diff --git a/.env.local.example b/.env.local.example
new file mode 100644
index 00000000..033093ac
--- /dev/null
+++ b/.env.local.example
@@ -0,0 +1,22 @@
+# Django settings
+SECRET_KEY='a-secure-secret-key-for-development'
+DEBUG=True
+ALLOWED_HOSTS=*
+
+# Database settings (using PostgreSQL for local development)
+POSTGRES_USER=postgres
+POSTGRES_PASSWORD=postgres
+POSTGRES_DB=envipath
+POSTGRES_SERVICE_NAME=localhost
+POSTGRES_PORT=5432
+
+# Celery settings
+CELERY_BROKER_URL='redis://localhost:6379/0'
+CELERY_RESULT_BACKEND='redis://localhost:6379/0'
+FLAG_CELERY_PRESENT=False
+
+# Other settings
+LOG_LEVEL='INFO'
+SERVER_URL='http://localhost:8000'
+PLUGINS_ENABLED=True
+EP_DATA_DIR='data'
diff --git a/.env-example b/.env.prod.example
similarity index 99%
rename from .env-example
rename to .env.prod.example
index 31e85f5a..8d3ab7aa 100644
--- a/.env-example
+++ b/.env.prod.example
@@ -16,4 +16,3 @@ POSTGRES_PORT=
 # MAIL
 EMAIL_HOST_USER=
 EMAIL_HOST_PASSWORD=
-
diff --git a/.gitignore b/.gitignore
index 13c98b73..a1bce921 100644
--- a/.gitignore
+++ b/.gitignore
@@ -5,4 +5,8 @@ static/admin/
 static/django_extensions/
 .env
 debug.log
-scratches/
\ No newline at end of file
+scratches/
+
+data/
+
+.DS_Store
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 00000000..ee857556
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,30 @@
+# See https://pre-commit.com for more information
+# See https://pre-commit.com/hooks.html for more hooks
+repos:
+  - repo: https://github.com/pre-commit/pre-commit-hooks
+    rev: v3.2.0
+    hooks:
+      - id: trailing-whitespace
+      - id: end-of-file-fixer
+      - id: check-yaml
+      - id: check-added-large-files
+
+  - repo: https://github.com/astral-sh/ruff-pre-commit
+    rev: v0.13.3
+    hooks:
+      # Run the linter.
+      - id: ruff-check
+        types_or: [python, pyi]
+        args: [--fix]
+      # Run the formatter.
+      - id: ruff-format
+        types_or: [python, pyi]
+
+  # - repo: local
+  #   hooks:
+  #     - id: django-check
+  #       name: Run Django Check
+  #       entry: uv run python manage.py check
+  #       language: system
+  #       pass_filenames: false
+  #       types: [python]
diff --git a/README.md b/README.md
index 4588cd4e..41287e9a 100644
--- a/README.md
+++ b/README.md
@@ -1,2 +1,91 @@
 # enviPy
 
+## Local Development Setup
+
+These instructions will guide you through setting up the project for local development.
+
+### Prerequisites
+
+- Python 3.11 or later
+- [uv](https://github.com/astral-sh/uv) - A fast Python package installer and resolver.
+- **Docker and Docker Compose** - Required for running the PostgreSQL database.
+- Git
+
+> **Note:** This application requires PostgreSQL, which uses `ArrayField`. Docker is the recommended way to run PostgreSQL locally.
+
+### 1. Install Dependencies
+
+This project uses `uv` to manage dependencies and `poe-the-poet` for task running. First, [install `uv` if you don't have it yet](https://docs.astral.sh/uv/guides/install-python/).
+
+Then, sync the project dependencies. This will create a virtual environment in `.venv` and install all necessary packages, including `poe-the-poet`.
+
+```bash
+uv sync --dev
+```
+
+> **Note on RDkit:** If you have a different version of rdkit installed globally, the dependency installation may fail. If this happens, please uninstall the global version and run `uv sync` again.
+
+### 2. Set Up Environment File
+
+Copy the example environment file for local setup:
+
+```bash
+cp .env.local.example .env
+```
+
+This file contains the necessary environment variables for local development.
+
+### 3. Quick Setup with Poe
+
+The easiest way to set up the development environment is by using the `poe` task runner, which is executed via `uv run`.
+
+```bash
+uv run poe setup
+```
+
+This single command will:
+1. Start the PostgreSQL database using Docker Compose.
+2. Run database migrations.
+3. Bootstrap initial data (anonymous user, default packages, models).
+
+After setup, start the development server:
+
+```bash
+uv run poe dev
+```
+
+The application will be available at `http://localhost:8000`.
+
+#### Other useful Poe commands:
+
+You can list all available commands by running `uv run poe --help`.
+
+```bash
+uv run poe db-up         # Start PostgreSQL only
+uv run poe db-down       # Stop PostgreSQL
+uv run poe migrate       # Run migrations only
+uv run poe bootstrap     # Bootstrap data only
+uv run poe shell         # Open the Django shell
+uv run poe clean         # Remove database volumes (WARNING: destroys all data)
+```
+
+### Troubleshooting
+
+*   **Docker Connection Error:** If you see an error like `open //./pipe/dockerDesktopLinuxEngine: The system cannot find the file specified` (on Windows), it likely means your Docker Desktop application is not running. Please start Docker Desktop and try the command again.
+
+*   **SSH Keys for Git Dependencies:** Some dependencies are installed from private git repositories and require SSH authentication. Ensure your SSH keys are configured correctly for Git.
+    *   For a general guide, see [GitHub's official documentation](https://docs.github.com/en/authentication/connecting-to-github-with-ssh/generating-a-new-ssh-key-and-adding-it-to-the-ssh-agent).
+    *   **Windows Users:** If `uv sync` hangs while fetching git dependencies, you may need to explicitly configure Git to use the Windows OpenSSH client and use the `ssh-agent` to manage your key's passphrase.
+
+        1.  **Point Git to the correct SSH executable:**
+            ```powershell
+            git config --global core.sshCommand "C:/Windows/System32/OpenSSH/ssh.exe"
+            ```
+        2.  **Enable and use the SSH agent:**
+            ```powershell
+            # Run these commands in an administrator PowerShell
+            Get-Service ssh-agent | Set-Service -StartupType Automatic -PassThru | Start-Service
+
+            # Add your key to the agent. It will prompt for the passphrase once.
+            ssh-add
+            ```
diff --git a/docker-compose.dev.yml b/docker-compose.dev.yml
new file mode 100644
index 00000000..1e207ad3
--- /dev/null
+++ b/docker-compose.dev.yml
@@ -0,0 +1,20 @@
+services:
+  db:
+    image: postgres:15
+    container_name: envipath-postgres
+    environment:
+      POSTGRES_USER: postgres
+      POSTGRES_PASSWORD: postgres
+      POSTGRES_DB: envipath
+    ports:
+      - "5432:5432"
+    volumes:
+      - postgres_data:/var/lib/postgresql/data
+    healthcheck:
+      test: ["CMD-SHELL", "pg_isready -U postgres"]
+      interval: 5s
+      timeout: 5s
+      retries: 5
+
+volumes:
+  postgres_data:
diff --git a/envipath/settings.py b/envipath/settings.py
index 119214e2..68e2693c 100644
--- a/envipath/settings.py
+++ b/envipath/settings.py
@@ -9,6 +9,7 @@ https://docs.djangoproject.com/en/4.2/topics/settings/
 For the full list of settings and their values, see
 https://docs.djangoproject.com/en/4.2/ref/settings/
 """
+
 import os
 from pathlib import Path
 
