diff --git a/README.md b/README.md
index e6f1ee70..c5f7a926 100644
--- a/README.md
+++ b/README.md
@@ -4,13 +4,15 @@ A bilevel optimization extension of the [JuMP](https://github.com/JuMP-dev/JuMP.
 
 | **Build Status** |
 |:----------------:|
-| [![Build Status][build-img]][build-url] [![Codecov branch][codecov-img]][codecov-url] |
+| [![Build Status][build-img]][build-url] [![Codecov branch][codecov-img]][codecov-url] [![Documentation][docs-latest-img]][docs-latest-url]|
 
 
 [build-img]: https://github.com/joaquimg/BilevelJuMP.jl/workflows/CI/badge.svg?branch=master
 [build-url]: https://github.com/joaquimg/BilevelJuMP.jl/actions?query=workflow%3ACI
 [codecov-img]: http://codecov.io/github/joaquimg/BilevelJuMP.jl/coverage.svg?branch=master
 [codecov-url]: http://codecov.io/github/joaquimg/BilevelJuMP.jl?branch=master
+[docs-latest-img]: https://img.shields.io/badge/docs-latest-blue.svg)
+[docs-latest-url]: https://joaquimg.github.io/BilvelJuMP.jl/latest/
 
 ## Introduction
 
diff --git a/docs/make.jl b/docs/make.jl
index a1e71a61..8a43d98a 100644
--- a/docs/make.jl
+++ b/docs/make.jl
@@ -4,7 +4,7 @@ makedocs(
     modules = [BilevelJuMP],
     doctest  = false,
     clean    = true,
-    format   = Documenter.HTML(mathengine = Documenter.MathJax()),
+    format   = Documenter.HTML(mathengine = Documenter.MathJax2()),
     sitename = "BilevelJuMP.jl",
     authors  = "Joaquim Garcia",
     pages   = [