diff --git a/src/backend/langflow/api/v1/chat.py b/src/backend/langflow/api/v1/chat.py
index c8df5cf4d..258277bca 100644
--- a/src/backend/langflow/api/v1/chat.py
+++ b/src/backend/langflow/api/v1/chat.py
@@ -73,6 +73,7 @@ async def get_vertices(
         # We need to get the id of each vertex
         # and return the same structure but only with the ids
         run_id = uuid.uuid4()
+        graph.set_run_id(run_id)
         return VerticesOrderResponse(ids=vertices, run_id=run_id)
 
     except Exception as exc:
@@ -98,8 +99,12 @@ async def build_vertex(
         cache = chat_service.get_cache(flow_id)
         if not cache:
             # If there's no cache
-            logger.warning(f"No cache found for {flow_id}. Building graph starting at {vertex_id}")
-            graph = build_and_cache_graph(flow_id=flow_id, session=next(get_session()), chat_service=chat_service)
+            logger.warning(
+                f"No cache found for {flow_id}. Building graph starting at {vertex_id}"
+            )
+            graph = build_and_cache_graph(
+                flow_id=flow_id, session=next(get_session()), chat_service=chat_service
+            )
         else:
             graph = cache.get("result")
         result_data_response = ResultDataResponse(results={})
@@ -154,13 +159,14 @@ async def build_vertex(
             graph.reset_inactive_vertices()
         chat_service.set_cache(flow_id, graph)
 
-        return VertexBuildResponse(
+        build_response = VertexBuildResponse(
             inactive_vertices=inactive_vertices,
             valid=valid,
             params=params,
             id=vertex.id,
             data=result_data_response,
         )
+        return build_response
     except Exception as exc:
         logger.error(f"Error building vertex: {exc}")
         logger.exception(exc)
@@ -191,7 +197,9 @@ async def build_vertex_stream(
                     else:
                         graph = cache.get("result")
                 else:
-                    session_data = await session_service.load_session(session_id, flow_id=flow_id)
+                    session_data = await session_service.load_session(
+                        session_id, flow_id=flow_id
+                    )
                     graph, artifacts = session_data if session_data else (None, None)
                     if not graph:
                         raise ValueError(f"No graph found for {flow_id}.")
diff --git a/src/backend/langflow/graph/graph/base.py b/src/backend/langflow/graph/graph/base.py
index 0e1da7e30..966111d5f 100644
--- a/src/backend/langflow/graph/graph/base.py
+++ b/src/backend/langflow/graph/graph/base.py
@@ -7,6 +7,7 @@ from loguru import logger
 
 from langflow.graph.edge.base import ContractEdge
 from langflow.graph.graph.constants import lazy_load_vertex_dict
+from langflow.graph.graph.state_manager import GraphStateManager
 from langflow.graph.graph.utils import process_flow
 from langflow.graph.schema import INPUT_FIELD_NAME, InterfaceComponentTypes
 from langflow.graph.vertex.base import Vertex
@@ -43,6 +44,7 @@ class Graph:
         self._is_output_vertices: List[str] = []
         self._has_session_id_vertices: List[str] = []
         self._sorted_vertices_layers: List[List[str]] = []
+        self.run_id = None
 
         self.top_level_vertices = []
         for vertex in self._vertices:
@@ -58,9 +60,18 @@ class Graph:
         self._build_graph()
         self.build_graph_maps()
         self.define_vertices_lists()
+        self.state_manager = GraphStateManager()
+
+    def set_run_id(self, run_id: str):
+        for vertex in self.vertices:
+            self.state_manager.subscribe(run_id, vertex.update_graph_state)
+        self.run_id = run_id
+
+    def add_state(self, state: str):
+        self.state_manager.append_state(self.run_id, state)
 
