Update test_tesseract_parser.py

docs/usage.md

@@ -1084,7 +1084,8 @@ Paperless-ngx supports performing OCR on documents using remote services. At the
 [Microsoft's Azure "Document Intelligence" service](https://azure.microsoft.com/en-us/products/ai-services/ai-document-intelligence).
 This is of course a paid service (with a free tier) which requires an Azure account and subscription. Azure AI is not affiliated with
 Paperless-ngx in any way. When enabled, Paperless-ngx will automatically send appropriate documents to Azure for OCR processing, bypassing
-the local OCR engine. See the [configuration](configuration.md#PAPERLESS_REMOTE_OCR_ENGINE) options for more details.
+the local OCR engine. See the [configuration](configuration.md#PAPERLESS_REMOTE_OCR_ENGINE) options for more details. These
+settings can be supplied as environment variables or via **Application Configuration**.
 
 Additionally, when using a commercial service with this feature, consider both potential costs as well as any associated file size
 or page limitations (e.g. with a free tier).

src-ui/src/app/components/admin/config/config.component.html

@@ -14,8 +14,12 @@
                 <a ngbNavLink>{{category}}</a>
                 <ng-template ngbNavContent>
                     <div class="p-3">
+                        @for (section of getCategorySections(category); track section) {
+                            @if (section) {
+                                <h5 class="mt-4 mb-3">{{section}}</h5>
+                            }
                             <div class="row row-cols-1 row-cols-md-2 row-cols-lg-3 g-2">
-                            @for (option of getCategoryOptions(category); track option.key) {
+                                @for (option of getCategoryOptions(category, section); track option.key) {
                                     <div class="col">
                                         <div class="card bg-light">
                                             <div class="card-body">
@@ -51,6 +55,7 @@
                                     </div>
                                 }
                             </div>
+                        }
                     </div>
                 </ng-template>
             </li>

src-ui/src/app/components/admin/config/config.component.spec.ts

@@ -8,7 +8,11 @@ import { NgbModule } from '@ng-bootstrap/ng-bootstrap'
 import { NgSelectModule } from '@ng-select/ng-select'
 import { NgxBootstrapIconsModule, allIcons } from 'ngx-bootstrap-icons'
 import { of, throwError } from 'rxjs'
-import { OutputTypeConfig } from 'src/app/data/paperless-config'
+import {
+  ConfigCategory,
+  ConfigSection,
+  OutputTypeConfig,
+} from 'src/app/data/paperless-config'
 import { ConfigService } from 'src/app/services/config.service'
 import { SettingsService } from 'src/app/services/settings.service'
 import { ToastService } from 'src/app/services/toast.service'
@@ -158,4 +162,23 @@ describe('ConfigComponent', () => {
     component.resetOption('barcodes_enabled')
     expect(component.configForm.get('barcodes_enabled').value).toBeNull()
   })
+
+  it('should group options into sections within a category, or not', () => {
+    const sections = component.getCategorySections(ConfigCategory.OCR)
+    expect(sections).toEqual([null, ConfigSection.RemoteOCR])
+    expect(
+      component
+        .getCategoryOptions(ConfigCategory.OCR)
+        .map((option) => option.key)
+    ).toContain('output_type')
+    expect(
+      component
+        .getCategoryOptions(ConfigCategory.OCR, ConfigSection.RemoteOCR)
+        .map((option) => option.key)
+    ).toEqual([
+      'remote_ocr_engine',
+      'remote_ocr_api_key',
+      'remote_ocr_endpoint',
+    ])
+  })
 })

src-ui/src/app/components/admin/config/config.component.ts

@@ -74,8 +74,20 @@ export class ConfigComponent
     return Object.values(ConfigCategory)
   }
 
-  getCategoryOptions(category: string): ConfigOption[] {
+  getCategorySections(category: string): string[] {
-    return PaperlessConfigOptions.filter((o) => o.category === category)
+    return [
+      ...new Set(
+        PaperlessConfigOptions.filter((o) => o.category === category).map(
+          (o) => o.section ?? null // null means no section
+        )
+      ),
+    ]
+  }
+
+  getCategoryOptions(category: string, section: string = null): ConfigOption[] {
+    return PaperlessConfigOptions.filter(
+      (o) => o.category === category && (o.section ?? null) === section
+    )
   }
 
   initialConfig: PaperlessConfig

src-ui/src/app/data/paperless-config.ts

@@ -54,6 +54,10 @@ export const ConfigCategory = {
   AI: $localize`AI Settings`,
 }
 
