Model Context Protocol (MCP): definition and value
Why the Term Matters
Without a common interface every connection to a CRM, a file system or a database becomes a one-off. That drives effort and maintenance. MCP sets a shared plug here, so a server built once can be used by several assistants. For a build in days that means less friction, because existing servers and patterns get reused instead of integrating from scratch each time.
When It Is Relevant
- An assistant should access several internal systems cleanly.
- Connections should be reusable, not rebuilt per project.
- Several assistants share the same tools.
- Access to data and actions should be clearly separated and controllable.
When Not
If an assistant needs only a single data source that never changes, a direct connection is often faster than a protocol. For a short-lived prototype that only tests an idea, a simple direct call can be enough too. MCP pays off once reuse and several systems are involved.
Industries That Use It
- Logistics: connect order, tracking and warehouse data through one shared server so several assistants use the same source.
- Legal: make document stores and deadline systems accessible in a controlled way, with a clear split between reading and acting.
- Manufacturing: connect machine and ERP data uniformly instead of building a separate bridge per application.
- Human resources: expose candidate, contract and calendar data through one reusable server.
Typical Use Cases
- An MCP server exposes customer data from the CRM, several assistants access it.
- A file server makes approved documents searchable without granting full access to everything.
- An action server allows controlled writes such as creating a ticket.
- A database server returns analyses on request, with permissions per role.
- A server built once gets reused across several projects.
Decision Guide
| Signal | MCP fits | Alternative |
|---|---|---|
| Several systems and assistants | MCP server as a shared interface | direct connection per case |
| Only one fixed data source | rather not | simple direct call |
| Reuse planned | MCP saves effort long term | single solution works short term |
| Clear permission split needed | MCP server with roles | rigid direct access |
Example
A logistics company wants to support service, dispatch and reporting with AI. In the workshop a prototype emerges with an MCP server that exposes order and tracking data uniformly. All three assistants use the same server instead of building three separate connections. This describes the method, not an asserted client metric.
Service Connection
The right entry is the AI workshop, then AI implementation and AI development.
Sources
This framing describes common practice around the Model Context Protocol. Technical details and the exact implementation depend on the concrete project and the chosen systems and should be checked there.