diff --git a/docs/index.md b/docs/index.md
index 906acb5f9..04f919d19 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -1,6 +1,6 @@
 site_name: bqplot
 site_description: bqplot: 2-D interactive visualization system for the Jupyter notebook
-site_url: https://bqplot.github.io/
+site_url: https://bqplot.github.io/bqplot
 
 # bqplot
 
diff --git a/docs/installation.md b/docs/installation.md
index 575fd7145..f03e794b0 100644
--- a/docs/installation.md
+++ b/docs/installation.md
@@ -112,10 +112,6 @@ Versions lookup table:
 | 0.11.1              | 0.4.1                    |
 | 0.11.0              | 0.4.0                    |
 
-### Contributing To `bqplot`
-
-See our [contributing guidelines](contributing.md) to know how to contribute and set up a development environment.
-
 ### License
 
 This software is licensed under the Apache 2.0 license. See the [LICENSE](LICENSE) file
diff --git a/docs/usage/figure.md b/docs/usage/figure.md
index 324fef906..2e9239e06 100644
--- a/docs/usage/figure.md
+++ b/docs/usage/figure.md
@@ -2,8 +2,8 @@
 
 `Figure` API documentation can be accessed using the following links:
 
-1. [Figure](bqplot/api/figure) class
-2. [`figure`](bqplot/api/pyplot/#bqplot.pyplot.figure) method in `pyplot`
+1. [Figure](../api/figure.md) class
+2. [`figure`](../api/pyplot.md#bqplot.pyplot.figure) method in `pyplot`
 
 In this section, we'll be focusing on pyplot API to create and configure `figure` objects.
 
@@ -17,9 +17,9 @@ fig = plt.figure()
 
 ### Attributes
 
-#### [Style Attributes](bqplot/api/figure/#bqplot.Figure--style-attributes)
+#### [Style Attributes](../api/figure.md#bqplot.Figure--style-attributes)
 Style attributes can be used for styling the figure (title, backgrounds, legends) etc.
-#### [Layout Attributes](bqplot/api/figure/#bqplot.Figure--layout-attributes)
+#### [Layout Attributes](../api/figure.md#bqplot.Figure--layout-attributes)
 Layout attributes can be used for controlling the dimensions and margins
 
 ### Code Examples
@@ -70,7 +70,5 @@ fig
 
 As you can see in the image above the grey region is the figure margin.
 
-
-
 #### Interactions
 Refer to the [Interaction](interactions/index.md) document for more details
diff --git a/mkdocs.yml b/mkdocs.yml
index 278e611c3..5bb1370d5 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -5,20 +5,20 @@ repo_url: https://github.com/bqplot/bqplot
 theme:
   name: material
   custom_dir: custom_theme/
-  logo: https://raw.githubusercontent.com/bqplot/design/master/bqplot-logo-dark-notext-nobackground.svg
+  logo: https://raw.githubusercontent.com/bqplot/design/master/bqplot-logo-notext-nobackground.svg
   favicon: https://raw.githubusercontent.com/bqplot/design/master/bqplot-logo-notext-nobackground.svg
   extra:
     homepage: https://bqplot.github.io/bqplot
   palette:
     - scheme: default
-      primary: black
-      accent: black
+      primary: red
+      accent: red
       toggle:
         icon: material/brightness-7
         name: Switch to dark mode
     - scheme: slate
-      primary: black
-      accent: black
+      primary: red
+      accent: red
       toggle:
         icon: material/brightness-4
         name: Switch to light mode
@@ -80,12 +80,13 @@ nav:
         - Dashboarding: usage/advanced/dashboards.md
         - Compound Widgets: usage/advanced/compound-widgets.md
     - API Documentation:
+      - Pyplot: api/pyplot.md
       - Figure: api/figure.md
-      - MarketMap: api/market_map.md
-      - Toolbar: api/toolbar.md
       - Scales: api/scales.md
-      - Marks: api/marks.md
       - Axes: api/axes.md
+      - Marks: api/marks.md
+      - Toolbar: api/toolbar.md
       - Interactions: api/interactions.md
-      - Pyplot: api/pyplot.md
+      - MarketMap: api/market_map.md
+      
     - Contributing: contributing.md