     @property
-    def sorted_vertices_layers(self):
+    def sorted_vertices_layers(self) -> List[List[str]]:
         if not self._sorted_vertices_layers:
             self.sort_vertices()
         return self._sorted_vertices_layers
@@ -75,7 +86,9 @@ class Graph:
                 if getattr(vertex, attribute):
                     getattr(self, f"_{attribute}_vertices").append(vertex.id)
 
-    async def _run(self, inputs: Dict[str, str], stream: bool) -> List[Optional["ResultData"]]:
+    async def _run(
+        self, inputs: Dict[str, str], stream: bool
+    ) -> List[Optional["ResultData"]]:
         """Runs the graph with the given inputs."""
         for vertex_id in self._is_input_vertices:
             vertex = self.get_vertex(vertex_id)
@@ -98,7 +111,9 @@ class Graph:
             outputs.append(vertex.result)
         return outputs
 
-    async def run(self, inputs: Dict[str, Union[str, list[str]]], stream: bool) -> List[Optional["ResultData"]]:
+    async def run(
+        self, inputs: Dict[str, Union[str, list[str]]], stream: bool
+    ) -> List[Optional["ResultData"]]:
         """Runs the graph with the given inputs."""
 
         # inputs is {"message": "Hello, world!"}
@@ -110,7 +125,9 @@ class Graph:
         if not isinstance(inputs_values, list):
             inputs_values = [inputs_values]
         for input_value in inputs_values:
-            run_outputs = await self._run({INPUT_FIELD_NAME: input_value}, stream=stream)
+            run_outputs = await self._run(
+                {INPUT_FIELD_NAME: input_value}, stream=stream
+            )
             logger.debug(f"Run outputs: {run_outputs}")
             outputs.extend(run_outputs)
         return outputs
@@ -150,7 +167,9 @@ class Graph:
     def build_parent_child_map(self):
         parent_child_map = defaultdict(list)
         for vertex in self.vertices:
-            parent_child_map[vertex.id] = [child.id for child in self.get_successors(vertex)]
+            parent_child_map[vertex.id] = [
+                child.id for child in self.get_successors(vertex)
+            ]
         return parent_child_map
 
     def increment_run_count(self):
@@ -325,7 +344,11 @@ class Graph:
             return
         self.vertices.remove(vertex)
         self.vertex_map.pop(vertex_id)
-        self.edges = [edge for edge in self.edges if edge.source_id != vertex_id and edge.target_id != vertex_id]
+        self.edges = [
+            edge
+            for edge in self.edges
+            if edge.source_id != vertex_id and edge.target_id != vertex_id
+        ]
 
     def _build_vertex_params(self) -> None:
         """Identifies and handles the LLM vertex within the graph."""
@@ -346,7 +369,9 @@ class Graph:
             return
         for vertex in self.vertices:
             if not self._validate_vertex(vertex):
-                raise ValueError(f"{vertex.display_name} is not connected to any other components")
+                raise ValueError(
+                    f"{vertex.display_name} is not connected to any other components"
+                )
 
     def _validate_vertex(self, vertex: Vertex) -> bool:
         """Validates a vertex."""
@@ -403,7 +428,9 @@ class Graph:
             tasks = []
             for vertex_id in layer:
                 vertex = self.get_vertex(vertex_id)
-                task = asyncio.create_task(vertex.build(), name=f"layer-{layer_index}-vertex-{vertex_id}")
+                task = asyncio.create_task(
+                    vertex.build(), name=f"layer-{layer_index}-vertex-{vertex_id}"
+                )
                 tasks.append(task)
             logger.debug(f"Running layer {layer_index} with {len(tasks)} tasks")
             await self._execute_tasks(tasks)
@@ -442,7 +469,9 @@ class Graph:
         def dfs(vertex):
             if state[vertex] == 1:
                 # We have a cycle
-                raise ValueError("Graph contains a cycle, cannot perform topological sort")
+                raise ValueError(
+                    "Graph contains a cycle, cannot perform topological sort"
+                )
             if state[vertex] == 0:
                 state[vertex] = 1
                 for edge in vertex.edges:
@@ -466,11 +495,17 @@ class Graph:
 
