diff --git a/README.md b/README.md
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--- a/README.md
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@@ -7,37 +7,37 @@ A curated collection of projects and tools in the Urbit ecosystem.
 
 ## Apps
 
-- [rabsef-bicrym/tudumvc: todoMVC on Urbit](https://github.com/rabsef-bicrym/tudumvc/)
-- [ryjm/srrs: a spaced repetition repetition system on urbit](https://github.com/ryjm/srrs)
+- [ryjm/srrs](https://github.com/ryjm/srrs) – a spaced repetition repetition system on urbit
 
 ## Development
 
-- [matildepark/urbit-static-page: Mount an arbitrary HTML page to an Urbit ship.](https://github.com/matildepark/urbit-static-page/)
-- [urbit/create-landscape-app: Get started making a simple app for Landscape with a few commands.](https://github.com/urbit/create-landscape-app)
-- [robkorn/urbit-chatbot-framework: A framework that allows anyone to create an Urbit Chatbot with only a few lines of code.](https://github.com/robkorn/urbit-chatbot-framework)
+- [matildepark/urbit-static-page](https://github.com/matildepark/urbit-static-page/) – Mount an arbitrary HTML page to an Urbit ship
+- [urbit/create-landscape-app](https://github.com/urbit/create-landscape-app) – Get started making a simple app for Landscape with a few commands
+- [robkorn/urbit-chatbot-framework](https://github.com/robkorn/urbit-chatbot-framework) – A framework that allows anyone to create an Urbit Chatbot with only a few lines of code
 
 ### Learning 
 
-- [Beginning Hoon Introduction – hooniversity.org](https://hooniversity.org/beginning-hoon-introduction-2/)
-- [hoon-cheat-sheet(pdf)](https://storage.googleapis.com/media.urbit.org/docs/hoon-cheat-sheet-2020-07-24.pdf)
-- [timlucmiptev/gall-guide: Complete guide to Gall and Landscape apps on Urbit](https://github.com/timlucmiptev/gall-guide)
-- [Gall 101 – HTTP – hooniversity.org](https://hooniversity.org/gall-101-http/)
-- [CS 498MC • Martian Computing | martian-computing](https://davis68.github.io/martian-computing/)
-- [Nock for Everyday Coders, Part 1: Basic Functions and Opcodes](https://blog.timlucmiptev.space/part1.html)
+- [rabsef-bicrym/tudumvc](https://github.com/rabsef-bicrym/tudumvc/) – todoMVC on Urbit
+- [Beginning Hoon Introduction](https://hooniversity.org/beginning-hoon-introduction-2/) (hooniversity.org)
+- [hoon-cheat-sheet](https://storage.googleapis.com/media.urbit.org/docs/hoon-cheat-sheet-2020-07-24.pdf) (PDF)
+- [timlucmiptev/gall-guide](https://github.com/timlucmiptev/gall-guide) – Complete guide to Gall and Landscape apps on Urbit
+- [Gall 101 – HTTP](https://hooniversity.org/gall-101-http/) (hooniversity.org)
+- [CS 498MC • Martian Computing](https://davis68.github.io/martian-computing/) (University of Illinois)
+- [Nock for Everyday Coders](https://blog.timlucmiptev.space/part1.html) – A 4 part series on Nock
 
 ## Operations
-- [arthyn/taisho: A ship runner and manager for Urbit OS](https://github.com/arthyn/taisho)
-- [Urbit operator's cheatsheet](https://blog.urbit.live/urbit-operators-cheatsheet/)
-- [nisfeb/urbit-boot-automation](https://github.com/nisfeb/urbit-boot-automation)
+- [arthyn/taisho](https://github.com/arthyn/taisho) – A ship runner and manager for Urbit OS
+- [Urbit operator's cheatsheet](https://blog.urbit.live/urbit-operators-cheatsheet/) (urbit.live)
+- [nisfeb/urbit-boot-automation](https://github.com/nisfeb/urbit-boot-automation) – Trivially start a DigitalOcean droplet and start an Urbit planet
 - [flagday.sh](https://gist.github.com/philipcmonk/8e3d095b9545069237c759cd9aad32c2#file-flagday-sh-L175-L176)
-- [CaptEmulation/urbit-docker-compose: Self container Let's Encrypt / certbot / nginx / urbit docker-compose deployment](https://github.com/CaptEmulation/urbit-docker-compose)
-- [mogfus-ropduc/urdocker](https://github.com/mogfus-ropduc/urdocker)
+- [CaptEmulation/urbit-docker-compose](https://github.com/CaptEmulation/urbit-docker-compose) – Self container Let's Encrypt / certbot / nginx / urbit docker-compose deployment
+- [mogfus-ropduc/urdocker](https://github.com/mogfus-ropduc/urdocker) – Builds a Docker image with the latest Urbit binary. Mounts a local directory in the container for your pier. Also lets you set a port of your choosing.
 - [Self-hosting MinIO S3 for Urbit](https://subject.network/posts/free-urbit-s3-minio/)
 - [Urbit, Nginx and Letsencrypt](https://subject.network/posts/urbit-nginx-letsencrypt/)
 
 ## Additional Docs
 
-- [UP: Userspace Architecture - Google Docs](https://docs.google.com/document/d/1hS_UuResG1S4j49_H-aSshoTOROKBnGoJAaRgOipf54/edit)
-- [Graph Store Proposal - Google Docs](https://docs.google.com/document/d/1-Gwfg442kV3cdfG7NnWPEf2TMa3uLUTAKkZD70ALZkE/edit)
-- [Landscape Architecture - Google Docs](https://docs.google.com/document/d/10MnlRo29L7h0rLf6hB3s6l--KeCak3lnAJiZb5osmtY/edit)
-- [S3 setup via Dojo](https://groups.google.com/a/urbit.org/g/dev/c/JUE12GFg2C8/m/gMLKsweKCAAJ)
+- [UP: Userspace Architecture](https://docs.google.com/document/d/1hS_UuResG1S4j49_H-aSshoTOROKBnGoJAaRgOipf54/edit) (Google Docs)
+- [Graph Store Proposal](https://docs.google.com/document/d/1-Gwfg442kV3cdfG7NnWPEf2TMa3uLUTAKkZD70ALZkE/edit) (Google Docs)
+- [Landscape Architecture](https://docs.google.com/document/d/10MnlRo29L7h0rLf6hB3s6l--KeCak3lnAJiZb5osmtY/edit)
+- [S3 setup via Dojo](https://groups.google.com/a/urbit.org/g/dev/c/JUE12GFg2C8/m/gMLKsweKCAAJ) (Urbit dev mailing list