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diff --git a/README.markdown b/README.markdown
index fa7f44f..425b05d 100644
--- a/README.markdown
+++ b/README.markdown
@@ -1,7 +1,7 @@
# Quikr #
This is the homepage for quikr.
-## What is Quikr ##
+## What is Quikr? ##
Quikr is a QUadratic, Iterative, K-mer based Reconstruction technique that
utilizes sparsity promoting ideas from the field of compressed sensing to
reconstruct the composition of a bacterial community (when the input data is
@@ -10,10 +10,11 @@ databases that can be custom trained. Typically reconstruction is
accurate down to the genus level.
-## How Do I Install Quikr ##
+## How Do I Install Quikr? ##
Please read the directions on the [installation page](doc/install.markdown).
-## How Do I use Quikr ##
+
+## How Do I use Quikr? ##
We have several ways to use quikr. Quikr is first and formost a command
line utility, but we also provide python and matlab scripts.
@@ -21,13 +22,16 @@ line utility, but we also provide python and matlab scripts.
+ [Matlab documentation](doc/matlab.markdown)
+ [Python documentation](doc/python.markdown)
+
## Contact ##
For issues with the quikr software, contact gailro@gmail.com
+
## License ##
The Quikr project is released under the GPL-3 License. Please view the [LICENSE](LICENSE)
file for more details.
+
## Contributors ##
+ David Koslicki
+ Simon Foucart