AI Step-by-Step

Aug 27, 2026 · Artificial Intelligence

codebase-memory-mcp: Giving Claude Code & Codex a Queryable Code Knowledge Graph

This article introduces codebase-memory-mcp, an MCP-based tool that indexes entire codebases into a queryable knowledge graph, enabling AI coding assistants to understand module call relationships, perform impact analysis, and answer structural queries via openCypher across 158 languages.