Graphify addresses the shortcomings of embedding-based retrieval in AI code workflows. Rather than treating code as plain text chunks in a vector database, it extracts structural dependencies deterministically via AST parsing. The technology stack builds on Python, Tree-sitter, Leiden clustering, and MCP protocols. It is intended for software engineers using coding assistants such as Claude Code, Cursor, or Gemini CLI across non-trivial repositories. With more than 114,000 stars, over 11,000 forks on GitHub, and active package distribution via PyPI, the project demonstrates exceptionally high adoption and community maturity.