diff --git a/.github/workflows/ruff.yml b/.github/workflows/ruff.yml
index 4aba4b8..e95e6f8 100644
--- a/.github/workflows/ruff.yml
+++ b/.github/workflows/ruff.yml
@@ -35,83 +35,3 @@ jobs:
       
     - name: Run Ruff linter
       run: ruff check . --output-format=github
-      
-  # Optional: Create a comment on PR with formatting suggestions
-  ruff-suggestions:
-    if: github.event_name == 'pull_request' && failure()
-    needs: ruff
-    runs-on: ubuntu-latest
-    permissions:
-      pull-requests: write
-    steps:
-    - uses: actions/checkout@v4
-        
-    - name: Set up Python
-      uses: actions/setup-python@v5
-      with:
-        python-version: '3.11'
-        
-    - name: Install Ruff
-      run: pip install ruff
-      
-    - name: Generate fix suggestions
-      run: |
-        echo "## 🎨 Ruff Formatting & Linting Report" >> suggestions.md
-        echo "" >> suggestions.md
-        echo "Run the following commands locally to fix issues:" >> suggestions.md
-        echo "" >> suggestions.md
-        echo '```bash' >> suggestions.md
-        echo "ruff format ." >> suggestions.md
-        echo "ruff check . --fix" >> suggestions.md
-        echo '```' >> suggestions.md
-        echo "" >> suggestions.md
-        
-        # Show what would be changed
-        echo "### Formatting changes needed:" >> suggestions.md
-        echo '```diff' >> suggestions.md
-        ruff format --check . --diff >> suggestions.md 2>&1 || true
-        echo '```' >> suggestions.md
-        echo "" >> suggestions.md
-        
-        # Show linting issues
-        echo "### Linting issues:" >> suggestions.md
-        echo '```' >> suggestions.md
-        ruff check . >> suggestions.md 2>&1 || true
-        echo '```' >> suggestions.md
-      
-    - name: Comment PR
-      uses: actions/github-script@v7
-      with:
-        script: |
-          const fs = require('fs');
-          const suggestions = fs.readFileSync('suggestions.md', 'utf8');
-          
-          // Find existing comment
-          const { data: comments } = await github.rest.issues.listComments({
-            owner: context.repo.owner,
-            repo: context.repo.repo,
-            issue_number: context.issue.number,
-          });
-          
-          const botComment = comments.find(comment => 
-            comment.user.type === 'Bot' && 
-            comment.body.includes('🎨 Ruff Formatting & Linting Report')
-          );
-          
-          if (botComment) {
-            // Update existing comment
-            await github.rest.issues.updateComment({
-              owner: context.repo.owner,
-              repo: context.repo.repo,
-              comment_id: botComment.id,
-              body: suggestions
-            });
-          } else {
-            // Create new comment
-            await github.rest.issues.createComment({
-              owner: context.repo.owner,
-              repo: context.repo.repo,
-              issue_number: context.issue.number,
-              body: suggestions
-            });
-          }
\ No newline at end of file