diff --git a/.github/workflows/master.yml b/.github/workflows/master.yml
index d815760f47daa..0d86bc963a674 100644
--- a/.github/workflows/master.yml
+++ b/.github/workflows/master.yml
@@ -106,9 +106,6 @@ jobs:
       run: |
         install.packages("devtools")
         remotes::install_deps('mlflow/R/mlflow', dependencies = TRUE, upgrade = FALSE)
-        # Install `mleap` from archive since it's unavailable on the CRAN repository:
-        # https://cran.r-project.org/package=mleap
-        devtools::install_url("https://cran.r-project.org/src/contrib/Archive/mleap/mleap_1.0.0.tar.gz")
       shell: Rscript {0}
     - name: Create test environment
       run: |
diff --git a/mlflow/R/mlflow/DESCRIPTION b/mlflow/R/mlflow/DESCRIPTION
index 47856f729c255..8d88cba9aada3 100644
--- a/mlflow/R/mlflow/DESCRIPTION
+++ b/mlflow/R/mlflow/DESCRIPTION
@@ -55,12 +55,12 @@ Suggests:
     h2o,
     keras,
     lintr,
+    mleap,
     sparklyr,
     stringi (< 1.4.4),
     testthat (>= 2.0.0),
     xgboost
-Enhances:
-    mleap
+Additional_repositories: https://mlflow.github.io/drat
 Encoding: UTF-8
 RoxygenNote: 7.1.2
 Collate: