MCP development

MCP server development and integration

We build MCP servers that expose the right capability, with clear contracts and the smallest necessary access.

What it means

A Model Context Protocol server describes tools and resources an AI client may use. Good MCP engineering is not a generic API wrapper: it shapes business operations into understandable, validated and observable capabilities.

What we deliver

Purpose-specific tool and resource schemas
Authentication, authorization and approval boundaries
Validation, error handling and safe retries
Logging, monitoring and deployment on reliable infrastructure

How we work

Map capabilities

We translate real user goals into a small set of clear tools and resources.

Define trust

We establish identity, permissions, approvals and data-minimisation rules.

Implement

We build standards-compliant handlers and connect them to existing services.

Evaluate

We test tool selection, invalid inputs, failures and end-to-end outcomes.

Frequently asked questions

What systems can MCP connect to?+

Any system with a safe integration surface, including internal APIs, databases, CRMs, finance tools and document services.

Does MCP replace an API?+

No. MCP usually presents existing APIs and operations in a form designed for AI clients.

How do you secure an MCP server?+

We combine narrow tool scopes, authentication, authorization, validation, auditability and explicit approval for sensitive actions.