diff --git a/.github/workflows/docs_link_check.yaml b/.github/workflows/docs_link_check.yaml
index 31b3fd88..00ffd6a9 100644
--- a/.github/workflows/docs_link_check.yaml
+++ b/.github/workflows/docs_link_check.yaml
@@ -17,29 +17,30 @@ jobs:
       - name: Set up Python 3.x
         uses: actions/setup-python@v4
         with:
-          python-version: "3.x"
+          python-version: '3.x'
+        
 
       - name: Install dependencies
         run: |
-          python -m pip install --upgrade pip
-          pip install -r docs/requirements.txt
+          python -m pip install --upgrade pip           
+          pip install -r docs/requirements.txt                          
           echo "Dependencies installed."
 
       - name: Run Sphinx linkcheck
         run: |
           cd docs
-          sphinx-build -b linkcheck source _build/linkcheck > /dev/null 2>&1 || true  # Suppress full output
+          sphinx-build -b linkcheck source _build/linkcheck > /dev/null 2>&1 || true  
+          grep "broken" _build/linkcheck/output.txt > broken_links.txt                   
+          grep "Not Found for url" _build/linkcheck/output.txt > not_found_links.txt     
 
-          grep "broken" _build/linkcheck/output.txt > broken_links.txt                # Extract broken links
-          grep "Not Found for url" _build/linkcheck/output.txt > not_found_links.txt  # Extract not found links
-
-          # -s flag checks if the file is not empty.
+         
           if [ -s broken_links.txt ]; then
             echo "============"
-            echo "Broken Links"
+            echo "Broken links"
             echo "============"
             cat broken_links.txt
           fi
+        
 
           if [ -s not_found_links.txt ]; then
             echo "==============="
@@ -48,7 +49,6 @@ jobs:
             cat not_found_links.txt
           fi
 
-          # Exit with error if any broken or not found links exist
           if [ -s broken_links.txt ] || [ -s not_found_links.txt ]; then
             echo "Broken links found."
             exit 1