UML Search MCP Server

An MCP server for searching across the UMass Lowell web domain.

Usage

The MCP server can be used locally by either

• Run as host process: uv run server.py

  • Accessible at localhost:8000/mcp

• Run as a docker container with Prometheus: docker compose up

  • Accessible at 0.0.0.0:8000/mcp or localhost:8000/mcp locally

  • Prometheus accessible at localhost:9090

Related MCP server: Fetch MCP Server

☸ Kubernetes

For production deployments on kubernetes check the reference manifests in k8s.

🧩 Technologies

• Docker

• Docker Compose

• MCP

• Prometheus

🛠️ Tool Calls

🔬 Metrics

This MCP server exposes a Proemtheus /metrics endpoint which can be scraped for metrics

The k8s/ directory also contains a ServiceMonitor manifest to point a Prometheus instance on k8s to the MCP server.

Application Metrics exposed:

• uml_search_mcp_tool_calls_total: Total number of MCP tool executions for uml-search-mcp

• uml_search_mcp_tool_execution_seconds: Time spent executing on MCP tool in seconds for uml-search-mcp