diff --git a/.github/workflows/latest_activity_codeowners.py b/.github/workflows/latest_activity_codeowners.py
new file mode 100644
index 0000000000..79c84b0bcc
--- /dev/null
+++ b/.github/workflows/latest_activity_codeowners.py
@@ -0,0 +1,82 @@
+import datetime
+from github import Github
+import pickle
+import re
+import requests
+
+
+def events_github_api(g, owners):
+    excluded_events = ["mentioned", "subscribed", "referenced"]
+    repo = g.get_repo("tensorflow/addons")
+    events = repo.get_issues_events().reversed
+    users_stats = dict.fromkeys(owners, datetime.datetime.min)
+    for event in events:
+        if event.event not in excluded_events:
+            if hasattr(event.issue, "user"):
+                login = event.issue.user.login.lower()
+            elif hasattr(event.pull_request, "user"):
+                login = event.pull_resquest.user.login.lower()
+            elif hasattr(event.actor, "login"):
+                login = event.actor.login.lower()
+            else:
+                continue
+            if login in owners:
+                print(
+                    "User: %s Event date: %s Event type: %s"
+                    % (login, event.created_at, event.event)
+                )
+                users_stats[login] = event.created_at
+    users_stats = {
+        k: v for k, v in sorted(users_stats.items(), key=lambda item: item[1])
+    }
+    return users_stats
+
+
+def get_owners():
+    result = requests.get(
+        "https://raw.githubusercontent.com/tensorflow/addons/master/.github/CODEOWNERS"
+    )
+    owners = re.findall(r"@(\S+)", result.text)
+    owners = [owner.lower() for owner in owners]
+    owners = sorted(set(owners))
+    return owners
+
+
+def main():
+    owners = get_owners()
+    print("=" * 80)
+    print("OWNERS")
+    print("=" * 80)
+    for owner in owners:
+        print(owner)
+
+    # First create a Github instance:
+
+    # using username and password
+    # g = Github("user", "password")
+
+    # or using an access token
+    g = Github("your_access_token")
+    users_stats = {}
+
+    # Use cached pickle or retrive from Github API
+    from_file = False
+    # I really don't know if we want to serialize something
+    # TODO if we maintain this we could use secure tmp files
+    pickle_file = "/tmp/tfa_issues_events.pickle"
+    if not from_file:
+        users_stats = events_github_api(g, owners)
+        with open(pickle_file, "wb") as fp:
+            pickle.dump(users_stats, fp)
+    else:
+        with open(pickle_file, "rb") as fp:
+            users_stats = pickle.load(fp)
+    print("=" * 80)
+    print("Owners latest activity in TFA repo:")
+    print("=" * 80)
+    for user, last_event in users_stats.items():
+        print("User: %s Event date: %s" % (user, last_event))
+
+
+if __name__ == "__main__":
+    main()