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improved messaging from Alex for MCP
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modules/ai-agents/pages/mcp/index.adoc

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= Model Context Protocol (MCP)
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:description: Learn about the Model Context Protocol (MCP) in Redpanda Cloud.
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:description: Give AI agents direct access to your databases, queues, CRMs, and other business systems without writing custom glue code.
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:page-layout: index
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The Model Context Protocol (MCP) provides a standardized way for AI agents to connect with external data sources and tools in Redpanda Cloud.
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AI agents need context from your business systems. The Model Context Protocol (MCP) translates agent intent into real connections to databases, queues, CRMs, HRIS, and other systems of record, without you writing custom integration code. Redpanda's MCP servers are built on the same proven connectors that power the world's largest e-commerce, electric vehicle, energy, and AI companies.
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Redpanda Cloud offers two complementary MCP options:
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= Redpanda Cloud Management MCP Server
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:page-beta: true
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:description: Find links to information about the Redpanda Cloud Management MCP Server and its features for building and managing AI agents that can interact with your Redpanda Cloud account and clusters.
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:description: Manage your Redpanda Cloud clusters, topics, and users through AI agents using natural language commands.
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:page-layout: index

modules/ai-agents/pages/mcp/local/overview.adoc

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= Redpanda Cloud Management MCP Server
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:page-beta: true
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:description: Learn about the Redpanda Cloud Management MCP Server, which lets AI agents securely access and operate your Redpanda Cloud account and clusters.
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:description: Let AI agents securely operate your Redpanda Cloud clusters, topics, and users through natural language commands.
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:page-topic-type: overview
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:personas: evaluator, ai_agent_developer, platform_admin
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// Reader journey: "I'm new"

modules/ai-agents/pages/mcp/overview.adoc

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= MCP Servers for Redpanda Cloud Overview
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:description: Learn about Model Context Protocol (MCP) in Redpanda Cloud, including the two complementary options: the Redpanda Cloud Management MCP Server and Remote MCP.
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:description: Connect AI agents to your databases, queues, CRMs, and other business systems without writing glue code, using Redpanda's proven connectors.
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:page-topic-type: overview
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:personas: evaluator, ai_agent_developer
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// Reader journey: "I'm new" - understanding the landscape
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== What is MCP?
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MCP (Model Context Protocol) is an open standard that lets AI agents use tools. Think of it like a universal adapter: instead of building custom integrations for every AI system, you define your tools once using MCP, and any MCP-compatible AI client can discover and use them.
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MCP (Model Context Protocol) is an open standard that translates AI agent intent into real connections to databases, queues, CRMs, HRIS, accounting software, and other business systems. Instead of writing custom glue code for every integration, you define your tools once using MCP, and any MCP-compatible AI client can discover and use them.
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Without MCP, connecting AI to your business systems requires custom API code, authentication handling, and response formatting for each AI platform. With MCP, you describe what a tool does and what inputs it needs, and the protocol handles the rest.
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Without MCP, connecting AI to your business systems requires custom API code, authentication handling, and response formatting for each AI platform. With MCP, you describe what a tool does and what inputs it needs, and the protocol handles the rest. Redpanda's MCP servers are built on the same proven connectors that power the world's largest e-commerce, electric vehicle, energy, and AI companies today.
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== MCP options in Redpanda Cloud
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modules/ai-agents/pages/mcp/remote/concepts.adoc

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= MCP Tool Execution and Components
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:description: Understand the MCP execution model, choose the right component type, and use traces for observability.
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:description: Understand how MCP tools execute requests, choose the right Redpanda Connect component type, and use traces for observability.
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:page-aliases: ai-agents:mcp/remote/understanding-mcp-tools.adoc
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:page-topic-type: concepts
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:personas: ai_agent_developer, streaming_developer
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= Remote MCP Servers for Redpanda Cloud
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:description: Enable AI agents to directly interact with your Redpanda Cloud clusters and streaming data.
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:description: Build MCP tools that connect AI agents to databases, queues, CRMs, and other business systems using Redpanda's proven connectors.
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:page-layout: index

modules/ai-agents/pages/mcp/remote/overview.adoc

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= Remote MCP Server Overview
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:description: Discover how AI agents can interact with your streaming data and how to connect them to Redpanda Cloud.
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:description: Build and host MCP tools that connect AI agents to your business systems without writing glue code, using Redpanda's proven connectors.
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:page-topic-type: overview
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:personas: evaluator, ai_agent_developer
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// Reader journey: "I'm evaluating this"
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:learning-objective-2: Identify use cases where Remote MCP provides business value
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:learning-objective-3: Describe how MCP tools expose Redpanda Connect components to AI
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This page introduces Remote MCP servers and helps you decide if they're right for your use case.
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Remote MCP lets you give AI agents access to your databases, queues, CRMs, and other systems of record without writing custom integration code. This page introduces Remote MCP servers and helps you decide if they're right for your use case.
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After reading this page, you will be able to:
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modules/ai-agents/pages/mcp/remote/quickstart.adoc

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= Remote MCP Server Quickstart
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:description: Learn how to extend AI agents with custom tools that interact with your Redpanda data using the Model Context Protocol (MCP).
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:description: Build and deploy your first MCP tools to connect AI agents to your Redpanda data without writing custom integration code.
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:page-topic-type: tutorial
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:personas: ai_agent_developer, streaming_developer, evaluator
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// Reader journey: "I want to try it now"

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