+export const ConfigSection = {
+  RemoteOCR: $localize`Remote OCR`,
+}
+
 export const LLMEmbeddingBackendConfig = {
   OPENAI_LIKE: 'openai-like',
   HUGGINGFACE: 'huggingface',
@@ -65,6 +69,10 @@ export const LLMBackendConfig = {
   OLLAMA: 'ollama',
 }
 
+export const RemoteOCREngineConfig = {
+  AZURE_AI: 'azureai',
+}
+
 export interface ConfigOption {
   key: string
   title: string
@@ -72,6 +80,7 @@ export interface ConfigOption {
   choices?: Array<{ id: string; name: string }>
   config_key?: string
   category: string
+  section?: string
   note?: string
 }
 
@@ -181,6 +190,33 @@ export const PaperlessConfigOptions: ConfigOption[] = [
     config_key: 'PAPERLESS_OCR_USER_ARGS',
     category: ConfigCategory.OCR,
   },
+  {
+    key: 'remote_ocr_engine',
+    title: $localize`Remote OCR Engine`,
+    type: ConfigOptionType.Select,
+    choices: mapToItems(RemoteOCREngineConfig),
+    config_key: 'PAPERLESS_REMOTE_OCR_ENGINE',
+    category: ConfigCategory.OCR,
+    section: ConfigSection.RemoteOCR,
+    note: $localize`Enabling remote OCR sends documents to a third-party service for processing. Consider the privacy implications as well as potential costs before enabling.`,
+  },
+  {
+    key: 'remote_ocr_api_key',
+    title: $localize`Remote OCR API Key`,
+    type: ConfigOptionType.Password,
+    config_key: 'PAPERLESS_REMOTE_OCR_API_KEY',
+    category: ConfigCategory.OCR,
+    section: ConfigSection.RemoteOCR,
+  },
+  {
+    key: 'remote_ocr_endpoint',
+    title: $localize`Remote OCR Endpoint`,
+    type: ConfigOptionType.String,
+    config_key: 'PAPERLESS_REMOTE_OCR_ENDPOINT',
+    category: ConfigCategory.OCR,
+    section: ConfigSection.RemoteOCR,
+    note: $localize`Required when using the Azure AI engine.`,
+  },
   {
     key: 'app_logo',
     title: $localize`Application Logo`,
@@ -398,6 +434,9 @@ export interface PaperlessConfig extends ObjectWithId {
   barcode_enable_tag: boolean
   barcode_tag_mapping: object
   barcode_tag_split: boolean
+  remote_ocr_engine: string
+  remote_ocr_api_key: string
+  remote_ocr_endpoint: string
   ai_enabled: boolean
   llm_embedding_backend: string
   llm_embedding_model: string

src/documents/tests/test_api_app_config.py

@@ -72,6 +72,9 @@ class TestApiAppConfig(DirectoriesMixin, APITestCase):
                 "barcode_enable_tag": None,
                 "barcode_tag_mapping": None,
                 "barcode_tag_split": None,
+                "remote_ocr_engine": None,
+                "remote_ocr_api_key": None,
+                "remote_ocr_endpoint": None,
                 "ai_enabled": False,
                 "llm_embedding_backend": None,
                 "llm_embedding_model": None,
@@ -870,6 +873,49 @@ class TestApiAppConfig(DirectoriesMixin, APITestCase):
         config.refresh_from_db()
         self.assertEqual(config.llm_api_key, None)
 
+    def test_update_remote_ocr_api_key(self) -> None:
+        """
+        GIVEN:
+            - Existing config with remote_ocr_api_key specified
+        WHEN:
+            - API to update remote_ocr_api_key is called with all *s
+            - API to update remote_ocr_api_key is called with empty string
+        THEN:
+            - remote_ocr_api_key is unchanged
+            - remote_ocr_api_key is set to None
+        """
+        config = ApplicationConfiguration.objects.first()
+        assert config is not None
+        config.remote_ocr_api_key = "1234567890"
+        config.save()
+
+        # Test with all *
+        response = self.client.patch(
+            f"{self.ENDPOINT}1/",
+            json.dumps(
+                {
+                    "remote_ocr_api_key": "*" * 32,
+                },
+            ),
+            content_type="application/json",
+        )
+        self.assertEqual(response.status_code, status.HTTP_200_OK)
+        config.refresh_from_db()
+        self.assertEqual(config.remote_ocr_api_key, "1234567890")
+        # Test with empty string
+        response = self.client.patch(
+            f"{self.ENDPOINT}1/",
+            json.dumps(
+                {
+                    "remote_ocr_api_key": "",
+                },
+            ),
+            content_type="application/json",
+        )
+        self.assertEqual(response.status_code, status.HTTP_200_OK)
+        config.refresh_from_db()
+        self.assertEqual(config.remote_ocr_api_key, None)
+
     def test_enable_ai_index_triggers_update(self) -> None:
         """
         GIVEN:

