +15,9 @@ class _ERROR_MESSAGES(Enum):
 
 
 class StarModel:
-    flame: FlameCoreSDK
+    flame: Union[FlameCoreSDK, MockFlameCoreSDK]
+    data: Optional[list[dict[str, Any]]] = None
+    test_mode: bool = False
 
     def __init__(self,
                  analyzer: Type[Analyzer],
@@ -24,25 +27,37 @@ def __init__(self,
                  simple_analysis: bool = True,
                  output_type: Literal['str', 'bytes', 'pickle'] = 'str',
                  analyzer_kwargs: Optional[dict] = None,
-                 aggregator_kwargs: Optional[dict] = None) -> None:
-        self.flame = FlameCoreSDK()
+                 aggregator_kwargs: Optional[dict] = None,
+                 test_mode: bool = False,
+                 test_kwargs: Optional[dict] = None) -> None:
+        self.test_mode = test_mode
+        if not self.test_mode:
+            self.flame = FlameCoreSDK()
+        else:
+            self.flame = MockFlameCoreSDK(test_kwargs=test_kwargs)
+        test_node_kwargs = {'num_iterations': test_kwargs['num_iterations'],
+                            'latest_result': test_kwargs['latest_result']} if self.test_mode else None
 
         if self._is_analyzer():
-            self.flame.flame_log("Analyzer started")
+            self.flame.flame_log(f"Analyzer {test_kwargs['node_id'] + ' ' if self.test_mode else ''}started",
+                                 log_type='info')
             self._start_analyzer(analyzer,
                                  data_type=data_type,
                                  query=query,
                                  simple_analysis=simple_analysis,
-                                 analyzer_kwargs=analyzer_kwargs)
+                                 analyzer_kwargs=analyzer_kwargs,
+                                 test_node_kwargs=test_node_kwargs)
         elif self._is_aggregator():
-            self.flame.flame_log("Aggregator started")
+            self.flame.flame_log("Aggregator started", log_type='info')
             self._start_aggregator(aggregator,
                                    simple_analysis=simple_analysis,
                                    output_type=output_type,
-                                   aggregator_kwargs=aggregator_kwargs)
+                                   aggregator_kwargs=aggregator_kwargs,
+                                   test_node_kwargs=test_node_kwargs)
         else:
             raise BrokenPipeError("Has to be either analyzer or aggregator")
-        self.flame.flame_log("Analysis finished!")
+        if not self.test_mode:
+            self.flame.flame_log("Analysis finished!", log_type='info')
 
     def _is_aggregator(self) -> bool:
         return self.flame.get_role() == 'aggregator'
@@ -54,119 +69,118 @@ def _start_aggregator(self,
                           aggregator: Type[Aggregator],
                           simple_analysis: bool = True,
                           output_type: Literal['str', 'bytes', 'pickle'] = 'str',
-                          aggregator_kwargs: Optional[dict] = None) -> None:
-        if self._is_aggregator():
-            if issubclass(aggregator, Aggregator):
-                # init custom aggregator subclass
-                if aggregator_kwargs is None:
-                    aggregator = aggregator(flame=self.flame)
-                else:
-                    aggregator = aggregator(flame=self.flame, **aggregator_kwargs)
+                          aggregator_kwargs: Optional[dict] = None,
+                          test_node_kwargs: Optional[dict[str, Any]] = None) -> None:
+        if issubclass(aggregator, Aggregator):
+            # init custom aggregator subclass
+            if aggregator_kwargs is None:
+                aggregator = aggregator(flame=self.flame)
+            else:
+                aggregator = aggregator(flame=self.flame, **aggregator_kwargs)
 
-                # Ready Check
-                self._wait_until_partners_ready()
+            if test_node_kwargs is not None:
+                aggregator.set_num_iterations(test_node_kwargs['num_iterations'])
+                aggregator.set_latest_result(test_node_kwargs['latest_result'])
 
-                # Get analyzer ids
-                analyzers = aggregator.partner_node_ids
+            # Ready Check
+            self._wait_until_partners_ready()
 
-                while not self._converged():  # (**)
-                    # Await intermediate results
-                    result_dict = self.flame.await_intermediate_data(analyzers)
+            # Get analyzer ids
+            analyzers = aggregator.partner_node_ids
 
-                    # Aggregate results
-                    agg_res, converged = aggregator.aggregate(list(result_dict.values()), simple_analysis)
-                    self.flame.flame_log(f"Aggregated results: {str(agg_res)[:100]}")
+            while not aggregator.finished:  # (**)
+                # Await intermediate results
+                result_dict = self.flame.await_intermediate_data(analyzers)
 
-                    if converged:
-                        self.flame.flame_log("Submitting final results...", end='')
-                        response = self.flame.submit_final_result(agg_res, output_type)
-                        self.flame.flame_log(f"success (response={response})")
-                        self.flame.analysis_finished()  # LOOP BREAK
-                    else:
-                        # Send aggregated result to analyzers
-                        self.flame.send_intermediate_data(analyzers, agg_res)
+                # Aggregate results
+                agg_res, converged = aggregator.aggregate(list(result_dict.values()), simple_analysis)
 
-                aggregator.node_finished()
-            else:
-                raise BrokenPipeError(_ERROR_MESSAGES.IS_INCORRECT_CLASS.value)
+                if converged:
+                    if not self.test_mode:
+                        self.flame.flame_log("Submitting final results...", log_type='info', end='')
+                    response = self.flame.submit_final_result(agg_res, output_type)
+                    if not self.test_mode:
+                        self.flame.flame_log(f"success (response={response})", log_type='info')
+                    self.flame.analysis_finished()
+                    aggregator.node_finished()      # LOOP BREAK
+                else:
+                    # Send aggregated result to analyzers
+                    self.flame.send_intermediate_data(analyzers, agg_res)
         else:
-            raise BrokenPipeError(_ERROR_MESSAGES.IS_ANALYZER.value)
+            raise BrokenPipeError(_ERROR_MESSAGES.IS_INCORRECT_CLASS.value)
 