     def get_predecessors(self, vertex):
         """Returns the predecessors of a vertex."""
-        return [self.get_vertex(source_id) for source_id in self.predecessor_map.get(vertex.id, [])]
+        return [
+            self.get_vertex(source_id)
+            for source_id in self.predecessor_map.get(vertex.id, [])
+        ]
 
     def get_successors(self, vertex):
         """Returns the successors of a vertex."""
-        return [self.get_vertex(target_id) for target_id in self.successor_map.get(vertex.id, [])]
+        return [
+            self.get_vertex(target_id)
+            for target_id in self.successor_map.get(vertex.id, [])
+        ]
 
     def get_vertex_neighbors(self, vertex: Vertex) -> Dict[Vertex, int]:
         """Returns the neighbors of a vertex."""
@@ -509,7 +544,9 @@ class Graph:
             edges.append(ContractEdge(source, target, edge))
         return edges
 
-    def _get_vertex_class(self, node_type: str, node_base_type: str, node_id: str) -> Type[Vertex]:
+    def _get_vertex_class(
+        self, node_type: str, node_base_type: str, node_id: str
+    ) -> Type[Vertex]:
         """Returns the node class based on the node type."""
         # First we check for the node_base_type
         node_name = node_id.split("-")[0]
@@ -540,14 +577,18 @@ class Graph:
             vertex_type: str = vertex_data["type"]  # type: ignore
             vertex_base_type: str = vertex_data["node"]["template"]["_type"]  # type: ignore
 
-            VertexClass = self._get_vertex_class(vertex_type, vertex_base_type, vertex_data["id"])
+            VertexClass = self._get_vertex_class(
+                vertex_type, vertex_base_type, vertex_data["id"]
+            )
             vertex_instance = VertexClass(vertex, graph=self)
             vertex_instance.set_top_level(self.top_level_vertices)
             vertices.append(vertex_instance)
 
         return vertices
 
-    def get_children_by_vertex_type(self, vertex: Vertex, vertex_type: str) -> List[Vertex]:
+    def get_children_by_vertex_type(
+        self, vertex: Vertex, vertex_type: str
+    ) -> List[Vertex]:
         """Returns the children of a vertex based on the vertex type."""
         children = []
         vertex_types = [vertex.data["type"]]
@@ -559,7 +600,9 @@ class Graph:
 
     def __repr__(self):
         vertex_ids = [vertex.id for vertex in self.vertices]
-        edges_repr = "\n".join([f"{edge.source_id} --> {edge.target_id}" for edge in self.edges])
+        edges_repr = "\n".join(
+            [f"{edge.source_id} --> {edge.target_id}" for edge in self.edges]
+        )
         return f"Graph:\nNodes: {vertex_ids}\nConnections:\n{edges_repr}"
 
     def sort_up_to_vertex(self, vertex_id: str) -> List[Vertex]:
@@ -590,7 +633,9 @@ class Graph:
         """Performs a layered topological sort of the vertices in the graph."""
 
         # Queue for vertices with no incoming edges
-        queue = deque(vertex.id for vertex in vertices if self.in_degree_map[vertex.id] == 0)
+        queue = deque(
+            vertex.id for vertex in vertices if self.in_degree_map[vertex.id] == 0
+        )
         layers: List[List[str]] = []
 
         current_layer = 0
@@ -646,7 +691,9 @@ class Graph:
 
         return refined_layers
 
-    def sort_chat_inputs_first(self, vertices_layers: List[List[str]]) -> List[List[str]]:
+    def sort_chat_inputs_first(
+        self, vertices_layers: List[List[str]]
+    ) -> List[List[str]]:
         chat_inputs_first = []
         for layer in vertices_layers:
             for vertex_id in layer:
@@ -675,11 +722,15 @@ class Graph:
         self._sorted_vertices_layers = vertices_layers
         return vertices_layers
 
-    def sort_interface_components_first(self, vertices_layers: List[List[str]]) -> List[List[str]]:
+    def sort_interface_components_first(
+        self, vertices_layers: List[List[str]]
+    ) -> List[List[str]]:
         """Sorts the vertices in the graph so that vertices containing ChatInput or ChatOutput come first."""
 
         def contains_interface_component(vertex):
-            return any(component.value in vertex for component in InterfaceComponentTypes)
+            return any(
+                component.value in vertex for component in InterfaceComponentTypes
+            )
 
         # Sort each inner list so that vertices containing ChatInput or ChatOutput come first
         sorted_vertices = [
@@ -691,16 +742,22 @@ class Graph:
         ]
         return sorted_vertices
 
-    def sort_by_avg_build_time(self, vertices_layers: List[List[str]]) -> List[List[str]]:
+    def sort_by_avg_build_time(
+        self, vertices_layers: List[List[str]]
+    ) -> List[List[str]]:
         """Sorts the vertices in the graph so that vertices with the lowest average build time come first."""
 
         def sort_layer_by_avg_build_time(vertices_ids: List[str]) -> List[str]:
             """Sorts the vertices in the graph so that vertices with the lowest average build time come first."""
             if len(vertices_ids) == 1:
                 return vertices_ids
-            vertices_ids.sort(key=lambda vertex_id: self.get_vertex(vertex_id).avg_build_time)
+            vertices_ids.sort(
+                key=lambda vertex_id: self.get_vertex(vertex_id).avg_build_time
+            )
 
             return vertices_ids
 
-        sorted_vertices = [sort_layer_by_avg_build_time(layer) for layer in vertices_layers]
+        sorted_vertices = [
+            sort_layer_by_avg_build_time(layer) for layer in vertices_layers
+        ]
         return sorted_vertices
diff --git a/src/backend/langflow/graph/graph/state_manager.py b/src/backend/langflow/graph/graph/state_manager.py
new file mode 100644
index 000000000..64476011b
--- /dev/null
+++ b/src/backend/langflow/graph/graph/state_manager.py
@@ -0,0 +1,39 @@
+from collections import defaultdict
+from threading import Lock
+from typing import Callable
+
+
+class GraphStateManager:
+    def __init__(self):
+        self.states = {}
+        self.observers = defaultdict(list)
+        self.lock = Lock()
+
+    def append_state(self, key, new_state):
+        with self.lock:
+            if key not in self.states:
+                self.states[key] = []
+            self.states[key].append(new_state)
+            self.notify_append_observers(key, new_state)
+
+    def update_state(self, key, new_state):
+        with self.lock:
+            self.states[key] = new_state
+            self.notify_observers(key, new_state)
+
+    def get_state(self, key):
+        with self.lock:
+            return self.states.get(key, None)
+
+    def subscribe(self, key, observer: Callable):
+        with self.lock:
+            if observer not in self.observers[key]:
+                self.observers[key].append(observer)
+
+    def notify_observers(self, key, new_state):
+        for callback in self.observers[key]:
+            callback(key, new_state, append=False)
+
+    def notify_append_observers(self, key, new_state):
+        for callback in self.observers[key]:
+            callback(key, new_state, append=True)
diff --git a/src/backend/langflow/graph/vertex/base.py b/src/backend/langflow/graph/vertex/base.py
index 26230c648..6425f5e08 100644
--- a/src/backend/langflow/graph/vertex/base.py
+++ b/src/backend/langflow/graph/vertex/base.py
@@ -47,8 +47,13 @@ class Vertex:
         self.will_stream = False
         self.updated_raw_params = False
         self.id: str = data["id"]
-        self.is_input = any(input_component_name in self.id for input_component_name in INPUT_COMPONENTS)
-        self.is_output = any(output_component_name in self.id for output_component_name in OUTPUT_COMPONENTS)
+        self.is_input = any(
+            input_component_name in self.id for input_component_name in INPUT_COMPONENTS
+        )
+        self.is_output = any(
+            output_component_name in self.id
+            for output_component_name in OUTPUT_COMPONENTS
+        )
         self.has_session_id = None
         self._custom_component = None
         self.has_external_input = False
@@ -79,14 +84,30 @@ class Vertex:
         self.use_result = False
         self.build_times: List[float] = []
         self.state = VertexStates.ACTIVE
+        self.graph_state = {}
+
+    def update_graph_state(self, key, new_state, append: bool):
+        if append:
+            if key in self.graph_state:
+                self.graph_state[key].append(new_state)
+            else:
+                self.graph_state[key] = [new_state]
+        else:
+            self.graph_state[key] = new_state
 
