diff --git a/.travis.yml b/.travis.yml
index f61fa1db0b..50ef636412 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -17,6 +17,7 @@ cache:
   directories:
   - $HOME/nndc_hdf5
   - $HOME/endf-b-vii.1
+  - $HOME/WMP_Library
 env:
   global:
     - FC=gfortran
@@ -25,7 +26,7 @@ env:
     - OMP_NUM_THREADS=2
     - OPENMC_CROSS_SECTIONS=$HOME/nndc_hdf5/cross_sections.xml
     - OPENMC_ENDF_DATA=$HOME/endf-b-vii.1
-    - OPENMC_MULTIPOLE_LIBRARY=$HOME/multipole_lib
+    - OPENMC_MULTIPOLE_LIBRARY=$HOME/WMP_Library/WMP_Library
     - PATH=$PATH:$HOME/NJOY2016/build
     - DISPLAY=:99.0
   matrix:
diff --git a/tools/ci/travis-before-script.sh b/tools/ci/travis-before-script.sh
index bbb34358b9..ca7cf75e2c 100755
--- a/tools/ci/travis-before-script.sh
+++ b/tools/ci/travis-before-script.sh
@@ -17,5 +17,6 @@ if [[ ! -d $ENDF/neutrons || ! -d $ENDF/photoat || ! -d $ENDF/atomic_relax ]]; t
 fi
 
 # Download multipole library
-git clone --branch=master git://github.com/smharper/windowed_multipole_library.git wmp_lib
-tar -C $HOME -xzvf wmp_lib/multipole_lib.tar.gz
+if [[ ! -d $HOME/WMP_Library ]]; then
+    git lfs clone https://github.com/mit-crpg/WMP_Library.git
+fi