diff --git a/docs/source/api.rst b/docs/source/api.rst
index 7022240d..4863b04f 100644
--- a/docs/source/api.rst
+++ b/docs/source/api.rst
@@ -80,15 +80,15 @@ SinglePropertyExactMatchResolver
 
 .. _pipeline-section:
 
-********
-Pipeline
-********
+*********
+Pipelines
+*********
 
 Pipeline
 ========
 
 .. autoclass:: neo4j_graphrag.experimental.pipeline.Pipeline
-    :members: run, add_component, connect, get_pygraphviz_graph
+    :members: run, add_component, connect, draw
 
 SimpleKGPipeline
 ================
diff --git a/docs/source/types.rst b/docs/source/types.rst
index b91b7e06..6322b29b 100644
--- a/docs/source/types.rst
+++ b/docs/source/types.rst
@@ -76,7 +76,7 @@ SchemaEntity
 SchemaRelation
 ==============
 
-.. autoclass:: neo4j_graphrag.experimental.components.schema.SchemaEntity
+.. autoclass:: neo4j_graphrag.experimental.components.schema.SchemaRelation
 
 SchemaConfig
 ============
diff --git a/docs/source/user_guide_rag.rst b/docs/source/user_guide_rag.rst
index 0f13d758..d939ed85 100644
--- a/docs/source/user_guide_rag.rst
+++ b/docs/source/user_guide_rag.rst
@@ -102,7 +102,7 @@ It is possible to use Azure OpenAI switching to the `AzureOpenAILLM` class:
     )
     llm.invoke("say something")
 
-Check the OpenAI Python client [documentation](https://github.com/openai/openai-python?tab=readme-ov-file#microsoft-azure-openai)
+Check the OpenAI Python client `documentation <https://github.com/openai/openai-python?tab=readme-ov-file#microsoft-azure-openai>`_.
 to learn more about the configuration.
 
 .. note::
@@ -766,7 +766,7 @@ be provided when instantiating the retriever:
 
 See :ref:`hybridretriever`.
 
-Also note that there is an helper function to create a full-text index (see `the API documentation <create-fulltext-index>`_).
+Also note that there is an helper function to create a full-text index  (see :ref:`the API documentation<create-fulltext-index>`).
 
 .. _hybrid-cypher-retriever-user-guide:
 
diff --git a/src/neo4j_graphrag/retrievers/external/qdrant/qdrant.py b/src/neo4j_graphrag/retrievers/external/qdrant/qdrant.py
index 37ce358f..b7698623 100644
--- a/src/neo4j_graphrag/retrievers/external/qdrant/qdrant.py
+++ b/src/neo4j_graphrag/retrievers/external/qdrant/qdrant.py
@@ -50,7 +50,7 @@ class QdrantNeo4jRetriever(ExternalRetriever):
 
     Example:
 
-        .. code-block:: python
+    .. code-block:: python
 
           from neo4j import GraphDatabase
           from neo4j_graphrag.retrievers import QdrantNeo4jRetriever
@@ -152,7 +152,7 @@ def get_search_results(
 
         Example:
 
-            .. code-block:: python
+        .. code-block:: python
 
             from neo4j import GraphDatabase
             from neo4j_graphrag.retrievers import QdrantNeo4jRetriever