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Merge branch 'DOC-1867-Document-feature-AI-Gateway-help-cloud-team-polish-clean-up' into adp-pkg1
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modules/ROOT/nav.adoc

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**** xref:ai-agents:ai-gateway/builders/discover-gateways.adoc[Discover Gateways]
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**** xref:ai-agents:ai-gateway/builders/connect-your-agent.adoc[Connect Your Agent]
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**** xref:ai-agents:ai-gateway/cel-routing-cookbook.adoc[CEL Routing Patterns]
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**** xref:ai-agents:ai-gateway/mcp-aggregation-guide.adoc[MCP Aggregation]
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**** xref:ai-agents:ai-gateway/mcp-aggregation-guide.adoc[MCP Gateway]
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//*** Observability
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//**** xref:ai-agents:ai-gateway/observability-logs.adoc[Request Logs]
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//**** xref:ai-agents:ai-gateway/observability-metrics.adoc[Metrics and Analytics]

modules/ai-agents/pages/ai-gateway/mcp-aggregation-guide.adoc

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= MCP Aggregation and Orchestration Guide
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:description: Guide to MCP aggregation and orchestration in Redpanda AI Gateway, including architecture, deferred tool loading, orchestrator workflows, administration, observability, security, and integration examples.
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= MCP Gateway
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:description: Learn how to use the MCP Gateway to aggregate MCP servers, configure deferred tool loading, create orchestrator workflows, and manage security.
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:page-topic-type: guide
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:personas: app_developer, platform_admin
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:learning-objective-1: Configure MCP aggregation with deferred tool loading to reduce token costs
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include::ai-agents:partial$ai-gateway-byoc-note.adoc[]
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AI Gateway provides glossterm:MCP[,Model Context Protocol (MCP)] aggregation, allowing glossterm:AI agent[,AI agents] to access glossterm:MCP tool[,tools] from multiple glossterm:MCP server[,MCP servers] through a single unified endpoint. This eliminates the need for agents to manage multiple MCP connections and significantly reduces token costs through deferred tool loading.
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The MCP Gateway provides glossterm:MCP[,Model Context Protocol (MCP)] aggregation, allowing glossterm:AI agent[,AI agents] to access glossterm:MCP tool[,tools] from multiple MCP servers through a single unified endpoint. This eliminates the need for agents to manage multiple MCP connections and significantly reduces token costs through deferred tool loading.
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MCP aggregation benefits:
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MCP Gateway benefits:
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* Single endpoint: One MCP endpoint aggregates all approved MCP servers
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* Token reduction: Often 80-90% fewer tokens through deferred tool loading (depending on configuration)

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