Turn Codebases into Queryable Knowledge Graphs with Graphify

Graphify converts codebases, SQL schemas, configs, and PDFs into queryable knowledge graphs via deterministic AST parsing, with edges explicitly explained. It is packaged as a skill for Claude Code, Cursor, Codex, and Gemini CLI.

The strategic value is substitution: it replaces probabilistic vector embeddings for codebase grounding with a deterministic, auditable structure. For operators running multi-agent workflows, this reduces hallucination risk in code navigation and refactoring tasks where traceability is non-negotiable. The key shift is from "semantic similarity" to "structural provenance"—edges are verifiable, reducing the need for separate validation layers in agent output.

Operationally, this makes the RAG pipeline for code cheaper to build and maintain—no embedding infrastructure or chunking heuristics. It also obsoletes manual diagramming and dependency mapping for onboarding. Second-order effect: expect agent frameworks to standardize on AST-derived graphs as a default grounding layer, with vector stores reserved for natural-language docs and unstructured content where determinism is impossible.