diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 23f19eb1..ec06b27a 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -13,16 +13,25 @@ jobs:
     steps:
     - uses: actions/checkout@v4
     
+    - name: Check if OpenAPI changed
+      id: openapi-changed
+      uses: tj-actions/changed-files@v44
+      with:
+        files: openapi.yaml
+    
     - name: Setup Node.js
+      if: steps.openapi-changed.outputs.any_changed == 'true'
       uses: actions/setup-node@v4
       with:
         node-version: '18'
     
     - name: Install Redoc CLI
+      if: steps.openapi-changed.outputs.any_changed == 'true'
       run: |
         npm install -g @redocly/cli
     
     - name: Validate OpenAPI specification
+      if: steps.openapi-changed.outputs.any_changed == 'true'
       run: |
         redocly lint openapi.yaml
 
@@ -31,47 +40,31 @@ jobs:
     runs-on: ubuntu-latest
     steps:
     - uses: actions/checkout@v4
+      with:
+        fetch-depth: 0  # Fetch all history for proper diff
     
+    - name: Get changed Python files
+      id: changed-py-files
+      uses: tj-actions/changed-files@v44
+      with:
+        files: |
+          **/*.py
+        files_ignore: |
+          comfyui_manager/legacy/**
+          
     - name: Setup Python
+      if: steps.changed-py-files.outputs.any_changed == 'true'
       uses: actions/setup-python@v5
       with:
         python-version: '3.9'
     
     - name: Install dependencies
+      if: steps.changed-py-files.outputs.any_changed == 'true'
       run: |
-        pip install ruff ast
+        pip install ruff
     
-    - name: Run ruff linting
+    - name: Run ruff linting on changed files
+      if: steps.changed-py-files.outputs.any_changed == 'true'
       run: |
-        ruff check comfyui_manager/glob/manager_server.py
-    
-    - name: Check Python syntax (AST parsing)
-      run: |
-        python -c "
-        import ast
-        import sys
-        try:
-            with open('comfyui_manager/glob/manager_server.py', 'r') as f:
-                ast.parse(f.read())
-            print('Python syntax is valid')
-        except SyntaxError as e:
-            print(f'Syntax error: {e}')
-            sys.exit(1)
-        "
-    
-    - name: Check imports and basic compilation
-      run: |
-        cd comfyui_manager/glob && python -c "
-        import sys
-        sys.path.insert(0, '../..')
-        try:
-            import manager_server
-            print('Module imports successfully')
-        except ImportError as e:
-            print(f'Import warning: {e}')
-            # Don't fail on import errors since dependencies may not be available
-        except SyntaxError as e:
-            print(f'Syntax error: {e}')
-            sys.exit(1)
-        "
-
+        echo "Changed files: ${{ steps.changed-py-files.outputs.all_changed_files }}"
+        echo "${{ steps.changed-py-files.outputs.all_changed_files }}" | xargs -r ruff check
\ No newline at end of file