     def set_state(self, state: str):
         self.state = VertexStates[state]
-        if self.state == VertexStates.INACTIVE and self.graph.in_degree_map[self.id] < 2:
+        if (
+            self.state == VertexStates.INACTIVE
+            and self.graph.in_degree_map[self.id] < 2
+        ):
             # If the vertex is inactive and has only one in degree
             # it means that it is not a merge point in the graph
             self.graph.inactive_vertices.add(self.id)
-        elif self.state == VertexStates.ACTIVE and self.id in self.graph.inactive_vertices:
+        elif (
+            self.state == VertexStates.ACTIVE
+            and self.id in self.graph.inactive_vertices
+        ):
             self.graph.inactive_vertices.remove(self.id)
 
     @property
@@ -103,7 +124,9 @@ class Vertex:
         # If the Vertex.type is a power component
         # then we need to return the built object
         # instead of the result dict
-        if self.is_interface_component and not isinstance(self._built_object, UnbuiltObject):
+        if self.is_interface_component and not isinstance(
+            self._built_object, UnbuiltObject
+        ):
             result = self._built_object
             # if it is not a dict or a string and hasattr model_dump then
             # return the model_dump
@@ -113,7 +136,11 @@ class Vertex:
 
         if isinstance(self._built_result, UnbuiltResult):
             return {}
-        return self._built_result if isinstance(self._built_result, dict) else {"result": self._built_result}
+        return (
+            self._built_result
+            if isinstance(self._built_result, dict)
+            else {"result": self._built_result}
+        )
 
     def set_artifacts(self) -> None:
         pass
@@ -179,19 +206,31 @@ class Vertex:
         self.selected_output_type = self.data["node"].get("selected_output_type")
         self.is_input = self.data["node"].get("is_input") or self.is_input
         self.is_output = self.data["node"].get("is_output") or self.is_output
-        template_dicts = {key: value for key, value in self.data["node"]["template"].items() if isinstance(value, dict)}
+        template_dicts = {
+            key: value
+            for key, value in self.data["node"]["template"].items()
+            if isinstance(value, dict)
+        }
 
         self.has_session_id = "session_id" in template_dicts
 
         self.required_inputs = [
-            template_dicts[key]["type"] for key, value in template_dicts.items() if value["required"]
+            template_dicts[key]["type"]
+            for key, value in template_dicts.items()
+            if value["required"]
         ]
         self.optional_inputs = [
-            template_dicts[key]["type"] for key, value in template_dicts.items() if not value["required"]
+            template_dicts[key]["type"]
+            for key, value in template_dicts.items()
+            if not value["required"]
         ]
         # Add the template_dicts[key]["input_types"] to the optional_inputs
         self.optional_inputs.extend(
-            [input_type for value in template_dicts.values() for input_type in value.get("input_types", [])]
+            [
+                input_type
+                for value in template_dicts.values()
+                for input_type in value.get("input_types", [])
+            ]
         )
 
         template_dict = self.data["node"]["template"]
@@ -238,7 +277,11 @@ class Vertex:
             self.updated_raw_params = False
             return
 
