diff --git a/data-explorer/integrate-mcp-servers.md b/data-explorer/integrate-mcp-servers.md
index 02a01b4f7a..2c55f60bb0 100644
--- a/data-explorer/integrate-mcp-servers.md
+++ b/data-explorer/integrate-mcp-servers.md
@@ -5,7 +5,7 @@ ms.reviewer: sharmaanshul
 author: spelluru
 ms.author: spelluru
 ms.topic: conceptual
-ms.date: 07/28/2025
+ms.date: 09/14/2025
 ms.search.form: MCP, AI, agents
 
 #CustomerIntent: As an ADX AI developer, I want to use the RTI MCP server or Azure MCP server to create AI agents and AI applications.
@@ -39,7 +39,7 @@ You can use the following MCP Servers to integrate and build AI agents with Azur
 
 The MCP Server is at the core of the system and acts as a bridge between AI agents and ADX data sources. Agents send requests to the MCP server, which translates them into ADX queries.
 
-:::image type="content" source="media/model-context-protocol/architecture.png" alt-text="Diagram that shows the MCP architecture.":::
+:::image type="content" source="media/model-context-protocol/model-context-protocol-server-architecture.png" alt-text="Diagram that shows the MCP architecture.":::
 
 This architecture lets you build modular, scalable, and secure intelligent applications that respond to real-time signals. MCP uses a client-server architecture, so AI applications can interact with external tools efficiently. The architecture includes the following components:
 
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