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diff --git a/mcp-docs/src/main/antora/modules/ROOT/images/spring-ai-mcp-architecture.png b/mcp-docs/src/main/antora/modules/ROOT/images/spring-ai-mcp-architecture.png
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--- a/mcp-docs/src/main/antora/modules/ROOT/pages/overview.adoc
+++ b/mcp-docs/src/main/antora/modules/ROOT/pages/overview.adoc
@@ -3,7 +3,7 @@
 Set of tools to provide Java SDK and Spring Framework integration for the link:https://modelcontextprotocol.org/docs/concepts/architecture[Model Context Protocol]. 
 It enables Java applications to interact with AI models and tools through a standardized interface, supporting both synchronous and asynchronous communication patterns.
 
-image::spring-ai-mcp-architecture.jpg[Spring AI MCP Architecture,600]
+image::spring-ai-mcp-architecture.png[Spring AI MCP Architecture,600]
 
 == Projects