MCP servers for APIs and internal systems
Documented tools and resources for the agreed systems.
Data & artificial intelligence / MCP & AI integrations
Your tools, connected to AI.
We build MCP servers that expose your systems to assistants and agents through clear interfaces and controlled access.
How the pieces connect
01 / The context
When AI needs to work with your systems.
Internal applications have rules, permissions and data boundaries. We design focused tools on top of your APIs so integration stays understandable and maintainable.
- Connect an ERP, CRM or internal app to AI clients.
- Expose queries and actions with defined inputs and outputs.
- Control tool access and record its use.
02 / MCP & AI integrations
What we build
Scope is agreed around your environment, priorities and team.
Authentication, permissions and access boundaries
Authentication, authorization and validation for each operation.
AI client integration and activity logging
Integration tests, activity logs and usage documentation.
03 / How we work
We work as part of your team.
- 01
Understand the starting point
We review systems, objectives and constraints with the people who know the business. Together we agree priorities and how progress will be validated.
- 02
Build and validate together
We divide the work into reviewable deliveries and share decisions, code and documentation throughout execution.
- 03
Prepare for continuity
We validate the result, transfer knowledge and agree how to maintain and evolve what has been built.