Show HN: A knowledge engine that keeps up with AI driven code

The proliferation of AI-driven code generation exacerbates existing challenges in codebase comprehension and maintenance. This offering targets the critical need for dynamic, up-to-date knowledge management within engineering organizations. By providing an "intelligent context mapping system" for "complex cross-repo codebases," it addresses the fragmentation of information inherent in modern development environments. The ability to host "internally/externally" or "query via MCP" indicates flexibility in deployment and integration, crucial for enterprise adoption. This product positions itself as essential infrastructure for teams struggling to maintain situational awareness across rapidly evolving, AI-augmented codebases, mitigating the risk of knowledge decay and increasing developer efficiency.