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MCPoSimpleServer

A Python-based LLM server that implements the Model Context Protocol (MCP).

🤔 What is MCPoSimpleServer?

MCPoSimpleServer is a lightweight, asynchronous API platform for running and managing MCP tools in isolated, secure environments. It implements the Model Context Protocol (MCP) for seamless integration with LLM applications.

📺 Demo

Check out our demo video to see MCPoSimpleServer in action:

MCPoSimpleServer Demo

✨ Key Features

  • ✨ Local Docker container – your own local Docker container with a single SSE-MCP connection
  • ⚡ Support quick and easy load any MCP tool launched via uvx or npx
  • 🔄 Dynamic tool loading and filtering (whitelist/blacklist)
  • 🌐 Access to MCP tools via SSE, Swagger REST, and OpenAPI.json (compatible with OpenWebUI)
  • 🐳 Tool isolation – each tool runs in its own thread
  • 🗄️ JSON-based configuration – easy to edit and portable
  • 🧑‍💻 Ability to launch your own MCP server with custom ENV parameters
  • 🛡️ Bearer admin hack – simple admin authorization (ideal for testing and quick changes)
  • 📝 Async FastAPI Python server with full type hints for code clarity and safety
  • ✅ PyTest – fast and easy verification of changes on a running server

🎉 What we have now

  • 🔗 Docker container built on Debian 13 with FastAPI/Python 3.13 server
  • ⚡ Support quick and easy load any MCP tool launched via uvx or npx
  • 🌐 Access to MCP tools via SSE, Swagger REST, and OpenAPI.json (OpenWebUI compatible)
  • 🆒 SupervisorD controlled by ENV allows running SSHD + Xfce + noVNC (desktop via web/port 6901, ~260MB)
  • 🔄 Dynamic tool loading and filtering from MCP server (whitelist/blacklist)
  • 🧵 Each MCP server runs in its own thread
  • 🗄️ No need for a database – JSON configuration for easy editing and portability
  • 🧑‍💻 Users can define their own MCP server with custom ENV (auto-detected via Auth Bearer)
  • 🛡️ Env Bearer Admin Hack – configurable env simulating Bearer admin (ideal for tests and quick changes)
  • 📝 Built entirely on FastAPI Python + Pydantic for code clarity and safety
  • ❌ Custom SSE stack based only on FastAPI (no Starlette)
  • ✅ PyTest – tests run a live server instance and perform tests on a real running server (no mocking!)

🚀 Working on

  • 🤔 Prompts – fixing some bugs with class injection into SSE
  • 🖥️ WebUI Frontend with Marketplace (click and install)

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MCP Calling Servere via SSE and OpenAPI

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