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Guide · Business AI

What MCP is and how it connects AI agents to business data

MCP is a protocol that lets an AI client discover and use tools published by a server. In business, its value is not opening the database but exposing specific actions and queries with authentication, validation and limits.

JUYE Engineering
01

The problem it solves

Copying data into a chat is slow, unsafe and loses context. MCP creates a stable interface between agent and system.

  • + Discoverable tools
  • + Structured inputs
  • + Consistent responses
02

Tools, not total access

A compare_revenue tool can accept a period and company. It never needs to expose tables or SQL.

  • + Explicit scope
  • + Validation
  • + Minimal results
03

Secure architecture

An authorised server, read-only views without PII, controlled tools and logs form multiple protective layers.

  • + Least privilege
  • + No writes
  • + Revocable credentials
04

What MCP cannot fix

It cannot repair ambiguous metrics or incomplete data. Definitions and periods still need validation.

  • + Semantics
  • + Completeness
  • + Human responsibility
05

A working example

Our rental platform exposes operational and financial metrics through six read-only tools.

  • + Revenue
  • + Costs
  • + Months
  • + Operations

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