src/paperless/config.py

@@ -185,6 +185,30 @@ class GeneralConfig(BaseConfig):
         self.app_logo = app_config.app_logo.url if app_config.app_logo else None
 
 
+@dataclasses.dataclass
+class RemoteOCRConfig(BaseConfig):
+    """
+    Settings for the remote (cloud) OCR parser
+    """
+
+    remote_ocr_engine: str | None = dataclasses.field(init=False)
+    remote_ocr_api_key: str | None = dataclasses.field(init=False)
+    remote_ocr_endpoint: str | None = dataclasses.field(init=False)
+
+    def __post_init__(self) -> None:
+        app_config = self._get_config_instance()
+
+        self.remote_ocr_engine = (
+            app_config.remote_ocr_engine or settings.REMOTE_OCR_ENGINE
+        )
+        self.remote_ocr_api_key = (
+            app_config.remote_ocr_api_key or settings.REMOTE_OCR_API_KEY
+        )
+        self.remote_ocr_endpoint = (
+            app_config.remote_ocr_endpoint or settings.REMOTE_OCR_ENDPOINT
+        )
+
+
 @dataclasses.dataclass
 class AIConfig(BaseConfig):
     """

src/paperless/migrations/0014_applicationconfiguration_remote_ocr_api_key_and_more.py

@@ -0,0 +1,44 @@
+# Generated by Django 5.2.16 on 2026-08-10 14:37
+
+from django.db import migrations
+from django.db import models
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("paperless", "0013_applicationconfiguration_llm_request_timeout"),
+    ]
+
+    operations = [
+        migrations.AddField(
+            model_name="applicationconfiguration",
+            name="remote_ocr_api_key",
+            field=models.CharField(
+                blank=True,
+                max_length=1024,
+                null=True,
+                verbose_name="Sets the remote OCR API key",
+            ),
+        ),
+        migrations.AddField(
+            model_name="applicationconfiguration",
+            name="remote_ocr_endpoint",
+            field=models.CharField(
+                blank=True,
+                max_length=256,
+                null=True,
+                verbose_name="Sets the remote OCR endpoint",
+            ),
+        ),
+        migrations.AddField(
+            model_name="applicationconfiguration",
+            name="remote_ocr_engine",
+            field=models.CharField(
+                blank=True,
+                choices=[("azureai", "Azure AI Document Intelligence")],
+                max_length=32,
+                null=True,
+                verbose_name="Sets the remote OCR engine",
+            ),
+        ),
+    ]

src/paperless/models.py

@@ -74,6 +74,14 @@ class ColorConvertChoices(models.TextChoices):
     CMYK = ("CMYK", _("CMYK"))
 
 
+class RemoteOCREngine(models.TextChoices):
+    """
+    Matches to PAPERLESS_REMOTE_OCR_ENGINE
+    """
+
+    AZURE_AI = ("azureai", _("Azure AI Document Intelligence"))
+
+
 class LLMEmbeddingBackend(models.TextChoices):
     OPENAI_LIKE = ("openai-like", _("OpenAI-compatible"))
     HUGGINGFACE = ("huggingface", _("Huggingface"))
@@ -286,6 +294,35 @@ class ApplicationConfiguration(AbstractSingletonModel):
         null=True,
     )
 
