diff --git a/docs/index.rst b/docs/index.rst
index 587556b86930f651b797cbb73f4a2babca8ca558..d0b0771f7a8d4d5969075fbdbc5be9ebd6e3493b 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -153,6 +153,7 @@ Associated projects
    module_guides/indexing/indexing.md
    module_guides/storing/storing.md
    module_guides/querying/querying.md
+   module_guides/deploying/agents/root.md
    module_guides/observability/observability.md
    module_guides/evaluating/root.md
    module_guides/supporting_modules/supporting_modules.md
diff --git a/docs/module_guides/deploying/agents/root.md b/docs/module_guides/deploying/agents/root.md
index 82dbbd3969a175e8b309387c150b759e8e1af673..04d97a15b4943714aa3649121c9cfbdb73284628 100644
--- a/docs/module_guides/deploying/agents/root.md
+++ b/docs/module_guides/deploying/agents/root.md
@@ -1,4 +1,4 @@
-# Data Agents
+# Agents
 
 ## Concept
 
diff --git a/docs/module_guides/querying/querying.md b/docs/module_guides/querying/querying.md
index 595cd67e7aa9c8b9beaaf0911de39db35752c7c7..c8246dc19bab29be56253e1e9f4fe80e390fbcea 100644
--- a/docs/module_guides/querying/querying.md
+++ b/docs/module_guides/querying/querying.md
@@ -1,6 +1,8 @@
 # Querying
 
-Querying is the most important part of your LLM application. To learn more about getting a final product that you can deploy, check out the [query engine](/module_guides/deploying/query_engine/root.md), [chat engine](/module_guides/deploying/chat_engines/root.md) and [agents](/module_guides/deploying/agents/root.md) sections.
+Querying is the most important part of your LLM application. To learn more about getting a final product that you can deploy, check out the [query engine](/module_guides/deploying/query_engine/root.md), [chat engine](/module_guides/deploying/chat_engines/root.md).
+
+If you wish to combine advanced reasoning with tool use, check out our [agents](/module_guides/deploying/agents/root.md) guide.
 
 ## Query Pipeline