diff --git a/docs/examples/generate-dashboard-from-picture.md b/docs/examples/generate-dashboard-from-picture.md
index bbd36dd..7534389 100644
--- a/docs/examples/generate-dashboard-from-picture.md
+++ b/docs/examples/generate-dashboard-from-picture.md
@@ -16,7 +16,7 @@ Then ask Claude to recreate it:
 Please study the attached image. Then plan how to recreate the dashboard. Use ECharts for plotting.
 ```
 
-When the plan is ready, ask Claude Code to implement it:
+When the plan is ready, ask Claude to implement it:
 
 ```text
 Please implement the plan.
diff --git a/docs/examples/generate-viz-from-picture.md b/docs/examples/generate-plot-from-picture.md
similarity index 96%
rename from docs/examples/generate-viz-from-picture.md
rename to docs/examples/generate-plot-from-picture.md
index 49a2afe..b28cff6 100644
--- a/docs/examples/generate-viz-from-picture.md
+++ b/docs/examples/generate-plot-from-picture.md
@@ -1,4 +1,4 @@
-# Generate Visualization from Picture
+# Generate Plot from Picture
 
 Upload an image of a plot and ask Claude Code to recreate it!
 
@@ -10,8 +10,6 @@ Upload the image below to Claude Code.
 
 ![Distribution of Electricity Plot - Input](../assets/images/examples/distribution-of-electricity-input.png)
 
-(Source: [ECharts Examples](https://echarts.apache.org/examples/en/index.html))
-
 Then ask Claude to recreate it using the HoloViz ecosystem:
 
 ```text
@@ -26,7 +24,7 @@ Please implement the plan.
 
 ## Result
 
-Not perfect but a really good starting point.
+Not perfect, but a really good starting point.
 
 ![Distribution of Electricity Plot - Output](../assets/images/examples/distribution-of-electricity-output.png)
 
@@ -222,3 +220,7 @@ create_plot()
 ```
 
 </details>
+
+## Credits
+
+The original plot is from [ECharts Examples](https://echarts.apache.org/examples/en/index.html).
diff --git a/docs/examples/index.md b/docs/examples/index.md
index a7e9611..af65ea9 100644
--- a/docs/examples/index.md
+++ b/docs/examples/index.md
@@ -4,19 +4,19 @@ Get inspired by what you can build with HoloViz MCP.
 
 ---
 
-## Generate Visualization from Picture
+## Generate Plot from Picture
 
 Upload a plot image and Claude recreates it with HoloViews.
 
-[![Input](../assets/images/examples/distribution-of-electricity-input.png)](generate-viz-from-picture.md)
+[![Input](../assets/images/examples/distribution-of-electricity-input.png)](generate-plot-from-picture.md)
 
-[View Example →](generate-viz-from-picture.md)
+[View Example →](generate-plot-from-picture.md)
 
 ---
 
 ## Generate Dashboard from Picture
 
-Upload a dashboard image and Claude recreates it.
+Upload a dashboard image and Claude recreates it with Panel.
 
 [![Input](../assets/images/examples/dashboard-from-image-input.png)](generate-dashboard-from-picture.md)
 
diff --git a/mkdocs.yml b/mkdocs.yml
index 5a1fbd5..61a39cb 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -106,7 +106,7 @@ nav:
             - Weather Dashboard (Claude): tutorials/weather-dashboard-claude-code.md
     - Examples:
         - examples/index.md
-        - Visualization from Picture: examples/generate-viz-from-picture.md
+        - Plot from Picture: examples/generate-plot-from-picture.md
         - Dashboard from Picture: examples/generate-dashboard-from-picture.md
     - How-To Guides:
         - Installation: