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MCP Servers
Model Context Protocol servers that expose approved tools and data to compatible AI clients through clear schemas and controlled permissions.
Capability02 / 05
Designed around the job
What the work includes.
01
Tool and resource schema design
02
Authentication and permission controls
03
Testing, logging, and deployment
Built for outcomes
The implementation is only useful when it improves the work around it. These are the outcomes we design toward.
A controlled boundary around business actions
Clearer integration with compatible AI clients
How we work
From intent to impact.
- 01
Define the contract
We clarify ownership, events, data meaning, permissions, limits, and failure conditions before implementation.
- 02
Build for failure
Validation, idempotency, retries, rate limits, logs, and recovery are part of the integration from day one.
- 03
Make it observable
Dashboards and alerts show what moved, what failed, and what needs human attention.
Also within API, MCP & Integrations
Connected capabilities.
Good to know
Clear answers.
01What is MCP?
The Model Context Protocol is an open protocol for connecting compatible AI applications to tools and contextual data through standardized interfaces.
02Can you work with an API that has limited documentation?
Often, yes. We validate behavior in a controlled environment and document assumptions, but feasibility still depends on the provider and available access.
03How do you prevent duplicate integration actions?
Where appropriate, we use idempotency keys, durable event records, unique constraints, and reconciliation checks.
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Ready to put MCP Servers to work?
Tell us what needs to change. We will help define the right first step, the technical shape, and a realistic route to launch.