Practical guide

Model Context Protocol explained

The objective is to understand how AI systems access tools and data sources with control. The review baseline covers client, server, tool, resource, permission and human approval.

WERKVERSTAND / CONNECTING INTELLIGENCE

The essential answer

The Model Context Protocol connects an AI application through clients to servers exposing tools, resources and reusable prompts. It standardises communication. The implementation, permissions and organisational rules still determine which data a server can access and which actions are allowed.

01 / FIT

A good fit when

  • A concrete assignment and an accountable domain owner are defined.
  • A traceable diagram maps client, server, tool and resource to a concrete example and marks data access, possible write effects and the approval point.

02 / LIMITS

Not the first choice when

  • Avoid: treating a technical standard as a security guarantee. Using a common protocol establishes neither the server's trustworthiness nor the appropriateness of its permissions.

Distinguish host, client and server

The host is the AI application. A client inside it manages a connection to a server. The server offers capabilities or context: tools perform actions, resources provide content and prompts supply templates. These roles explain the technical path. A shared interface does not mean every client supports every server feature.

Example: an approved knowledge source

A server can expose search over internal manuals. The task provides a question; the tool returns permitted references. Another tool might modify a record. Those effects need different permissions and tests. Record each tool’s input, output, accessible data and possible changes. This makes its value and boundary concrete.

Assess protocol and trust separately

MCP is not a security certification. Review the operator, transport, authentication and downstream-service access. HTTP and local STDIO processes use different authentication arrangements. Acceptance therefore checks more than successful connection: an unauthorised request must be denied and revocation must take effect.

Decision matrix

Decision pointProceed whenStop when
Access and data pathDocumented: client, server, tool, resource, permission and human approval.Scope, data or accountability remains unresolved.
Connection under testA traceable diagram maps client, server, tool and resource to a concrete example and marks data access, possible write effects and the approval point.There is only an unevaluated demo without acceptance evidence.
External effectOwner, approval, fallback and next review date are defined.Avoid: treating a technical standard as a security guarantee. Using a common protocol establishes neither the server's trustworthiness nor the appropriateness of its permissions.

Keep it verifiable

Primary sources

The next sensible step

Which AI system fits your business?

Eight steps from a general interest in AI to a clearer decision for your business.

Start AI System Check
FreeProvider-neutralNo credentials