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uml-search-mcp

by UMLCloudComputing
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Python
Hybrid

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

NOTE

If you're using the MCP Inspector tool for local development, uml-search-mcp uses the Streamable HTTP transport, not STDIO or server-sent events (SSE).

Related MCP server: web-mcp

☸ Kubernetes

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

🧩 Technologies

  • Docker

  • Docker Compose

  • MCP

  • Prometheus

🛠️ Tool Calls

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

This server cannot be deployed

One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

Maintenance

ActivitySlowing
ResponsivenessNo issues

Resources

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