diff --git a/by-list.md b/by-list.md
index 31b2008..197e9f9 100644
--- a/by-list.md
+++ b/by-list.md
@@ -275,7 +275,7 @@
 - [tale/headplane](https://github.com/tale/headplane) - A feature-complete Web UI for Headscale
 - [mkalus/caddy_nobots_v2](https://github.com/mkalus/caddy_nobots_v2) - Caddy v2 Server plugin to protect your website against web crawlers and bots
 - [suderman/nixos](https://github.com/suderman/nixos) - system configurations & dotfiles
-- [Frestein/gaze-stars](https://github.com/Frestein/gaze-stars) - Creating your own Awesome List by GitHub starred lists! 🌟 
+- [Frestein/gaze-stars](https://github.com/Frestein/gaze-stars) - 🌟 Generate Awesome List from GitHub starred lists!
 - [jdx/mise](https://github.com/jdx/mise) - dev tools, env vars, task runner
 - [flox/flox](https://github.com/flox/flox) - Developer environments you can take with you
 - [Y2Z/monolith](https://github.com/Y2Z/monolith) - ⬛️ CLI tool and library for saving complete web pages as a single HTML file
@@ -898,7 +898,7 @@
 - [wgtunnel/wgtunnel](https://github.com/wgtunnel/wgtunnel) - A FOSS Android client for WireGuard and AmneziaWG with auto-tunneling.
 - [karakeep-app/karakeep](https://github.com/karakeep-app/karakeep) - A self-hostable bookmark-everything app (links, notes and images) with AI-based automatic tagging and full text search
 - [YaLTeR/niri](https://github.com/YaLTeR/niri) - A scrollable-tiling Wayland compositor.
-- [Frestein/gaze-stars](https://github.com/Frestein/gaze-stars) - Creating your own Awesome List by GitHub starred lists! 🌟 
+- [Frestein/gaze-stars](https://github.com/Frestein/gaze-stars) - 🌟 Generate Awesome List from GitHub starred lists!
 - [maguowei/starred](https://github.com/maguowei/starred) - creating your own Awesome List by GitHub stars!
 - [wellWINeo/nix-anysync](https://github.com/wellWINeo/nix-anysync) - Any-Sync NixOS flake
 - [logseq/logseq](https://github.com/logseq/logseq) - A privacy-first, open-source platform for knowledge management and collaboration. Download link:  http://github.com/logseq/logseq/releases. roadmap: http://trello.com/b/8txSM12G/roadmap
@@ -1119,7 +1119,7 @@
 - [traccar/traccar-web](https://github.com/traccar/traccar-web) - Traccar GPS Tracking System
 - [traccar/traccar-client-android](https://github.com/traccar/traccar-client-android) - Traccar Client for Android
 - [traccar/traccar](https://github.com/traccar/traccar) - Traccar GPS Tracking System
-- [Frestein/gaze-stars](https://github.com/Frestein/gaze-stars) - Creating your own Awesome List by GitHub starred lists! 🌟 
+- [Frestein/gaze-stars](https://github.com/Frestein/gaze-stars) - 🌟 Generate Awesome List from GitHub starred lists!
 - [jdx/mise](https://github.com/jdx/mise) - dev tools, env vars, task runner
 - [nix-community/comma](https://github.com/nix-community/comma) - Comma runs software without installing it. [maintainers=@Artturin,@burke,@DavHau]
 - [flox/flox](https://github.com/flox/flox) - Developer environments you can take with you