diff --git a/content/manuals/ai/mcp-catalog-and-toolkit/toolkit.md b/content/manuals/ai/mcp-catalog-and-toolkit/toolkit.md
index 0fcb34ee3a33..729d43479528 100644
--- a/content/manuals/ai/mcp-catalog-and-toolkit/toolkit.md
+++ b/content/manuals/ai/mcp-catalog-and-toolkit/toolkit.md
@@ -16,8 +16,38 @@ The Docker MCP Toolkit enables seamless setup, management, and execution of cont
 - Zero manual setup: No dependency management, runtime configuration, or server setup required.
 - Functions as both an MCP server aggregator and a gateway for clients to access installed MCP servers.
 
+## How the MCP toolkit works
+
+MCP introduces two core concepts: MCP clients and MCP servers. 
+
+- MCP clients are typically embedded in LLM-based applications, such as
+  the Claude Desktop App. They request resources or actions.
+- MCP servers are launched by the client to perform the requested tasks,
+  using any necessary tools, languages, or processes.
+
+Docker standardizes the development, packaging, and distribution of
+applications, including MCP servers. By packaging MCP servers as containers,
+Docker eliminates issues related to isolation and environment differences. Users
+can run a container directly, without managing dependencies or configuring
+runtimes.
+
+Depending on the MCP server, the tools it provides may run within the same container
+as the server or in dedicated containers:
+
+
+{{< tabs group="" >}}
+{{< tab name="Single container">}}
+
 ![Visualisation of the MCP toolkit](/assets/images/mcp_servers.png)
 
+{{< /tab >}}
+{{< tab name="Separate containers">}}
+
+![Visualisation of the MCP toolkit](/assets/images/mcp_servers_2.png)
+
+{{< /tab >}}
+{{</tabs >}}
+
 ## Security
 
 The Docker MCP Toolkit combines passive and active measures to reduce attack
@@ -120,6 +150,13 @@ and add Claude Desktop as a client:
    Claude Desktop if it's running, and it can now access all the servers in the MCP Toolkit.
 4. Within Claude Desktop, run a test by submitting the following prompt using the Sonnet 3.5 model:
 
+   ```text
+   Take a screenshot of docs.docker.com and then invert the colors
+   ```
+5. From the **Clients** tab, select **Connect** next to **Claude Desktop**. Restart 
+   Claude Desktop if it's running, and it can now access all the servers in the MCP Toolkit.
+6. Within Claude Desktop, run a test by submitting the following prompt using the Sonnet 3.5 model:
+
    ```text
    Take a screenshot of docs.docker.com and then invert the colors
    ```
diff --git a/content/manuals/ai/model-runner/_index.md b/content/manuals/ai/model-runner/_index.md
index dde16d35a4dd..549575dc923c 100644
--- a/content/manuals/ai/model-runner/_index.md
+++ b/content/manuals/ai/model-runner/_index.md
@@ -19,6 +19,7 @@ aliases:
 ## Key features
 
 - [Pull and push models to and from Docker Hub](https://hub.docker.com/u/ai)
+- Serve models on OpenAI-compatible APIs for easy integration with existing apps
 - Package GGUF files as OCI Artifacts and publish them to any Container Registry
 - Run and interact with AI models directly from the command line or from the Docker Desktop GUI
 - Manage local models and display logs
diff --git a/layouts/_default/index.llms.txt b/layouts/_default/index.llms.txt
index 97aa37305a82..87c67318771e 100644
--- a/layouts/_default/index.llms.txt
+++ b/layouts/_default/index.llms.txt
@@ -1,4 +1,4 @@
-{{- $pages := .Site.RegularPages -}}
+{{- $pages := where site.RegularPages "Params.sitemap" "!=" false -}}
 {{- $sorted := sort $pages "RelPermalink" -}}
 {{- $grouped := $sorted.GroupBy "Section" -}}
 
diff --git a/static/assets/images/mcp_servers.png b/static/assets/images/mcp_servers.png
index 8a3eacd452d2..21a920621c60 100644
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diff --git a/static/assets/images/mcp_servers_2.png b/static/assets/images/mcp_servers_2.png
new file mode 100644
index 000000000000..4aec6d4338ad
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