OpenAI Universal Server
FreeNot checkedProvides a standardized interface for interacting with OpenAI's tools and services through the Model Context Protocol, enabling seamless integration with MCP-co
About
Provides a standardized interface for interacting with OpenAI's tools and services through the Model Context Protocol, enabling seamless integration with MCP-compliant applications.
README
This repository contains an implementation of an OpenAI Universal MCP (Model Context Protocol) server. It provides a standardized interface for interacting with OpenAI's tools and services through a unified API.
The server is built using the Universal MCP framework.
This implementation follows the MCP specification, ensuring compatibility with other MCP-compliant services and tools.
Usage
You can start using OpenAI directly from agentr.dev. Visit agentr.dev/apps and enable OpenAI.
If you have not used universal mcp before follow the setup instructions at agentr.dev/quickstart
Available Tools
The full list of available tools is at ./src/universal_mcp_openai/README.md
Local Development
📋 Prerequisites
Ensure you have the following before you begin:
- Python 3.11+ (recommended)
- uv (install globally with
pip install uv)
🛠️ Setup Instructions
Follow the steps below to set up your development environment:
Sync Project Dependencies
uv syncThis installs all dependencies from
pyproject.tomlinto a local virtual environment (.venv).Activate the Virtual Environment
For Linux/macOS:
source .venv/bin/activateFor Windows (PowerShell):
.venv\Scripts\ActivateStart the MCP Inspector
mcp dev src/universal_mcp_openai/server.pyThis will start the MCP inspector. Make note of the address and port shown in the console output.
Install the Application
mcp install src/universal_mcp_openai/server.py
📁 Project Structure
.
├── src/
│ └── universal_mcp_openai/
│ ├── __init__.py # Package initializer
│ ├── server.py # Server entry point
│ ├── app.py # Application tools
│ └── README.md # List of application tools
├── tests/ # Test suite
├── .env # Environment variables for local development
├── pyproject.toml # Project configuration
└── README.md # This file
📄 License
This project is licensed under the MIT License.
Generated with MCP CLI — Happy coding! 🚀
Install OpenAI Universal Server in Claude Desktop, Claude Code & Cursor
unyly install openai-universal-mcp-serverInstalls into Claude Desktop, Claude Code, Cursor & VS Code — handles npx, uvx and build-from-source repos for you.
First time? Get the CLI: curl -fsSL https://unyly.org/install | sh
Or configure manually
Run in your terminal:
claude mcp add openai-universal-mcp-server -- uvx universal-mcp-openaiFAQ
Is OpenAI Universal Server MCP free?
Yes, OpenAI Universal Server MCP is free — one-click install via Unyly at no cost.
Does OpenAI Universal Server need an API key?
No, OpenAI Universal Server runs without API keys or environment variables.
Is OpenAI Universal Server hosted or self-hosted?
A hosted option is available: Unyly runs the server in the cloud, no local setup required.
How do I install OpenAI Universal Server in Claude Desktop, Claude Code or Cursor?
Open OpenAI Universal Server on unyly.org, pick your client tab (Claude Desktop, Claude Code, Cursor) and press Install — the config is generated automatically, no JSON editing.
Related MCPs
Fetch
Web content fetching and conversion for efficient LLM usage.
AWS KB Retrieval
Retrieval from AWS Knowledge Base using Bedrock Agent Runtime.
by modelcontextprotocolSpring AI MCP Server
Provides auto-configuration for setting up an MCP server in Spring Boot applications.
llm-analysis-assistant
A very streamlined mcp client that supports calling and monitoring stdio/sse/streamableHttp, and can also view request responses through the /logs page. It also
by xuzexin-hzCompare OpenAI Universal Server with
Not sure what to pick?
Find your stack in 60 seconds
Author?
Embed badge for your README
Browse similar
All ai MCPs