     def _start_analyzer(self,
                         analyzer: Type[Analyzer],
                         data_type: Literal['fhir', 's3'],
                         query: Optional[Union[str, list[str]]] = None,
                         simple_analysis: bool = True,
-                        analyzer_kwargs: Optional[dict] = None) -> None:
-        if self._is_analyzer():
-            if issubclass(analyzer, Analyzer):
-                # init custom analyzer subclass
-                if analyzer_kwargs is None:
-                    analyzer = analyzer(flame=self.flame)
-                else:
-                    analyzer = analyzer(flame=self.flame, **analyzer_kwargs)
-
-                aggregator_id = self.flame.get_aggregator_id()
-
-                # Ready Check
-                self._wait_until_partners_ready()
-
-                # Get data
-                data = self._get_data(query=query, data_type=data_type)
-                self.flame.flame_log(f"Data extracted: {str(data)[:100]}")
-
-                agg_res = None
-                converged = False
-                # Check converged status on Hub
-                while not self._converged():  # (**)
-                    if not converged:
-                        # Analyze data
-                        analyzer_res, converged = analyzer.analyze(data=data,
-                                                                   aggregator_results=agg_res,
-                                                                   simple_analysis=simple_analysis)
-                        # Send intermediate result to aggregator
-                        self.flame.send_intermediate_data([aggregator_id], analyzer_res)
-
-                    # If not converged await aggregated result, loop back to (**)
-                    if (not converged) and (not self._converged()):
-                        agg_res = list(self.flame.await_intermediate_data([aggregator_id]).values())
-
-                analyzer.node_finished()
+                        analyzer_kwargs: Optional[dict] = None,
+                        test_node_kwargs: Optional[dict[str, Any]] = None) -> None:
+        if issubclass(analyzer, Analyzer):
+            # init custom analyzer subclass
+            if analyzer_kwargs is None:
+                analyzer = analyzer(flame=self.flame)
             else:
-                raise BrokenPipeError(_ERROR_MESSAGES.IS_INCORRECT_CLASS.value)
+                analyzer = analyzer(flame=self.flame, **analyzer_kwargs)
+
+            if test_node_kwargs is not None:
+                analyzer.set_num_iterations(test_node_kwargs['num_iterations'])
+                analyzer.set_latest_result(test_node_kwargs['latest_result'])
+
+            aggregator_id = self.flame.get_aggregator_id()
+
+            # Ready Check
+            self._wait_until_partners_ready()
+
+            # Get data
+            self._get_data(query=query, data_type=data_type)
+            self.flame.flame_log(f"\tData extracted: {str(self.data)[:100]}", log_type='info')
+
+            agg_res = None
+            # Check converged status on Hub
+            while not analyzer.finished:  # (**)
+                # Analyze data
+                analyzer_res = analyzer.analyze(data=self.data)
+                # Send intermediate result to aggregator
+                self.flame.send_intermediate_data([aggregator_id], analyzer_res)
+
+                # If not converged await aggregated result, loop back to (**)
+                if not simple_analysis:
+                    analyzer.latest_result = list(self.flame.await_intermediate_data([aggregator_id]).values())
+                else:
+                    analyzer.node_finished()
         else:
-            raise BrokenPipeError(_ERROR_MESSAGES.IS_AGGREGATOR.value)
+            raise BrokenPipeError(_ERROR_MESSAGES.IS_INCORRECT_CLASS.value)
 
-    def _wait_until_partners_ready(self):
+    def _wait_until_partners_ready(self) -> None:
         if self._is_analyzer():
             aggregator_id = self.flame.get_aggregator_id()
-            self.flame.flame_log("Awaiting contact with aggregator node...")
+            if not self.test_mode:
+                self.flame.flame_log("Awaiting contact with aggregator node...", log_type='info')
             ready_check_dict = self.flame.ready_check([aggregator_id])
 
             if not ready_check_dict[aggregator_id]:
                 raise BrokenPipeError("Could not contact aggregator")
 
-            self.flame.flame_log("Awaiting contact with aggregator node...success")
+            if not self.test_mode:
+                self.flame.flame_log("Awaiting contact with aggregator node...success", log_type='info')
         else:
             analyzer_ids = self.flame.get_participant_ids()
-            self.flame.flame_log("Awaiting contact with analyzer nodes...")
+            if not self.test_mode:
+                self.flame.flame_log("Awaiting contact with analyzer nodes...", log_type='info')
             ready_check_dict = self.flame.ready_check(analyzer_ids)
             if not all(ready_check_dict.values()):
                 raise BrokenPipeError("Could not contact all analyzers")
-            self.flame.flame_log("Awaiting contact with analyzer nodes...success")
+            if not self.test_mode:
+                self.flame.flame_log("Awaiting contact with analyzer nodes...success", log_type='info')
 
     def _get_data(self,
                   data_type: Literal['fhir', 's3'],
-                  query: Optional[Union[str, list[str]]] = None) -> list[dict[str, Union[dict, str]]]:
+                  query: Optional[Union[str, list[str]]] = None) -> None:
         if type(query) == str:
             query = [query]
 
         if data_type == 'fhir':
-            response = self.flame.get_fhir_data(query)
+            self.data = self.flame.get_fhir_data(query)
         else:
-            response = self.flame.get_s3_data(query)
-
-        return response
-
-    def _converged(self) -> bool:
-        return self.flame.config.finished
+            self.data = self.flame.get_s3_data(query)
diff --git a/flame/star/star_model_tester.py b/flame/star/star_model_tester.py
new file mode 100644
index 0000000..163e620
--- /dev/null
+++ b/flame/star/star_model_tester.py
@@ -0,0 +1,118 @@
+import pickle
+from typing import Any, Type, Literal, Optional, Union
+
+from flame.star import StarModel, StarAnalyzer, StarAggregator
+from flame.utils.mock_flame_core import MockFlameCoreSDK
+
+
+class StarModelTester:
+    agg_index: int
+
+    latest_result: Optional[Any] = None
+    num_iterations: int = 0
+    converged: bool = False
+
+    def __init__(self,
+                 data_splits: list[Any],
+                 analyzer: Type[StarAnalyzer],
+                 aggregator: Type[StarAggregator],
+                 data_type: Literal['fhir', 's3'],
+                 query: Optional[Union[str, list[str]]] = None,
+                 simple_analysis: bool = True,
+                 output_type: Literal['str', 'bytes', 'pickle'] = 'str',
+                 analyzer_kwargs: Optional[dict] = None,
+                 aggregator_kwargs: Optional[dict] = None,
+                 result_filepath: str = None) -> None:
+        self.agg_index = len(data_splits)
+        while not self.converged:
+            print(f"--- Starting Iteration {self.num_iterations} ---")
+
+            result, agg_kwargs = self.simulate_nodes(data_splits,
+                                                     analyzer,
+                                                     aggregator,
+                                                     data_type,
+                                                     query,
+                                                     output_type,
+                                                     analyzer_kwargs,
+                                                     aggregator_kwargs)
+            if simple_analysis:
+                self.write_result(result, output_type, result_filepath)
+                self.converged = True
+            else:
+                self.converged = self.check_convergence(aggregator, agg_kwargs, result)
+                if self.converged:
+                    self.write_result(result, output_type, result_filepath)
+                else:
+                    self.latest_result = result
+
+            print(f"--- Ending Iteration {self.num_iterations} ---\n")
+            self.num_iterations += 1
+
+    def simulate_nodes(self,
+                       data_splits: list[Any],
+                       analyzer: Type[StarAnalyzer],
+                       aggregator: Type[StarAggregator],
+                       data_type: Literal['fhir', 's3'],
+                       query: Optional[Union[str, list[str]]],
+                       output_type: Literal['str', 'bytes', 'pickle'],
+                       analyzer_kwargs: Optional[dict] = None,
+                       aggregator_kwargs: Optional[dict] = None) -> tuple[Any, dict[str, Any]]:
+        sim_nodes = {}
+        agg_kwargs = None
+        for i in range(len(data_splits) + 1):
+            node_id = f"node_{i}"
+            test_kwargs = {f'{data_type}_data': data_splits[i] if i < self.agg_index else None,
+                           'node_id': node_id,
+                           'aggregator': f"node_{len(data_splits)}",
+                           'participant_ids': [f"node_{j}" for j in range(len(data_splits) + 1) if i != j],
+                           'role': 'default' if i < self.agg_index else 'aggregator',
+                           'analysis_id': "analysis_id",
+                           'project_id': "project_id",
+                           'num_iterations': self.num_iterations,
+                           'latest_result': self.latest_result}
+            if i == self.agg_index:
+                agg_kwargs = test_kwargs
+
+            sim_nodes[node_id] = StarModel(analyzer,
+                                           aggregator,
+                                           data_type,
+                                           query,
+                                           True,
+                                           output_type,
+                                           analyzer_kwargs,
+                                           aggregator_kwargs,
+                                           test_mode=True,
+                                           test_kwargs=test_kwargs)
+        return sim_nodes[f"node_{self.agg_index}"].flame.final_results_storage, agg_kwargs
+
+    @staticmethod
+    def check_convergence(aggregator: Type[StarAggregator],
+                          agg_kwargs: dict[str, Any],
+                          result: Any) -> bool:
+        if all(k in agg_kwargs.keys() for k in ('num_iterations', 'latest_result')):
+            agg = aggregator(MockFlameCoreSDK(test_kwargs=agg_kwargs))
+            agg.set_num_iterations(agg_kwargs['num_iterations'])
+            if agg.num_iterations != 0:
+                return agg.has_converged(result=result, last_result=agg_kwargs['latest_result'])
+            else:
+                return False
+        else:
+            return False
+
+    @staticmethod
+    def write_result(result: Any,
+                     output_type: Literal['str', 'bytes', 'pickle'],
+                     result_filepath: str) -> None:
+        if result_filepath is not None:
+            if output_type == 'str':
+                with open(result_filepath, 'w') as f:
+                    f.write(str(result))
+            elif output_type == 'pickle':
+                with open(result_filepath, 'wb') as f:
+                    f.write(pickle.dumps(result))
+            else:
+                with open(result_filepath, 'wb') as f:
+                    f.write(result)
+            print(f"Final result written to {result_filepath}")
+        else:
+            print(f"Final result: {result}")
diff --git a/flame/utils/mock_flame_core.py b/flame/utils/mock_flame_core.py
new file mode 100644
index 0000000..1fb62ef
--- /dev/null
+++ b/flame/utils/mock_flame_core.py
@@ -0,0 +1,254 @@
+from enum import Enum
+from httpx import AsyncClient
+from io import StringIO
+from typing import Any, Literal, Optional, Union
+
+
+_REQUIRED_KWARGS = ['node_id', 'participant_ids', 'role']
+
+
+class HUB_LOG_LITERALS(Enum):
+    info_log = 'info'
+    notice_message = 'notice'
+    debug_log = 'debug'
+    warning_log = 'warn'
+    alert_log = 'alert'
+    emergency_log = 'emerg'
+    error_code = 'error'
+    critical_error_code = 'crit'
+
+
+_LOG_TYPE_LITERALS = {'info': (HUB_LOG_LITERALS.info_log.value, 36),
+                      'normal': (HUB_LOG_LITERALS.info_log.value, 39),
+                      'notice': (HUB_LOG_LITERALS.notice_message.value, 32),
+                      'debug': (HUB_LOG_LITERALS.debug_log.value, 90),
+                      'warning': (HUB_LOG_LITERALS.warning_log.value, 33),
+                      'alert': (HUB_LOG_LITERALS.alert_log.value, 91),
+                      'emergency': (HUB_LOG_LITERALS.emergency_log.value, 35),
+                      'error': (HUB_LOG_LITERALS.error_code.value, 31),
+                      'critical-error': (HUB_LOG_LITERALS.critical_error_code.value, 41)}
+
+
+class MockFlameCoreSDK:
+    message_broker: dict[str, list[dict[str, Any]]] = {}
+    final_results_storage: Optional[Any] = None
+
+    def __init__(self, test_kwargs):
+        self.sanity_check(test_kwargs)
+
+        self._test_kwargs = test_kwargs
+        self.progress = 0
+        self.incoming_message_queue = []
+        self.outgoing_message_queue = []
+
+        node_id = self.get_id()
+        if node_id not in self.message_broker:
+            self.message_broker[node_id] = []
+
+    def sanity_check(self, test_kwargs) -> None:
+        required_kwargs_check = all([k in test_kwargs.keys() for k in _REQUIRED_KWARGS])
+        data_given = 'fhir_data' in test_kwargs.keys() or 's3_data' in test_kwargs.keys()
+        test_node_kwargs_given = all(k in test_kwargs.keys() for k in ('num_iterations', 'latest_result'))
+        if not required_kwargs_check:
+            raise ValueError("test_kwargs must include 'node_id', 'participant_ids', and 'role' keys.")
+        if not data_given:
+            raise ValueError("test_kwargs must include either 'fhir_data' or 's3_data' key with corresponding data.")
+        if not test_node_kwargs_given:
+            raise ValueError("test_kwargs must include 'num_iterations' and 'latest_result' keys.")
+
+    ########################################General##################################################
+    def get_aggregator_id(self) -> Optional[str]:
+        return self._test_kwargs.get('aggregator', 'node3')
+
+    def get_participants(self) -> list[dict[str, str]]:
+        return self._test_kwargs.get('participants', [{'id': 'node1'}, {'id': 'node2'}])
+
+    def get_participant_ids(self) -> list[str]:
+        return self._test_kwargs.get('participant_ids', ['node1', 'node2'])
+
+    def get_analysis_id(self) -> str:
+        return self._test_kwargs.get('analysis_id', 'analysis_123')
+
+    def get_project_id(self) -> str:
+        return self._test_kwargs.get('project_id', 'project_123')
+
+    def get_id(self) -> str:
+        return self._test_kwargs.get('node_id', 'node_123')
+
+    def get_role(self) -> str:
+        return self._test_kwargs.get('role', 'default')
+
+    def analysis_finished(self) -> bool:
+        pass
+
+    def ready_check(self,
+                    nodes: list[str] = 'all',
+                    attempt_interval: int = 30,
+                    timeout: Optional[int] = None) -> dict[str, bool]:
+        if nodes == 'all':
+            nodes = self.get_participants
+        return {node: True for node in nodes}
+
+
+    def flame_log(self,
+                  msg: Union[str, bytes],
+                  sep: str = ' ',
+                  end: str = '\n',
+                  file: object = None,
+                  log_type: str = 'normal',
+                  suppress_head: bool = False,
+                  halt_submission: bool = False) -> None:
+        if log_type in _LOG_TYPE_LITERALS.keys():
+            color = str(_LOG_TYPE_LITERALS[log_type][1])
+        else:
+            color = str(_LOG_TYPE_LITERALS['normal'][1])
+        print(f'\033[{color}m{msg}\033[0m', end=end)
+
+
+    def declare_log_types(self, new_log_types: dict[str, str]) -> None:
+        pass
+
+    def get_progress(self) -> int:
+        return self.progress
+
+    def set_progress(self, progress: Union[int, float]) -> None:
+        if isinstance(progress, float):
+            progress = int(progress)
+        if not (0 <= progress <= 100):
+            self.flame_log(msg=f"Invalid progress: {progress} (should be a numeric value between 0 and 100).")
+        elif self.progress > progress:
+            self.flame_log(msg=f"Progress value needs to be higher to current progress (i.e. only register progress, "
+                               f"if actual progress has been made).")
+        else:
+            self.progress = progress
+
+    def fhir_to_csv(self,
+                    fhir_data: dict[str, Any],
+                    col_key_seq: str,
+                    value_key_seq: str,
+                    input_resource: str,
+                    row_key_seq: Optional[str] = None,
+                    row_id_filters: Optional[list[str]] = None,
+                    col_id_filters: Optional[list[str]] = None,
+                    row_col_name: str = '',
+                    separator: str = ',',
+                    output_type: Literal["file", "dict"] = "file"
+                    ) -> Optional[Union[StringIO, dict[Any, dict[Any, Any]]]]:
+        return None
+
+
+    ########################################Message Broker Client####################################
+    def send_message(self,
+                     receivers: list[str],
+                     message_category: str,
+                     message: dict,
+                     max_attempts: int = 1,
+                     timeout: Optional[int] = None,
+                     attempt_timeout: int = 10) -> tuple[list[str], list[str]]:
+        pass
+
+    def await_messages(self,
+                       senders: list[str],
+                       message_category: str,
+                       message_id: Optional[str] = None,
+                       timeout: Optional[int] = None) -> dict[str, Optional[list[str]]]:
+        pass
+
+    def get_messages(self, status: Literal['unread', 'read'] = 'unread') -> list[str]:
+        pass
+
+    def delete_messages(self, message_ids: list[str]) -> int:
+        pass
+
+    def clear_messages(self, status: Literal["read", "unread", "all"] = "read",
+                       min_age: Optional[int] = None) -> int:
+        pass
+
+    def send_message_and_wait_for_responses(self,
+                                            receivers: list[str],
+                                            message_category: str,
+                                            message: dict,
+                                            max_attempts: int = 1,
+                                            timeout: Optional[int] = None,
+                                            attempt_timeout: int = 10) -> dict[str, Optional[list[str]]]:
+        pass
+
+    ########################################Storage Client###########################################
+    def submit_final_result(self,
+                            result: Any, output_type: Literal['str', 'bytes', 'pickle'] = 'str',
+                            local_dp: Optional[dict] = None) -> dict[str, str]:
+        self.final_results_storage = result
+
+    def save_intermediate_data(self,
+                               data: Any,
+                               location: Literal["local", "global"],
+                               remote_node_ids: Optional[list[str]] = None,
+                               tag: Optional[str] = None) -> Union[dict[str, dict[str, str]], dict[str, str]]:
+        pass
+
+    def get_intermediate_data(self,
+                              location: Literal["local", "global"],
+                              id: Optional[str] = None,
+                              tag: Optional[str] = None,
+                              tag_option: Optional[Literal["all", "last","first"]] = "all",
+                              sender_node_id: Optional[str] = None) -> Any:
+        pass
+
+    def send_intermediate_data(self,
+                               receivers: list[str],
+                               data: Any,
+                               message_category: str = "intermediate_data",
+                               max_attempts: int = 1,
+                               timeout: Optional[int] = None,
+                               attempt_timeout: int = 10,
+                               encrypted: bool = False) -> tuple[list[str], list[str]]:
+
+        sender = self.get_id()
+        for r in receivers:
+            if r not in self.message_broker.keys():
+                self.message_broker[r] = []
+            inbox = self.message_broker[r]
+            inbox.append({
+                "category": message_category,
+                "sender": sender,
+                "data": data,
+            })
+            self.message_broker[r] = inbox
+        return receivers, []
+
+    def await_intermediate_data(self,
+                                senders: list[str],
+                                message_category: str = "intermediate_data",
+                                timeout: Optional[int] = None) -> dict[str, Any]:
+        node_id = self.get_id()
+
+        inbox = self.message_broker.get(node_id, [])
+
+        remaining_msgs = []
+        latest_results = {}
+        for msg in inbox:
+            if (msg["category"] == message_category) and (msg["sender"] in senders):
+                latest_results[msg["sender"]] = msg["data"]
+            else:
+                remaining_msgs.append(msg)
+
+        # retain only unconsumed messages
+        self.message_broker[node_id] = remaining_msgs
+
+        return latest_results
+
+    def get_local_tags(self, filter: Optional[str] = None) -> list[str]:
+        pass
+
+    ########################################Data Client#######################################
+    def get_data_client(self, data_id: str) -> Optional[AsyncClient]:
+        pass
+
+    def get_data_sources(self) -> Optional[list[str]]:
+        pass
+
+    def get_fhir_data(self, fhir_queries: Optional[list[str]] = None) -> Optional[list[Union[dict[str, dict], dict]]]:
+        return self._test_kwargs['fhir_data']
+
+    def get_s3_data(self, s3_keys: Optional[list[str]] = None) -> Optional[list[Union[dict[str, str], str]]]:
+        return self._test_kwargs['s3_data']
diff --git a/poetry.lock b/poetry.lock
index 50672a2..957597b 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,12 +1,12 @@
-# This file is automatically @generated by Poetry and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.2.1 and should not be changed by hand.
 
 [[package]]
 name = "annotated-types"
 version = "0.7.0"
 description = "Reusable constraint types to use with typing.Annotated"
-category = "main"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
     {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
@@ -14,56 +14,70 @@ files = [
 
 [[package]]
 name = "anyio"
-version = "4.11.0"
+version = "4.12.1"
 description = "High-level concurrency and networking framework on top of asyncio or Trio"
-category = "main"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
-    {file = "anyio-4.11.0-py3-none-any.whl", hash = "sha256:0287e96f4d26d4149305414d4e3bc32f0dcd0862365a4bddea19d7a1ec38c4fc"},
-    {file = "anyio-4.11.0.tar.gz", hash = "sha256:82a8d0b81e318cc5ce71a5f1f8b5c4e63619620b63141ef8c995fa0db95a57c4"},
+    {file = "anyio-4.12.1-py3-none-any.whl", hash = "sha256:d405828884fc140aa80a3c667b8beed277f1dfedec42ba031bd6ac3db606ab6c"},
+    {file = "anyio-4.12.1.tar.gz", hash = "sha256:41cfcc3a4c85d3f05c932da7c26d0201ac36f72abd4435ba90d0464a3ffed703"},
 ]
 
 [package.dependencies]
 exceptiongroup = {version = ">=1.0.2", markers = "python_version < \"3.11\""}
 idna = ">=2.8"
-sniffio = ">=1.1"
 typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
 
 [package.extras]
-trio = ["trio (>=0.31.0)"]
+trio = ["trio (>=0.31.0) ; python_version < \"3.10\"", "trio (>=0.32.0) ; python_version >= \"3.10\""]
 
 [[package]]
 name = "certifi"
-version = "2025.10.5"
+version = "2026.1.4"
 description = "Python package for providing Mozilla's CA Bundle."
-category = "main"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
-    {file = "certifi-2025.10.5-py3-none-any.whl", hash = "sha256:0f212c2744a9bb6de0c56639a6f68afe01ecd92d91f14ae897c4fe7bbeeef0de"},
-    {file = "certifi-2025.10.5.tar.gz", hash = "sha256:47c09d31ccf2acf0be3f701ea53595ee7e0b8fa08801c6624be771df09ae7b43"},
+    {file = "certifi-2026.1.4-py3-none-any.whl", hash = "sha256:9943707519e4add1115f44c2bc244f782c0249876bf51b6599fee1ffbedd685c"},
+    {file = "certifi-2026.1.4.tar.gz", hash = "sha256:ac726dd470482006e014ad384921ed6438c457018f4b3d204aea4281258b2120"},
 ]
 
