diff --git a/src/interface/obsidian/README.md b/src/interface/obsidian/README.md
index 3a2cec01..b4691cd6 100644
--- a/src/interface/obsidian/README.md
+++ b/src/interface/obsidian/README.md
@@ -16,6 +16,7 @@
   - [Upgrade Backend](#1-Upgrade-Backend)
   - [Upgrade Plugin](#2-Upgrade-Plugin)
 - [Troubleshoot](#Troubleshoot)
+- [Visualize Codebase](#Visualize-Codebase)
 - [Implementation](#Implementation)
 
 ## Features
@@ -98,6 +99,9 @@ Use structured query syntax to filter the natural language search results
 - The plugin loads index of only one vault at a time.<br/>
   So notes across multiple vaults **cannot** be search at the same time
 
+## Visualize Codebase
+<img src="https://github.com/debanjum/khoj/blob/master/src/interface/obsidian/docs/khoj_obsidian_codebase_visualization_0.2.1.png" width="700" />
+
 ## Implementation
 The plugin implements the following functionality to search your notes with Khoj:
 - [X] Open the Khoj search modal via left ribbon icon or the *Khoj: Search* command
diff --git a/src/interface/obsidian/docs/khoj_obsidian_codebase_visualization_0.2.1.png b/src/interface/obsidian/docs/khoj_obsidian_codebase_visualization_0.2.1.png
new file mode 100644
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