diff --git a/.github/workflows/code-style.yml b/.github/workflows/code-style.yml
index f6f268c0..d641a22e 100644
--- a/.github/workflows/code-style.yml
+++ b/.github/workflows/code-style.yml
@@ -13,15 +13,14 @@ jobs:
   format:
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v2
-      - uses: julia-actions/setup-julia@latest
-        with:
-          version: 1
+      - uses: actions/checkout@v4
+      - uses: julia-actions/setup-julia@v1212
       - run: |
-          julia  -e 'using Pkg; Pkg.add("JuliaFormatter")'
-          julia  -e 'using JuliaFormatter; format("."; verbose=true)'
+          julia --color=yes -e 'using Pkg; Pkg.add("JuliaFormatter")'
+          julia --color=yes -e 'using JuliaFormatter; format("."; verbose=true)'
       - uses: reviewdog/action-suggester@v1
         with:
           tool_name: JuliaFormatter
+          github_token: ${{ secrets.REVIEWDOG_TOKEN }}
           fail_on_error: true
           filter_mode: added