diff --git a/README.md b/README.md
index 20f7227..063e8f4 100644
--- a/README.md
+++ b/README.md
@@ -1,2 +1,12 @@
-# frontend-dev
+# Smaage Frontend Prototype
 
+## Install Requirements
+
+```bash
+pip install -r requirements.txt
+```
+
+## Run
+```bash
+python -m frontend.app
+```
\ No newline at end of file
diff --git a/frontend/__init__.py b/frontend/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/frontend/app.py b/frontend/app.py
new file mode 100644
index 0000000..2c86ec8
--- /dev/null
+++ b/frontend/app.py
@@ -0,0 +1,120 @@
+import tkinter as tk
+from tkinter import ttk
+import threading
+
+from .serial_reader import WeightReader
+from .config import DEFAULT_CALIB, DISPLAY_TYPES
+
+class WeightApp(tk.Tk):
+    def __init__(self, weight_reader):
+        super().__init__()
+        self.weight_reader: WeightReader = weight_reader
+        
+        self.toolbar = tk.Frame(self, padx=10)
+        self.toolbar.pack(side=tk.LEFT)
+        
+        #### Connection Settings ####
+        self.connection_settings = tk.Frame(self.toolbar, pady=10)
+        self.scan_ports_button = ttk.Button(self.connection_settings, text="Scan Devices", command=self.update_devices)
+        self.scan_ports_button.pack()
+        self.port_label = ttk.Label(self.connection_settings, text="Port:")
+        self.port_label.pack(side=tk.LEFT)
+        self.port = ttk.Combobox(self.connection_settings, values=[])
+        self.update_devices()
+        self.port.pack(side=tk.LEFT)
+        self.connection_settings.pack()
+        self.connect_button = ttk.Button(self.toolbar, text="Connect", command=self.connect)
+        self.connect_button.pack()
+
+        #### Weight Reader Settings ####
+        self.reader_settings = tk.Frame(self.toolbar, pady=30)
+        self.reader_settings.pack()
+        
+        self.calib_factor = tk.Frame(self.reader_settings)
+        self.calib_factor.pack()
+        self.calib_label = ttk.Label(self.calib_factor, text="Calibration Factor:")
+        self.calib_label.pack()
+        self.calib_weight = ttk.Combobox(self.calib_factor, values=[100], width=5)
+        self.calib_weight.set(100)
+        self.calib_weight.pack(side=tk.LEFT)
+        self.calib_measurements = ttk.Entry(self.calib_factor)
+        self.calib_measurements.insert(0, DEFAULT_CALIB)
+        self.calib_measurements.pack(side=tk.LEFT)
+        self.update_calib_button = ttk.Button(self.reader_settings, text="Update Calibration", command=self.update_calib)
+        self.update_calib_button.pack()
+        
+        self.display_type = tk.Frame(self.toolbar, pady=20)
+        self.display_type.pack()
+        self.display_type_label = ttk.Label(self.display_type, text="Visual:")
+        self.display_type_label.pack(side=tk.LEFT)
+        self.display_type_select = ttk.Combobox(self.display_type, values=[t.value for t in DISPLAY_TYPES])
+        self.display_type_select.set(DISPLAY_TYPES.NUMBER.value)
+        self.display_type_select.pack(side=tk.LEFT)
+
+        
+        #### Display ####
+        self.main_frame = tk.Frame(self, width=144, height=168, padx=50)
+        self.main_frame.pack(side=tk.RIGHT)
+        
+        #### Actions ####
+        self.actions = tk.Frame(self.main_frame)
+        self.actions.pack()
+        self.tare_button = ttk.Button(self.actions, text="Tare", command=self.weight_reader.tare)
+        self.tare_button.pack()
+        
+        self.canvas = tk.Canvas(self.main_frame, width=144, height=168, background='white')
+        self.canvas.pack()
+        
+        self.label = self.canvas.create_text(50, 68, text="0.0 g", font=("Arial", 18), fill='black', justify='left')
+
+        self.update_weight_display()
+
+        self.focus_force()
+
+    
+    def connect(self):
+        if self.weight_reader.serial is None:
+            port = self.port.get()
+            self.weight_reader.connect(port)
+            self.connect_button.config(text="Disconnect")
+            self.connection_settings.pack_forget()
+        else:
+            self.weight_reader.disconnect()
+            self.connect_button.config(text="Connect")
+            self.connect_button.pack_forget()
+            self.reader_settings.pack_forget()
+            self.actions.pack_forget()
+            self.connection_settings.pack()
+            self.connect_button.pack()
+            self.reader_settings.pack()
+            self.actions.pack()
+    
+    def update_devices(self):
+        self.weight_reader.scan_devices()
+        self.port.config(values=self.weight_reader.ports)
+        if len(self.weight_reader.ports) > 0:
+            self.port.set(self.weight_reader.ports[0])
+    
+    def update_calib(self):
+        self.weight_reader.calib_factor = self.calib_weight.get() / float(self.calib_measurements.get())
+
+    
+    def update_weight_display(self):
+        weight = self.weight_reader.value
+        self.canvas.itemconfig(self.label, text=f"{weight:.1f} g")
+        self.after(100, self.update_weight_display)
+
+def main():
+    weight_reader = WeightReader()
+    threading.Thread(target=weight_reader.read_weights, daemon=True).start()
+
+    app = WeightApp(weight_reader)
+    app.protocol("WM_DELETE_WINDOW", lambda: on_closing(app, weight_reader))
+    app.mainloop()
+
+def on_closing(app, weight_reader):
+    weight_reader.stop()
+    app.destroy()
+
+if __name__ == "__main__":
+    main()
diff --git a/frontend/config.py b/frontend/config.py
new file mode 100644
index 0000000..806d5f5
--- /dev/null
+++ b/frontend/config.py
@@ -0,0 +1,14 @@
+from enum import Enum
+
+DEFAULT_CALIB = 307333.83
+DEFAULT_CALIB_WEIGHT = 100.
