AI Summary

Overview

Code-Graph-RAG revolutionizes how you interact with your codebase. It transforms your multi-language monorepo into a queryable knowledge graph, powered by AI and sophisticated parsing. Understand, navigate, and even edit your code with unprecedented ease, using natural language prompts.

Key Features

  • Unified Monorepo Understanding: Integrates diverse languages (Python, TypeScript, Java, C++, Go, Rust, and more) into a single, coherent knowledge graph.
  • AI-Powered Code Interaction: Ask complex questions about your codebase in plain English and receive grounded, accurate answers.
  • Intelligent Code Editing: Edit code surgically via an AI agent, with AST-based patching and a preview of changes before they're committed.
  • Structural Analysis & Optimization: Detect dead code, optimize against best practices, and perform structural searches and rewrites using AST patterns.
  • Data-Flow Tracing: Follow the path of data through your code with FLOWS_TO taint edges, enhancing security and debugging.
  • Extensible Language Support: Easily add new languages through a pluggable AST-grep tier.

Typical Use Cases

  • Rapid Onboarding: Quickly get new team members up to speed by letting them query and explore the codebase naturally.
  • Complex System Analysis: Understand intricate dependencies and data flows within large, multi-language projects.
  • Automated Code Refactoring: Safely and efficiently refactor codebases at scale, improving maintainability and performance.
  • Security Auditing: Identify vulnerabilities by tracing data flows and understanding code structure.
  • Developer Productivity Boost: Streamline common tasks like finding specific functions, understanding code intent, and optimizing code segments.

Repository Trajectory

Trended #22 on monthly

September 7, 2026

Trended #12 on monthly

September 6, 2026

Trended #12 on monthly

September 5, 2026

Trended #9 on monthly

September 4, 2026

Trended #10 on monthly

September 3, 2026

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14 more trending entries

First tracked on GitTrend

August 9, 2026

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Contributors

Languages

Python

99%

About

The ultimate RAG for your monorepo. Query, understand, and edit multi-language codebases with the power of AI and knowledge graphs

Related Blogs

Topics

ai

ast

claude-code

code-analysis

codebase-search

code-understanding

developer-tools

graph-database

knowledge-graph

llm

mcp

mcp-server

memgraph

monorepo

multi-language

python

rag

retrieval-augmented-generation

semantic-search

tree-sitter

Contributors

Languages

Python

99%