Automation

MCP (Model Context Protocol)

Model Context Protocol, MCP server or MCP connector

By Jack Lenton · Written
October 28, 2026
In short

MCP, the Model Context Protocol, is an open standard that lets AI assistants connect to apps and data through MCP servers, so they can look things up and take actions in a consistent way.

What is MCP?

MCP stands for Model Context Protocol. It's an open standard for connecting AI assistants to other software. Think of it as a universal plug: build an MCP server for an app once, and any AI assistant that speaks MCP can use it.

An MCP server offers tools, like search contacts or create task, and the AI assistant decides when to use them. The person setting it up controls which tools are available.

Anthropic created MCP and open sourced it in November 2024. In December 2025 it was donated to the Agentic AI Foundation, part of the Linux Foundation, so it isn't owned by one company.

How I use MCP with clients

For most of my clients, MCP means Zapier MCP or ClickUp's own MCP server. They let Claude or ChatGPT work with the client's real tools without me writing custom code.

The rule I stick to is least access. Each assistant gets only the tools it needs, read only where possible, and anything risky goes behind an approval step. MCP makes connecting easy. Deciding what to connect is the real job.

What happens in an MCP request

  1. Ask You ask your AI assistant to find last week's new clients You
  2. Choose The assistant picks a search tool from the MCP server AI
  3. Run The server runs the search in your app Server
  4. Answer The assistant replies using the real results AI

The AI only sees the tools the server offers it.

MCP FAQs

Is MCP the same as an API?

No. An API is how software talks to an app. MCP is a standard wrapper that lets AI assistants find and use tools, and many MCP servers use an app's API underneath.

Who owns MCP?

Anthropic created it, then in December 2025 donated it to the Agentic AI Foundation under the Linux Foundation. It's an open standard anyone can build on.

Is it safe to connect AI to my business apps with MCP?

It can be, if you limit it. Only offer the tools the assistant needs, prefer read only tools, and put approvals in front of anything that sends, deletes or changes money.

From my client work

Want this built in your setup?

I set these up and train your team, in your own ClickUp or Zapier account.

Book a call

Contact Jack - jack@withtoki.co.uk

ClickUp Verified ConsultantZapier Gold Solution Partner