+    """
+    Settings for the remote OCR parser
+    """
+
+    # PAPERLESS_REMOTE_OCR_ENGINE
+    remote_ocr_engine = models.CharField(
+        verbose_name=_("Sets the remote OCR engine"),
+        blank=True,
+        null=True,
+        max_length=32,
+        choices=RemoteOCREngine.choices,
+    )
+
+    # PAPERLESS_REMOTE_OCR_API_KEY
+    remote_ocr_api_key = models.CharField(
+        verbose_name=_("Sets the remote OCR API key"),
+        blank=True,
+        null=True,
+        max_length=1024,
+    )
+
+    # PAPERLESS_REMOTE_OCR_ENDPOINT
+    remote_ocr_endpoint = models.CharField(
+        verbose_name=_("Sets the remote OCR endpoint"),
+        blank=True,
+        null=True,
+        max_length=256,
+    )
+
     """
     AI related settings
     """

src/paperless/parsers/remote.py

@@ -57,6 +57,18 @@ class RemoteEngineConfig:
         self.api_key = api_key
         self.endpoint = endpoint
 
+    @classmethod
+    def from_app_config(cls) -> Self:
+        """Build the config from the app config, falling back to the env."""
+        from paperless.config import RemoteOCRConfig
+
+        app_config = RemoteOCRConfig()
+        return cls(
+            engine=app_config.remote_ocr_engine,
+            api_key=app_config.remote_ocr_api_key,
+            endpoint=app_config.remote_ocr_endpoint,
+        )
+
     def engine_is_valid(self) -> bool:
         """Return True when the engine is known and fully configured."""
         return (
@@ -138,11 +150,7 @@ class RemoteDocumentParser:
             20 when the remote engine is configured and the MIME type is
             supported, otherwise None.
         """
-        config = RemoteEngineConfig(
+        config = RemoteEngineConfig.from_app_config()
-            engine=settings.REMOTE_OCR_ENGINE,
-            api_key=settings.REMOTE_OCR_API_KEY,
-            endpoint=settings.REMOTE_OCR_ENDPOINT,
-        )
         if not config.engine_is_valid():
             return None
         if mime_type not in _SUPPORTED_MIME_TYPES:
@@ -228,11 +236,7 @@ class RemoteDocumentParser:
             Ignored — the remote engine always returns a searchable PDF,
             which is stored as the archive copy regardless of this flag.
         """
-        config = RemoteEngineConfig(
+        config = RemoteEngineConfig.from_app_config()
-            engine=settings.REMOTE_OCR_ENGINE,
-            api_key=settings.REMOTE_OCR_API_KEY,
-            endpoint=settings.REMOTE_OCR_ENDPOINT,
-        )
 
         if not config.engine_is_valid():
             logger.warning(

src/paperless/serialisers.py

@@ -219,6 +219,13 @@ class ApplicationConfigurationSerializer(
         allow_null=True,
         max_length=1024,
     )
+    remote_ocr_api_key = ObfuscatedPasswordField(
+        required=False,
+        allow_null=True,
+        max_length=1024,
+    )
+
+    OBFUSCATED_FIELDS = ("llm_api_key", "remote_ocr_api_key")
 
     def run_validation(self, data):
         # Empty strings treated as None to avoid unexpected behavior
@@ -230,11 +237,13 @@ class ApplicationConfigurationSerializer(
             data["language"] = None
         if "llm_output_language" in data and data["llm_output_language"] == "":
             data["llm_output_language"] = None
-        if "llm_api_key" in data and data["llm_api_key"] is not None:
+        for field in self.OBFUSCATED_FIELDS:
-            if data["llm_api_key"] == "":
+            if field in data and data[field] is not None:
-                data["llm_api_key"] = None
+                if data[field] == "":
-            elif len(data["llm_api_key"].replace("*", "")) == 0:
+                    data[field] = None
-                del data["llm_api_key"]
+                # Not a real value, don't overwrite the stored one
+                elif len(data[field].replace("*", "")) == 0:
+                    del data[field]
         return super().run_validation(data)
 
     def update(self, instance, validated_data):

src/paperless/tests/parsers/test_remote_parser.py

@@ -21,6 +21,7 @@ from unittest.mock import Mock
 import pytest
 
 from documents.parsers import ParseError
+from paperless.models import ApplicationConfiguration
 from paperless.parsers import ParserContext
 from paperless.parsers import ParserProtocol
 from paperless.parsers.remote import RemoteDocumentParser
@@ -33,6 +34,10 @@ if TYPE_CHECKING:
     from pytest_mock import MockerFixture
 
 
+# Remote ocr config from ApplicationConfiguration needs DB access
+pytestmark = pytest.mark.django_db
+
+
 # ---------------------------------------------------------------------------
 # Module-local fixtures
 # ---------------------------------------------------------------------------
@@ -227,6 +232,18 @@ class TestRemoteParserScore:
         score = RemoteDocumentParser.score("application/pdf", "doc.pdf")
         assert score is not None and score > 10
 
