Markarai Agentic AI Code Intelligence Platform: The AI That Understands Your Entire Codebase

Short summary

Markarai uses AST parsing and knowledge graphs to build context-aware understanding of your entire codebase, then deploys LLM agents for automated impact analysis, code review, and test generation. Unlike traditional static analysis tools that examine files in isolation, it maintains real-time, interconnected views of all dependencies. Tested on 196K-line open-source codebases, it achieves 50ms dependency queries and generates 25 meaningful tests per new function.

• •Knowledge graph approach provides codebase-wide context vs. file-isolated static analysis
• •LLM agents automate impact analysis, code review, and test generation with production-aware reasoning
• •Benchmarks: 50ms queries on 196K lines; 25 tests generated per new function

Generated with AI, which can make mistakes.