Klavis provides tools for integrating multiple MCP servers such as Gmail and Slack using both Python and TypeScript SDKs. Users can run a cloud-hosted version or install the open-source Strata locally to create server instances and manage user data seamlessly. The article includes code snippets for setting up and interacting with the Klavis API.

A lightweight implementation of the Model Context Protocol (MCP) server in pure Bash offers a zero-overhead alternative to heavier runtimes like Node.js and Python. It features full JSON-RPC 2.0 support, dynamic tool discovery, and external configuration via JSON files, making it easy to extend with custom tools. The article provides guidelines for implementing tool functions and includes examples for creating a weather server.