+    @pytest.mark.usefixtures("no_engine_settings")
+    def test_score_uses_app_config_when_env_unset(self) -> None:
+        """The app config alone is enough to activate the parser."""
+        config = ApplicationConfiguration.objects.first()
+        assert config is not None
+        config.remote_ocr_engine = "azureai"
+        config.remote_ocr_api_key = "app-config-key"
+        config.remote_ocr_endpoint = "https://config.cognitiveservices.azure.com"
+        config.save()
+
+        assert RemoteDocumentParser.score("application/pdf", "doc.pdf") == 20
+
 
 # ---------------------------------------------------------------------------
 # Properties

src/paperless/tests/parsers/test_tesseract_parser.py

@@ -1277,6 +1277,8 @@ class TestParserFileTypes:
 # ---------------------------------------------------------------------------
 
 
+# Remote ocr config from ApplicationConfiguration needs DB access
+@pytest.mark.django_db
 class TestRasterisedDocumentParserRegistry:
     def test_registered_in_defaults(self) -> None:
         from paperless.parsers.registry import ParserRegistry

src/paperless/tests/test_remote_ocr_config.py

@@ -0,0 +1,88 @@
+"""Tests for RemoteOCRConfig precedence between app config and Django settings."""
+
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
+import pytest
+from django.test import override_settings
+
+from paperless.config import RemoteOCRConfig
+
+if TYPE_CHECKING:
+    from unittest.mock import MagicMock
+
+
+@pytest.fixture()
+def null_app_config(mocker) -> MagicMock:
+    """Mock ApplicationConfiguration with all fields None → falls back to Django settings."""
+    return mocker.MagicMock(
+        remote_ocr_engine=None,
+        remote_ocr_api_key=None,
+        remote_ocr_endpoint=None,
+    )
+
+
+@pytest.fixture()
+def make_remote_ocr_config(mocker):
+    def _make(app_config, **django_settings_overrides):
+        mocker.patch(
+            "paperless.config.BaseConfig._get_config_instance",
+            return_value=app_config,
+        )
+        with override_settings(**django_settings_overrides):
+            return RemoteOCRConfig()
+
+    return _make
+
+
+class TestRemoteOCRConfig:
+    def test_falls_back_to_settings(
+        self,
+        make_remote_ocr_config,
+        null_app_config,
+    ) -> None:
+        cfg = make_remote_ocr_config(
+            null_app_config,
+            REMOTE_OCR_ENGINE="azureai",
+            REMOTE_OCR_API_KEY="env-key",
+            REMOTE_OCR_ENDPOINT="https://env.cognitiveservices.azure.com",
+        )
+        assert cfg.remote_ocr_engine == "azureai"
+        assert cfg.remote_ocr_api_key == "env-key"
+        assert cfg.remote_ocr_endpoint == "https://env.cognitiveservices.azure.com"
+
+    def test_app_config_takes_precedence(
+        self,
+        make_remote_ocr_config,
+        mocker,
+    ) -> None:
+        app_config = mocker.MagicMock(
+            remote_ocr_engine="azureai",
+            remote_ocr_api_key="db-key",
+            remote_ocr_endpoint="https://db.cognitiveservices.azure.com",
+        )
+        cfg = make_remote_ocr_config(
+            app_config,
+            REMOTE_OCR_ENGINE=None,
+            REMOTE_OCR_API_KEY="env-key",
+            REMOTE_OCR_ENDPOINT="https://env.cognitiveservices.azure.com",
+        )
+        assert cfg.remote_ocr_engine == "azureai"
+        assert cfg.remote_ocr_api_key == "db-key"
+        assert cfg.remote_ocr_endpoint == "https://db.cognitiveservices.azure.com"
+
+    def test_unset_everywhere(
+        self,
+        make_remote_ocr_config,
+        null_app_config,
+    ) -> None:
+        cfg = make_remote_ocr_config(
+            null_app_config,
+            REMOTE_OCR_ENGINE=None,
+            REMOTE_OCR_API_KEY=None,
+            REMOTE_OCR_ENDPOINT=None,
+        )
+        assert cfg.remote_ocr_engine is None
+        assert cfg.remote_ocr_api_key is None
+        assert cfg.remote_ocr_endpoint is None