MCP-Bridge acts as a bridge between the OpenAI API and MCP tools, enabling developers to use MCP tools through OpenAI-compatible clients. It supports both streaming and non-streaming chat completions, MCP tool calling, and MCP sampling. The service requires an inference engine with tool-call support such as vLLM or ollama, and can be deployed via Docker to integrate MCP tools with clients that lack native MCP support.