diff --git a/.github/workflows/docs_link_check.yaml b/.github/workflows/docs_link_check.yaml
index e6aeb45e..a3678b4d 100644
--- a/.github/workflows/docs_link_check.yaml
+++ b/.github/workflows/docs_link_check.yaml
@@ -1,58 +1,63 @@
 name: Link Checker for Sphinx Documentation
+# Trigger the workflow on push to main branch or pull request to main branch
 on:
   push:
     branches: [main]
   pull_request:
     branches: [main]
     types: [opened, reopened, synchronize]
-
 jobs:
   link-check:
     runs-on: ubuntu-latest
-
     steps:
+      # Checkout the repository
       - name: Checkout repository
         uses: actions/checkout@v3
-
+      # Set up Python
       - name: Set up Python 3.x
         uses: actions/setup-python@v4
         with:
           python-version: '3.x'
         
-
+      # Install dependencies
       - name: Install dependencies
         run: |
-          python -m pip install --upgrade pip           
-          pip install -r docs/requirements.txt                          
+          python -m pip install --upgrade pip                             #upgrading pip                
+          pip install -r docs/requirements.txt                            #installing the required packages from repo docs/requirements.txt
           echo "Dependencies installed."
-
+      # Run Sphinx linkcheck to check for broken URLs
       - name: Run Sphinx linkcheck
         run: |
           cd docs
           sphinx-build -b linkcheck source _build/linkcheck > /dev/null 2>&1 || true  # Suppress full output of the sphinx-build -b linkcheck source _build/linkcheck command and redirect the output to /dev/null
+          
+          # Extract broken links
           grep "broken" _build/linkcheck/output.txt > broken_links.txt                   # Using Grep Extract broken links from the output.txt file and save them to broken_links.txt
           grep "Not Found for url" _build/linkcheck/output.txt > not_found_links.txt     # Using Grep Extract 'Not Found for url' links from the output.txt file and save them to not_found_links.txt
-         
+          # -s flag checks if the file is not empty
+          # Display broken links if found
           if [ -s broken_links.txt ]; then
-            echo "============"
-            echo "Broken links"
-            echo "============"
+            echo "==============================="
+            echo "Broken links found:"
+            echo "==============================="
             cat broken_links.txt
           fi
         
-
+          # Display 'Not Found for url' links if found
           if [ -s not_found_links.txt ]; then
-            echo "==============="
-            echo "Not Found Links"
-            echo "==============="
+            echo "==============================="
+            echo "Not Found for url:"
+            echo "==============================="
             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 "!!!!!!!!!!!!!!!!!!!!!!!!"
             echo "Broken links found."
+            echo "!!!!!!!!!!!!!!!!!!!!!!!!"
             exit 1
-
           else
+            echo "#########################"
             echo "No broken links found."
+            echo "#########################"
           fi
-