AppMatic Tech engineers MCP servers that let language models query shipment status, ETAs, and exceptions across carriers and a transport management system, built with Node.js, TypeScript, and PostgreSQL. A logistics assistant answers where-is-my-order and at-risk-shipment questions from live data through scoped, audited tools. 330+ products shipped since 2017.
Shipment data is scattered across carriers, a TMS, and warehouse systems, which is why status questions are slow to answer. AppMatic Tech builds an MCP server that unifies these into queryable tools, so an assistant resolves tracking and exception questions from one governed surface.
MCP Server Development Stack for Logistics
| Layer | What AppMatic Tech uses |
|---|---|
| MCP transport | Model Context Protocol over streamable HTTP |
| Server runtime | Node.js + TypeScript |
| Logistics sources | Carrier tracking APIs, TMS, warehouse/WMS feeds |
| Data + audit | PostgreSQL, per-call audit log |
| Access control | Scoped tokens per account / customer |
How AppMatic Tech Delivers This
- Map the tracking sources: carriers, TMS, and warehouse feeds, and how they key to a shipment.
- Define MCP tools for status, ETA, and exception queries with typed inputs.
- Scope access per account so a tool call only returns that customer's shipments.
- Normalise carrier formats into one schema and validate against live shipments.
- Deliver with documentation and support SLA.
Proof: Related AppMatic Tech Build
A transport platform AppMatic Tech built to coordinate movement and status data across a fleet.
Frequently Asked Questions
- Can one MCP server track shipments across multiple carriers?
- Yes. AppMatic Tech normalises multiple carrier tracking APIs and the TMS into one MCP tool set, so the assistant answers status and ETA questions consistently regardless of which carrier moves the shipment.
- How does the MCP server detect at-risk shipments?
- AppMatic Tech exposes exception queries as MCP tools that compare ETAs and milestones against expected windows, so the assistant can surface shipments trending late rather than only reporting current status.
- Is customer shipment data isolated?
- AppMatic Tech scopes access tokens per account, so a tool call only returns shipments belonging to that customer, with every call logged for audit.
Further reading: What Is an MCP Server and When Does a Business Need One?