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MCP server · Developer Tools

Server

A MCP server built with Python, FastMCP, Ollama, Open-webUI, FastAPI, and Docker following a microservice architecture..

Unclaimed last commit 7 months ago devtools
46Fair

Scored 7 days ago · breakdown

About Server

Server is an MCP server published by rainer85ah in the Developer Tools category: a MCP server built with Python, FastMCP, Ollama, Open-webUI, FastAPI, and Docker following a microservice architecture..

The repository has 15 stars and 3 forks, with the last commit 7 months ago. Six months or more without a commit doesn't mean the server is broken, but check the open issues before depending on it in production.

Install

From source
git clone https://github.com/rainer85ah/mcp-server

This server has no ConduID identity, so agent calls to it are not receipted. Pin the version you install and review the source before granting it credentials.

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Security checks

Static checks derived from the repository 7 days ago. Heuristics on the source, not an audit.

  • ✓README presentThe repository ships documentation.
  • !License declaredNo license file. Legally you have no right to use it in a product.
  • ✓Tests presentA test suite exists in the repository.
  • ✓Dependencies pinnedA lockfile pins dependency versions.
  • ✓No dynamic code executionSource scan found no eval, dynamic Function, or shell execution.
  • !Scoped permissionsDoesn't declare a permission scope. Assume it can do anything its process can.

README

Python Docker

🚀 FastMCP Boilerplate for MCP Servers

A modern MCP (Model Control Protocol) project built with Python, FastMCP, FastAPI, Docker, and integrated with Ollama and Open-webUI.

This project provides a lightweight, extensible foundation for building and deploying intelligent systems that manage and expose AI/LLM capabilities.

Model Control Protocol (MCP)

🔧 Tech Stack

  • 🐍 Python – Primary language
  • ⚡ FastMCP – Model Control Protocol framework for managing AI models
  • 🌐 FastAPI – High-performance API backend
  • 🧠 Ollama – LLM execution and orchestration
  • 🧩 Open-webUI – Chat-style interface for AI interactions
  • 🐳 Docker – Containerized for easy deployment and reproducibility in dev and production environments.

🧱 Features

  • 🚀 Fast startup with Docker
  • 🔌 Easy integration with Ollama and Open-webUI
  • 📦 Pluggable architecture for adding models and routes
  • 🎯 Designed for rapid prototyping or production use
  • ✅ REST API ready with OpenAPI docs

📦 Getting Started

1. Clone the repo


git clone https://github.com/rainer85ah/mcp-server.git
cd mcp-server

🐳 2. Run with Docker Compose (recommended)


docker compose up --build -d

3. Access the app


Ollama: http://localhost:11434
API Docs: http://localhost:8000/docs
OpenAPI: http://localhost:8000/openapi.json
MCP Server: http://localhost:8000/service/mcp/
Open-webUI: http://localhost:3000

🌱 Use as a Boilerplate

Use this project as a starter template for:

  • AI chat platforms
  • Model routing gateways
  • Developer LLM sandboxes
  • FastAPI-based ML backends

📜 License

This project is licensed under the MIT License.
You are free to use, modify, and distribute this software with proper attribution.

🤝 Contributing

Contributions are welcome! Feel free to:

  • ⭐ Star the project
  • 🍴 Fork the repo
  • 🛠️ Open issues or feature requests
  • 🔁 Submit pull requests

📫 Contact

Created with 💡 by Rainer Arencibia
🔗 Connect with me on LinkedIn

README fetched from the repository 7 days ago. The original is authoritative.

Questions

About Server

How do I install Server?

No package has been published for this server, so install it from source: clone the repository and follow its README.

Is Server safe to use with an AI agent?

Its trust score is 46 out of 100 (fair). It passes 4 of the 6 static security checks run so far; the failures are listed above. It has no ConduID identity yet, so agent calls to it are not receipted.

Is Server still maintained?

The last commit was 7 months ago. That's long enough that you should check whether the maintainer is responding to issues before depending on it.