mindsdb: MindsDB is an open-source server that empowers AI, agents, and applications to obtain accurate answers from diverse, large-scale data sources. It features a robust architecture to connect and unify data from databases, data warehouses, and SaaS applications, and then respond to queries using built-in AI agents and its Model Context Protocol (MCP).; cli: Syrin is a CLI tool designed to lint and test MCP (Model Context Protocol) servers, ensuring AI agents call external tools correctly. It identifies common issues like vague descriptions, underspecified inputs, and problematic tool behaviors before they reach production, preventing agent malfunctions and wasted tokens.
Enabling AI-powered question-answering over diverse, large-scale enterprise data.
Quickly analyze and lint any MCP server (HTTP or stdio transport) with a single command, even without prior installation.