Cleanup

Author: JakeSCahill

modules/ai-agents/pages/mcp/local/configuration.adoc

@@ -6,9 +6,9 @@ This page explains how to configure the local MCP server for Redpanda Cloud, inc
 
 == Prerequisites
 
-* At least version 25.2.3 of xref:manage:rpk/rpk-install.adoc[`rpk` installed on your computer]
-* Access to a Redpanda Cloud account
-* Supported AI client (Claude, Claude Code, or other MCP-compatible client)
+* At least version 25.2.3 of xref:manage:rpk/rpk-install.adoc[`rpk` installed on your computer].
+* Access to a Redpanda Cloud account.
+* Supported AI client (Claude, Claude Code, or other MCP-compatible client).
 
 == Endpoint availability
 

modules/ai-agents/pages/mcp/local/quickstart.adoc

@@ -8,9 +8,9 @@ If you're trying to deploy your own MCP server as a managed service inside your
 
 == Prerequisites
 
-* At least version 25.2.3 of xref:manage:rpk/rpk-install.adoc[`rpk` installed on your computer]
-* Access to a Redpanda Cloud account
-* link:https://support.anthropic.com/en/articles/10065433-installing-claude-desktop[Claude] or link:https://docs.anthropic.com/en/docs/claude-code/setup[Claude Code] installed
+* At least version 25.2.3 of xref:manage:rpk/rpk-install.adoc[`rpk` installed on your computer].
+* Access to a Redpanda Cloud account.
+* link:https://support.anthropic.com/en/articles/10065433-installing-claude-desktop[Claude] or link:https://docs.anthropic.com/en/docs/claude-code/setup[Claude Code] installed.
 +
 TIP: For other clients, see xref:ai-agents:mcp/local/configuration.adoc[].
 

modules/ai-agents/pages/mcp/overview.adoc

@@ -2,7 +2,7 @@
 :description: Learn about Model Context Protocol (MCP) in Redpanda Cloud, including the two complementary options: Redpanda Cloud MCP Server and Remote MCP (managed).
 
 
-**Model Context Protocol (MCP)** is a way to give AI assistants like Claude access to tools and data they wouldn't normally have. Instead of just chatting with your AI assistant, you can ask it to perform real tasks on your behalf.
+Model Context Protocol (MCP) is a way to give AI assistants like Claude access to tools and data they wouldn't normally have. Instead of just chatting with your AI assistant, you can ask it to perform real tasks on your behalf.
 
 == Why use MCP with Redpanda Cloud?
 

modules/ai-agents/pages/mcp/remote/developer-guide.adoc

@@ -6,10 +6,10 @@ This guide teaches you how to build xref:ai-agents:mcp/remote/overview.adoc[MCP
 
 == Prerequisites
 
-* Access to a Redpanda Cloud cluster
-* Ability to manage the xref:develop:connect/configuration/secret-management.adoc[Secrets Store] entries
-* At least version 25.2.5 of xref:manage:rpk/rpk-install.adoc[`rpk` installed on your computer]
-* (Optional) An AI assistant like Claude or Claude Code for testing
+* Access to a Redpanda Cloud cluster.
+* Ability to manage the xref:develop:connect/configuration/secret-management.adoc[Secrets Store] entries.
+* At least version 25.2.5 of xref:manage:rpk/rpk-install.adoc[`rpk` installed on your computer].
+* (Optional) An AI assistant like Claude or Claude Code for testing.
 
 TIP: For a quickstart, see xref:ai-agents:mcp/remote/quickstart.adoc[].
 

modules/ai-agents/pages/mcp/remote/monitor-activity.adoc

@@ -65,7 +65,7 @@ Cloud UI::
 . Use filters to search for specific trace IDs, span names, or time ranges.
 --
 
-rpk CLI::
+rpk::
 +
 --
 Consume the most recent traces:

modules/ai-agents/pages/mcp/remote/quickstart.adoc

@@ -330,7 +330,7 @@ You should see the generated event data in JSON format, confirming that Claude s
 
 == Summary
 
-You extended Claude's capabilities with custom tools that interact with your Redpanda cluster. Claude can now generate and publish event data through natural language commands—no manual scripting required. This same pattern works for any workflow: reading from topics, transforming data, querying databases, or calling external APIs.
+You extended Claude's capabilities with custom tools that interact with your Redpanda cluster. Claude can now generate and publish event data through natural language commands without manual scripting. This same pattern works for any workflow: reading from topics, transforming data, querying databases, or calling external APIs.
 
 == Troubleshoot
 
@@ -366,9 +366,9 @@ rpk topic list
 
 Now that you understand how MCP works, you can create custom tools for your specific use cases:
 
-* **Data ingestion**: Build tools that read from external APIs, databases, or file systems and publish to Redpanda topics
-* **Data processing**: Create tools that consume from topics, transform data, and write results back
-* **Monitoring and observability**: Add tools that query metrics, check system health, or analyze streaming data
-* **Integration workflows**: Connect Redpanda to other systems through custom tools that Claude can orchestrate
+* **Data ingestion**: Build tools that read from external APIs, databases, or file systems and publish to Redpanda topics.
+* **Data processing**: Create tools that consume from topics, transform data, and write results back to Redpanda.
+* **Monitoring and observability**: Add tools that query metrics, check system health, or analyze streaming data.
+* **Integration workflows**: Connect Redpanda to other systems through custom tools that Claude can orchestrate.
 
 See xref:ai-agents:mcp/remote/developer-guide.adoc[] to learn how to build custom tools using Redpanda Connect components.