add knowledge graph tutorial link
diff --git a/docs/end_to_end_tutorials/graphs.md b/docs/end_to_end_tutorials/graphs.md
index ce87989114ec0..acf49db9f42ba 100644
--- a/docs/end_to_end_tutorials/graphs.md
+++ b/docs/end_to_end_tutorials/graphs.md
@@ -1,10 +1,15 @@
-# Graphs
+# Knowledge Graphs
+
+LlamaIndex contains some fantastic guides for building with knowledge graphs.
+
+Check out the end-to-end tutorials/workshops below. Also check out our knowledge graph query engine guides [here](/core_modules/query_modules/query_engine/modules.md).
 
 
 ```{toctree}
 ---
 maxdepth: 1
 ---
+LlamaIndex Workshop: Building RAG with Knowledge Graphs <https://colab.research.google.com/drive/1tLjOg2ZQuIClfuWrAC2LdiZHCov8oUbs>
 REBEL + Knowledge Graph Index <https://colab.research.google.com/drive/1G6pcR0pXvSkdMQlAK_P-IrYgo-_staxd?usp=sharing>
 ```
 
diff --git a/docs/examples/index_structs/knowledge_graph/KnowledgeGraphDemo.ipynb b/docs/examples/index_structs/knowledge_graph/KnowledgeGraphDemo.ipynb
index 6b60e21bd40dc..64b576c0c8d04 100644
--- a/docs/examples/index_structs/knowledge_graph/KnowledgeGraphDemo.ipynb
+++ b/docs/examples/index_structs/knowledge_graph/KnowledgeGraphDemo.ipynb
@@ -6,7 +6,13 @@
    "id": "82f90261",
    "metadata": {},
    "source": [
-    "# Knowledge Graph Index"
+    "# Knowledge Graph Index\n",
+    "\n",
+    "This tutorial gives a basic overview of how to use our `KnowledgeGraphIndex`, which handles\n",
+    "automated knowledge graph construction from unstructured text as well as entity-based querying.\n",
+    "\n",
+    "If you would like to query knowledge graphs in more flexible ways, including pre-existing ones, please\n",
+    "check out our `KnowledgeGraphQueryEngine` and other constructs."
    ]
   },
   {
