aiqorx
Internal tool access
Expose narrow business capabilities through explicit tool contracts.
AI & intelligent workflows / Model Context Protocol (MCP)
Connect intelligence to the tools that matter.
MCP standardizes how AI applications discover and use external tools, resources, and context.
Talk through your project
Technology in focusModel Context Protocol (MCP)Evidence / Evaluation / Control
A connected engineering approach
- 01Experience
People, tasks, accessibility
- 02Application
Components, logic, integrations
- 03Foundation
Data, operations, maintenance
The architecture follows your product requirements.
01 / Where it fits
Built around
a real use case.
Permission boundaries
Keep authentication, authorization, and human approval attached to each operation.
02 / Architecture
The decisions
behind the build.
A sound foundation
Define a small server surface, validate every input, and keep tool descriptions separate from untrusted source content. Log consequential actions and test client compatibility.
The tradeoff to consider
A standard connection does not make a tool safe. Data access and write permissions still require deliberate controls.
03 / Delivery & care
Make it work.
Keep it dependable.
Quality in the details
Check permissions, failure handling, accessibility where relevant, and representative end-to-end behavior. Record the configuration and review it when dependencies change.
Understand
Review the users, existing systems, constraints, and definition of success.
Shape
Document the architecture, interfaces, risks, and delivery scope.
Build & validate
Review working increments against real use cases and failure conditions.
Handover & evolve
Prepare operating guidance, ownership, and a practical maintenance plan.
04 / A few useful questions
Before you begin.
Is Model Context Protocol (MCP) the right choice for my project?
A standard connection does not make a tool safe. Data access and write permissions still require deliberate controls.
Can we improve an existing application?
Start with a code and architecture review. The useful outcome is a clear decision about what to keep, improve, or replace, with the dependencies and delivery risks made explicit.
How are scope and cost determined?
The estimate depends on the workflows, integrations, platform requirements, and quality expectations. A focused discovery phase can reduce uncertainty before committing to the full build.
What happens after launch?
Agree on source ownership, documentation, monitoring, support responsibilities, and a maintenance plan as part of the engagement.
Something in mind?
Let's buildwhat's next.
A new website. A better product. A bigger possibility.It starts with a conversation.