@@ -20,33 +21,35 @@ from sklearn.tree import DecisionTreeClassifier
 # Build paths inside the project like this: BASE_DIR / 'subdir'.
 BASE_DIR = Path(__file__).resolve().parent.parent
 
-load_dotenv(BASE_DIR / '.env', override=False)
+load_dotenv(BASE_DIR / ".env", override=False)
 
 # Quick-start development settings - unsuitable for production
 # See https://docs.djangoproject.com/en/4.2/howto/deployment/checklist/
 
 # SECURITY WARNING: keep the secret key used in production secret!
-SECRET_KEY = '7!VTW`aZqg/UBLsM.P=m)2]lWqg>{+:xUgG1"WO@bCyaHR2Up8XW&g<*3.F4l2gi9c.E3}dHyA0D`&z?u#U%^7HYbj],eP"g_MS|3BNMD[mI>s#<i/%2ngZ~Oy+/w&@]'
+SECRET_KEY = os.environ.get("SECRET_KEY", "secret-key")
 
 # SECURITY WARNING: don't run with debug turned on in production!
-DEBUG = os.environ.get('DEBUG', 'False') == 'True'
-ALLOWED_HOSTS = os.environ['ALLOWED_HOSTS'].split(',')
+DEBUG = os.environ.get("DEBUG", "False") == "True"
+
+ALLOWED_HOSTS = os.environ["ALLOWED_HOSTS"].split(",")
+
 
 # Application definition
 
 INSTALLED_APPS = [
-    'django.contrib.admin',
-    'django.contrib.auth',
-    'django.contrib.contenttypes',
-    'django.contrib.sessions',
-    'django.contrib.messages',
-    'django.contrib.staticfiles',
+    "django.contrib.admin",
+    "django.contrib.auth",
+    "django.contrib.contenttypes",
+    "django.contrib.sessions",
+    "django.contrib.messages",
+    "django.contrib.staticfiles",
     # 3rd party
-    'django_extensions',
-    'oauth2_provider',
+    "django_extensions",
+    "oauth2_provider",
     # Custom
-    'epdb',
-    'migration',
+    "epdb",
+    "migration",
 ]
 
 AUTHENTICATION_BACKENDS = [
@@ -54,42 +57,42 @@ AUTHENTICATION_BACKENDS = [
 ]
 
 MIDDLEWARE = [
-    'django.middleware.security.SecurityMiddleware',
-    'django.contrib.sessions.middleware.SessionMiddleware',
-    'django.middleware.common.CommonMiddleware',
-    'django.middleware.csrf.CsrfViewMiddleware',
-    'django.contrib.auth.middleware.AuthenticationMiddleware',
-    'django.contrib.messages.middleware.MessageMiddleware',
-    'django.middleware.clickjacking.XFrameOptionsMiddleware',
-    'oauth2_provider.middleware.OAuth2TokenMiddleware',
+    "django.middleware.security.SecurityMiddleware",
+    "django.contrib.sessions.middleware.SessionMiddleware",
+    "django.middleware.common.CommonMiddleware",
+    "django.middleware.csrf.CsrfViewMiddleware",
+    "django.contrib.auth.middleware.AuthenticationMiddleware",
+    "django.contrib.messages.middleware.MessageMiddleware",
+    "django.middleware.clickjacking.XFrameOptionsMiddleware",
+    "oauth2_provider.middleware.OAuth2TokenMiddleware",
 ]
 
 OAUTH2_PROVIDER = {
     "PKCE_REQUIRED": False,  # Accept PKCE requests but dont require them
 }
 
-if os.environ.get('REGISTRATION_MANDATORY', False) == 'True':
-    MIDDLEWARE.append('epdb.middleware.login_required_middleware.LoginRequiredMiddleware')
+if os.environ.get("REGISTRATION_MANDATORY", False) == "True":
+    MIDDLEWARE.append("epdb.middleware.login_required_middleware.LoginRequiredMiddleware")
 
