[docs] Series of docs for mem0-mcp (#3831)

docs/cookbooks/frameworks/gemini-3-with-mem0-mcp.mdx

@@ -6,7 +6,7 @@ description: "Create snappy, smart, memory-aware agents by pairing Gemini 3 with
 Gemini 3, when paired with mem0-mcp-server, works in synergy to create snappy, smart, memory-aware agents.
 
 <Callout type="info" icon="sparkles" color="#8B5CF6">
-  You'll build a Gemini 3 agent that automatically stores user preferences and retrieves relevant context without manual memory management.
+  This is the primary example of MCP integration - the same patterns work with Claude Desktop, Cursor, or any MCP-compatible client.
 </Callout>
 
 ## MCP Server Tools
@@ -232,15 +232,15 @@ You've successfully built a Gemini 3 agent with persistent memory using Mem0's M
 
 <CardGroup cols={2}>
   <Card
-    title="Advanced Memory Patterns"
-    description="Learn about memory filtering, entities, and advanced search techniques"
-    icon="brain"
-    href="/platform/features/v2-memory-filters"
+    title="MCP Integration Feature"
+    description="Learn about MCP configuration options and deployment methods"
+    icon="plug"
+    href="/platform/features/mcp-integration"
   />
   <Card
-    title="MCP Integration Guide"
-    description="Explore deeper integration with Model Context Protocol"
-    icon="plug"
-    href="/platform/integrations/mcp"
+    title="MCP Quickstart"
+    description="Get started with MCP for any AI client in minutes"
+    icon="rocket"
+    href="/platform/mem0-mcp"
   />
 </CardGroup>