 [[package]]
 name = "cfgv"
 version = "3.4.0"
 description = "Validate configuration and produce human readable error messages."
-category = "dev"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
+markers = "python_version == \"3.9\""
 files = [
     {file = "cfgv-3.4.0-py2.py3-none-any.whl", hash = "sha256:b7265b1f29fd3316bfcd2b330d63d024f2bfd8bcb8b0272f8e19a504856c48f9"},
     {file = "cfgv-3.4.0.tar.gz", hash = "sha256:e52591d4c5f5dead8e0f673fb16db7949d2cfb3f7da4582893288f0ded8fe560"},
 ]
 
+[[package]]
+name = "cfgv"
+version = "3.5.0"
+description = "Validate configuration and produce human readable error messages."
+optional = false
+python-versions = ">=3.10"
+groups = ["dev"]
+markers = "python_version >= \"3.10\""
+files = [
+    {file = "cfgv-3.5.0-py2.py3-none-any.whl", hash = "sha256:a8dc6b26ad22ff227d2634a65cb388215ce6cc96bbcc5cfde7641ae87e8dacc0"},
+    {file = "cfgv-3.5.0.tar.gz", hash = "sha256:d5b1034354820651caa73ede66a6294d6e95c1b00acc5e9b098e917404669132"},
+]
+
 [[package]]
 name = "click"
 version = "8.1.8"
 description = "Composable command line interface toolkit"
-category = "main"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
+markers = "python_version == \"3.9\""
 files = [
     {file = "click-8.1.8-py3-none-any.whl", hash = "sha256:63c132bbbed01578a06712a2d1f497bb62d9c1c0d329b7903a866228027263b2"},
     {file = "click-8.1.8.tar.gz", hash = "sha256:ed53c9d8990d83c2a27deae68e4ee337473f6330c040a31d4225c9574d16096a"},
@@ -72,25 +86,42 @@ files = [
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
+[[package]]
+name = "click"
+version = "8.3.1"
+description = "Composable command line interface toolkit"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+markers = "python_version >= \"3.10\""
+files = [
+    {file = "click-8.3.1-py3-none-any.whl", hash = "sha256:981153a64e25f12d547d3426c367a4857371575ee7ad18df2a6183ab0545b2a6"},
+    {file = "click-8.3.1.tar.gz", hash = "sha256:12ff4785d337a1bb490bb7e9c2b1ee5da3112e94a8622f26a6c77f5d2fc6842a"},
+]
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
 [[package]]
 name = "colorama"
 version = "0.4.6"
 description = "Cross-platform colored terminal text."
-category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
+groups = ["main", "dev"]
 files = [
     {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
 ]
+markers = {main = "platform_system == \"Windows\"", dev = "sys_platform == \"win32\""}
 
 [[package]]
 name = "distlib"
 version = "0.4.0"
 description = "Distribution utilities"
-category = "dev"
 optional = false
 python-versions = "*"
+groups = ["dev"]
 files = [
     {file = "distlib-0.4.0-py2.py3-none-any.whl", hash = "sha256:9659f7d87e46584a30b5780e43ac7a2143098441670ff0a49d5f9034c54a6c16"},
     {file = "distlib-0.4.0.tar.gz", hash = "sha256:feec40075be03a04501a973d81f633735b4b69f98b05450592310c0f401a4e0d"},
@@ -98,14 +129,15 @@ files = [
 
 [[package]]
 name = "exceptiongroup"
-version = "1.3.0"
+version = "1.3.1"
 description = "Backport of PEP 654 (exception groups)"
-category = "main"
 optional = false
 python-versions = ">=3.7"
+groups = ["main", "dev"]
+markers = "python_version < \"3.11\""
 files = [
-    {file = "exceptiongroup-1.3.0-py3-none-any.whl", hash = "sha256:4d111e6e0c13d0644cad6ddaa7ed0261a0b36971f6d23e7ec9b4b9097da78a10"},
-    {file = "exceptiongroup-1.3.0.tar.gz", hash = "sha256:b241f5885f560bc56a59ee63ca4c6a8bfa46ae4ad651af316d4e81817bb9fd88"},
+    {file = "exceptiongroup-1.3.1-py3-none-any.whl", hash = "sha256:a7a39a3bd276781e98394987d3a5701d0c4edffb633bb7a5144577f82c773598"},
+    {file = "exceptiongroup-1.3.1.tar.gz", hash = "sha256:8b412432c6055b0b7d14c310000ae93352ed6754f70fa8f7c34141f91c4e3219"},
 ]
 
 [package.dependencies]
@@ -118,9 +150,9 @@ test = ["pytest (>=6)"]
 name = "fastapi"
 version = "0.110.3"
 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
-category = "main"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "fastapi-0.110.3-py3-none-any.whl", hash = "sha256:fd7600612f755e4050beb74001310b5a7e1796d149c2ee363124abdfa0289d32"},
     {file = "fastapi-0.110.3.tar.gz", hash = "sha256:555700b0159379e94fdbfc6bb66a0f1c43f4cf7060f25239af3d84b63a656626"},
@@ -138,21 +170,35 @@ all = ["email_validator (>=2.0.0)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)"
 name = "filelock"
 version = "3.19.1"
 description = "A platform independent file lock."
-category = "dev"
 optional = false
 python-versions = ">=3.9"
+groups = ["dev"]
+markers = "python_version == \"3.9\""
 files = [
     {file = "filelock-3.19.1-py3-none-any.whl", hash = "sha256:d38e30481def20772f5baf097c122c3babc4fcdb7e14e57049eb9d88c6dc017d"},
     {file = "filelock-3.19.1.tar.gz", hash = "sha256:66eda1888b0171c998b35be2bcc0f6d75c388a7ce20c3f3f37aa8e96c2dddf58"},
 ]
 
+[[package]]
+name = "filelock"
+version = "3.20.3"
+description = "A platform independent file lock."
+optional = false
+python-versions = ">=3.10"
+groups = ["dev"]
+markers = "python_version >= \"3.10\""
+files = [
+    {file = "filelock-3.20.3-py3-none-any.whl", hash = "sha256:4b0dda527ee31078689fc205ec4f1c1bf7d56cf88b6dc9426c4f230e46c2dce1"},
+    {file = "filelock-3.20.3.tar.gz", hash = "sha256:18c57ee915c7ec61cff0ecf7f0f869936c7c30191bb0cf406f1341778d0834e1"},
+]
+
 [[package]]
 name = "flamesdk"
 version = "0.3.1"
 description = ""
-category = "main"
 optional = false
 python-versions = "^3.9"
+groups = ["main"]
 files = []
 develop = false
 
@@ -171,9 +217,9 @@ resolved_reference = "cfb31c21cf531201e7b6e11f08b1e4b5db386c25"
 name = "h11"
 version = "0.16.0"
 description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
-category = "main"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "h11-0.16.0-py3-none-any.whl", hash = "sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86"},
     {file = "h11-0.16.0.tar.gz", hash = "sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1"},
@@ -183,9 +229,9 @@ files = [
 name = "httpcore"
 version = "1.0.9"
 description = "A minimal low-level HTTP client."
-category = "main"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "httpcore-1.0.9-py3-none-any.whl", hash = "sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55"},
     {file = "httpcore-1.0.9.tar.gz", hash = "sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8"},
@@ -198,16 +244,16 @@ h11 = ">=0.16"
 [package.extras]
 asyncio = ["anyio (>=4.0,<5.0)"]
 http2 = ["h2 (>=3,<5)"]
-socks = ["socksio (>=1.0.0,<2.0.0)"]
+socks = ["socksio (==1.*)"]
 trio = ["trio (>=0.22.0,<1.0)"]
 
