diff --git a/cookbook/pageindex_RAG_simple.ipynb b/cookbook/pageindex_RAG_simple.ipynb
index 7bb6f83..1ad9bd1 100644
--- a/cookbook/pageindex_RAG_simple.ipynb
+++ b/cookbook/pageindex_RAG_simple.ipynb
@@ -15,7 +15,7 @@
         "id": "nD0hb4TFHWTt"
       },
       "source": [
-        "  <p align=\"center\"><i>Reasoning-based RAG&nbsp; ✧ &nbsp;No Vector DB&nbsp; ✧ &nbsp;No Chunking&nbsp; ✧ &nbsp;Human-like Retrieval</i></p>\n",
+        "<p align=\"center\"><i>Reasoning-based RAG&nbsp; ✧ &nbsp;No Vector DB&nbsp; ✧ &nbsp;No Chunking&nbsp; ✧ &nbsp;Human-like Retrieval</i></p>\n",
         "\n",
         "<p align=\"center\">\n",
         "  <a href=\"https://vectify.ai\">🏠 Homepage</a>&nbsp; • &nbsp;\n",
@@ -26,15 +26,11 @@
         "  <a href=\"https://ii2abc2jejf.typeform.com/to/tK3AXl8T\">✉️ Contact</a>&nbsp;\n",
         "</p>\n",
         "\n",
-        "<p align=\"center\">\n",
-        "  <a href=\"https://github.com/VectifyAI/PageIndex/stargazers\">\n",
-        "    <img height=\"30\" src=\"https://img.shields.io/github/stars/VectifyAI/PageIndex?style=for-the-badge&logo=github&label=⭐%20Star%20Us\" alt=\"Star us on GitHub\" />\n",
-        "  </a>\n",
-        "  <!-- &nbsp;\n",
-        "  <a href=\"https://twitter.com/VectifyAI\">\n",
-        "    <img height=\"30\" src=\"https://img.shields.io/badge/Follow%20Us-000000?style=for-the-badge&logo=x&logoColor=white\" alt=\"Follow us on X\" />\n",
-        "  </a> -->\n",
-        "</p>\n",
+        "<div align=\"center\">\n",
+        "\n",
+        "[![Star us on GitHub](https://img.shields.io/github/stars/VectifyAI/PageIndex?style=for-the-badge&logo=github&label=⭐️%20Star%20Us)](https://github.com/VectifyAI/PageIndex) &nbsp;&nbsp; [![Follow us on X](https://img.shields.io/badge/Follow%20Us-000000?style=for-the-badge&logo=x&logoColor=white)](https://twitter.com/VectifyAI)\n",
+        "\n",
+        "</div>\n",
         "\n",
         "---"
       ]