diff --git a/homeassistant/components/tensorflow/__init__.py b/homeassistant/components/tensorflow/__init__.py
index 00a695d6aa8..7ed20cbe4b6 100644
--- a/homeassistant/components/tensorflow/__init__.py
+++ b/homeassistant/components/tensorflow/__init__.py
@@ -1 +1,4 @@
 """The tensorflow component."""
+
+DOMAIN = "tensorflow"
+CONF_GRAPH = "graph"
diff --git a/homeassistant/components/tensorflow/image_processing.py b/homeassistant/components/tensorflow/image_processing.py
index 0fb069e8da8..05be56d444d 100644
--- a/homeassistant/components/tensorflow/image_processing.py
+++ b/homeassistant/components/tensorflow/image_processing.py
@@ -26,15 +26,21 @@ from homeassistant.const import (
     CONF_SOURCE,
     EVENT_HOMEASSISTANT_START,
 )
-from homeassistant.core import HomeAssistant, split_entity_id
+from homeassistant.core import (
+    DOMAIN as HOMEASSISTANT_DOMAIN,
+    HomeAssistant,
+    split_entity_id,
+)
 from homeassistant.helpers import config_validation as cv, template
 from homeassistant.helpers.entity_platform import AddEntitiesCallback
+from homeassistant.helpers.issue_registry import IssueSeverity, create_issue
 from homeassistant.helpers.typing import ConfigType, DiscoveryInfoType
 from homeassistant.util.pil import draw_box
 
+from . import CONF_GRAPH, DOMAIN
+
 os.environ["TF_CPP_MIN_LOG_LEVEL"] = "2"
 
-DOMAIN = "tensorflow"
 _LOGGER = logging.getLogger(__name__)
 
 ATTR_MATCHES = "matches"
@@ -47,7 +53,6 @@ CONF_BOTTOM = "bottom"
 CONF_CATEGORIES = "categories"
 CONF_CATEGORY = "category"
 CONF_FILE_OUT = "file_out"
-CONF_GRAPH = "graph"
 CONF_LABELS = "labels"
 CONF_LABEL_OFFSET = "label_offset"
 CONF_LEFT = "left"
@@ -110,6 +115,21 @@ def setup_platform(
     discovery_info: DiscoveryInfoType | None = None,
 ) -> None:
     """Set up the TensorFlow image processing platform."""
+    create_issue(
+        hass,
+        HOMEASSISTANT_DOMAIN,
+        f"deprecated_system_packages_yaml_integration_{DOMAIN}",
+        breaks_in_ha_version="2025.12.0",
+        is_fixable=False,
+        issue_domain=DOMAIN,
+        severity=IssueSeverity.WARNING,
+        translation_key="deprecated_system_packages_yaml_integration",
+        translation_placeholders={
+            "domain": DOMAIN,
+            "integration_title": "Tensorflow",
+        },
+    )
+
     model_config = config[CONF_MODEL]
     model_dir = model_config.get(CONF_MODEL_DIR) or hass.config.path("tensorflow")
     labels = model_config.get(CONF_LABELS) or hass.config.path(
diff --git a/requirements_test_all.txt b/requirements_test_all.txt
index 12c71e72920..0681504d858 100644
--- a/requirements_test_all.txt
+++ b/requirements_test_all.txt
@@ -1566,6 +1566,9 @@ pybravia==0.3.4
 # homeassistant.components.cloudflare
 pycfdns==3.0.0
 
+# homeassistant.components.tensorflow
+# pycocotools==2.0.6
+
 # homeassistant.components.comfoconnect
 pycomfoconnect==0.5.1
 
@@ -2371,6 +2374,9 @@ temescal==0.5
 # homeassistant.components.temper
 temperusb==1.6.1
 
+# homeassistant.components.tensorflow
+# tensorflow==2.5.0
+
 # homeassistant.components.tesla_fleet
 # homeassistant.components.teslemetry
 # homeassistant.components.tessie
@@ -2388,6 +2394,9 @@ teslemetry-stream==0.7.9
 # homeassistant.components.tessie
 tessie-api==0.1.1
 
+# homeassistant.components.tensorflow
+# tf-models-official==2.5.0
+
 # homeassistant.components.thermobeacon
 thermobeacon-ble==0.10.0
 
diff --git a/tests/components/tensorflow/__init__.py b/tests/components/tensorflow/__init__.py
new file mode 100644
index 00000000000..458de30c9fa
--- /dev/null
+++ b/tests/components/tensorflow/__init__.py
@@ -0,0 +1 @@
+"""TensorFlow component tests."""
diff --git a/tests/components/tensorflow/test_image_processing.py b/tests/components/tensorflow/test_image_processing.py
new file mode 100644
index 00000000000..06199b9c60c
--- /dev/null
+++ b/tests/components/tensorflow/test_image_processing.py
@@ -0,0 +1,40 @@
+"""Tensorflow test."""
+
+from unittest.mock import Mock, patch
+
+from homeassistant.components.image_processing import DOMAIN as IMAGE_PROCESSING_DOMAINN
+from homeassistant.components.tensorflow import CONF_GRAPH, DOMAIN as TENSORFLOW_DOMAIN
+from homeassistant.const import CONF_ENTITY_ID, CONF_MODEL, CONF_PLATFORM, CONF_SOURCE
+from homeassistant.core import DOMAIN as HOMEASSISTANT_DOMAIN, HomeAssistant
+from homeassistant.helpers import issue_registry as ir
+from homeassistant.setup import async_setup_component
+
+
+@patch.dict("sys.modules", tensorflow=Mock())
+async def test_repair_issue_is_created(
+    hass: HomeAssistant,
+    issue_registry: ir.IssueRegistry,
+) -> None:
+    """Test repair issue is created."""
+    assert await async_setup_component(
+        hass,
+        IMAGE_PROCESSING_DOMAINN,
+        {
+            IMAGE_PROCESSING_DOMAINN: [
+                {
+                    CONF_PLATFORM: TENSORFLOW_DOMAIN,
+                    CONF_SOURCE: [
+                        {CONF_ENTITY_ID: "camera.test_camera"},
+                    ],
+                    CONF_MODEL: {
+                        CONF_GRAPH: ".",
+                    },
+                }
+            ],
+        },
+    )
+    await hass.async_block_till_done()
+    assert (
+        HOMEASSISTANT_DOMAIN,
+        f"deprecated_system_packages_yaml_integration_{TENSORFLOW_DOMAIN}",
+    ) in issue_registry.issues