diff --git a/README.md b/README.md
index f5d80ceb1..9c4f6bfa9 100644
--- a/README.md
+++ b/README.md
@@ -34,7 +34,7 @@
 
 Front Page|Post
 ---|---
-![main screen](https://i.imgur.com/kZSRcRu.png)|![chat screen](https://i.imgur.com/4XghNh6.png)
+![main screen](https://raw.githubusercontent.com/LemmyNet/lemmy/master/docs/img/main_screen.png)|![chat screen](https://raw.githubusercontent.com/LemmyNet/lemmy/master/docs/img/chat_screen.png)
 
 [Lemmy](https://github.com/LemmyNet/lemmy) is similar to sites like [Reddit](https://reddit.com), [Lobste.rs](https://lobste.rs), [Raddle](https://raddle.me), or [Hacker News](https://news.ycombinator.com/): you subscribe to forums you're interested in, post links and discussions, then vote, and comment on them. Behind the scenes, it is very different; anyone can easily run a server, and all these servers are federated (think email), and connected to the same universe, called the [Fediverse](https://en.wikipedia.org/wiki/Fediverse).
 
@@ -125,14 +125,14 @@ Lemmy is free, open-source software, meaning no advertising, monetizing, or vent
 - [Docker Development](https://dev.lemmy.ml/docs/contributing_docker_development.html)
 - [Local Development](https://dev.lemmy.ml/docs/contributing_local_development.html)
 
-### Translations 
+### Translations
 
 If you want to help with translating, take a look at [Weblate](https://weblate.yerbamate.dev/projects/lemmy/).
 
 ## Contact
 
 - [Mastodon](https://mastodon.social/@LemmyDev)
-- [Matrix](https://riot.im/app/#/room/#rust-reddit-fediverse:matrix.org) 
+- [Matrix](https://riot.im/app/#/room/#rust-reddit-fediverse:matrix.org)
 
 ## Code Mirrors
 
diff --git a/docs/src/about.md b/docs/src/about.md
index 31081f485..2c0e418b3 100644
--- a/docs/src/about.md
+++ b/docs/src/about.md
@@ -2,7 +2,7 @@
 
 Front Page|Post
 ---|---
-![main screen](https://i.imgur.com/kZSRcRu.png)|![chat screen](https://i.imgur.com/4XghNh6.png)
+![main screen](https://raw.githubusercontent.com/LemmyNet/lemmy/master/docs/img/main_screen.png)|![chat screen](https://raw.githubusercontent.com/LemmyNet/lemmy/master/docs/img/chat_screen.png)
 
 [Lemmy](https://github.com/LemmyNet/lemmy) is similar to sites like [Reddit](https://reddit.com), [Lobste.rs](https://lobste.rs), [Raddle](https://raddle.me), or [Hacker News](https://news.ycombinator.com/): you subscribe to forums you're interested in, post links and discussions, then vote, and comment on them. Behind the scenes, it is very different; anyone can easily run a server, and all these servers are federated (think email), and connected to the same universe, called the [Fediverse](https://en.wikipedia.org/wiki/Fediverse).
 
diff --git a/docs/src/about_ranking.md b/docs/src/about_ranking.md
index 36347932e..fe9e82bbb 100644
--- a/docs/src/about_ranking.md
+++ b/docs/src/about_ranking.md
@@ -26,4 +26,4 @@ Gravity = Decay gravity, 1.8 is default
 
 A plot of rank over 24 hours, of scores of 1, 5, 10, 100, 1000, with a scale factor of 10k.
 
-![](https://i.imgur.com/QukPR03.png)
+![](https://raw.githubusercontent.com/LemmyNet/lemmy/master/docs/img/rank_algorithm.png)