diff --git a/setup.py b/setup.py
index a6a2c6b..b53c8c1 100644
--- a/setup.py
+++ b/setup.py
@@ -7,7 +7,7 @@
 
 
 class BuildFrontendCommand(Command):
-    description = 'build frontend assets'
+    description = "build frontend assets"
     user_options = []
 
     def initialize_options(self):
@@ -24,7 +24,7 @@ def run(self):
             raise
 
     def _build_frontend(self):
-        frontend_dir = Path(__file__).parent / 'frontend'
+        frontend_dir = Path(__file__).parent / "frontend"
         if not frontend_dir.exists():
             print(f"Frontend directory not found at {frontend_dir}", file=sys.stderr)
             return
@@ -32,15 +32,25 @@ def _build_frontend(self):
         print("Building frontend assets...")
         try:
             # Run npm install with error handling
-            result = subprocess.run(['npm', 'install'], cwd=frontend_dir,
-                                    capture_output=True, text=True, check=False)
+            result = subprocess.run(
+                ["npm", "install"],
+                cwd=frontend_dir,
+                capture_output=True,
+                text=True,
+                check=False,
+            )
             if result.returncode != 0:
                 print(f"npm install failed: {result.stderr}", file=sys.stderr)
                 raise Exception("npm install failed")
 
             # Run npm build with error handling
-            result = subprocess.run(['npm', 'run', 'build'], cwd=frontend_dir,
-                                    capture_output=True, text=True, check=False)
+            result = subprocess.run(
+                ["npm", "run", "build"],
+                cwd=frontend_dir,
+                capture_output=True,
+                text=True,
+                check=False,
+            )
             if result.returncode != 0:
                 print(f"npm build failed: {result.stderr}", file=sys.stderr)
                 raise Exception("npm build failed")
@@ -56,11 +66,11 @@ def _build_frontend(self):
             raise
 
     def _copy_assets(self, frontend_dir):
-        dist_dir = frontend_dir / 'dist'
+        dist_dir = frontend_dir / "dist"
         if not dist_dir.exists():
             raise Exception(f"Build directory not found at {dist_dir}")
 
-        package_static_dir = Path(__file__).parent / 'preswald' / 'static'
+        package_static_dir = Path(__file__).parent / "preswald" / "static"
         package_static_dir.mkdir(parents=True, exist_ok=True)
 
         # Copy dist contents
@@ -78,7 +88,7 @@ def _copy_assets(self, frontend_dir):
                 shutil.copy2(item, dest)
 
         # Copy public assets
-        public_dir = frontend_dir / 'public'
+        public_dir = frontend_dir / "public"
         if public_dir.exists():
             print("Copying public assets...")
             for item in public_dir.iterdir():
@@ -92,27 +102,27 @@ def _copy_assets(self, frontend_dir):
 
 # Define core dependencies needed for the package to run
 CORE_DEPENDENCIES = [
-    'fastapi>=0.68.0,<1.0.0',
-    'uvicorn>=0.15.0,<1.0.0',
-    'websockets>=10.0,<11.0',
-    'python-multipart>=0.0.5,<0.1.0',
-    'httpx>=0.23.0,<1.0.0',
-    'Markdown>=3.4.0',
-    'pandas>=1.5',
-    'toml==0.10.2',
-    'SQLAlchemy==2.0.36',
-    'plotly==5.24.1',
-    'Jinja2==3.1.4',
-    'click==8.1.7',
-    'networkx>=3.0',
-    'Requests==2.32.3',
+    "fastapi>=0.68.0,<1.0.0",
+    "uvicorn>=0.15.0,<1.0.0",
+    "websockets>=10.0,<11.0",
+    "python-multipart>=0.0.5,<0.1.0",
+    "httpx>=0.23.0,<1.0.0",
+    "Markdown>=3.4.0",
+    "pandas>=1.5",
+    "toml==0.10.2",
+    "SQLAlchemy==2.0.36",
+    "plotly==5.24.1",
+    "Jinja2==3.1.4",
+    "click==8.1.7",
+    "networkx>=3.0",
+    "Requests==2.32.3",
+    "setuptools==75.1.0",
 ]
 
 # Define additional dependencies for development
 DEV_DEPENDENCIES = [
-    'pytest>=8.3',
-    'setuptools==75.1.0',
-    'build',
+    "pytest>=8.3",
+    "build",
 ]
 
 setup(
@@ -126,7 +136,6 @@ def _copy_assets(self, frontend_dir):
     long_description_content_type="text/markdown",
     url="https://github.com/StructuredLabs/preswald",
     license="Apache License 2.0",
-
     # Package configuration
     packages=find_packages(),
     classifiers=[
@@ -134,29 +143,25 @@ def _copy_assets(self, frontend_dir):
         "License :: OSI Approved :: Apache Software License",
         "Operating System :: OS Independent",
     ],
-
     # Package data and dependencies
     include_package_data=True,
     package_data={
-        'preswald': ['static/*', 'static/assets/*'],
+        "preswald": ["static/*", "static/assets/*"],
     },
-    python_requires='>=3.7',
-
+    python_requires=">=3.7",
     # Dependencies
     install_requires=CORE_DEPENDENCIES,
     extras_require={
-        'dev': DEV_DEPENDENCIES,
+        "dev": DEV_DEPENDENCIES,
     },
-
     # Command line interface registration
     entry_points={
-        'console_scripts': [
-            'preswald=preswald.cli:cli',
+        "console_scripts": [
+            "preswald=preswald.cli:cli",
         ],
     },
-
     # Custom commands
     cmdclass={
-        'build_frontend': BuildFrontendCommand,
+        "build_frontend": BuildFrontendCommand,
     },
 )