The repository implements an MCP server to provide LLMs with access to tools like code generation and documentation. It uses a modular design, allowing different LLM providers (e.g., Ollama, OpenAI) to be integrated. The server exposes an API for clients to request these tool functions, promoting loose coupling and extensibility. It uses JSON for data exchange, a standard format for web services.