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UMLCloudComputing

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: Fetch MCP Server

☸ 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 installed

A
license - permissive license
-
quality - not tested
B
maintenance

How are these scores calculated?

Maintenance

–Maintainers
–Response time
–Release cycle
–Releases (12mo)
Commit activity

Resources

Unclaimed servers have limited discoverability.

Looking for Admin?

If you are the server author, to access and configure the admin panel.

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    Provides functionality to fetch and transform web content in various formats (HTML, JSON, plain text, and Markdown) through simple API calls.
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    1
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  • web-mcp

    magico13
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    Enables web search using DuckDuckGo and content retrieval from URLs, returning markdown with pagination support.

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