diff --git a/.gitignore b/.gitignore
index d43053c0..c6480381 100644
--- a/.gitignore
+++ b/.gitignore
@@ -156,14 +156,13 @@ cython_debug/
 #  option (not recommended) you can uncomment the following to ignore the entire idea folder.
 #.idea/
 
-# End of https://www.toptal.com/developers/gitignore/api/python
+# VSCode
+.vscode
 
 PyMAPDL_Dev
-doc/source/technology_showcase_examples/*.ipynb
-doc/source/technology_showcase_examples/*.py
-doc/source/technology_showcase_examples/*.md5
-doc/source/technology_showcase_examples/*.pickle
 
 # Results generated during doc build and example run locally
 examples/technology_showcase/out
-examples/basic/out
\ No newline at end of file
+examples/basic/out
+/out
+
diff --git a/doc/source/_static/basic/valve/Valve.mp4 b/doc/source/_static/basic/valve/Valve.mp4
deleted file mode 100644
index 048aba6b..00000000
Binary files a/doc/source/_static/basic/valve/Valve.mp4 and /dev/null differ
diff --git a/doc/source/_static/basic/valve/deformation.png b/doc/source/_static/basic/valve/deformation.png
deleted file mode 100644
index 161e51e5..00000000
Binary files a/doc/source/_static/basic/valve/deformation.png and /dev/null differ
diff --git a/doc/source/_static/basic/valve/geometry.png b/doc/source/_static/basic/valve/geometry.png
deleted file mode 100644
index 8e8a63aa..00000000
Binary files a/doc/source/_static/basic/valve/geometry.png and /dev/null differ
diff --git a/doc/source/_static/basic/valve/mesh.png b/doc/source/_static/basic/valve/mesh.png
deleted file mode 100644
index b479451a..00000000
Binary files a/doc/source/_static/basic/valve/mesh.png and /dev/null differ
diff --git a/doc/source/_static/basic/valve/stress.png b/doc/source/_static/basic/valve/stress.png
deleted file mode 100644
index 36661aa7..00000000
Binary files a/doc/source/_static/basic/valve/stress.png and /dev/null differ
diff --git a/doc/source/index.rst b/doc/source/index.rst
index 648b411c..ae2b8fbd 100644
--- a/doc/source/index.rst
+++ b/doc/source/index.rst
@@ -5,9 +5,15 @@ Embedding examples for `PyMechanical <_pymechanical_docs>`_ are contained in thi
 
 .. === EXAMPLES Gallery ===
 
-.. === Include examples/index to avoid warning but it is not shown ===
+..
+   We have to include this rather than include it in a tree.
+
+.. include:: examples/index.rst
+   :start-line: 2
+
 
 .. toctree::
    :hidden:
+   :includehidden:
 
-   examples/index
+   examples/index
\ No newline at end of file
diff --git a/examples/README.txt b/examples/README.txt
index 5a7274b7..d8bd8f90 100644
--- a/examples/README.txt
+++ b/examples/README.txt
@@ -1,8 +1,7 @@
-.. _ref_example_gallery:
-
 Examples
-========
-End-to-end examples show how you can use pymechanical.
+=========
+
+These end-to-end examples show how you can use ``ansys-mechanical-core``.
 
 .. note::
     Some examples require additional Python packages.
\ No newline at end of file
diff --git a/examples/basic/readme.txt b/examples/basic/readme.txt
index c90da660..5e5af8ce 100644
--- a/examples/basic/readme.txt
+++ b/examples/basic/readme.txt
@@ -1,4 +1,4 @@
-Basic  examples
-================
+Basic
+======
 
 This section demonstrates basic capabilities of PyMechanical
diff --git a/examples/basic/valve.py b/examples/basic/valve.py
index 1acc23a1..ba931be2 100644
--- a/examples/basic/valve.py
+++ b/examples/basic/valve.py
@@ -9,6 +9,8 @@
 
 import ansys.mechanical.core as mech
 from ansys.mechanical.core.examples import delete_downloads, download_file
+from matplotlib import image as mpimg
+from matplotlib import pyplot as plt
 
 # Embed Mechanical and set global variables
 app = mech.App(version=232)
@@ -18,9 +20,22 @@
 geometry_path = download_file("Valve.pmdb", "pymechanical", "embedding")
 analysis = Model.AddStaticStructuralAnalysis()
 
+# Use matlabplotlib to display the images.
 cwd = os.path.join(os.getcwd(), "out")
 
+
+def display_image(image_name):
+    path = os.path.join(os.path.join(cwd, image_name))
+    image = mpimg.imread(path)
+    plt.figure(figsize=(15, 15))
+    plt.axis("off")
+    plt.imshow(image)
+    plt.show()
+
+
+##############################################
 # Configure graphics for image export
+# ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 ExtAPI.Graphics.Camera.SetSpecificViewOrientation(
     Ansys.Mechanical.DataModel.Enums.ViewOrientationType.Iso
 )
@@ -48,16 +63,15 @@
     geometry_file, geometry_import_format, geometry_import_preferences
 )
 
+ExtAPI.Graphics.Camera.SetFit()
 ExtAPI.Graphics.ExportImage(
     os.path.join(cwd, "geometry.png"), image_export_format, settings_720p
 )
-###############################################################################
-# Exported geometry
-# ~~~~~~~~~~~~~~~~~
-# .. image:: /_static/basic/valve/geometry.png
-
+display_image("geometry.png")
 
