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What is MCP: the complete guide.

MCP (Model Context Protocol) is an open standard that connects an AI assistant, like Claude or ChatGPT, to external tools and data: it lets the assistant look up or act on a real system during the conversation, instead of answering only from what it already knows.

What MCP is and how it works

MCP stands for Model Context Protocol. It's an open standard that defines how an AI assistant connects to an MCP server to use its tools, read its data or follow its instructions, all inside the same conversation.

Before MCP, connecting an AI assistant to your own system meant building a custom integration for every assistant and every system. MCP standardizes that connection: an MCP server is written once, and any compatible assistant (Claude, ChatGPT and others) can use it with no new integration.

An MCP server exposes three pieces: tools (actions the assistant can run), resources (data it can read) and prompts (reusable instructions). The user grants permission, and from there the conversation with the AI can look up or change something in that real system.

The name comes from giving the model context: on its own, an AI assistant only knows what it learned in training and what the user types in the chat. MCP adds a third source, the connected system, so the answer no longer depends only on what the model remembers, but on what that system says right now.

The standard is maintained by Anthropic as an open specification, so any team can publish its own MCP server without asking anyone's permission. That's why MCP servers for databases, design tools, commerce platforms and, in Elocuenti's case, an entire conversational business appeared in a short time.

A concrete example: without MCP, checking how many leads came in this week meant opening Elocuenti's dashboard, finding the report and copying the number by hand if you wanted to discuss it with your team from an assistant's chat. With MCP, you ask Claude or ChatGPT directly, and the assistant looks up the real number right then.

What the assistant can do is always defined by the MCP server, never by the assistant itself: if the server doesn't expose an action, the assistant can't invent it or run it on its own.

This also solves a long-term maintenance problem: when the server adds a new tool, any connected assistant sees it right away, with nothing for the business to update on its end.

What MCP is for in practice

The gain isn't just technical: it changes what an assistant can do for you inside the same conversation.

MCP vs. a custom integration

The difference isn't what gets connected, it's how many times you build the connection.

What it takesMCPCustom integration
How many times you build itOnce, for any compatible assistantOnce per assistant or system
Who maintains itThe MCP server's owner, with the standard as the contractEach team, with its own code
What the user needsSign in and authorize accessDepends on each integration
Where the action happensInside the same conversation with the assistantUsually means leaving the chat

How to start using an MCP server

The process is the same no matter which MCP server you want to connect.

  1. 01

    Get the server's URL.

    Every service that offers MCP publishes its own connection address, usually in its docs or its dashboard.

  2. 02

    Add it to your client.

    Claude and ChatGPT each have their own way to add a new MCP server, from their settings, with nothing else to install.

  3. 03

    Sign in and authorize.

    You confirm with your account for that service and decide what the assistant can see or do, with the role that fits.

  4. 04

    Ask for it in the conversation.

    From there, you ask the assistant to look something up or change it, and it uses the server's tools to do it, with no other screen to open.

What Elocuenti's MCP is

The same server manages your agent, your CRM, your CDP and your campaigns, all from one conversation with your assistant.

Sources

Frequently asked questions

Frequently asked questions about MCP

What does MCP stand for?

MCP stands for Model Context Protocol: an open standard for connecting an AI assistant to external tools and data, maintained by Anthropic.

What is an MCP server?

The system that exposes the tools, data and instructions an AI assistant can use during a conversation, following the MCP standard, with no need for each assistant to have its own version.

What is MCP in Claude?

Claude can connect to MCP servers to look up data or run actions on external systems, like Elocuenti or Meta Ads, without leaving the conversation or copying data by hand.

Does MCP work the same way in ChatGPT?

Yes, MCP is an open standard: the same MCP server can connect to both Claude and ChatGPT, and to other compatible clients, with no different setup for each.

How do I connect to Elocuenti's MCP?

With the server's URL (mcp.elocuenti.com/mcp) from Claude or ChatGPT, you sign in with your Elocuenti account and authorize access with the role you were given: reader, editor or admin.

Manage Elocuenti by talking to your AI.

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