Code-Graph-RAG is an advanced retrieval-augmented generation system designed specifically for understanding and interacting with large, multi-language codebases by transforming them into structured knowledge graphs. It uses Tree-sitter to parse source code into abstract syntax trees, extracting relationships between functions, classes, and modules to build a graph-based representation of the entire codebase. This structured approach enables more accurate and context-aware querying compared to traditional text-based search methods, allowing users to ask natural language questions about code structure and functionality. The system integrates with graph databases such as Memgraph to store and manage relationships, enabling efficient querying and visualization of complex dependencies. It also supports AI-driven query translation, converting natural language into graph queries for deeper analysis and interaction.

Features

  • Multi-language code parsing using Tree-sitter
  • Knowledge graph representation of codebase structure
  • Natural language querying of code relationships
  • Integration with graph databases like Memgraph
  • Semantic code search using embeddings
  • MCP server support for AI-assisted code interaction

Project Samples

Project Activity

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License

MIT License

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Code-Graph-RAG Web Site

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Additional Project Details

Operating Systems

Linux, Mac, Windows

Programming Language

Python

Related Categories

Python Artificial Intelligence Software

Registered

2026-03-19