diff --git a/.github/workflows/ruff-lint.yml b/.github/workflows/ruff-lint.yml
index 6ba9447..e875dea 100644
--- a/.github/workflows/ruff-lint.yml
+++ b/.github/workflows/ruff-lint.yml
@@ -17,23 +17,33 @@ jobs:
           ref: ${{ github.event.pull_request.head.ref }}
           repository: ${{ github.event.pull_request.head.repo.full_name }}
 
-      - name: Get changed py files
-        id: changed-py-files
-        uses: tj-actions/changed-files@v44
+      - name: Filter changed Python files
+        id: py-filter
+        uses: dorny/paths-filter@v3
         with:
-          files: |
-             **.py
+          list-files: json
+          filters: |
+            python:
+              - '**/*.py'
 
-      - name: Ruff Check
-        if: steps.changed-py-files.outputs.any_changed == 'true'
-        uses: chartboost/ruff-action@491342200cdd1cf4d5132a30ddc546b3b5bc531b
-        with:
-          args: check
-          changed-files: 'true'
+      - name: Get py changed files
+        if: steps.py-filter.outputs.python == 'true'
+        id: py-changed-files
+        run: | 
+          files=$(echo '${{ steps.py-filter.outputs.python_files }}' | jq -r 'join(" ")')
+          echo "files=${files}" >> $GITHUB_OUTPUT
 
-      - name: Ruff Format
-        if: always() && steps.changed-py-files.outputs.any_changed == 'true'
-        uses: chartboost/ruff-action@491342200cdd1cf4d5132a30ddc546b3b5bc531b
-        with:
-          args: format --diff
-          changed-files: 'true'
\ No newline at end of file
+      - name: Install ruff 
+        if: steps.py-filter.outputs.python == 'true'
+        run: |
+          pip install ruff==0.6.4
+
+      - name: Run ruff check on changed files
+        if: steps.py-filter.outputs.python == 'true'
+        run: |
+          ruff check ${{ steps.py-changed-files.outputs.files }}
+
+      - name: Run ruff format on changed files
+        if: always() && steps.py-filter.outputs.python == 'true'
+        run: |
+          ruff format --diff ${{ steps.py-changed-files.outputs.files }}
\ No newline at end of file