An industrial products manufacturer · 2026 – present
An internal agent and MCP platform for a manufacturer
Internal agents, skills and MCP servers that put the company's own systems, including its ERP, behind a language model.
Context
A language model earns its keep inside a business once it can reach that business's data. The ERP, the document stores and the internal services have no interface an agent can safely call.
The problem
Give internal teams AI tooling that operates on real systems rather than on text somebody pasted in, without handing a model open-ended access to production.
What I did
- —Built MCP servers that expose specific, bounded operations from internal systems, including IFS ERP, as named tools rather than a general-purpose database connection.
- —Packaged the work as an internal marketplace of agents, skills and plugins, so a new use case starts by composing existing components instead of commissioning another integration.
- —Kept each server's surface narrow, so what an agent can do is a review decision made before the tool exists.
Outcome
Internal teams have AI tooling that reads and acts on the ERP and the document stores.