diff --git a/anatomy_of_mev_bots/README.md b/anatomy_of_mev_bots/README.md
index 3a90e40..13f1669 100644
--- a/anatomy_of_mev_bots/README.md
+++ b/anatomy_of_mev_bots/README.md
@@ -1,19 +1,23 @@
 ## 🤖 Anatomy of MEV bots
 
-### tl; dr 
+<br>
 
+Lists of "retired" or scafold for mev bots for learning purposes.
+
+<br>
 
 ---
 
-### "retired" or learning mev bots
-
-#### 101
+### 101
 
 * [flashbots-demo](https://github.com/0xblocks/flashbots-demo)
 * [seacher for compromised priv keys](https://github.com/flashbots/searcher-sponsored-tx)
 
+<br>
 
-#### arbers
+---
+
+### arbers
 
 
 * [amm arbitrageur](https://github.com/paco0x/amm-arbitrageur)
@@ -21,7 +25,11 @@
 * [arb mev bot](https://github.com/scapula07/arbitrage-mev-bot)
 * [polygon arb bot](https://github.com/OnlyF0uR/Polygon-Arbitrage-Bot)
 
-#### liquidators
+<br>
+
+---
+
+### liquidators
 
 * [liquidation bot for Aave V3](https://github.com/massun-onibakuchi/grim-reaper)
 * [ftx-factorial liquidation bot](https://github.com/fxfactorial/liquidation-bot-fall-2020)
@@ -29,41 +37,73 @@
 * [liquidator-v3](https://github.com/blockworks-foundation/liquidator-v3)
 
 
-#### frontrunners
+<br>
+
+---
+
+### frontrunners
 
 * [cake sniper](https://github.com/Supercycled/cake_sniper)
 
-#### backrunners
+<br>
+
+---
+
+### backrunners
 
 * [synthetix bot](https://github.com/bertmiller/sMEV)
 
-#### longtailors
+<br>
+
+---
+
+### longtailors
 
 * [ape bot](https://github.com/duckdegen/apebot)
 * [binance alpha bot](https://github.com/duckdegen/apebot)
 * [globinmode longtail nft](https://github.com/Anish-Agnihotri/goblinmode)
 
 
-#### sandwichors
+<br>
+
+---
+
+### sandwichors
 
 * [optimal sandwich](https://github.com/mevcheb/optimal-sandwich)
 * [subway](https://github.com/libevm/subway)
 
-#### snipers
+<br>
+
+---
+
+### snipers
 
 * [limit sniper](https://github.com/CryptoGnome/Limit-Sniper)
 * [pool-sniper](https://github.com/Anish-Agnihotri/pool-sniper)
 
-#### cow solvers
+<br>
+
+---
+
+### cow solvers
 
 * [cow solver template](https://github.com/cowprotocol/solver-template-py)
 * [cowsol](https://github.com/MEV-WAIFU-LABS/cow_arbitrage_solver)
 
-#### tradors
+<br>
+
+---
+
+### tradors
 
 * [hummingbot trading bots](https://hummingbot.org/)
 
-#### tools and algorithms
+<br>
+
+---
+
+### resources and tools
 
 * [bundle generator](https://github.com/Alcibiades-Capital/mev_bundle_generator)
 * [symbolic searcher](https://github.com/bzhang42/symbolic-searcher)
@@ -71,16 +111,7 @@
 * [searcher-sponsored-tx](https://github.com/flashbots/searcher-sponsored-tx)
 * [searcher-minter](https://github.com/flashbots/searcher-minter)
 * [mev bot in q using kdb+](https://github.com/sambacha/q-evm)
-
-<br>
-
----
-
-### more resources
-
-<br>
-
-- [build a mev bot by degatchi](https://www.degatchi.com/articles/how-to-build-a-mev-bot)
-- [etherscan mev bot accounts](https://etherscan.io/accounts/label/mev-bot)
-- [mev as an inner experience by nathan worsley](https://www.youtube.com/watch?v=9iHlyaRsgYI)
+* [build a mev bot by degatchi](https://www.degatchi.com/articles/how-to-build-a-mev-bot)
+* [etherscan mev bot accounts](https://etherscan.io/accounts/label/mev-bot)
+* [mev as an inner experience by nathan worsley](https://www.youtube.com/watch?v=9iHlyaRsgYI)