diff --git a/README.md b/README.md
index b5e5939..59661bf 100644
--- a/README.md
+++ b/README.md
@@ -5,13 +5,12 @@
 [![codecov.io](http://codecov.io/github/JuliaLinearAlgebra/AlgebraicMultigrid.jl/coverage.svg?branch=master)](http://codecov.io/github/JuliaLinearAlgebra/AlgebraicMultigrid.jl?branch=master)
 [![Build status](https://ci.appveyor.com/api/projects/status/0wnj4lhk1rvl5pjp?svg=true)](https://ci.appveyor.com/project/ranjanan/algebraicmultigrid-jl)
 
-
 This package lets you solve sparse linear systems using Algebraic Multigrid (AMG). This works especially well for symmetric positive definite matrices. 
 
 ## Usage
 
 ```julia
-using AMG
+using AlgebraicMultigrid
 
 A = poisson(1000) # Creates a sample symmetric positive definite sparse matrix
 ml = ruge_stuben(A) # Construct a Ruge-Stuben solver
@@ -58,13 +57,14 @@ Strength of Connection:
 
 Smoothers:
 * Gauss Seidel (Symmetric, Forward, Backward)
+* Damped Jacobi
 
 Cycling:
 * V cycle 
 
 In the future, this package will support:
 1. Other splitting methods (like CLJP)
-2. SOR, Jacobi smoothers
+2. SOR smoother
 3. W, F, AMLI cycles
 
 #### Acknowledgements