diff --git a/.github/label-pr.yml b/.github/label-pr.yml
deleted file mode 100644
index 24b88df6b..000000000
--- a/.github/label-pr.yml
+++ /dev/null
@@ -1,14 +0,0 @@
-- regExp: ".*\\.sql+$"
-  labels: ["DB"]
-- regExp: ".*\\.(cpp|h)+$"
-  labels: ["CORE"]
-- regExp: "src/server/scripts/(.*).(cpp|h)+$"
-  labels: ["Script"]
-- regExp: ".*\\.md+$"
-  labels: ["Documentation"]
-- regExp: ".*\\.sh+$"
-  labels: ["Bash"]
-- regExp: ".*\\.cmake+$"
-  labels: ["Cmake"]
-- regExp: ".*\\.yml+$"
-  labels: ["Workflow"]
diff --git a/.github/labeler.yml b/.github/labeler.yml
new file mode 100644
index 000000000..161c955de
--- /dev/null
+++ b/.github/labeler.yml
@@ -0,0 +1,21 @@
+DB:
+  - src/**/*.sql
+
+CORE:
+  - any: ['src/**/*.cpp', 'src/**/*.h', '!src/server/scripts/*']
+
+Script:
+  - src/server/scripts/**/*.cpp
+  - src/server/scripts/**/*.h
+
+Documentation:
+  - ./*.md
+
+Bash:
+  - ./*.sh
+
+Cmake:
+  - ./*.cmake
+
+Workflow:
+  - .github/workflows/*
diff --git a/.github/workflows/labeler.yml b/.github/workflows/labeler.yml
index 202528c73..61bff78db 100644
--- a/.github/workflows/labeler.yml
+++ b/.github/workflows/labeler.yml
@@ -1,16 +1,12 @@
-# Workflow to associate labels automatically
-name: labeler
-# Trigger the workflow on pull request events
+name: "Pull Request Labeler"
 on: [pull_request]
+
 jobs:
-  label:
+  triage:
     runs-on: ubuntu-20.04
     steps:
-      # We need to checkout the repository to access the configured file (.github/label-pr.yml)
-      - uses: actions/checkout@v2
-      - name: Labeler
-        uses: docker://decathlon/pull-request-labeler-action:2.0.0
-        env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-          # Here we can override the path for the action configuration. If none is provided, default one is `.github/label-pr.yml`
-          CONFIG_PATH: ${{ secrets.GITHUB_WORKSPACE }}/.github/label-pr.yml
+    - uses: actions/labeler@main
+      with:
+        repo-token: "${{ secrets.GITHUB_TOKEN }}"
+        configuration-path: .github/labeler.yml
+        sync-labels: true