diff --git a/docs/docs/core-components/agents.mdx b/docs/docs/core-components/agents.mdx
index 0a0494e9..7e3548dc 100644
--- a/docs/docs/core-components/agents.mdx
+++ b/docs/docs/core-components/agents.mdx
@@ -34,11 +34,11 @@ In an agentic context, tools are functions that the agent can run to perform tas
 
 </details>
 
-## Use the OpenRAG OpenSearch Agent flow {flow}
+## Use the OpenRAG OpenSearch Agent flow {#flow}
 
 If you've chatted with your knowledge in OpenRAG, you've already experienced the OpenRAG OpenSearch Agent chat flow.
 To switch OpenRAG over to the [Langflow visual editor](https://docs.langflow.org/concepts-overview) and view the OpenRAG OpenSearch Agentflow, click <Icon name="Settings2" aria-hidden="true"/> **Settings**, and then click **Edit in Langflow**.
-This flow contains seven components connected together to chat with your data:
+This flow contains eight components connected together to chat with your data:
 
 * The [**Agent** component](https://docs.langflow.org/agents) orchestrates the entire flow by deciding when to search the knowledge base, how to formulate search queries, and how to combine retrieved information with the user's question to generate a comprehensive response.
 The **Agent** behaves according to the prompt in the **Agent Instructions** field.
@@ -49,6 +49,7 @@ The **Agent** behaves according to the prompt in the **Agent Instructions** fiel
 * The [**Text Input** component](https://docs.langflow.org/components-io) is populated with the global variable `OPENRAG-QUERY-FILTER`. 
 This filter is the [Knowledge filter](/knowledge#create-knowledge-filters), and filters which knowledge sources to search through.
 * The **Agent** component's Output port is connected to the [**Chat Output** component](https://docs.langflow.org/components-io), which returns the final response to the user or application.
+* An [**MCP Tools** component](https://docs.langflow.org/mcp-client) is connected to the Agent's **Tools** port. This component calls the [OpenSearch URL Ingestion flow](/ingestion#url-flow), which Langflow uses as an MCP server to fetch content from URLs and store in OpenSearch.
 
 <PartialModifyFlows />
 
diff --git a/docs/docs/core-components/ingestion.mdx b/docs/docs/core-components/ingestion.mdx
index 38fff4ec..081f696d 100644
--- a/docs/docs/core-components/ingestion.mdx
+++ b/docs/docs/core-components/ingestion.mdx
@@ -71,7 +71,7 @@ This flow contains ten components connected together to process and store docume
 
 <PartialModifyFlows />
 
-### OpenSearch URL Ingestion flow
+### OpenSearch URL Ingestion flow {#url-flow}
 
 An additional knowledge ingestion flow is included in OpenRAG, where it is used as an MCP tool by the [**Open Search Agent flow**](/agents#flow).
 The agent calls this component to fetch web content, and the results are ingested into OpenSearch.
diff --git a/docs/static/img/opensearch-agent-flow.png b/docs/static/img/opensearch-agent-flow.png
index d201aef9..7382fcd1 100644
Binary files a/docs/static/img/opensearch-agent-flow.png and b/docs/static/img/opensearch-agent-flow.png differ