diff --git a/mpi.adoc b/mpi.adoc
index ee2dfd0..56764eb 100644
--- a/mpi.adoc
+++ b/mpi.adoc
@@ -20,10 +20,8 @@ Apostolos rootApostolos@swarmlab.io
 - Install docker + 
 http://docs.vlabs.uniwa.gr/Howtos/docker/install.adoc.html[^]
 
-- Clone repo + 
-
-https://git.vlabs.uniwa.gr:3000/swarmlab/swarmlab-mpi + 
-See http://docs.vlabs.uniwa.gr/Howtos/git/use-git.adoc.html 
+- Clone repo https://git.vlabs.uniwa.gr:3000/swarmlab/swarmlab-mpi + 
+HowTo: See http://docs.vlabs.uniwa.gr/Howtos/git/use-git.adoc.html 
 
 
 [[cheat-swarmlab-mpi]]
@@ -65,8 +63,7 @@ cd myproject
 swarmlab-mpi create
 ```
 .Relevant files:
-[NOTE]
-====
+```
 Project
 ├── Dockerfile          # Image specification
 ├── project             # Sample program source code
@@ -75,8 +72,7 @@ Project
 │   ├── id_rsa          # (could generate your own)
 │   └── id_rsa.pub
 ├── docker-compose.yml  # Container orchestration 
-
-====
+```
 
 [[cheat-swarmlab-up]]
 == Spin up the swarmlab cluster