diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml
index a2270fce..15366b7d 100644
--- a/.github/workflows/ci.yaml
+++ b/.github/workflows/ci.yaml
@@ -43,6 +43,21 @@ on:
         type: boolean
 
 jobs:
+  Docs:
+    runs-on: macos-14
+    steps:
+      - name: Checkout Repository
+        uses: actions/checkout@v4
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: "3.x"
+          cache: "pip" # caching pip dependencies
+      - name: Install Dependencies
+        run: pip install tqdm mkdocs-material "mkdocstrings[python]" mkdocs-jupyter mkdocs-redirects mkdocs-ultralytics-plugin
+      - name: Build Docs and Check for Warnings
+        run: python docs/build_docs.py
+
   HUB:
     if: github.repository == 'ultralytics/ultralytics' && (github.event_name == 'schedule' || github.event_name == 'push' || (github.event_name == 'workflow_dispatch' && github.event.inputs.hub == 'true'))
     runs-on: ${{ matrix.os }}
diff --git a/docs/build_docs.py b/docs/build_docs.py
index 3d4eadb6..d7e8d4e2 100644
--- a/docs/build_docs.py
+++ b/docs/build_docs.py
@@ -58,7 +58,7 @@ def build_docs(clone_repos=True):
 
     # Build the main documentation
     print(f"Building docs from {DOCS}")
-    subprocess.run(f"mkdocs build -f {DOCS.parent}/mkdocs.yml", check=True, shell=True)
+    subprocess.run(f"mkdocs build -f {DOCS.parent}/mkdocs.yml --strict", check=True, shell=True)
     print(f"Site built at {SITE}")
 
 
diff --git a/docs/build_reference.py b/docs/build_reference.py
index a9ddd070..7dcb6dba 100644
--- a/docs/build_reference.py
+++ b/docs/build_reference.py
@@ -50,7 +50,8 @@ def create_markdown(py_filepath: Path, module_path: str, classes: list, function
     title_content = (
         f"# Reference for `{module_path}.py`\n\n"
         f"!!! Note\n\n"
-        f"    This file is available at [{url}]({url}). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request]({edit}) 🛠️. Thank you 🙏!\n\n"
+        f"    This file is available at [{url}]({url}). If you spot a problem please help fix it by [contributing]"
+        f"(https://docs.ultralytics.com/help/contributing/) a [Pull Request]({edit}) 🛠️. Thank you 🙏!\n\n"
     )
     md_content = ["<br><br>\n"] + [f"## ::: {module_name}.{class_name}\n\n<br><br>\n" for class_name in classes]
     md_content.extend(f"## ::: {module_name}.{func_name}\n\n<br><br>\n" for func_name in functions)
diff --git a/tests/test_python.py b/tests/test_python.py
index d83bbaab..257ea730 100644
--- a/tests/test_python.py
+++ b/tests/test_python.py
@@ -637,6 +637,7 @@ def test_model_embeddings():
 
 @pytest.mark.skipif(checks.IS_PYTHON_3_12, reason="YOLOWorld with CLIP is not supported in Python 3.12")
 def test_yolo_world():
+    """Tests YOLO world models with different configurations, including classes, detection, and training scenarios."""
     model = YOLO("yolov8s-world.pt")  # no YOLOv8n-world model yet
     model.set_classes(["tree", "window"])
     model(ASSETS / "bus.jpg", conf=0.01)