diff --git a/docs/docs/api_reference/storage/graph_stores/neptune.md b/docs/docs/api_reference/storage/graph_stores/neptune.md
new file mode 100644
index 0000000000000000000000000000000000000000..8be441642f4cb39603b91d41b37953e2d4d2f35f
--- /dev/null
+++ b/docs/docs/api_reference/storage/graph_stores/neptune.md
@@ -0,0 +1,5 @@
+::: llama_index.graph_stores.neptune
+    options:
+      members:
+        - NeptuneAnalyticsGraphStore
+        - NeptuneDatabaseGraphStore
diff --git a/docs/docs/api_reference/storage/vector_store/kdbai.md b/docs/docs/api_reference/storage/vector_store/kdbai.md
new file mode 100644
index 0000000000000000000000000000000000000000..a2bddfc7e89764b1d4ee5676c9283ba0fe28afc2
--- /dev/null
+++ b/docs/docs/api_reference/storage/vector_store/kdbai.md
@@ -0,0 +1,4 @@
+::: llama_index.vector_stores.kdbai
+    options:
+      members:
+        - KDBAIVectorStore
diff --git a/docs/docs/module_guides/deploying/agents/modules.md b/docs/docs/module_guides/deploying/agents/modules.md
index 5e94c02cd8ec02e1877392accdfc012d3f7f5e99..5a6454c0dc5bf9288ee9fc6440b03ecb76b9b4c6 100644
--- a/docs/docs/module_guides/deploying/agents/modules.md
+++ b/docs/docs/module_guides/deploying/agents/modules.md
@@ -13,7 +13,7 @@ For more detailed guides on how to use specific tools, check out our [tools modu
 - [Query Planning](../../../examples/agent/openai_agent_query_plan.ipynb)
 - [Context Retrieval Agent](../../../examples/agent/openai_agent_context_retrieval.ipynb)
 - [Recursive Retriever Agents](../../../examples/query_engine/recursive_retriever_agents.ipynb)
-- [Multi-Document Agents](../../../examples/agent/multi_document_agents.ipynb)
+- [Multi Document Agents](../../../examples/agent/multi_document_agents.ipynb)
 - [Agent Builder](../../../examples/agent/agent_builder.ipynb)
 - [Parallel Function Calling](../../../examples/agent/openai_agent_parallel_function_calling.ipynb)
 
diff --git a/docs/docs/module_guides/deploying/query_engine/modules.md b/docs/docs/module_guides/deploying/query_engine/modules.md
index 3a0115eb08ea3244f978a66efebabb8db2f734fb..e1780c4afaa8a6255c1434ec43e9acc22bfc7074 100644
--- a/docs/docs/module_guides/deploying/query_engine/modules.md
+++ b/docs/docs/module_guides/deploying/query_engine/modules.md
@@ -38,14 +38,14 @@ Then check out the rest of the sections below.
 - [Recursive Agents](../../../examples/query_engine/recursive_retriever_agents.ipynb)
 - [Ensemble Query Engine](../../../examples/query_engine/ensemble_query_engine.ipynb)
 
-### Advanced: Towards Multi-Document Querying/Analysis
+### Advanced: Towards Multi Document Querying/Analysis
 
 This specific subsection showcases modules that help with querying multiple documents.
 
 - [Sub-Question Query Engine](../../../examples/query_engine/sub_question_query_engine.ipynb)
 - [Recursive Agents](../../../examples/query_engine/recursive_retriever_agents.ipynb)
-- [Multi-Document Agents](../../../examples/agent/multi_document_agents.ipynb)
-- [Improved Multi-Document Agents](../../../examples/agent/multi_document_agents-v1.ipynb)
+- [Multi Document Agents](../../../examples/agent/multi_document_agents.ipynb)
+- [Improved Multi Document Agents](../../../examples/agent/multi_document_agents-v1.ipynb)
 
 ## Experimental
 
diff --git a/docs/docs/understanding/putting_it_all_together/agents.md b/docs/docs/understanding/putting_it_all_together/agents.md
index 47d8450d08949962eb12086b0b949d1e5fe7e6fa..16d63540e7f78762a68b2c0ac3fc3c631e99a104 100644
--- a/docs/docs/understanding/putting_it_all_together/agents.md
+++ b/docs/docs/understanding/putting_it_all_together/agents.md
@@ -59,7 +59,7 @@ We have an `OpenAIAgent` implementation built on the [OpenAI API for function ca
 
 LlamaIndex provides core modules capable of automated reasoning for different use cases over your data which makes them essentially Agents. Some of these core modules are shown below along with example tutorials.
 
-**SubQuestionQueryEngine for Multi-Document Analysis**
+**SubQuestionQueryEngine for Multi Document Analysis**
 
 - [Sub Question Query Engine (Intro)](../../examples/query_engine/sub_question_query_engine.ipynb)
 - [10Q Analysis (Uber)](../../examples/usecases/10q_sub_question.ipynb)
diff --git a/docs/docs/understanding/putting_it_all_together/q_and_a.md b/docs/docs/understanding/putting_it_all_together/q_and_a.md
index 28abcf6178de4f0774202298f0abd45bd2bc0d6a..2b57b4860c992da660cdc6a525b78152ab746df6 100644
--- a/docs/docs/understanding/putting_it_all_together/q_and_a.md
+++ b/docs/docs/understanding/putting_it_all_together/q_and_a.md
@@ -125,9 +125,9 @@ This module will help break down a complex query into a simpler one over your ex
 
 - [Query Transformations](../../optimizing/advanced_retrieval/query_transformations.md)
 
-You can also rely on the LLM to _infer_ whether to perform compare/contrast queries (see Multi-Document Queries below).
+You can also rely on the LLM to _infer_ whether to perform compare/contrast queries (see Multi Document Queries below).
 
-## Multi-Document Queries
+## Multi Document Queries
 
 Besides the explicit synthesis/routing flows described above, LlamaIndex can support more general multi-document queries as well.
 It can do this through our `SubQuestionQueryEngine` class. Given a query, this query engine will generate a "query plan" containing
diff --git a/docs/mkdocs.yml b/docs/mkdocs.yml
index c57637c5630859ee575d89b18d920d2beb5ec1aa..15e9f413812ba389c1e2b81a999f316c346c81a7 100644
--- a/docs/mkdocs.yml
+++ b/docs/mkdocs.yml
@@ -1732,6 +1732,42 @@ plugins:
             - ../llama-index-integrations/graph_stores/llama-index-graph-stores-neptune
   - redirects:
       redirect_maps:
+        ./module_guides/loading/documents_and_nodes/usage_documents.html: module_guides/loading/documents_and_nodes/usage_documents.md
+        ./getting_started/concepts.html: getting_started/concepts.md
+        ./understanding/loading/loading.html: module_guides/loading/index.md
+        ./module_guides/models/llms.html: module_guides/models/llms.md
+        ./use_cases/q_and_a/rag_cli.html: use_cases/q_and_a/rag_cli.md
+        ./module_guides/observability/instrumentation.html: module_guides/observability/instrumentation.md
+        ./end_to_end_tutorials/usage_pattern.html: understanding/index.md
+        ./end_to_end_tutorials/one_click_observability.html: module_guides/observability/index.md
+        ./end_to_end_tutorials/dev_practices/production_rag.html: optimizing/production_rag.md
+        ./end_to_end_tutorials/dev_practices/evaluation.html: optimizing/evaluation/evaluation.md
+        ./end_to_end_tutorials/discover_llamaindex.html: getting_started/discover_llamaindex.md
+        ./end_to_end_tutorials/finetuning.html: optimizing/fine-tuning/fine-tuning.md
+        ./end_to_end_tutorials/low_level/root.html: optimizing/building_rag_from_scratch.md
+        ./end_to_end_tutorials/use_cases.html: use_cases/q_and_a/index.md
+        ./core_modules/data_modules/connector.html: module_guides/loading/connector/index.md
+        ./core_modules/data_modules/documents_and_nodes/root.html: module_guides/loading/documents_and_nodes/index.md
+        ./core_modules/data_modules/node_parsers/root.html: module_guides/loading/node_parsers/index.md
+        ./core_modules/data_modules/storage/root.html: module_guides/storing/index.md
+        ./core_modules/data_modules/index/root.html: module_guides/indexing/index.md
+        ./core_modules/query_modules/query_engine/root.html: module_guides/deploying/query_engine/index.md
+        ./core_modules/query_modules/chat_engines/root.html: module_guides/deploying/chat_engines/index.md
+        ./core_modules/query_modules/retriever/root.html: module_guides/querying/retriever/index.md
+        ./core_modules/query_modules/router/root.html: module_guides/querying/router/index.md
+        ./core_modules/query_modules/node_postprocessors/root.html: module_guides/querying/node_postprocessors/index.md
+        ./core_modules/query_modules/response_synthesizers/root.html: module_guides/querying/response_synthesizers/index.md
+        ./core_modules/query_modules/structured_outputs/root.html: module_guides/querying/structured_outputs/index.md
+        ./core_modules/agent_modules/agents/root.html: module_guides/deploying/agents/index.md
+        ./core_modules/agent_modules/tools/root.html: module_guides/deploying/agents/tools/index.md
+        ./core_modules/model_modules/llms/root.html: module_guides/models/llms.md
+        ./core_modules/model_modules/embeddings/root.html: module_guides/models/embeddings.md
+        ./core_modules/model_modules/prompts.html: module_guides/models/prompts/index.md
+        ./core_modules/supporting_modules/service_context.html: module_guides/supporting_modules/settings.md
+        ./core_modules/supporting_modules/callbacks/root.html: module_guides/observability/callbacks/index.md
+        ./core_modules/supporting_modules/evaluation/root.html: module_guides/evaluating/index.md
+        ./core_modules/supporting_modules/cost_analysis/root.html: understanding/evaluating/cost_analysis/index.md
+        ./api/llama_index.vector_stores.MongoDBAtlasVectorSearch.html: api_reference/storage/vector_store/mongodb.md
         ./community/llama_packs/root.html: community/llama_packs/index.md
         ./examples/citation/pdf_page_reference.html: https://docs.llamaindex.ai/en/latest/examples/citation/pdf_page_reference/
         ./examples/vector_stores/TypesenseDemo.html: https://docs.llamaindex.ai/en/latest/examples/vector_stores/TypesenseDemo/
@@ -2196,6 +2232,8 @@ theme:
     - navigation.footer
     - toc.follow
     - content.code.copy
+    - search.suggest
+    - search.highlight
   logo: _static/assets/LlamaSquareBlack.svg
   name: material
   palette: