MCP-OS · Model Context Protocol Orchestration System

What is MCP-OS?

MCP-OS is a Model Context Protocol Orchestration System designed to optimize the management of Model Context Protocols (MCPs) by fetching only the necessary MCPs for a task, thereby reducing prompt bloat and managing server resources efficiently.

How to use MCP-OS?

To use MCP-OS, clone the repository, install the dependencies, build the vector index from MCP metadata, and start the retriever server. You can then integrate it with your large language model (LLM) or agent by configuring the MCP server settings.

Key features of MCP-OS?

• Vector retrieval of MCPs to minimize prompt size.
• On-demand loading and unloading of MCP servers to save resources.
• Pluggable back-ends for different vector stores.

Use cases of MCP-OS?

1. Efficiently managing multiple MCPs for various tasks.
2. Reducing the computational load on LLMs by minimizing prompt bloat.
3. Enhancing security by managing MCP server lifecycles.

FAQ from MCP-OS?

• How do I tune retrieval quality?

Increase topK for higher recall or switch to a stronger embedding model.

• Can I use my own vector store?

Yes, you can implement the VectorStore interface to plug in your own vector store.