 [[package]]
 name = "httpx"
 version = "0.27.2"
 description = "The next generation HTTP client."
-category = "main"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "httpx-0.27.2-py3-none-any.whl", hash = "sha256:7bb2708e112d8fdd7829cd4243970f0c223274051cb35ee80c03301ee29a3df0"},
     {file = "httpx-0.27.2.tar.gz", hash = "sha256:f7c2be1d2f3c3c3160d441802406b206c2b76f5947b11115e6df10c6c65e66c2"},
@@ -216,24 +262,25 @@ files = [
 [package.dependencies]
 anyio = "*"
 certifi = "*"
-httpcore = ">=1.0.0,<2.0.0"
+httpcore = "==1.*"
 idna = "*"
 sniffio = "*"
 
 [package.extras]
-brotli = ["brotli", "brotlicffi"]
-cli = ["click (>=8.0.0,<9.0.0)", "pygments (>=2.0.0,<3.0.0)", "rich (>=10,<14)"]
+brotli = ["brotli ; platform_python_implementation == \"CPython\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
+cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
-socks = ["socksio (>=1.0.0,<2.0.0)"]
+socks = ["socksio (==1.*)"]
 zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "identify"
 version = "2.6.15"
 description = "File identification library for Python"
-category = "dev"
 optional = false
 python-versions = ">=3.9"
+groups = ["dev"]
+markers = "python_version == \"3.9\""
 files = [
     {file = "identify-2.6.15-py2.py3-none-any.whl", hash = "sha256:1181ef7608e00704db228516541eb83a88a9f94433a8c80bb9b5bd54b1d81757"},
     {file = "identify-2.6.15.tar.gz", hash = "sha256:e4f4864b96c6557ef2a1e1c951771838f4edc9df3a72ec7118b338801b11c7bf"},
@@ -242,16 +289,32 @@ files = [
 [package.extras]
 license = ["ukkonen"]
 
+[[package]]
+name = "identify"
+version = "2.6.16"
+description = "File identification library for Python"
+optional = false
+python-versions = ">=3.10"
+groups = ["dev"]
+markers = "python_version >= \"3.10\""
+files = [
+    {file = "identify-2.6.16-py2.py3-none-any.whl", hash = "sha256:391ee4d77741d994189522896270b787aed8670389bfd60f326d677d64a6dfb0"},
+    {file = "identify-2.6.16.tar.gz", hash = "sha256:846857203b5511bbe94d5a352a48ef2359532bc8f6727b5544077a0dcfb24980"},
+]
+
+[package.extras]
+license = ["ukkonen"]
+
 [[package]]
 name = "idna"
-version = "3.10"
+version = "3.11"
 description = "Internationalized Domain Names in Applications (IDNA)"
-category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
-    {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
+    {file = "idna-3.11-py3-none-any.whl", hash = "sha256:771a87f49d9defaf64091e6e6fe9c18d4833f140bd19464795bc32d966ca37ea"},
+    {file = "idna-3.11.tar.gz", hash = "sha256:795dafcc9c04ed0c1fb032c2aa73654d8e8c5023a7df64a53f39190ada629902"},
 ]
 
 [package.extras]
@@ -261,33 +324,47 @@ all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2
 name = "iniconfig"
 version = "2.1.0"
 description = "brain-dead simple config-ini parsing"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
+markers = "python_version == \"3.9\""
 files = [
     {file = "iniconfig-2.1.0-py3-none-any.whl", hash = "sha256:9deba5723312380e77435581c6bf4935c94cbfab9b1ed33ef8d238ea168eb760"},
     {file = "iniconfig-2.1.0.tar.gz", hash = "sha256:3abbd2e30b36733fee78f9c7f7308f2d0050e88f0087fd25c2645f63c773e1c7"},
 ]
 
+[[package]]
+name = "iniconfig"
+version = "2.3.0"
+description = "brain-dead simple config-ini parsing"
+optional = false
+python-versions = ">=3.10"
+groups = ["dev"]
+markers = "python_version >= \"3.10\""
+files = [
+    {file = "iniconfig-2.3.0-py3-none-any.whl", hash = "sha256:f631c04d2c48c52b84d0d0549c99ff3859c98df65b3101406327ecc7d53fbf12"},
+    {file = "iniconfig-2.3.0.tar.gz", hash = "sha256:c76315c77db068650d49c5b56314774a7804df16fee4402c1f19d6d15d8c4730"},
+]
+
 [[package]]
 name = "nodeenv"
-version = "1.9.1"
+version = "1.10.0"
 description = "Node.js virtual environment builder"
-category = "dev"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
+groups = ["dev"]
 files = [
-    {file = "nodeenv-1.9.1-py2.py3-none-any.whl", hash = "sha256:ba11c9782d29c27c70ffbdda2d7415098754709be8a7056d79a737cd901155c9"},
-    {file = "nodeenv-1.9.1.tar.gz", hash = "sha256:6ec12890a2dab7946721edbfbcd91f3319c6ccc9aec47be7c7e6b7011ee6645f"},
+    {file = "nodeenv-1.10.0-py2.py3-none-any.whl", hash = "sha256:5bb13e3eed2923615535339b3c620e76779af4cb4c6a90deccc9e36b274d3827"},
+    {file = "nodeenv-1.10.0.tar.gz", hash = "sha256:996c191ad80897d076bdfba80a41994c2b47c68e224c542b48feba42ba00f8bb"},
 ]
 
 [[package]]
 name = "packaging"
 version = "25.0"
 description = "Core utilities for Python packages"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "packaging-25.0-py3-none-any.whl", hash = "sha256:29572ef2b1f17581046b3a2227d5c611fb25ec70ca1ba8554b24b0e69331a484"},
     {file = "packaging-25.0.tar.gz", hash = "sha256:d443872c98d677bf60f6a1f2f8c1cb748e8fe762d2bf9d3148b5599295b0fc4f"},
@@ -297,9 +374,10 @@ files = [
 name = "platformdirs"
 version = "4.4.0"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
-category = "dev"
 optional = false
 python-versions = ">=3.9"
+groups = ["dev"]
+markers = "python_version == \"3.9\""
 files = [
     {file = "platformdirs-4.4.0-py3-none-any.whl", hash = "sha256:abd01743f24e5287cd7a5db3752faf1a2d65353f38ec26d98e25a6db65958c85"},
     {file = "platformdirs-4.4.0.tar.gz", hash = "sha256:ca753cf4d81dc309bc67b0ea38fd15dc97bc30ce419a7f58d13eb3bf14c4febf"},
@@ -310,13 +388,31 @@ docs = ["furo (>=2024.8.6)", "proselint (>=0.14)", "sphinx (>=8.1.3)", "sphinx-a
 test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=8.3.4)", "pytest-cov (>=6)", "pytest-mock (>=3.14)"]
 type = ["mypy (>=1.14.1)"]
 
+[[package]]
+name = "platformdirs"
+version = "4.5.1"
+description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
+optional = false
+python-versions = ">=3.10"
+groups = ["dev"]
+markers = "python_version >= \"3.10\""
+files = [
+    {file = "platformdirs-4.5.1-py3-none-any.whl", hash = "sha256:d03afa3963c806a9bed9d5125c8f4cb2fdaf74a55ab60e5d59b3fde758104d31"},
+    {file = "platformdirs-4.5.1.tar.gz", hash = "sha256:61d5cdcc6065745cdd94f0f878977f8de9437be93de97c1c12f853c9c0cdcbda"},
+]
+
+[package.extras]
+docs = ["furo (>=2025.9.25)", "proselint (>=0.14)", "sphinx (>=8.2.3)", "sphinx-autodoc-typehints (>=3.2)"]
+test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=8.4.2)", "pytest-cov (>=7)", "pytest-mock (>=3.15.1)"]
+type = ["mypy (>=1.18.2)"]
+
 [[package]]
 name = "pluggy"
 version = "1.6.0"
 description = "plugin and hook calling mechanisms for python"
-category = "dev"
 optional = false
 python-versions = ">=3.9"
+groups = ["dev"]
 files = [
     {file = "pluggy-1.6.0-py3-none-any.whl", hash = "sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746"},
     {file = "pluggy-1.6.0.tar.gz", hash = "sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3"},
@@ -330,9 +426,10 @@ testing = ["coverage", "pytest", "pytest-benchmark"]
 name = "pre-commit"
 version = "4.3.0"
 description = "A framework for managing and maintaining multi-language pre-commit hooks."
-category = "dev"
 optional = false
 python-versions = ">=3.9"
+groups = ["dev"]
+markers = "python_version == \"3.9\""
 files = [
     {file = "pre_commit-4.3.0-py2.py3-none-any.whl", hash = "sha256:2b0747ad7e6e967169136edffee14c16e148a778a54e4f967921aa1ebf2308d8"},
     {file = "pre_commit-4.3.0.tar.gz", hash = "sha256:499fe450cc9d42e9d58e606262795ecb64dd05438943c62b66f6a8673da30b16"},
@@ -345,147 +442,189 @@ nodeenv = ">=0.11.1"
 pyyaml = ">=5.1"
 virtualenv = ">=20.10.0"
 
+[[package]]
+name = "pre-commit"
+version = "4.5.1"
+description = "A framework for managing and maintaining multi-language pre-commit hooks."
+optional = false
+python-versions = ">=3.10"
+groups = ["dev"]
+markers = "python_version >= \"3.10\""
+files = [
+    {file = "pre_commit-4.5.1-py2.py3-none-any.whl", hash = "sha256:3b3afd891e97337708c1674210f8eba659b52a38ea5f822ff142d10786221f77"},
+    {file = "pre_commit-4.5.1.tar.gz", hash = "sha256:eb545fcff725875197837263e977ea257a402056661f09dae08e4b149b030a61"},
+]
+
+[package.dependencies]
+cfgv = ">=2.0.0"
+identify = ">=1.0.0"
+nodeenv = ">=0.11.1"
+pyyaml = ">=5.1"
+virtualenv = ">=20.10.0"
+
 [[package]]
 name = "pydantic"
-version = "2.11.10"
+version = "2.12.5"
 description = "Data validation using Python type hints"
-category = "main"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
-    {file = "pydantic-2.11.10-py3-none-any.whl", hash = "sha256:802a655709d49bd004c31e865ef37da30b540786a46bfce02333e0e24b5fe29a"},
-    {file = "pydantic-2.11.10.tar.gz", hash = "sha256:dc280f0982fbda6c38fada4e476dc0a4f3aeaf9c6ad4c28df68a666ec3c61423"},
+    {file = "pydantic-2.12.5-py3-none-any.whl", hash = "sha256:e561593fccf61e8a20fc46dfc2dfe075b8be7d0188df33f221ad1f0139180f9d"},
+    {file = "pydantic-2.12.5.tar.gz", hash = "sha256:4d351024c75c0f085a9febbb665ce8c0c6ec5d30e903bdb6394b7ede26aebb49"},
 ]
 
 [package.dependencies]
 annotated-types = ">=0.6.0"
-pydantic-core = "2.33.2"
-typing-extensions = ">=4.12.2"
-typing-inspection = ">=0.4.0"
+pydantic-core = "2.41.5"
+typing-extensions = ">=4.14.1"
+typing-inspection = ">=0.4.2"
 
 [package.extras]
 email = ["email-validator (>=2.0.0)"]
-timezone = ["tzdata"]
+timezone = ["tzdata ; python_version >= \"3.9\" and platform_system == \"Windows\""]
 
 [[package]]
 name = "pydantic-core"
-version = "2.33.2"
+version = "2.41.5"
 description = "Core functionality for Pydantic validation and serialization"
-category = "main"
 optional = false
 python-versions = ">=3.9"
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 [package.dependencies]
-typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
+typing-extensions = ">=4.14.1"
 
 [[package]]
 name = "pygments"
 version = "2.19.2"
 description = "Pygments is a syntax highlighting package written in Python."
-category = "dev"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
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@@ -498,9 +637,10 @@ windows-terminal = ["colorama (>=0.4.6)"]
 name = "pytest"
 version = "8.4.2"
 description = "pytest: simple powerful testing with Python"
-category = "dev"
 optional = false
 python-versions = ">=3.9"
+groups = ["dev"]
+markers = "python_version == \"3.9\""
 files = [
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@@ -518,21 +658,39 @@ tomli = {version = ">=1", markers = "python_version < \"3.11\""}
 [package.extras]
 dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "requests", "setuptools", "xmlschema"]
 
+[[package]]
+name = "pytest"
+version = "9.0.2"
+description = "pytest: simple powerful testing with Python"
+optional = false
+python-versions = ">=3.10"
+groups = ["dev"]
+markers = "python_version >= \"3.10\""
+files = [
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+]
+
+[package.dependencies]
+colorama = {version = ">=0.4", markers = "sys_platform == \"win32\""}
+exceptiongroup = {version = ">=1", markers = "python_version < \"3.11\""}
+iniconfig = ">=1.0.1"
+packaging = ">=22"
+pluggy = ">=1.5,<2"
+pygments = ">=2.7.2"
+tomli = {version = ">=1", markers = "python_version < \"3.11\""}
+
+[package.extras]
+dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "requests", "setuptools", "xmlschema"]
+
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 name = "pyyaml"
 version = "6.0.3"
 description = "YAML parser and emitter for Python"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
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@@ -603,40 +761,40 @@ files = [
 
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 python-versions = ">=3.7"
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 [[package]]
 name = "sniffio"
 version = "1.3.1"
 description = "Sniff out which async library your code is running under"
-category = "main"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
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@@ -646,9 +804,9 @@ files = [
 name = "starlette"
 version = "0.37.2"
 description = "The little ASGI library that shines."
-category = "main"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
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@@ -663,65 +821,82 @@ full = ["httpx (>=0.22.0)", "itsdangerous", "jinja2", "python-multipart (>=0.0.7
 
 [[package]]
 name = "tomli"
-version = "2.2.1"
+version = "2.4.0"
 description = "A lil' TOML parser"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
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+    {file = "tomli-2.4.0.tar.gz", hash = "sha256:aa89c3f6c277dd275d8e243ad24f3b5e701491a860d5121f2cdd399fbb31fc9c"},
 ]
 
 [[package]]
 name = "typing-extensions"
 version = "4.15.0"
 description = "Backported and Experimental Type Hints for Python 3.9+"
-category = "main"
 optional = false
 python-versions = ">=3.9"
+groups = ["main", "dev"]
 files = [
     {file = "typing_extensions-4.15.0-py3-none-any.whl", hash = "sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548"},
     {file = "typing_extensions-4.15.0.tar.gz", hash = "sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466"},
 ]
+markers = {dev = "python_version < \"3.11\""}
 
