Graphify-Labs/graphify

Published on Oct 10, 2026
★ 141.6k Python Apache-2.0

Why developers use Graphify to build Graph RAG from codebases

Vector search alone is failing your AI coding agents.

Flat vector similarity search breaks cross-file code relationships and logic.

Naive vector chunking slices functions in half and loses caller hierarchies, causing coding agents to hallucinate non-existent interfaces.

Graphify-Labs/graphify · Knowledge graph builder

Graphify analyzes your entire repo into a structured knowledge graph instantly.

Point Graphify at any local repository. It parses source files, database schemas, and documentation into connected relational nodes in seconds.

Automated AST parsing and symbol hierarchy extraction

Extract multi-hop dependencies from function definitions down to database tables.

The pipeline automatically traces data flow from API controllers down through service layers and SQL queries, building complete lineage trees.

Multi-hop relational lineage traced across files

Equip your AI agents with multi-hop Graph RAG context retrieval.

When an agent asks about a database change, Graphify retrieves every downstream caller, test file, and frontend route affected by that edit.

Cross-file recall accuracy on architectural queries

Over 124,000 stars on GitHub. Open-source Apache.

With over 124,000 stars on GitHub, Graphify is the leading open-source toolkit for giving AI agents real structural code understanding.

Graphify-Labs/graphify · Apache-2.0 license