diff --git a/src/interface/obsidian/README.md b/src/interface/obsidian/README.md
index 4454df02..7b256b03 100644
--- a/src/interface/obsidian/README.md
+++ b/src/interface/obsidian/README.md
@@ -11,7 +11,8 @@
   - [Setup Backend](#1-Setup-Backend)
   - [Setup Plugin](#2-Setup-Plugin)
 - [Use](#Use)
-  - [Query Filters](#Query-filters)
+  - [Search](#search)
+  - [Find Similar Notes](#find-similar-notes)
 - [Upgrade](#Upgrade)
   - [Upgrade Backend](#1-Upgrade-Backend)
   - [Upgrade Plugin](#2-Upgrade-Plugin)
@@ -56,7 +57,8 @@ pip install khoj-assistant && khoj --no-gui
 See [official docs](https://help.obsidian.md/Advanced+topics/Community+plugins#Discover+and+install+community+plugins) for details
 
 ## Use
-Click the *Khoj search* icon 🔎 on the [Ribbon](https://help.obsidian.md/User+interface/Workspace/Ribbon) or Search for *Khoj: Search* in the [Command Palette](https://help.obsidian.md/Plugins/Command+palette)
+### Search
+Click the *Khoj search* icon 🔎 on the [Ribbon](https://help.obsidian.md/User+interface/Workspace/Ribbon) or run *Khoj: Search* from the [Command Palette](https://help.obsidian.md/Plugins/Command+palette)
 
 <details><summary>Query Filters</summary>
 
@@ -80,6 +82,9 @@ Use structured query syntax to filter the natural language search results
 
 </details>
 
+### Find Similar Notes
+To see other notes similar to the current one, run *Khoj: Find Similar Notes* from the [Command Palette](https://help.obsidian.md/Plugins/Command+palette)
+
 ## Upgrade
 ### 1. Upgrade Backend
   ```shell
diff --git a/src/interface/obsidian/src/main.ts b/src/interface/obsidian/src/main.ts
index 1725b5ae..1adc1eff 100644
--- a/src/interface/obsidian/src/main.ts
+++ b/src/interface/obsidian/src/main.ts
@@ -10,7 +10,7 @@ export default class Khoj extends Plugin {
     async onload() {
         await this.loadSettings();
 
-        // Add a search command. It can be triggered from anywhere
+        // Add search command. It can be triggered from anywhere
         this.addCommand({
             id: 'search',
             name: 'Search',
@@ -21,21 +21,29 @@ export default class Khoj extends Plugin {
             }
         });
 
+        // Add similar notes command. It can only be triggered from the editor
+        this.addCommand({
+            id: 'similar',
+            name: 'Find Similar Notes',
+            editorCheckCallback: (checking) => {
+                if (!checking && this.settings.connectedToBackend)
+                    new KhojModal(this.app, this.settings, true).open();
+                return this.settings.connectedToBackend;
+            }
+        });
+
         // Create an icon in the left ribbon.
         this.addRibbonIcon('search', 'Khoj', (_: MouseEvent) => {
             // Called when the user clicks the icon.
             this.settings.connectedToBackend
-            ? new KhojModal(this.app, this.settings).open()
-            : new Notice(`❗️Ensure Khoj backend is running and Khoj URL is pointing to it in the plugin settings`);
+                ? new KhojModal(this.app, this.settings).open()
+                : new Notice(`❗️Ensure Khoj backend is running and Khoj URL is pointing to it in the plugin settings`);
         });
 
         // Add a settings tab so the user can configure khoj
         this.addSettingTab(new KhojSettingTab(this.app, this));
     }
 
-    onunload() {
-    }
-
     async loadSettings() {
         // Load khoj obsidian plugin settings
         this.settings = Object.assign({}, DEFAULT_SETTINGS, await this.loadData());
diff --git a/src/interface/obsidian/src/modal.ts b/src/interface/obsidian/src/modal.ts
index c1005042..d44da44a 100644
--- a/src/interface/obsidian/src/modal.ts
+++ b/src/interface/obsidian/src/modal.ts
@@ -9,10 +9,15 @@ export interface SearchResult {
 export class KhojModal extends SuggestModal<SearchResult> {
     setting: KhojSetting;
     rerank: boolean = false;
+    find_similar_notes: boolean;
 
-    constructor(app: App, setting: KhojSetting) {
+    constructor(app: App, setting: KhojSetting, find_similar_notes: boolean = false) {
         super(app);
         this.setting = setting;
+        this.find_similar_notes = find_similar_notes;
+
+        // Hide input element in Similar Notes mode
+        this.inputEl.hidden = this.find_similar_notes;
 
         // Register Modal Keybindings to Rerank Results
         this.scope.register(['Mod'], 'Enter', async () => {
@@ -49,20 +54,34 @@ export class KhojModal extends SuggestModal<SearchResult> {
         this.setPlaceholder('Search with Khoj 🦅...');
     }
 
+    async onOpen() {
+        if (this.find_similar_notes) {
+            // If markdown file is currently active
+            let file = this.app.workspace.getActiveFile();
+            if (file && file.extension === 'md') {
+                // Enable rerank of search results
+                this.rerank = true
+                // Set contents of active markdown file to input element
+                this.inputEl.value = await this.app.vault.read(file);
+                // Trigger search to get and render similar notes from khoj backend
+                this.inputEl.dispatchEvent(new Event('input'));
+                this.rerank = false
+            }
+            else {
+                this.resultContainerEl.setText('Cannot find similar notes for non-markdown files');
+            }
+        }
+    }
+
     async getSuggestions(query: string): Promise<SearchResult[]> {
         // Query Khoj backend for search results
-        let searchUrl = `${this.setting.khojUrl}/api/search?q=${query}&n=${this.setting.resultsCount}&r=${this.rerank}&t=markdown`
+        let encodedQuery = encodeURIComponent(query);
+        let searchUrl = `${this.setting.khojUrl}/api/search?q=${encodedQuery}&n=${this.setting.resultsCount}&r=${this.rerank}&t=markdown`
         let results = await request(searchUrl)
             .then(response => JSON.parse(response))
-            .then(data => {
-                return data.map((result: any) => {
-                    let processedResult: SearchResult = {
-                        entry: result.entry,
-                        file: result.additional.file
-                    };
-                    return processedResult;
-                })
-            });
+            .then(data => data
+                .filter((result: any) => !this.find_similar_notes || !result.additional.file.endsWith(this.app.workspace.getActiveFile()?.path))
+                .map((result: any) => { return { entry: result.entry, file: result.additional.file } as SearchResult; }));
 
         return results;
     }