+
+MOV_AVG_DEFAULTS = {
+    "window_size": 10,
+    "decimals": 1,
+    "reset_threshold": 0.5,
+    "ignore_samples": 2
+}
+
+class DISPLAY_TYPES(Enum):
+    NUMBER = 'number'
\ No newline at end of file
diff --git a/frontend/serial_reader.py b/frontend/serial_reader.py
new file mode 100644
index 0000000..ef14df8
--- /dev/null
+++ b/frontend/serial_reader.py
@@ -0,0 +1,90 @@
+import time
+
+from statistics import mean
+
+from serial import Serial
+from serial.tools import list_ports
+
+from .config import DEFAULT_CALIB, DEFAULT_CALIB_WEIGHT, MOV_AVG_DEFAULTS
+
+class WeightReader:
+    @property
+    def value(self):
+        return (self.current_raw_weight - self._tare) * self.calib_factor
+
+    @property
+    def calib_factor(self):
+        return self._calib_factor
+    
+    @calib_factor.setter
+    def calib_factor(self, value):
+        self.calib_factor = value
+        self._raw_reset_threshold = self.reset_threshold / value
+
+    def __init__(self):
+        self.running = True
+        self.ports = [d.device for d in list_ports.grep('usbmodem')]
+
+        self.serial = None
+
+        self._calib_factor = DEFAULT_CALIB_WEIGHT / DEFAULT_CALIB
+        self.window_size = MOV_AVG_DEFAULTS['window_size']
+        self.reset_threshold = MOV_AVG_DEFAULTS['reset_threshold']
+        self._raw_reset_threshold = MOV_AVG_DEFAULTS['reset_threshold'] / self._calib_factor
+        self.ignore_samples = MOV_AVG_DEFAULTS['ignore_samples']
+
+        self._tare = 0.0
+        
+        self.window = []
+        self.current_raw_weight = 0
+        self.ignored_samples = 0
+
+
+    def scan_devices(self):
+        self.ports = [d.device for d in list_ports.grep('usbmodem')]
+    
+    def connect(self, port, baudrate=115200):
+        self.serial = Serial(port, baudrate)
+    
+    def disconnect(self):
+        self.serial.close()
+        self.serial = None
+
+    def read_weights(self):
+        while self.running:
+            if self.serial is not None:
+                try:
+                    line = self.serial.readline().decode('utf-8')
+                    raw_weight = int(line.split(',')[1])
+                    
+                    self.filter(raw_weight)
+                except:
+                    pass
+            else:
+                time.sleep(1)
+
+    def stop(self):
+        self.running = False
+    
+    def filter(self, raw_weight):
+        if len(self.window) < self.window_size:
+            self.window.append(raw_weight)
+            self.current_raw_weight = mean(self.window)
+        else:
+            out_of_threshold = abs(self.current_raw_weight - raw_weight) > self._raw_reset_threshold
+            if out_of_threshold and\
+               self.ignored_samples < self.ignore_samples:
+                self.ignored_samples += 1
+
+            elif out_of_threshold:
+                self.ignored_samples = 0
+                self.window = [raw_weight]
+                self.current_raw_weight = raw_weight
+            
+            else:
+                self.ignored_samples = 0
+                self.window.append(raw_weight)
+                self.current_raw_weight = mean(self.window)
+    
+    def tare(self):
+        self._tare = self.current_raw_weight
\ No newline at end of file
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..a3402b7
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,2 @@
+numpy
+pyserial
\ No newline at end of file