diff --git a/build.sbt b/build.sbt
index d71af8232..3fd188145 100644
--- a/build.sbt
+++ b/build.sbt
@@ -217,6 +217,7 @@ lazy val cliSettings = Seq(
     Dependencies.coursier,
     Dependencies.coursierJvm,
     Dependencies.dependency,
+    Dependencies.directoriesJni,
     Dependencies.jsoniterCore,
     Dependencies.svm % Provided,
     Dependencies.jsoniterMacros % Provided
diff --git a/cli/src/main/scala/bloop/cli/Directories.scala b/cli/src/main/scala/bloop/cli/Directories.scala
index 715397ea3..5b652455f 100644
--- a/cli/src/main/scala/bloop/cli/Directories.scala
+++ b/cli/src/main/scala/bloop/cli/Directories.scala
@@ -1,7 +1,8 @@
 package bloop.cli
 
-import bloop.cli.util.JniGetWinDirs
-import coursier.cache.shaded.dirs.{GetWinDirs, ProjectDirectories}
+import dev.dirs.ProjectDirectories
+import dev.dirs.impl.Windows;
+import dev.dirs.jni.WindowsJni;
 
 import scala.util.Properties
 
@@ -31,11 +32,11 @@ object Directories {
   }
 
   def default(): Directories = {
-    val getWinDirs: GetWinDirs =
+    val getWinDirs =
       if (coursier.paths.Util.useJni())
-        new JniGetWinDirs
+        WindowsJni.getJdkAwareSupplier();
       else
-        GetWinDirs.powerShellBased
+        Windows.getDefaultSupplier();
 
     OsLocations(ProjectDirectories.from(null, null, "ScalaCli", getWinDirs))
   }
diff --git a/cli/src/main/scala/bloop/cli/util/JniGetWinDirs.java b/cli/src/main/scala/bloop/cli/util/JniGetWinDirs.java
deleted file mode 100644
index 3924de721..000000000
--- a/cli/src/main/scala/bloop/cli/util/JniGetWinDirs.java
+++ /dev/null
@@ -1,18 +0,0 @@
-package bloop.cli.util;
-
-import java.util.ArrayList;
-
-import coursier.cache.shaded.dirs.GetWinDirs;
-import coursier.jniutils.WindowsKnownFolders;
-
-// has to be written in Java, in order to override a Java var-args method...
-public class JniGetWinDirs implements GetWinDirs {
-  @Override
-  public String[] getWinDirs(String... guids) {
-    ArrayList<String> list = new ArrayList<>();
-    for (int i = 0; i < guids.length; i++) {
-      list.add(WindowsKnownFolders.knownFolderPath("{" + guids[i] + "}"));
-    }
-    return list.toArray(new String[list.size()]);
-  }
-}
diff --git a/project/Dependencies.scala b/project/Dependencies.scala
index 184b33d01..08299342f 100644
--- a/project/Dependencies.scala
+++ b/project/Dependencies.scala
@@ -20,7 +20,7 @@ object Dependencies {
   val lmVersion = "1.10.3"
   val configDirsVersion = "26"
   val caseAppVersion = "2.0.6"
-  val coursierVersion = "2.1.23"
+  val coursierVersion = "2.1.24"
   val sourcecodeVersion = "0.4.2"
   val sbtTestInterfaceVersion = "1.0"
   val sbtTestAgentVersion = "1.10.7"
@@ -63,6 +63,7 @@ object Dependencies {
   val coursier = "io.get-coursier" %% "coursier" % coursierVersion
   val coursierJvm = "io.get-coursier" %% "coursier-jvm" % coursierVersion
   val dependency = "io.get-coursier" %% "dependency" % "0.3.2"
+  val directoriesJni = "io.get-coursier.util" % "directories-jni" % "0.1.3"
   val scalaCollectionCompat = "org.scala-lang.modules" %% "scala-collection-compat" % "2.12.0"
   val shapeless = "com.chuusai" %% "shapeless" % shapelessVersion
   val caseApp = "com.github.alexarchambault" %% "case-app" % caseAppVersion