PyCodeKG builds a hybrid semantic + structural knowledge graph from Python repositories. It indexes every module, class, function, and method as a node, with typed edges (CALLS, IMPORTS, CONTAINS, INHERITS) connecting them, enabling natural-language querying, call-chain analysis, architectural introspection, and MCP-based AI integration.