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vitali87/code-graph-rag

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

Python ◇ ai MIT

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★5.2KSTARS

⑂684FORKS

!172ISSUES

🏆#1,064GLOBAL RANK

🔥5DAYS TRENDING

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Star History

Continuous Observations

Interactive star growth chart for vitali87/code-graph-rag

Momentum

+130

STARS · LAST 30 DAYS

PER DAY

#173

MOST-STARRED Python

Window	7 days	30 days	90 days
Stars gained	+28	+130	+360
Per day	4	4	4
Forks gained	+3	+14	+34

code-graph-rag gained 130 stars in the last 30 days, about 4 a day, and now has 5.2K. It is about 1 year old and has averaged roughly 5.2K stars a year. It ranks #173 among Python repositories and #1,064 across all languages on GitHubRepo.

Trending Record

code-graph-rag has maintained a continuous presence across global trending indexes, peaking at #725. Below is the 30-day activity profile:

💡 Overview

code-graph-rag is an open-source project written in Python: The ultimate RAG for your monorepo. Query, understand, and edit multi-language codebases with the power of AI and knowledge graphs.

Engineered for speed, consistency, and developer ease, it solves common hurdles in ai, ast, claude-code. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.

⚡ Key Features

Optimized execution pipeline written in Python for predictable speed.

Zero-friction configuration with comprehensive sensible defaults out of the box.

Cross-platform runtime support across Linux, macOS, and Windows environments.

Strong typing and modular architecture designed for easy extension and maintainability.

Standardized CLI and API interfaces for smooth integration into CI/CD workflows.

Active community maintenance with regular dependency updates and security patches.

📥 Installation

terminal

$ pip install code-graph-rag

$ pip install code-graph-rag # or: brew install code-graph-rag

> pip install code-graph-rag

⚙ System Requirements

Platforms

• macOS
• Linux
• Windows

Runtime & Dependencies

Python >= 3.9, pip, virtualenv

Architecture

x86_64, ARM64 (Apple Silicon & Graviton)

🧠 How It Works

code-graph-rag coordinates its core functionality through a modular Python pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.

🎯 Production Use Cases

Autonomous AI Agents

Orchestrate intelligent workflows and tool-calling routines with code-graph-rag.

Model Inference & Prompting

Integrate fast, local or cloud-hosted generative AI models directly into production code.

Context Memory & RAG

Augment language models with dynamic vector retrieval and structured project memory.

Developer Productivity

Automate repetitive engineering tasks, code generation, and test creation using AI agents.

🚀 Getting Started

Install code-graph-rag using your package manager: `pip install code-graph-rag`

Initialize your project workspace or configuration file for code-graph-rag.

Import code-graph-rag into your codebase or invoke it directly from your terminal.

Execute your test suite or run `code-graph-rag --help` to verify successful setup.

👍 Strengths

Active community backing with 5,175 GitHub stars and verified adoption.

Permissive open-source distribution under the MIT license.

Built in Python for high execution speed and developer familiarity.

Cross-platform compatibility across modern Linux, macOS, and Windows environments.

Clean modular design allowing flexible configuration and pipeline integration.

⚠️ Considerations

Requires familiarity with Python and modern CLI workflows.

Ecosystem extensions may require manual configuration depending on environment constraints.

Active development roadmap means breaking API changes may occur across major versions.

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👥 Who Should Use This

Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.

🏆 Nearby in the Rankings

vitali87/code-graph-rag is currently ranked #1,064 by stars across every repository tracked on GitHubRepo. These are adjacent projects:

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Frequently Asked Questions

What does code-graph-rag do? +

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

What language is code-graph-rag written in? +

The primary language is Python. Topics include: ai, ast, claude-code, code-analysis, code-understanding.

Is code-graph-rag actively maintained? +

Yes, the last recorded push was on Sep 26, 2026 with 172 open issues being tracked.

How many stars does code-graph-rag have? +

code-graph-rag has 5,180 stars and 684 forks on GitHub.

How does code-graph-rag rank among GitHub repositories? +

With 5,180 stars, vitali87/code-graph-rag is ranked #1,064 globally across all repositories tracked on GitHubRepo and #173 among Python projects.

What license is code-graph-rag distributed under? +

The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.

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LinkedIn

Why code-graph-rag is replacing paid subscriptions for engineering teams

Stop paying $50+/month for locked SaaS tools.

Over 5,180 developers have starred vitali87/code-graph-rag, an impressive Python open-source project designed to The ultimate RAG for your monorepo. Query, understand, and edit multi-language codebases with the power of AI and knowledge graphs.