-ROOT_URLCONF = 'envipath.urls'
+ROOT_URLCONF = "envipath.urls"
 
 TEMPLATES = [
     {
-        'BACKEND': 'django.template.backends.django.DjangoTemplates',
-        'DIRS': (os.path.join(BASE_DIR, 'templates'),),
-        'APP_DIRS': True,
-        'OPTIONS': {
-            'context_processors': [
-                'django.template.context_processors.debug',
-                'django.template.context_processors.request',
-                'django.contrib.auth.context_processors.auth',
-                'django.contrib.messages.context_processors.messages',
+        "BACKEND": "django.template.backends.django.DjangoTemplates",
+        "DIRS": (os.path.join(BASE_DIR, "templates"),),
+        "APP_DIRS": True,
+        "OPTIONS": {
+            "context_processors": [
+                "django.template.context_processors.debug",
+                "django.template.context_processors.request",
+                "django.contrib.auth.context_processors.auth",
+                "django.contrib.messages.context_processors.messages",
             ],
         },
     },
 ]
 
-WSGI_APPLICATION = 'envipath.wsgi.application'
+WSGI_APPLICATION = "envipath.wsgi.application"
 
 # Database
 # https://docs.djangoproject.com/en/4.2/ref/settings/#databases
@@ -97,11 +100,11 @@ WSGI_APPLICATION = 'envipath.wsgi.application'
 DATABASES = {
     "default": {
         "ENGINE": "django.db.backends.postgresql",
-        "USER": os.environ['POSTGRES_USER'],
-        "NAME": os.environ['POSTGRES_DB'],
-        "PASSWORD": os.environ['POSTGRES_PASSWORD'],
-        "HOST": os.environ['POSTGRES_SERVICE_NAME'],
-        "PORT": os.environ['POSTGRES_PORT']
+        "USER": os.environ["POSTGRES_USER"],
+        "NAME": os.environ["POSTGRES_DB"],
+        "PASSWORD": os.environ["POSTGRES_PASSWORD"],
+        "HOST": os.environ["POSTGRES_SERVICE_NAME"],
+        "PORT": os.environ["POSTGRES_PORT"],
     }
 }
 
@@ -109,96 +112,84 @@ DATABASES = {
 # https://docs.djangoproject.com/en/4.2/ref/settings/#auth-password-validators
 
 AUTH_PASSWORD_VALIDATORS = [
-    {
-        'NAME': 'django.contrib.auth.password_validation.UserAttributeSimilarityValidator',
-    },
-    {
-        'NAME': 'django.contrib.auth.password_validation.MinimumLengthValidator',
-    },
-    {
-        'NAME': 'django.contrib.auth.password_validation.CommonPasswordValidator',
-    },
-    {
-        'NAME': 'django.contrib.auth.password_validation.NumericPasswordValidator',
-    },
+    {"NAME": "django.contrib.auth.password_validation.UserAttributeSimilarityValidator"},
+    {"NAME": "django.contrib.auth.password_validation.MinimumLengthValidator"},
+    {"NAME": "django.contrib.auth.password_validation.CommonPasswordValidator"},
+    {"NAME": "django.contrib.auth.password_validation.NumericPasswordValidator"},
 ]
 
 # Internationalization
 # https://docs.djangoproject.com/en/4.2/topics/i18n/
 
-LANGUAGE_CODE = 'en-us'
+LANGUAGE_CODE = "en-us"
 
-TIME_ZONE = 'UTC'
+TIME_ZONE = "UTC"
 
 USE_I18N = True
 
 USE_TZ = True
 
 
-
 # Default primary key field type
 # https://docs.djangoproject.com/en/4.2/ref/settings/#default-auto-field
 
-DEFAULT_AUTO_FIELD = 'django.db.models.BigAutoField'
+DEFAULT_AUTO_FIELD = "django.db.models.BigAutoField"
 
 if DEBUG:
-    EMAIL_BACKEND = 'django.core.mail.backends.console.EmailBackend'
+    EMAIL_BACKEND = "django.core.mail.backends.console.EmailBackend"
 else:
-    EMAIL_BACKEND = 'django.core.mail.backends.smtp.EmailBackend'
+    EMAIL_BACKEND = "django.core.mail.backends.smtp.EmailBackend"
     EMAIL_USE_TLS = True
-    EMAIL_HOST = 'mail.gandi.net'
-    EMAIL_HOST_USER = os.environ['EMAIL_HOST_USER']
-    EMAIL_HOST_PASSWORD = os.environ['EMAIL_HOST_PASSWORD']
+    EMAIL_HOST = "mail.gandi.net"
+    EMAIL_HOST_USER = os.environ["EMAIL_HOST_USER"]
+    EMAIL_HOST_PASSWORD = os.environ["EMAIL_HOST_PASSWORD"]
     EMAIL_PORT = 587
 
 AUTH_USER_MODEL = "epdb.User"
-ADMIN_APPROVAL_REQUIRED = os.environ.get('ADMIN_APPROVAL_REQUIRED', 'False') == 'True'
+ADMIN_APPROVAL_REQUIRED = os.environ.get("ADMIN_APPROVAL_REQUIRED", "False") == "True"
 
 # # SESAME
 # SESAME_MAX_AGE = 300
 # # TODO set to "home"
 # LOGIN_REDIRECT_URL = "/"
-LOGIN_URL = '/login/'
+LOGIN_URL = "/login/"
 
-SERVER_URL = os.environ.get('SERVER_URL', 'http://localhost:8000')
+SERVER_URL = os.environ.get("SERVER_URL", "http://localhost:8000")
 
 CSRF_TRUSTED_ORIGINS = [SERVER_URL]
 
-AMBIT_URL = 'http://localhost:9001'
-DEFAULT_VALUES = {
-    'description': 'no description'
-}
+AMBIT_URL = "http://localhost:9001"
+DEFAULT_VALUES = {"description": "no description"}
 
-EP_DATA_DIR = os.environ['EP_DATA_DIR']
-MODEL_DIR = os.path.join(EP_DATA_DIR, 'models')
+EP_DATA_DIR = os.environ["EP_DATA_DIR"]
+if not os.path.exists(EP_DATA_DIR):
+    os.mkdir(EP_DATA_DIR)
+
+MODEL_DIR = os.path.join(EP_DATA_DIR, "models")
 if not os.path.exists(MODEL_DIR):
     os.mkdir(MODEL_DIR)
 
-STATIC_DIR = os.path.join(EP_DATA_DIR, 'static')
+STATIC_DIR = os.path.join(EP_DATA_DIR, "static")
 if not os.path.exists(STATIC_DIR):
     os.mkdir(STATIC_DIR)
 
-LOG_DIR = os.path.join(EP_DATA_DIR, 'log')
+LOG_DIR = os.path.join(EP_DATA_DIR, "log")
 if not os.path.exists(LOG_DIR):
     os.mkdir(LOG_DIR)
 
-PLUGIN_DIR = os.path.join(EP_DATA_DIR, 'plugins')
+PLUGIN_DIR = os.path.join(EP_DATA_DIR, "plugins")
 if not os.path.exists(PLUGIN_DIR):
     os.mkdir(PLUGIN_DIR)
 
 # Set this as our static root dir
 STATIC_ROOT = STATIC_DIR
 
-STATIC_URL = '/static/'
+STATIC_URL = "/static/"
 
 # Where the sources are stored...
-STATICFILES_DIRS = (
-    BASE_DIR / 'static',
-)
+STATICFILES_DIRS = (BASE_DIR / "static",)
 
-FIXTURE_DIRS = (
-        BASE_DIR / 'fixtures',
-)
+FIXTURE_DIRS = (BASE_DIR / "fixtures",)
 
 # Logging
 LOGGING = {
@@ -206,8 +197,8 @@ LOGGING = {
     "disable_existing_loggers": True,
     "formatters": {
         "simple": {
-            'format': '[%(asctime)s] %(levelname)s %(module)s - %(message)s',
-            'datefmt': '%Y-%m-%d %H:%M:%S',
+            "format": "[%(asctime)s] %(levelname)s %(module)s - %(message)s",
+            "datefmt": "%Y-%m-%d %H:%M:%S",
         },
     },
     "handlers": {
@@ -220,7 +211,7 @@ LOGGING = {
             "level": "DEBUG",  # Or higher
             "class": "logging.FileHandler",
             "filename": os.path.join(LOG_DIR, "debug.log"),
-            "formatter": "simple"
+            "formatter": "simple",
         },
     },
     "loggers": {
@@ -228,66 +219,66 @@ LOGGING = {
         "epdb": {
             "handlers": ["file"],  # "console",
             "propagate": True,
-            "level": os.environ.get('LOG_LEVEL', 'INFO')
+            "level": os.environ.get("LOG_LEVEL", "INFO"),
         },
         # For everything under envipath/ loaded via getlogger(__name__)
-        'envipath': {
-            'handlers': ['file', 'console'],
-            'propagate': True,
-            'level': os.environ.get('LOG_LEVEL', 'INFO')
+        "envipath": {
+            "handlers": ["file", "console"],
+            "propagate": True,
+            "level": os.environ.get("LOG_LEVEL", "INFO"),
         },
         # For everything under utilities/ loaded via getlogger(__name__)
-        'utilities': {
-            'handlers': ['file', 'console'],
-            'propagate': True,
-            'level': os.environ.get('LOG_LEVEL', 'INFO')
+        "utilities": {
+            "handlers": ["file", "console"],
+            "propagate": True,
+            "level": os.environ.get("LOG_LEVEL", "INFO"),
         },
     },
 }
 
 # Flags
-ENVIFORMER_PRESENT = os.environ.get('ENVIFORMER_PRESENT', 'False') == 'True'
-ENVIFORMER_DEVICE = os.environ.get('ENVIFORMER_DEVICE', 'cpu')
+ENVIFORMER_PRESENT = os.environ.get("ENVIFORMER_PRESENT", "False") == "True"
+ENVIFORMER_DEVICE = os.environ.get("ENVIFORMER_DEVICE", "cpu")
 
 # If celery is not present set always eager to true which will cause delayed tasks to block until finished
-FLAG_CELERY_PRESENT = os.environ.get('FLAG_CELERY_PRESENT', 'False') == 'True'
+FLAG_CELERY_PRESENT = os.environ.get("FLAG_CELERY_PRESENT", "False") == "True"
 if not FLAG_CELERY_PRESENT:
     CELERY_TASK_ALWAYS_EAGER = True
 
 # Celery Configuration Options
 CELERY_TIMEZONE = "Europe/Berlin"
 # Celery Configuration
-CELERY_BROKER_URL = 'redis://localhost:6379/0'  # Use Redis as message broker
-CELERY_RESULT_BACKEND = 'redis://localhost:6379/1'
-CELERY_ACCEPT_CONTENT = ['json']
-CELERY_TASK_SERIALIZER = 'json'
+CELERY_BROKER_URL = "redis://localhost:6379/0"  # Use Redis as message broker
+CELERY_RESULT_BACKEND = "redis://localhost:6379/1"
+CELERY_ACCEPT_CONTENT = ["json"]
+CELERY_TASK_SERIALIZER = "json"
 