-# Assign materials
+#########################
+# Assign materials and mesh the geometry
+# ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 material_assignment = Model.Materials.AddMaterialAssignment()
 material_assignment.Material = "Structural Steel"
 sel = ExtAPI.SelectionManager.CreateSelectionInfo(
@@ -79,13 +93,11 @@
 ExtAPI.Graphics.ExportImage(
     os.path.join(cwd, "mesh.png"), image_export_format, settings_720p
 )
-###############################################################################
-# Meshing the geometry
-# ---------------------
-# .. image:: /_static/basic/valve/mesh.png
+display_image("mesh.png")
 
+###############################################################################
 # Define boundary conditions
-
+# ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 fixed_support = analysis.AddFixedSupport()
 fixed_support.Location = ExtAPI.DataModel.GetObjectsByName("NSFixedSupportFaces")[0]
 
@@ -106,47 +118,44 @@
 config.SolveProcessSettings.DistributeSolution = False
 Model.Solve()
 
-###############################################################################
-# Evaluate results
-# -------------------------------------
-
+###################################################################################
+# Postprocessing
+# ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+# Evaluate results, export screenshots
 solution = analysis.Solution
 deformation = solution.AddTotalDeformation()
 stress = solution.AddEquivalentStress()
 solution.EvaluateAllResults()
 
+###################################################################################
+# Deformation
 Tree.Activate([deformation])
 ExtAPI.Graphics.ExportImage(
     os.path.join(cwd, "deformation.png"), image_export_format, settings_720p
 )
+display_image("deformation.png")
+
+###################################################################################
+# Stress
 Tree.Activate([stress])
 ExtAPI.Graphics.ExportImage(
     os.path.join(cwd, "stress.png"), image_export_format, settings_720p
 )
+display_image("stress.png")
 
-################################################
-# Exported results
-# ~~~~~~~~~~~~~~~
-# .. image:: /_static/basic/valve/deformation.png
-# .. image:: /_static/basic/valve/stress.png
-
-
+###################################################################################
 # Export stress animation
 animation_export_format = (
-    Ansys.Mechanical.DataModel.Enums.GraphicsAnimationExportFormat.MP4
+    Ansys.Mechanical.DataModel.Enums.GraphicsAnimationExportFormat.GIF
 )
 settings_720p = Ansys.Mechanical.Graphics.AnimationExportSettings()
 settings_720p.Width = 1280
 settings_720p.Height = 720
 
 stress.ExportAnimation(
-    os.path.join(cwd, "Valve.mp4"), animation_export_format, settings_720p
+    os.path.join(cwd, "Valve.gif"), animation_export_format, settings_720p
 )
-
-################################################
-# Exported animation
-# ~~~~~~~~~~~~~~~
-# .. video:: /_static/basic/valve/Valve.mp4
+display_image("Valve.gif")
 
 # Save project
 app.save(os.path.join(cwd, "Valve.mechdat"))
diff --git a/examples/technology_showcase/example_10_td_055_Rotor_Blade_Inverse_solve.py b/examples/technology_showcase/example_10_td_055_Rotor_Blade_Inverse_solve.py
index 1f34c0c2..cdbea723 100644
--- a/examples/technology_showcase/example_10_td_055_Rotor_Blade_Inverse_solve.py
+++ b/examples/technology_showcase/example_10_td_055_Rotor_Blade_Inverse_solve.py
@@ -41,6 +41,8 @@
 
 import ansys.mechanical.core as mech
 from ansys.mechanical.core.examples import delete_downloads, download_file
+from matplotlib import image as mpimg
+from matplotlib import pyplot as plt
 
 app = mech.App(version=232)
 globals().update(mech.global_variables(app))
@@ -52,6 +54,19 @@
 from Ansys.Mechanical.DataModel.Enums import *
 from Ansys.Mechanical.DataModel.MechanicalEnums import *
 
+# Use matlabplotlib to display the images.
+cwd = os.path.join(os.getcwd(), "out")
+
+
+def display_image(image_name):
+    path = os.path.join(os.path.join(cwd, image_name))
+    image = mpimg.imread(path)
+    plt.figure(figsize=(15, 15))
+    plt.axis("off")
+    plt.imshow(image)
+    plt.show()
+
+
 ###############################################################################
 # Download required geometry files
 # ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
@@ -121,6 +136,7 @@
 ExtAPI.Graphics.ExportImage(
     os.path.join(cwd, "geometry.png"), image_export_format, settings_720p
 )
+display_image("geometry.png")
 
 ###################################################################################
 # Assign materials
@@ -469,10 +485,13 @@
 ExtAPI.Graphics.ExportImage(
     os.path.join(cwd, "deformation.png"), image_export_format, settings_720p
 )
+display_image("deformation.png")
+
 Tree.Activate([EQV_STRS2])
 ExtAPI.Graphics.ExportImage(
     os.path.join(cwd, "stress.png"), image_export_format, settings_720p
 )
+display_image("stress.png")
 
 ###################################################################################
 # Cleanup
diff --git a/examples/technology_showcase/readme.txt b/examples/technology_showcase/readme.txt
index c0ac2290..ef4afd4f 100644
--- a/examples/technology_showcase/readme.txt
+++ b/examples/technology_showcase/readme.txt
@@ -1,4 +1,4 @@
-Technology showcase examples
-=============================
+Technology showcase
+====================
 
 Using technology showcase examples demonstrates embedding capabilities of PyMechanical.
\ No newline at end of file