diff --git a/helper_scripts/check-links.sh b/helper_scripts/check-links.sh
new file mode 100755
index 000000000..ae7dc489b
--- /dev/null
+++ b/helper_scripts/check-links.sh
@@ -0,0 +1,101 @@
+#!/usr/bin/env bash                                                             
+#                                                                               
+# FIXME:Finds ignored test classes, test methods and failing tests set to ignore 
+# in given project directory. 
+#                                                                               
+# Author        :Susan Eraly
+# Email         :susan@skymind.global
+#     
+# Globals:                                                                    
+# FIXME
+
+# Note: 
+# FIXME
+###############################################################################
+
+set -o errexit
+set -o pipefail
+
+usage=\
+'
+Usage is:
+  check-links.sh <Path for results> [Docs version]
+  
+  Example usage:
+  ./check-links.sh docs_cleanup
+  ./check-links.sh docs_cleanup 100-beta2
+
+  Required arguments in <>
+  Optional arguments in []
+'
+
+BASE_URL="https://deeplearning4j.oss.konduit.ai" 
+
+
+###############################################################################
+#Prints filename,status,url
+###############################################################################
+check_links() {
+    echo -e "\nRunning checks on markdown in $DOCS_DIR"
+	md_files=$(find $1 -type f -name "*.md")
+    for md_file in ${md_files[@]}; do
+        if grep -q "category:" $md_file; then
+		    url_category_part=$(grep "category:" $md_file | \
+    	                      awk -F ":" '{print tolower($2)}' | \
+    	                      perl -pe 'chomp;s/^\s+|\s+$//;s/&/and/g;s/\s+/-/g')
+    	    url_file_part=$(basename $md_file | \
+		    				perl -pe 's/(arbiter|datavec|deeplearning4j-nlp|deeplearning4j-nn|deeplearning4j-scaleout|deeplearning4j-zoo|deeplearning4j|keras-import|nd4j-nn|nd4j|samediff|scalnet)-//;s/\.md//')
+            url_is="$BASE_URL"
+            if [[ ! $url_category_part =~ get-started ]] && [[ ! $url_category_part =~ configuration ]]; then
+		   	    url_is="$url_is"/"$url_category_part"
+            fi
+		   	url_is="$url_is"/"$url_file_part"
+            if wget --max-redirect=0 --spider $url_is 2>/dev/null; then
+  				echo $PWD/../$md_file,200,$url_is
+			else
+  				echo $PWD/../$md_file,404,$url_is
+			fi
+         fi
+    done 
+}
+###############################################################################
+
+if [[ "$#" -lt 1 ]]; then
+  echo "ERROR: Illegal number of arguments." 1>&2
+  echo "$usage" 1>&2
+  echo "Exiting script..." 1>&2
+  exit 77
+fi
+
+RESULTS_DIR=$1
+rm -rf "$RESULTS_DIR"
+mkdir -p "$RESULTS_DIR"
+
+docs_base_dir="$(dirname $0)/"../docs
+if [[ "$#" -eq 2 ]]; then
+	version==$1
+else
+	version=latest
+fi
+DOCS_DIR="$docs_base_dir"/_"$version"
+TUTORIAL_DIR="$docs_base_dir"/_tutorials
+
+## Process docs/_latest first
+docs_status_file=$RESULTS_DIR/docs.$version.txt
+check_links $DOCS_DIR 2>&1 | tee $docs_status_file
+echo "Output written to $docs_status_file"
+
+# Process tutorial
+tutorial_status_file=$RESULTS_DIR/tutorial.txt 
+check_links $TUTORIAL_DIR 2>&1 | tee  $tutorial_status_file
+echo "Outputs written to $tutorial_status_file"
+
+docs_dead_count=$(grep -c 404 $docs_status_file) || true
+docs_not_dead_count=$(grep -c 200 $docs_status_file) || true
+
+tutorial_dead_count=$(grep -c 404 $tutorial_status_file) || true
+tutorial_not_dead_count=$(grep -c 200 $tutorial_status_file) || true
+
+echo -e "\n\tSummary"
+echo -e "\tDocs, $docs_status_file: $docs_not_dead_count 200's, $docs_dead_count 404's"
+echo -e "\tTutorial, $tutorial_status_file: $tutorial_not_dead_count 200's, $tutorial_dead_count 404's"