This Python-based repository provides a template and instructions for deploying applications designed to run within the Model Context Protocol (MCP) ecosystem. It leverages `uv` for efficient dependency management and environment setup, enabling seamless integration with the `Model Context Protocol Inspector`. The application supports processing both local and online files, and features a manual search capability, making it suitable for developing data handling, analysis, or retrieval services that can be exposed as an MCP server.