diff --git a/docs/assets/versions.js b/docs/assets/versions.js
index 08bd9e59033ad..44b7d22a98cb6 100644
--- a/docs/assets/versions.js
+++ b/docs/assets/versions.js
@@ -139,10 +139,11 @@ window.addEventListener("DOMContentLoaded", function() {
   var headerHeight = document.getElementsByClassName("md-header")[0].offsetHeight;
   const currentVersion = getCurrentVersion();
   if (currentVersion && currentVersion !== "stable") {
+    var stablePath = 'https://argo-cd.readthedocs.io' + window.location.pathname.replace(VERSION_REGEX, '/en/stable/');
     if (currentVersion === "latest") {
-      document.querySelector("div[data-md-component=announce]").innerHTML = "<div id='announce-msg'>You are viewing the docs for an unreleased version of Argo CD, <a href='https://argo-cd.readthedocs.io/en/stable/'>view the latest stable version.</a></div>";
+      document.querySelector("div[data-md-component=announce]").innerHTML = "<div id='announce-msg'>You are viewing the docs for an unreleased version of Argo CD, <a href='" + stablePath + "'>view the latest stable version.</a></div>";
     } else {
-      document.querySelector("div[data-md-component=announce]").innerHTML = "<div id='announce-msg'>You are viewing the docs for a previous version of Argo CD, <a href='https://argo-cd.readthedocs.io/en/stable/'>view the latest stable version.</a></div>";
+      document.querySelector("div[data-md-component=announce]").innerHTML = "<div id='announce-msg'>You are viewing the docs for a previous version of Argo CD, <a href='" + stablePath + "'>view the latest stable version.</a></div>";
     }
     var bannerHeight = document.getElementById('announce-msg').offsetHeight + margin;
     document.querySelector("header.md-header").style.top = bannerHeight + "px";