diff --git a/where_fi/visualise/server/__init__.py b/where_fi/visualise/server/__init__.py
new file mode 100644
index 0000000..d428bab
--- /dev/null
+++ b/where_fi/visualise/server/__init__.py
@@ -0,0 +1,127 @@
+import logging
+import multiprocessing as mp
+import queue
+import threading
+import uuid
+from concurrent import futures
+from dataclasses import dataclass
+from enum import Enum
+from typing import Any, Generator
+
+import grpc
+import numpy as np
+import numpy.typing as npt
+
+from .generated import figure_pb2, figure_pb2_grpc
+from .generated.figure_type import heatmap_pb2, line_pb2
+
+logger = logging.getLogger(__name__)
+
+clients: dict[str, list[queue.Queue[figure_pb2.FigureData]]] = {}
+clients_lock = threading.Lock()
+
+
+class DataType(Enum):
+    RAW_CSI = 1
+    PROCESSED_CSI = 2
+    HEATMAP = 3
+
+
+@dataclass
+class VisualiserData:
+    data: npt.NDArray[Any]
+    dtype: DataType
+
+
+figures = {
+    "raw_phase": figure_pb2.Figure(
+        uuid=str(uuid.uuid4()),
+        title="Raw CSI Phase",
+        x_label="Subcarrier",
+        y_label="Phase",
+    ),
+    "processed_phase": figure_pb2.Figure(
+        uuid=str(uuid.uuid4()),
+        title="Preprocessed CSI Phase",
+        x_label="Subcarrier",
+        y_label="Phase",
+    ),
+    "aoa_heatmap": figure_pb2.Figure(
+        uuid=str(uuid.uuid4()),
+        title="Preprocessed CSI Phase",
+        x_label="Subcarrier",
+        y_label="Phase",
+    ),
+}
+
+
+class FigureServer(figure_pb2_grpc.FigureServiceServicer):
+    def GetFigure(
+        self, request: figure_pb2.FigureRequest, context: grpc.ServicerContext
+    ) -> Generator[figure_pb2.Figure, None, None]:
+        for figure in figures.values():
+            yield figure
+
+    def GetFigureUpdate(
+        self, request: figure_pb2.FigureDataRequest, context: grpc.ServicerContext
+    ) -> Generator[figure_pb2.FigureData, None, None]:
+        logger.info(
+            f"Received request for figure data stream for figure {request.uuid}"
+        )
+
+        with clients_lock:
+            q: queue.Queue[figure_pb2.FigureData] = queue.Queue()
+            if request.uuid not in clients:
+                clients[request.uuid] = []
+            clients[request.uuid].append(q)
+
+        try:
+            while context.is_active():
+                try:
+                    yield q.get(timeout=1)
+                except queue.Empty:
+                    pass
+        finally:
+            with clients_lock:
+                clients[request.uuid].remove(q)
+
+
+def add_data(dtype: DataType, new_data: npt.NDArray[np.complex128]) -> None:
+    match dtype:
+        case DataType.RAW_CSI | DataType.PROCESSED_CSI:
+            uuid = (
+                figures["raw_phase"].uuid
+                if dtype == DataType.RAW_CSI
+                else figures["processed_phase"].uuid
+            )
+            lines = [
+                line_pb2.LineChartData.Line(
+                    y=np.angle(new_data)[:, i, 0], label=f"Antenna {i}"
+                )
+                for i in range(new_data.shape[1])
+            ]
+            linechart = line_pb2.LineChartData(lines=lines)
+            for q in clients.get(uuid, []):
+                q.put(figure_pb2.FigureData(uuid=uuid, line=linechart))
+        case DataType.HEATMAP:
+            pass
+
+
+def listen_for_data(data_queue: "mp.Queue[VisualiserData]") -> None:
+    while True:
+        data = data_queue.get()
+        add_data(data.dtype, data.data)
+
+
+def start(data_queue: "mp.Queue[VisualiserData]") -> None:
+    logger.info("Visualisation server shut down")
+
+    server = grpc.server(futures.ThreadPoolExecutor(max_workers=10))
+    figure_pb2_grpc.add_FigureServiceServicer_to_server(FigureServer(), server)
+    server.add_insecure_port("[::]:50051")
+    server.add_insecure_port("0.0.0.0:50051")
+    logger.info("Starting server on port 50051")
+    server.start()
+    logger.info("Server started")
+    threading.Thread(target=listen_for_data, args=(data_queue,), daemon=True).start()
+    server.wait_for_termination()