-MODEL_BUILDING_ENABLED = os.environ.get('MODEL_BUILDING_ENABLED', 'False') == 'True'
-APPLICABILITY_DOMAIN_ENABLED = os.environ.get('APPLICABILITY_DOMAIN_ENABLED', 'False') == 'True'
+MODEL_BUILDING_ENABLED = os.environ.get("MODEL_BUILDING_ENABLED", "False") == "True"
+APPLICABILITY_DOMAIN_ENABLED = os.environ.get("APPLICABILITY_DOMAIN_ENABLED", "False") == "True"
 DEFAULT_RF_MODEL_PARAMS = {
-    'base_clf': RandomForestClassifier(
+    "base_clf": RandomForestClassifier(
         n_estimators=100,
-        max_features='log2',
+        max_features="log2",
         random_state=42,
-        criterion='entropy',
+        criterion="entropy",
         ccp_alpha=0.0,
         max_depth=3,
-        min_samples_leaf=1
+        min_samples_leaf=1,
     ),
-    'num_chains': 10,
+    "num_chains": 10,
 }
 
 DEFAULT_MODEL_PARAMS = {
-    'base_clf': DecisionTreeClassifier(
-        criterion='entropy',
+    "base_clf": DecisionTreeClassifier(
+        criterion="entropy",
         max_depth=3,
         min_samples_split=5,
         # min_samples_leaf=5,
-        max_features='sqrt',
+        max_features="sqrt",
         # class_weight='balanced',
-        random_state=42
+        random_state=42,
     ),
-    'num_chains': 10,
+    "num_chains": 10,
 }
 
 DEFAULT_MAX_NUMBER_OF_NODES = 30
@@ -295,9 +286,10 @@ DEFAULT_MAX_DEPTH = 5
 DEFAULT_MODEL_THRESHOLD = 0.25
 
 # Loading Plugins
-PLUGINS_ENABLED = os.environ.get('PLUGINS_ENABLED', 'False') == 'True'
+PLUGINS_ENABLED = os.environ.get("PLUGINS_ENABLED", "False") == "True"
 if PLUGINS_ENABLED:
     from utilities.plugin import discover_plugins
+
     CLASSIFIER_PLUGINS = discover_plugins(_cls=Classifier)
     PROPERTY_PLUGINS = discover_plugins(_cls=Property)
     DESCRIPTOR_PLUGINS = discover_plugins(_cls=Descriptor)
@@ -306,59 +298,59 @@ else:
     PROPERTY_PLUGINS = {}
     DESCRIPTOR_PLUGINS = {}
 
-SENTRY_ENABLED = os.environ.get('SENTRY_ENABLED', 'False') == 'True'
+SENTRY_ENABLED = os.environ.get("SENTRY_ENABLED", "False") == "True"
 if SENTRY_ENABLED:
     import sentry_sdk
 
     def before_send(event, hint):
         # Check if was a handled exception by one of our loggers
-        if event.get('logger'):
-            for log_path in LOGGING.get('loggers').keys():
-                if event['logger'].startswith(log_path):
+        if event.get("logger"):
+            for log_path in LOGGING.get("loggers").keys():
+                if event["logger"].startswith(log_path):
                     return None
 
         return event
 
     sentry_sdk.init(
-        dsn=os.environ.get('SENTRY_DSN'),
+        dsn=os.environ.get("SENTRY_DSN"),
         # Add data like request headers and IP for users,
         # see https://docs.sentry.io/platforms/python/data-management/data-collected/ for more info
         send_default_pii=True,
-        environment=os.environ.get('SENTRY_ENVIRONMENT', 'development'),
+        environment=os.environ.get("SENTRY_ENVIRONMENT", "development"),
         before_send=before_send,
     )
 
 # compile into digestible flags
 FLAGS = {
-    'MODEL_BUILDING': MODEL_BUILDING_ENABLED,
-    'CELERY': FLAG_CELERY_PRESENT,
-    'PLUGINS': PLUGINS_ENABLED,
-    'SENTRY': SENTRY_ENABLED,
-    'ENVIFORMER': ENVIFORMER_PRESENT,
-    'APPLICABILITY_DOMAIN': APPLICABILITY_DOMAIN_ENABLED,
+    "MODEL_BUILDING": MODEL_BUILDING_ENABLED,
+    "CELERY": FLAG_CELERY_PRESENT,
+    "PLUGINS": PLUGINS_ENABLED,
+    "SENTRY": SENTRY_ENABLED,
+    "ENVIFORMER": ENVIFORMER_PRESENT,
+    "APPLICABILITY_DOMAIN": APPLICABILITY_DOMAIN_ENABLED,
 }
 
 # path of the URL are checked via "startswith"
 # -> /password_reset/done is covered as well
 LOGIN_EXEMPT_URLS = [
-    '/register',
-    '/api/legacy/',
-    '/o/token/',
-    '/o/userinfo/',
-    '/password_reset/',
-    '/reset/',
-    '/microsoft/',
+    "/register",
+    "/api/legacy/",
+    "/o/token/",
+    "/o/userinfo/",
+    "/password_reset/",
+    "/reset/",
+    "/microsoft/",
 ]
 
