diff --git a/docs/docs/examples/property_graph/property_graph_advanced.ipynb b/docs/docs/examples/property_graph/property_graph_advanced.ipynb
index 1789190a4ce548d769b7563cb20979f3c1039eac..09fbb7b199fbda070804c712504dd66ed9b48983 100644
--- a/docs/docs/examples/property_graph/property_graph_advanced.ipynb
+++ b/docs/docs/examples/property_graph/property_graph_advanced.ipynb
@@ -339,7 +339,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "For information on all `kg_extractors`, see [the documentation](../../module_guides/indexing/lpg_index_guide.md#construction)."
+    "For information on all `kg_extractors`, see [the documentation](/../../module_guides/indexing/lpg_index_guide#construction)."
    ]
   },
   {
@@ -455,7 +455,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "For more info on all retrievers, see the [complete guide](../../module_guides/indexing/lpg_index_guide.md#retrieval-and-querying)."
+    "For more info on all retrievers, see the [complete guide](/../../module_guides/indexing/lpg_index_guide#retrieval-and-querying)."
    ]
   }
  ],
diff --git a/docs/docs/examples/property_graph/property_graph_basic.ipynb b/docs/docs/examples/property_graph/property_graph_basic.ipynb
index 8f616e7a6ad42e9482966c681d953531b27af487..00330fba7854cfe99eeef415f33b9e6c3d734bd1 100644
--- a/docs/docs/examples/property_graph/property_graph_basic.ipynb
+++ b/docs/docs/examples/property_graph/property_graph_basic.ipynb
@@ -195,7 +195,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "For a full guide on all extractors, see the [detailed usage page](../../module_guides/indexing/lpg_index_guide.md#construction)."
+    "For a full guide on all extractors, see the [detailed usage page](/../../module_guides/indexing/lpg_index_guide#construction)."
    ]
   },
   {
@@ -294,7 +294,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "For full details on customizing retrieval and querying, see [the docs page](../../module_guides/indexing/lpg_index_guide.md#retrieval-and-querying)."
+    "For full details on customizing retrieval and querying, see [the docs page](/../../module_guides/indexing/lpg_index_guide#retrieval-and-querying)."
    ]
   },
   {
diff --git a/docs/docs/examples/property_graph/property_graph_falkordb.ipynb b/docs/docs/examples/property_graph/property_graph_falkordb.ipynb
index 05156986677bc2859861402ed03dca6841319108..ed21f1ed3131258b37c6b9797545afdcc737fc0f 100644
--- a/docs/docs/examples/property_graph/property_graph_falkordb.ipynb
+++ b/docs/docs/examples/property_graph/property_graph_falkordb.ipynb
@@ -241,7 +241,7 @@
     "\n",
     "If you have an existing graph (either created with LlamaIndex or otherwise), we can connect to and use it!\n",
     "\n",
-    "**NOTE:** If your graph was created outside of LlamaIndex, the most useful retrievers will be [text to cypher](../../module_guides/indexing/lpg_index_guide.md#texttocypherretriever) or [cypher templates](../../module_guides/indexing/lpg_index_guide.md#cyphertemplateretriever). Other retrievers rely on properties that LlamaIndex inserts."
+    "**NOTE:** If your graph was created outside of LlamaIndex, the most useful retrievers will be [text to cypher](/../../module_guides/indexing/lpg_index_guide#texttocypherretriever) or [cypher templates](/../../module_guides/indexing/lpg_index_guide#cyphertemplateretriever). Other retrievers rely on properties that LlamaIndex inserts."
    ]
   },
   {
@@ -309,7 +309,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "For full details on construction, retrieval, querying of a property graph, see the [full docs page](../../module_guides/indexing/lpg_index_guide.md)."
+    "For full details on construction, retrieval, querying of a property graph, see the [full docs page](/../../module_guides/indexing/lpg_index_guide)."
    ]
   }
  ],
diff --git a/docs/docs/examples/property_graph/property_graph_kuzu.ipynb b/docs/docs/examples/property_graph/property_graph_kuzu.ipynb
index 47ecb197a8d6ed53804bcb70bcc202e4d294e997..a46a09376f4ab9d26711bd06ab0a5d63292db7b5 100644
--- a/docs/docs/examples/property_graph/property_graph_kuzu.ipynb
+++ b/docs/docs/examples/property_graph/property_graph_kuzu.ipynb
@@ -423,7 +423,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "For full details on construction, retrieval, querying of a property graph, see the [full docs page](../../module_guides/indexing/lpg_index_guide.md)."
+    "For full details on construction, retrieval, querying of a property graph, see the [full docs page](/../../module_guides/indexing/lpg_index_guide)."
    ]
   }
  ],
diff --git a/docs/docs/examples/property_graph/property_graph_memgraph.ipynb b/docs/docs/examples/property_graph/property_graph_memgraph.ipynb
index ccb6491e8fadace6d3b6c87eaae14d499078979b..41ae426ca6cd4633d18b19ceed201842b054444c 100644
--- a/docs/docs/examples/property_graph/property_graph_memgraph.ipynb
+++ b/docs/docs/examples/property_graph/property_graph_memgraph.ipynb
@@ -243,7 +243,7 @@
    "source": [
     "If you have an existing graph (either created with LlamaIndex or otherwise), we can connect to and use it!\n",
     "\n",
-    "**NOTE:** If your graph was created outside of LlamaIndex, the most useful retrievers will be [text to cypher](../../module_guides/indexing/lpg_index_guide.md#texttocypherretriever) or [cypher templates](../../module_guides/indexing/lpg_index_guide.md#cyphertemplateretriever). Other retrievers rely on properties that LlamaIndex inserts."
+    "**NOTE:** If your graph was created outside of LlamaIndex, the most useful retrievers will be [text to cypher](/../../module_guides/indexing/lpg_index_guide#texttocypherretriever) or [cypher templates](/../../module_guides/indexing/lpg_index_guide#cyphertemplateretriever). Other retrievers rely on properties that LlamaIndex inserts."
    ]
   },
   {
diff --git a/docs/docs/examples/property_graph/property_graph_neo4j.ipynb b/docs/docs/examples/property_graph/property_graph_neo4j.ipynb
index 34c4a2faaec44ab49a7c72c21a9c59bb002dc4e3..0d442079da80110ed4ac7472736ca35ee887aff5 100644
--- a/docs/docs/examples/property_graph/property_graph_neo4j.ipynb
+++ b/docs/docs/examples/property_graph/property_graph_neo4j.ipynb
@@ -259,7 +259,7 @@
     "\n",
     "If you have an existing graph (either created with LlamaIndex or otherwise), we can connect to and use it!\n",
     "\n",
-    "**NOTE:** If your graph was created outside of LlamaIndex, the most useful retrievers will be [text to cypher](../../module_guides/indexing/lpg_index_guide.md#texttocypherretriever) or [cypher templates](../../module_guides/indexing/lpg_index_guide.md#cyphertemplateretriever). Other retrievers rely on properties that LlamaIndex inserts."
+    "**NOTE:** If your graph was created outside of LlamaIndex, the most useful retrievers will be [text to cypher](/../../module_guides/indexing/lpg_index_guide#texttocypherretriever) or [cypher templates](/../../module_guides/indexing/lpg_index_guide#cyphertemplateretriever). Other retrievers rely on properties that LlamaIndex inserts."
    ]
   },
   {
@@ -329,7 +329,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "For full details on construction, retrieval, querying of a property graph, see the [full docs page](../../module_guides/indexing/lpg_index_guide.md)."
+    "For full details on construction, retrieval, querying of a property graph, see the [full docs page](/../../module_guides/indexing/lpg_index_guide)."
    ]
   }
  ],
diff --git a/docs/docs/examples/property_graph/property_graph_tidb.ipynb b/docs/docs/examples/property_graph/property_graph_tidb.ipynb
index 0f71c1578a32dc90f6f523211cfacbecfa04e707..773b926a37660c32323e5691f39990cd9df9d261 100644
--- a/docs/docs/examples/property_graph/property_graph_tidb.ipynb
+++ b/docs/docs/examples/property_graph/property_graph_tidb.ipynb
@@ -290,7 +290,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "For full details on construction, retrieval, querying of a property graph, see the [full docs page](../../module_guides/indexing/lpg_index_guide.md)."
+    "For full details on construction, retrieval, querying of a property graph, see the [full docs page](/../../module_guides/indexing/lpg_index_guide)."
    ]
   }
  ],
diff --git a/docs/pyproject.toml b/docs/pyproject.toml
index 9794aa7f7edae87388b1b8e37c59fff276617296..cab9afe6f0cf4e21af7ff8288ef99665a8802fc6 100644
--- a/docs/pyproject.toml
+++ b/docs/pyproject.toml
@@ -5,7 +5,7 @@ requires = ["poetry-core"]
 [tool.poetry]
 authors = ["Laurie Voss <github@seldo.com>"]
 description = ""
-name = "scripts"
+name = "docs"
 readme = "README.md"
 version = "0.1.0"