diff --git a/Readme.md b/Readme.md
index 216f6b17..9312f3b9 100644
--- a/Readme.md
+++ b/Readme.md
@@ -53,7 +53,7 @@
### Khoj in Obsidian
https://user-images.githubusercontent.com/6413477/210486007-36ee3407-e6aa-4185-8a26-b0bfc0a4344f.mp4
-#### Description
+Description
- Install Khoj via `pip` and start Khoj backend in non-gui mode
- Install Khoj plugin via Community Plugins settings pane on Obsidian app
@@ -62,24 +62,27 @@ https://user-images.githubusercontent.com/6413477/210486007-36ee3407-e6aa-4185-8
- Open Khoj plugin on Obsidian via Search button on Left Pane
- Search \"*Announce plugin to folks*\" in the [Obsidian Plugin docs](https://marcus.se.net/obsidian-plugin-docs/)
- Jump to the [search result](https://marcus.se.net/obsidian-plugin-docs/publishing/submit-your-plugin)
+
### Khoj in Emacs, Browser
https://user-images.githubusercontent.com/6413477/184735169-92c78bf1-d827-4663-9087-a1ea194b8f4b.mp4
-#### Description
+Description
- Install Khoj via pip
- Start Khoj app
- Add this readme and [khoj.el readme](https://github.com/debanjum/khoj/tree/master/src/interface/emacs) as org-mode for Khoj to index
- Search \"*Setup editor*\" on the Web and Emacs. Re-rank the results for better accuracy
- Top result is what we are looking for, the [section to Install Khoj.el on Emacs](https://github.com/debanjum/khoj/tree/master/src/interface/emacs#installation)
+
-#### Analysis
+Analysis
- The results do not have any words used in the query
- *Based on the top result it seems the re-ranking model understands that Emacs is an editor?*
- The results incrementally update as the query is entered
- The results are re-ranked, for better accuracy, once user hits enter
+
### Interfaces
@@ -116,7 +119,7 @@ khoj
- **Khoj via Obsidian**
- [Install](https://github.com/debanjum/khoj/tree/master/src/interface/obsidian#2-Setup-Plugin) the Khoj Obsidian plugin
- - 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)
+ - 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)
- **Khoj via Emacs**
- [Install](https://github.com/debanjum/khoj/tree/master/src/interface/emacs#installation) [khoj.el](./src/interface/emacs/khoj.el)
- Run `M-x khoj `
@@ -152,7 +155,6 @@ pip install --upgrade khoj-assistant
### Upgrade Khoj on Emacs
- Use your Emacs Package Manager to Upgrade
- - E.g Run `M-x package-refresh-content` followed by `M-x package-reinstall khoj` to upgrade `khoj.el`
- See [khoj.el readme](https://github.com/debanjum/khoj/tree/master/src/interface/emacs#Upgrade) for details
### Upgrade Khoj on Obsidian
diff --git a/src/interface/obsidian/README.md b/src/interface/obsidian/README.md
index 3f27e18b..ebd78544 100644
--- a/src/interface/obsidian/README.md
+++ b/src/interface/obsidian/README.md
@@ -52,7 +52,7 @@ 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)
+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)
### Query Filters
Use structured query syntax to filter the natural language search results