-        template_dict = {key: value for key, value in self.data["node"]["template"].items() if isinstance(value, dict)}
+        template_dict = {
+            key: value
+            for key, value in self.data["node"]["template"].items()
+            if isinstance(value, dict)
+        }
         params = {}
 
         for edge in self.edges:
@@ -289,7 +332,11 @@ class Vertex:
                     # list of dicts, so we need to convert it to a dict
                     # before passing it to the build method
                     if isinstance(val, list):
-                        params[key] = {k: v for item in value.get("value", []) for k, v in item.items()}
+                        params[key] = {
+                            k: v
+                            for item in value.get("value", [])
+                            for k, v in item.items()
+                        }
                     elif isinstance(val, dict):
                         params[key] = val
                 elif value.get("type") == "int" and val is not None:
@@ -382,7 +429,9 @@ class Vertex:
         if isinstance(self._built_object, str):
             self._built_result = self._built_object
 
-        result = await generate_result(self._built_object, inputs, self.has_external_output, session_id)
+        result = await generate_result(
+            self._built_object, inputs, self.has_external_output, session_id
+        )
         self._built_result = result
 
     async def _build_each_node_in_params_dict(self, user_id=None):
@@ -412,7 +461,9 @@ class Vertex:
         """
         return all(self._is_node(node) for node in value)
 
-    async def get_result(self, requester: Optional["Vertex"] = None, user_id=None, timeout=None) -> Any:
+    async def get_result(
+        self, requester: Optional["Vertex"] = None, user_id=None, timeout=None
+    ) -> Any:
         # PLEASE REVIEW THIS IF STATEMENT
         # Check if the Vertex was built already
         if self._built:
@@ -446,7 +497,9 @@ class Vertex:
             self._extend_params_list_with_result(key, result)
         self.params[key] = result
 
-    async def _build_list_of_nodes_and_update_params(self, key, nodes: List["Vertex"], user_id=None):
+    async def _build_list_of_nodes_and_update_params(
+        self, key, nodes: List["Vertex"], user_id=None
+    ):
         """
         Iterates over a list of nodes, builds each and updates the params dictionary.
         """
@@ -500,7 +553,9 @@ class Vertex:
         except Exception as exc:
             logger.exception(exc)
 
-            raise ValueError(f"Error building node {self.display_name}: {str(exc)}") from exc
+            raise ValueError(
+                f"Error building node {self.display_name}: {str(exc)}"
+            ) from exc
 
     def _update_built_object_and_artifacts(self, result):
         """
@@ -580,16 +635,24 @@ class Vertex:
             return self._built_object
 
         # Get the requester edge
-        requester_edge = next((edge for edge in self.edges if edge.target_id == requester.id), None)
+        requester_edge = next(
+            (edge for edge in self.edges if edge.target_id == requester.id), None
+        )
         # Return the result of the requester edge
-        return None if requester_edge is None else await requester_edge.get_result(source=self, target=requester)
+        return (
+            None
+            if requester_edge is None
+            else await requester_edge.get_result(source=self, target=requester)
+        )
 
     def add_edge(self, edge: "ContractEdge") -> None:
         if edge not in self.edges:
             self.edges.append(edge)
 
     def __repr__(self) -> str:
-        return f"Vertex(display_name={self.display_name}, id={self.id}, data={self.data})"
+        return (
+            f"Vertex(display_name={self.display_name}, id={self.id}, data={self.data})"
+        )
 
     def __eq__(self, __o: object) -> bool:
         try:
@@ -602,7 +665,11 @@ class Vertex:
 
     def _built_object_repr(self):
         # Add a message with an emoji, stars for sucess,
-        return "Built sucessfully ✨" if self._built_object is not None else "Failed to build 😵‍💫"
+        return (
+            "Built sucessfully ✨"
+            if self._built_object is not None
+            else "Failed to build 😵‍💫"
+        )
 
 
 class StatefulVertex(Vertex):