 # MS AD/Entra
-MS_ENTRA_ENABLED = os.environ.get('MS_ENTRA_ENABLED', 'False') == 'True'
+MS_ENTRA_ENABLED = os.environ.get("MS_ENTRA_ENABLED", "False") == "True"
 if MS_ENTRA_ENABLED:
     # Add app to installed apps
-    INSTALLED_APPS.append('epauth')
+    INSTALLED_APPS.append("epauth")
     # Set vars required by app
-    MS_ENTRA_CLIENT_ID = os.environ['MS_CLIENT_ID']
-    MS_ENTRA_CLIENT_SECRET = os.environ['MS_CLIENT_SECRET']
-    MS_ENTRA_TENANT_ID = os.environ['MS_TENANT_ID']
+    MS_ENTRA_CLIENT_ID = os.environ["MS_CLIENT_ID"]
+    MS_ENTRA_CLIENT_SECRET = os.environ["MS_CLIENT_SECRET"]
+    MS_ENTRA_TENANT_ID = os.environ["MS_TENANT_ID"]
     MS_ENTRA_AUTHORITY = f"https://login.microsoftonline.com/{MS_ENTRA_TENANT_ID}"
-    MS_ENTRA_REDIRECT_URI = os.environ['MS_REDIRECT_URI']
-    MS_ENTRA_SCOPES = os.environ.get('MS_SCOPES', '').split(',')
+    MS_ENTRA_REDIRECT_URI = os.environ["MS_REDIRECT_URI"]
+    MS_ENTRA_SCOPES = os.environ.get("MS_SCOPES", "").split(",")
diff --git a/epdb/management/commands/bootstrap.py b/epdb/management/commands/bootstrap.py
index f2b791c9..086fb67b 100644
--- a/epdb/management/commands/bootstrap.py
+++ b/epdb/management/commands/bootstrap.py
@@ -151,7 +151,7 @@ class Command(BaseCommand):
         mapping = {}
         for p in packages:
             print(f"Importing {p}...")
-            package_data = json.loads(open(s.BASE_DIR / 'fixtures' / 'packages' / '2025-07-18' / p).read())
+            package_data = json.loads(open(s.BASE_DIR / 'fixtures' / 'packages' / '2025-07-18' / p, encoding='utf-8').read())
             imported_package = self.import_package(package_data, admin)
             mapping[p.replace('.json', '')] = imported_package
 
diff --git a/migration/views.py b/migration/views.py
index 1796a9c6..c819c7b5 100644
--- a/migration/views.py
+++ b/migration/views.py
@@ -12,7 +12,8 @@ from epdb.logic import PackageManager
 from epdb.models import Rule, SimpleAmbitRule, Package, CompoundStructure
 from epdb.views import get_base_context, _anonymous_or_real
 from utilities.chem import FormatConverter
-from envipy_ambit import apply
+
+
 from rdkit import Chem
 from rdkit.Chem.MolStandardize import rdMolStandardize
 
@@ -31,11 +32,19 @@ def normalize_smiles(smiles):
 
 
 def run_both_engines(SMILES, SMIRKS):
+    from envipy_ambit import apply
+
     ambit_res = apply(SMIRKS, SMILES)
     # ambit_res, ambit_errors = FormatConverter.sanitize_smiles([str(s) for s in ambit_res])
 
-    ambit_res = list(set([normalize_smiles(str(x)) for x in
-                          FormatConverter.sanitize_smiles([str(s) for s in ambit_res])[0]]))
+    ambit_res = list(
+        set(
+            [
+                normalize_smiles(str(x))
+                for x in FormatConverter.sanitize_smiles([str(s) for s in ambit_res])[0]
+            ]
+        )
+    )
 
     products = FormatConverter.apply(SMILES, SMIRKS)
 
@@ -46,22 +55,39 @@ def run_both_engines(SMILES, SMIRKS):
 
     all_rdkit_prods = list(set(all_rdkit_prods))
     # all_rdkit_res, rdkit_errors = FormatConverter.sanitize_smiles(all_rdkit_prods)
-    all_rdkit_res = list(set([normalize_smiles(str(x)) for x in
-                              FormatConverter.sanitize_smiles([str(s) for s in all_rdkit_prods])[0]]))
+    all_rdkit_res = list(
+        set(
+            [
+                normalize_smiles(str(x))
+                for x in FormatConverter.sanitize_smiles(
+                    [str(s) for s in all_rdkit_prods]
+                )[0]
+            ]
+        )
+    )
     # return ambit_res, ambit_errors, all_rdkit_res, rdkit_errors
     return ambit_res, 0, all_rdkit_res, 0
 
+
 def migration(request):
-    if request.method == 'GET':
+    if request.method == "GET":
         context = get_base_context(request)
 
-        if os.path.exists(s.BASE_DIR / 'fixtures' / 'migration_status_per_rule.json') and request.GET.get(
-                "force") is None:
-            migration_status = json.load(open(s.BASE_DIR / 'fixtures' / 'migration_status_per_rule.json'))
+        if (
+            os.path.exists(s.BASE_DIR / "fixtures" / "migration_status_per_rule.json")
+            and request.GET.get("force") is None
+        ):
+            migration_status = json.load(
+                open(s.BASE_DIR / "fixtures" / "migration_status_per_rule.json")
+            )
         else:
-
-            BBD = Package.objects.get(url='http://localhost:8000/package/32de3cf4-e3e6-4168-956e-32fa5ddb0ce1')
-            ALL_SMILES = [cs.smiles for cs in CompoundStructure.objects.filter(compound__package=BBD)]
+            BBD = Package.objects.get(
+                url="http://localhost:8000/package/32de3cf4-e3e6-4168-956e-32fa5ddb0ce1"
+            )
+            ALL_SMILES = [
+                cs.smiles
+                for cs in CompoundStructure.objects.filter(compound__package=BBD)
+            ]
             RULES = SimpleAmbitRule.objects.filter(package=BBD)
 
             results = list()
@@ -71,7 +97,7 @@ def migration(request):
             total = 0
 
             for i, r in enumerate(RULES):
-                logger.debug(f'\r{i + 1:03d}/{num_rules}')
+                logger.debug(f"\r{i + 1:03d}/{num_rules}")
                 res = True
                 for smiles in ALL_SMILES:
                     try:
@@ -81,13 +107,19 @@ def migration(request):
                     except Exception as e:
                         logger.error(e)
 
