arbor: Arbor builds a semantic dependency graph for codebases, enabling deterministic impact analysis, symbol resolution, and git-aware risk gating. It provides a CLI, GUI, and MCP integration to help developers understand and control the consequences of changes before they happen.; 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).
Impact analysis before refactoring
Enabling AI-powered question-answering over diverse, large-scale enterprise data.