diff --git a/scripts/validate-urls.py b/scripts/validate-urls.py
new file mode 100644
index 000000000..382e4dddb
--- /dev/null
+++ b/scripts/validate-urls.py
@@ -0,0 +1,94 @@
+# This script finds .md files under a directory and its subdirectories, extracts
+# http/https URLs from .md files and validates them.
+#
+# This script can be run periodically on kubeflow/website source repository
+# to find outdated URLs, which indicate possible outdated document sections.
+#
+# To run this script, type the following on the command line:
+#   python3.8 validate-urls.py -d /path/to/kubeflow/website/content/docs
+#
+# Input:
+#   The path of a directory that contains .md files as `-d` command line flag.
+#
+# Output:
+#   STDOUT logs in the format of `<file>: <URL> , <status>` and a summary of all
+#   invalid URLs at the end.
+#
+# Dependency:
+#   You may need to install the `requests` Python package via command line:
+#   python3.8 -m pip install requests
+
+import argparse
+import os
+import re
+import requests
+
+parser = argparse.ArgumentParser(
+    description='Validate all URLs in the kubeflow.org website'
+)
+
+parser.add_argument(
+    '-d',
+    '--dir',
+    dest='input_dir',
+    nargs='?',
+    default='kubeflow/website/content',
+    help=
+    'Path to the doc content folder. (Default: %(default)s)',
+)
+
+# http/https URLs
+HTTP_PATTERN = re.compile(
+    'http[s]?://[a-zA-Z\-_?/*\.#\$][a-zA-Z0-9\-_?/*\.#\$]+')
+
+# Patterns in this white list are considered valid.
+WHITE_LIST = [
+    re.compile('http[s]?://localhost'),
+    re.compile('http[s]?://\.\.'), # https://......
+    re.compile('https://path/to/component.yaml'),
+    re.compile('https://github.com/kubeflow/kfctl/releases/tag')
+]
+
+def should_skip(url):
+    for p in WHITE_LIST:
+        if p.match(url):
+            return True
+    return False
+
+def main():
+    args = parser.parse_args()
+    # find all md files under INPUT_DIR.
+    files = []
+    for (dirpath, dirname, filenames) in os.walk(args.input_dir):
+        for f in filenames:
+            if f.endswith(".md"):
+                files.append(os.path.join(dirpath, f))
+
+    urls = {}
+    for file in files:
+        with open(file, "r") as f:
+            u = HTTP_PATTERN.findall(f.read())
+            if u:
+                urls[file[len(args.input_dir):]] = u
+
+    problematic_urls = []
+    for file, urls in urls.items():
+        for url in urls:
+            if should_skip(url):
+                print(f"skipping {url} ")
+                continue
+            print(f"{file}: URL {url}",end='')
+            try:
+                r = requests.head(url)
+                print(f" , Status {r.status_code}")
+                if r.status_code >= 400 and r.status_code < 500:
+                    problematic_urls.append((file, url, r.status_code))
+            except Exception as e:
+                print(e)
+                problematic_urls.append((file, url, "FAIL"))
+    print("\nSummary:\n")  
+    for u in problematic_urls:
+        print(f"|{u[0]} | {u[1]} | {u[2]}|")
+
+if __name__ == "__main__":
+    main()