-                results.append({
-                    'name': r.name,
-                    'detail_url': s.SERVER_URL + '/migration/' + r.url.replace('https://envipath.org/', '').replace('http://localhost:8000/', ''),
-                    'id': str(r.uuid),
-                    'url': r.url,
-                    'status': res,
-                })
+                results.append(
+                    {
+                        "name": r.name,
+                        "detail_url": s.SERVER_URL
+                        + "/migration/"
+                        + r.url.replace("https://envipath.org/", "").replace(
+                            "http://localhost:8000/", ""
+                        ),
+                        "id": str(r.uuid),
+                        "url": r.url,
+                        "status": res,
+                    }
+                )
 
                 if res:
                     success += 1
@@ -95,32 +127,37 @@ def migration(request):
                     error += 1
 
                 total += 1
-            results = sorted(results, key=lambda x: (x['status'], x['name']))
+            results = sorted(results, key=lambda x: (x["status"], x["name"]))
 
             migration_status = {
-                'results': results,
-                'success': success,
-                'error': error,
-                'total': total
+                "results": results,
+                "success": success,
+                "error": error,
+                "total": total,
             }
 
-            json.dump(migration_status, open(s.BASE_DIR / 'fixtures' / 'migration_status_per_rule.json', 'w'))
+            json.dump(
+                migration_status,
+                open(s.BASE_DIR / "fixtures" / "migration_status_per_rule.json", "w"),
+            )
 
-        for r in migration_status['results']:
-            r['detail_url'] = r['detail_url'].replace('http://localhost:8000', s.SERVER_URL)
+        for r in migration_status["results"]:
+            r["detail_url"] = r["detail_url"].replace(
+                "http://localhost:8000", s.SERVER_URL
+            )
 
         context.update(**migration_status)
 
-        return render(request, 'migration.html', context)
+        return render(request, "migration.html", context)
 
 
 def migration_detail(request, package_uuid, rule_uuid):
     current_user = _anonymous_or_real(request)
 
-    if request.method == 'GET':
+    if request.method == "GET":
         context = get_base_context(request)
 
-        BBD = Package.objects.get(name='EAWAG-BBD')
+        BBD = Package.objects.get(name="EAWAG-BBD")
         STRUCTURES = CompoundStructure.objects.filter(compound__package=BBD)
         rule = Rule.objects.get(package=BBD, uuid=rule_uuid)
 
@@ -132,8 +169,9 @@ def migration_detail(request, package_uuid, rule_uuid):
 
         all_prods = set()
         for structure in STRUCTURES:
-
-            ambit_smiles, ambit_errors, rdkit_smiles, rdkit_errors = run_both_engines(structure.smiles, smirks)
+            ambit_smiles, ambit_errors, rdkit_smiles, rdkit_errors = run_both_engines(
+                structure.smiles, smirks
+            )
 
             for x in ambit_smiles:
                 all_prods.add(x)
@@ -152,13 +190,13 @@ def migration_detail(request, package_uuid, rule_uuid):
 
             if len(ambit_smiles) or len(rdkit_smiles):
                 temp = {
-                    'url': structure.url,
-                    'id': str(structure.uuid),
-                    'name': structure.name,
-                    'initial_smiles': structure.smiles,
-                    'ambit_smiles': sorted(list(ambit_smiles)),
-                    'rdkit_smiles': sorted(list(rdkit_smiles)),
-                    'status': set(ambit_smiles) == set(rdkit_smiles),
+                    "url": structure.url,
+                    "id": str(structure.uuid),
+                    "name": structure.name,
+                    "initial_smiles": structure.smiles,
+                    "ambit_smiles": sorted(list(ambit_smiles)),
+                    "rdkit_smiles": sorted(list(rdkit_smiles)),
+                    "status": set(ambit_smiles) == set(rdkit_smiles),
                 }
                 detail = f"""
                         BT: {bt_rule_name}
@@ -177,29 +215,32 @@ def migration_detail(request, package_uuid, rule_uuid):
                         rdkit_errors: {rdkit_errors}
                     """
 
-                temp['detail'] = '\n'.join([x.strip() for x in detail.split('\n')])
+                temp["detail"] = "\n".join([x.strip() for x in detail.split("\n")])
 
                 results.append(temp)
 
             res &= partial_res
 
-        results = sorted(results, key=lambda x: x['status'])
-        context['results'] = results
-        context['res'] = res
-        context['bt_rule_name'] = bt_rule_name
-        return render(request, 'migration_detail.html', context)
+        results = sorted(results, key=lambda x: x["status"])
+        context["results"] = results
+        context["res"] = res
+        context["bt_rule_name"] = bt_rule_name
+        return render(request, "migration_detail.html", context)
 
 
 def compare(request):
     context = get_base_context(request)
 
-    if request.method == 'GET':
-        context[
-            "smirks"] = "[#1,#6:6][#7;X3;!$(NC1CC1)!$([N][C]=O)!$([!#8]CNC=O):1]([#1,#6:7])[#6;A;X4:2][H:3]>>[#1,#6:6][#7;X3:1]([#1,#6:7])[H:3].[#6;A:2]=O"
-        context["smiles"] = "C(CC(=O)N[C@@H](CS[Se-])C(=O)NCC(=O)[O-])[C@@H](C(=O)[O-])N"
-        return render(request, 'compare.html', context)
+    if request.method == "GET":
+        context["smirks"] = (
+            "[#1,#6:6][#7;X3;!$(NC1CC1)!$([N][C]=O)!$([!#8]CNC=O):1]([#1,#6:7])[#6;A;X4:2][H:3]>>[#1,#6:6][#7;X3:1]([#1,#6:7])[H:3].[#6;A:2]=O"
+        )
+        context["smiles"] = (
+            "C(CC(=O)N[C@@H](CS[Se-])C(=O)NCC(=O)[O-])[C@@H](C(=O)[O-])N"
+        )
+        return render(request, "compare.html", context)
 
