Benzi is a code intelligence system that compiles codebases into resolved maps using tree-sitter across ten languages, enabling AI agents to answer code queries in O(1) time. It was evaluated on SWE-bench Verified with 500 real GitHub issues and demonstrates capabilities through interactive examples including a horse dating app and analysis of DOOM's engine architecture.
Lain is a structural code graph engine and multi-agent coordinator for AI coding assistants, built over the Model Context Protocol. It indexes codebases into an in-memory property graph using Tree-sitter and language servers, exposing deterministic MCP tools for code navigation, impact analysis, and coordination without hallucinations or context waste.