diff --git a/.travis.yml b/.travis.yml
index 90fd90c7de74..ed0d03d4906c 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -34,3 +34,6 @@ notifications:
 
 script:
   - source $TRAVIS/run_test.sh
+
+after_success:
+  - source $TRAVIS/run_coverage.sh
diff --git a/README.md b/README.md
index ea7b8577de3e..10862ff8a6a6 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,7 @@
 # MXNet
 
 [![Build Status](https://travis-ci.org/dmlc/MXNet.jl.svg?branch=master)](https://travis-ci.org/dmlc/MXNet.jl)
+[![codecov.io](https://codecov.io/github/dmlc/MXNet.jl/coverage.svg?branch=master)](https://codecov.io/github/dmlc/MXNet.jl?branch=master)
 [![Documentation Status](https://readthedocs.org/projects/mxnetjl/badge/?version=latest)](http://mxnetjl.readthedocs.org/en/latest/?badge=latest)
 [![License](http://dmlc.github.io/img/apache2.svg)](LICENSE.md)
 
diff --git a/test/travis/run_coverage.sh b/test/travis/run_coverage.sh
new file mode 100644
index 000000000000..73816fac7b98
--- /dev/null
+++ b/test/travis/run_coverage.sh
@@ -0,0 +1 @@
+julia -e 'cd(Pkg.dir("MXNet")); Pkg.add("Coverage"); using Coverage; Codecov.submit(process_folder())'
\ No newline at end of file