-    elif request.method == 'POST':
+    elif request.method == "POST":
         smiles = request.POST.get("smiles")
         smirks = request.POST.get("smirks")
 
@@ -219,9 +260,9 @@ def compare(request):
 
         rdkit_res, _ = FormatConverter.sanitize_smiles(all_rdkit_prods)
         context["result"] = True
-        context['ambit_res'] = sorted(set(ambit_res))
-        context['rdkit_res'] = sorted(set(rdkit_res))
-        context['diff'] = sorted(set(ambit_res).difference(set(rdkit_res)))
+        context["ambit_res"] = sorted(set(ambit_res))
+        context["rdkit_res"] = sorted(set(rdkit_res))
+        context["diff"] = sorted(set(ambit_res).difference(set(rdkit_res)))
         context["smirks"] = smirks
         context["smiles"] = smiles
 
@@ -230,7 +271,7 @@ def compare(request):
         if r.exists():
             context["rule"] = r.first()
 
-        return render(request, 'compare.html', context)
+        return render(request, "compare.html", context)
 
     else:
-        return HttpResponseNotAllowed(['GET', 'POST'])
+        return HttpResponseNotAllowed(["GET", "POST"])
diff --git a/pyproject.toml b/pyproject.toml
index 86f4077d..b6e191bb 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -38,3 +38,53 @@ envipy-ambit = { git = "ssh://git@git.envipath.com/enviPath/enviPy-ambit.git" }
 
 [project.optional-dependencies]
 ms-login = ["msal>=1.33.0"]
+dev = [
+    "poethepoet>=0.37.0",
+    "pre-commit>=4.3.0",
+    "ruff>=0.13.3",
+]
+
+[tool.ruff]
+line-length = 100
+
+[tool.ruff.lint]
+# Allow fix for all enabled rules (when `--fix`) is provided.
+fixable = ["ALL"]
+# Allow unused variables when underscore-prefixed.
+dummy-variable-rgx = "^(_+|(_+[a-zA-Z0-9_]*[a-zA-Z0-9]+?))$"
+
+[tool.ruff.format]
+docstring-code-format = true
+
+# 4. Ignore `E402` (import violations) in all `__init__.py` files, and in selected subdirectories.
+[tool.ruff.lint.per-file-ignores]
+"__init__.py" = ["E402"]
+"**/{tests,docs,tools}/*" = ["E402"]
+
+[tool.poe.tasks]
+# Main tasks
+setup = { sequence = ["db-up", "migrate", "bootstrap"], help = "Complete setup: start database, run migrations, and bootstrap data" }
+dev = { cmd = "python manage.py runserver", help = "Start the development server", deps = ["db-up"] }
+
+# Database tasks
+db-up = { cmd = "docker compose -f docker-compose.dev.yml up -d", help = "Start PostgreSQL database using Docker Compose" }
+db-down = { cmd = "docker compose -f docker-compose.dev.yml down", help = "Stop PostgreSQL database" }
+
+# Full cleanup tasks
+clean = { sequence = ["clean-db"], help = "Remove model files and database volumes (WARNING: destroys all data!)" }
+clean-db = { cmd = "docker compose -f docker-compose.dev.yml down -v", help = "Removes the database container and volume." }
+
+# Django tasks
+migrate = { cmd = "python manage.py migrate", help = "Run database migrations" }
+bootstrap = { shell = """
+echo "Bootstrapping initial data..."
+echo "This will take a bit ⏱️. Get yourself some coffee..."
+python manage.py bootstrap
+echo "✓ Bootstrap complete"
+echo ""
+echo "Default admin credentials:"
+echo "  Username: admin"
+echo "  Email: admin@envipath.com"
+echo "  Password: SuperSafe"
+""", help = "Bootstrap initial data (anonymous user, packages, models)"  }
+shell = { cmd = "python manage.py shell", help = "Open Django shell" }
diff --git a/uv.lock b/uv.lock
index 57f42c31..f3e6d123 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,5 +1,5 @@
 version = 1
-revision = 2
+revision = 3
 requires-python = ">=3.12"
 
 [[package]]
@@ -13,7 +13,7 @@ wheels = [
 
 [[package]]
 name = "aiohttp"
-version = "3.12.0"
+version = "3.13.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "aiohappyeyeballs" },
@@ -24,54 +24,89 @@ dependencies = [
     { name = "propcache" },
     { name = "yarl" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/6a/61/d37b33a074ad867d1ecec9f03183e2b9fee067745cae17e73c264f556d57/aiohttp-3.12.0.tar.gz", hash = "sha256:e3f0a2b4d7fb16c0d584d9b8860f1e46d39f7d93372b25a6f80c10015a7acdab", size = 7762804, upload-time = "2025-05-24T22:33:33.318Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/62/f1/8515650ac3121a9e55c7b217c60e7fae3e0134b5acfe65691781b5356929/aiohttp-3.13.0.tar.gz", hash = "sha256:378dbc57dd8cf341ce243f13fa1fa5394d68e2e02c15cd5f28eae35a70ec7f67", size = 7832348, upload-time = "2025-10-06T19:58:48.089Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/a4/83/5cf89e601d565ca18fa8792f5b7393f6f3d80fa26447ee4649232f83a6aa/aiohttp-3.12.0-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:71fe01ddea2673973f1958c3776da990106e33a02a4a5c708d4bb34717cae712", size = 688428, upload-time = "2025-05-24T22:31:29.505Z" },
-    { url = "https://files.pythonhosted.org/packages/fc/f4/034d086f5dacd94063a6926d17c63094ba32dd4938954beb704a6f90d2a6/aiohttp-3.12.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:9ce499a7ea20925572d52f86cd42e16690f4db2ff56933710bf759cf1ec68212", size = 463055, upload-time = "2025-05-24T22:31:31.314Z" },
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