 [[package]]
 name = "typing-inspection"
 version = "0.4.2"
 description = "Runtime typing introspection tools"
-category = "main"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "typing_inspection-0.4.2-py3-none-any.whl", hash = "sha256:4ed1cacbdc298c220f1bd249ed5287caa16f34d44ef4e9c3d0cbad5b521545e7"},
     {file = "typing_inspection-0.4.2.tar.gz", hash = "sha256:ba561c48a67c5958007083d386c3295464928b01faa735ab8547c5692e87f464"},
@@ -734,9 +909,9 @@ typing-extensions = ">=4.12.0"
 name = "uvicorn"
 version = "0.27.1"
 description = "The lightning-fast ASGI server."
-category = "main"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "uvicorn-0.27.1-py3-none-any.whl", hash = "sha256:5c89da2f3895767472a35556e539fd59f7edbe9b1e9c0e1c99eebeadc61838e4"},
     {file = "uvicorn-0.27.1.tar.gz", hash = "sha256:3d9a267296243532db80c83a959a3400502165ade2c1338dea4e67915fd4745a"},
@@ -748,31 +923,34 @@ h11 = ">=0.8"
 typing-extensions = {version = ">=4.0", markers = "python_version < \"3.11\""}
 
 [package.extras]
-standard = ["colorama (>=0.4)", "httptools (>=0.5.0)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1)", "watchfiles (>=0.13)", "websockets (>=10.4)"]
+standard = ["colorama (>=0.4) ; sys_platform == \"win32\"", "httptools (>=0.5.0)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1) ; sys_platform != \"win32\" and sys_platform != \"cygwin\" and platform_python_implementation != \"PyPy\"", "watchfiles (>=0.13)", "websockets (>=10.4)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.34.0"
+version = "20.36.1"
 description = "Virtual Python Environment builder"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
-    {file = "virtualenv-20.34.0-py3-none-any.whl", hash = "sha256:341f5afa7eee943e4984a9207c025feedd768baff6753cd660c857ceb3e36026"},
-    {file = "virtualenv-20.34.0.tar.gz", hash = "sha256:44815b2c9dee7ed86e387b842a84f20b93f7f417f95886ca1996a72a4138eb1a"},
+    {file = "virtualenv-20.36.1-py3-none-any.whl", hash = "sha256:575a8d6b124ef88f6f51d56d656132389f961062a9177016a50e4f507bbcc19f"},
+    {file = "virtualenv-20.36.1.tar.gz", hash = "sha256:8befb5c81842c641f8ee658481e42641c68b5eab3521d8e092d18320902466ba"},
 ]
 
 [package.dependencies]
 distlib = ">=0.3.7,<1"
-filelock = ">=3.12.2,<4"
+filelock = [
+    {version = ">=3.16.1,<4", markers = "python_version < \"3.10\""},
+    {version = ">=3.20.1,<4", markers = "python_version >= \"3.10\""},
+]
 platformdirs = ">=3.9.1,<5"
 typing-extensions = {version = ">=4.13.2", markers = "python_version < \"3.11\""}
 
 [package.extras]
 docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2,!=7.3)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"]
-test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8)", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10)"]
+test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8) ; platform_python_implementation == \"PyPy\" or platform_python_implementation == \"GraalVM\" or platform_python_implementation == \"CPython\" and sys_platform == \"win32\" and python_version >= \"3.13\"", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10) ; platform_python_implementation == \"CPython\""]
 
 [metadata]
-lock-version = "2.0"
+lock-version = "2.1"
 python-versions = "^3.9"
 content-hash = "e89c01282a61cc81b44df28aada7058145f4bc4afdc672770932db92928bfc99"
diff --git a/pyproject.toml b/pyproject.toml
index b580a2d..fbcb5d4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,9 +1,8 @@
 [tool.poetry]
 name = "flame"
-version = "0.3.0"
+version = "0.4.0"
 description = ""
-authors = ["Alexander Röhl <alexander.roehl@uni-tuebingen.de>",
-    "David Hieber <david.hieber@uni-tuebingen.de>"]
+authors = ["Alexander Röhl <alexander.roehl@uni-tuebingen.de>", "David Hieber <david.hieber@uni-tuebingen.de>"]
 readme = "README.md"
 license = "Apache-2.0"
 packages = [{ include = "flame" }]
@@ -11,7 +10,6 @@ packages = [{ include = "flame" }]
 [tool.poetry.dependencies]
 python = "^3.9"
 flamesdk = {git = "https://github.com/PrivateAIM/python-sdk.git", tag = "0.3.1"}
-#flamesdk = {git = "https://github.com/PrivateAIM/python-sdk.git", branch = "main"}
 
 [tool.poetry.group.dev.dependencies]
 pytest = ">=8.3.0"
diff --git a/test/__init__.py b/test/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/test/test_star_pattern.py b/test/test_star_pattern.py
new file mode 100644
index 0000000..bb67a23
--- /dev/null
+++ b/test/test_star_pattern.py
@@ -0,0 +1,44 @@
+from typing import Any, Optional
+from flame.star import  StarAnalyzer, StarAggregator
+from flame.star.star_model_tester import StarModelTester
+
+
+class MyAnalyzer(StarAnalyzer):
+    def __init__(self, flame):
+        super().__init__(flame)
+
+    def analysis_method(self, data, aggregator_results):
+        self.flame.flame_log(f"\tAggregator results in MyAnalyzer: {aggregator_results}", log_type='debug')
+        analysis_result = sum(data) / len(data) \
+            if aggregator_results is None \
+            else (sum(data) / len(data) + aggregator_results) + 1 / 2
+        self.flame.flame_log(f"MyAnalysis result ({self.id}): {analysis_result}", log_type='notice')
+        return analysis_result
+
+
+class MyAggregator(StarAggregator):
+    def __init__(self, flame):
+        super().__init__(flame)
+
+    def aggregation_method(self, analysis_results: list[Any]) -> Any:
+        self.flame.flame_log(f"\tAnalysis results in MyAggregator: {analysis_results}", log_type='notice')
+        result = sum(analysis_results) / len(analysis_results)
+        self.flame.flame_log(f"MyAggregator result ({self.id}): {result}", log_type='notice')
+        return result
+
+    def has_converged(self, result: Any, last_result: Optional[Any]) -> bool:
+        self.flame.flame_log(f"\tLast result: {last_result}, Current result: {result}", log_type="notice")
+        self.flame.flame_log(f"\tChecking convergence at iteration {self.num_iterations}", log_type="notice")
+        return self.num_iterations >= 5  # Limit to 5 iterations for testing
+
+
+if __name__ == "__main__":
+    data_1 = [1, 2, 3, 4]
+    data_2 = [5, 6, 7, 8]
+    data_splits = [data_1, data_2]
+
+    StarModelTester(data_splits=data_splits,                # TODO: Insert your data fragments in a list
+                    analyzer=MyAnalyzer,                 # TODO: Replace with your custom Analyzer class
+                    aggregator=MyAggregator,               # TODO: Replace with your custom Aggregator class
+                    data_type='s3',               # TODO: Specify data type ('fhir' or 's3')
+                    simple_analysis=False)