Key Engineering Advantages:
• 100% Local-First: Complete data privacy with zero tracking or telemetry.
• Zero Subscription Costs: No paywalls, per-seat fees, or API markups.
• Complete Customization: Native open-source architecture you can fork, inspect, and deploy anywhere.
• Proven Adoption: 5,180 GitHub stars and 684 forks.

If you're looking to streamline your engineering workflows without ballooning software expenses, this is worth checking out.

👉 Full star velocity and architectural report: https://githubrepo.cloud/repo/vitali87/code-graph-rag
⭐ GitHub Repository: https://github.com/vitali87/code-graph-rag

#OpenSource #SoftwareEngineering #DeveloperTools #Tech #Programming #Python

🤖

Reddit (r/opensource, r/webdev, r/selfhosted)

Show r/opensource: code-graph-rag – A free, self-hosted tool that lets you The ultimate RAG for your monorepo. Query, understand, and edit multi-language codebases with the power of AI and knowledge graphs

Hey everyone,

I wanted to share an interesting open-source project called **code-graph-rag** (https://github.com/vitali87/code-graph-rag) that has been picking up heavy momentum lately (5,180 stars).

### What problem does it solve?
Many existing tools in this domain require expensive cloud plans or store your data on third-party servers. code-graph-rag was built with a local-first philosophy, allowing developers to The ultimate RAG for your monorepo. Query, understand, and edit multi-language codebases with the power of AI and knowledge graphs without recurring subscription costs or privacy compromises.

### Tech Stack & Details:
- **Language:** Python
- **License:** MIT
- **GitHub:** [vitali87/code-graph-rag](https://github.com/vitali87/code-graph-rag)
- **Live Star Momentum Tracker:** [https://githubrepo.cloud/repo/vitali87/code-graph-rag](https://githubrepo.cloud/repo/vitali87/code-graph-rag)

Has anyone here tested this in production or integrated it into existing pipelines? Would love to hear your experience and feedback!

🟧

Hacker News (Show HN)

Show HN: code-graph-rag – The ultimate RAG for your monorepo. Query, understand, and edit mul...

Hi HN,

code-graph-rag is an open-source Python project designed to The ultimate RAG for your monorepo. Query, understand, and edit multi-language codebases with the power of AI and knowledge graphs.

Rather than relying on closed cloud endpoints, it executes locally on your own machine, providing predictable latency, total privacy, and full control.

Repository: https://github.com/vitali87/code-graph-rag
Documentation & Metrics: https://githubrepo.cloud/repo/vitali87/code-graph-rag

Feedback and PRs are welcome.

✍️

Dev.to / Hashnode Tags: opensource, python, devtools, webdev

This GitHub repo replaces a $50 a month tool! Stop paying expensive software subscriptions. Meet code-graph-rag (5,180 GitHub Stars)

---
title: This GitHub repo replaces a $50 a month tool! Stop paying expensive software subscriptions. Meet code-graph-rag
published: true
tags: opensource, python, devtools, programming
---

## Stop Paying Software Subscriptions For This

Finding high-quality, production-ready open source alternatives to expensive proprietary software can save engineering teams thousands of dollars every year.

Today, we're looking at **[vitali87/code-graph-rag](https://github.com/vitali87/code-graph-rag)**, a rapidly rising repository with **5,180 GitHub stars** and **684 forks**.

### What is code-graph-rag?

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

Written in **Python**, code-graph-rag runs directly on your local workstation or private server, keeping your data secure and eliminating recurring license fees.

### Key Highlights
- **High Performance:** Lightweight, reliable, and built in Python.
- **Privacy & Security:** Complete ownership of your environment and data.
- **Growing Momentum:** Ranked **#1,064** globally across tracked repositories on [GitHubRepo](https://githubrepo.cloud/repo/vitali87/code-graph-rag).

### Quick Start
To get started locally:

```bash
git clone https://github.com/vitali87/code-graph-rag.git
cd code-graph-rag
```

Check out the full repository and star history analytics here:
- **GitHub:** [vitali87/code-graph-rag](https://github.com/vitali87/code-graph-rag)
- **Star Velocity Tracker:** [code-graph-rag on GitHubRepo.cloud](https://githubrepo.cloud/repo/vitali87/code-graph-rag)

𝕏

X / Twitter Communities

Thread / Community Post for code-graph-rag

Developers are sleeping on this GitHub repo 👇

vitali87/code-graph-rag (5,180 ⭐) replaces expensive monthly software subscriptions with 100% free open source code.

⚡ What it does: The ultimate RAG for your monorepo. Query, understand, and edit multi-language codebases with the power of AI and knowledge graphs
💻 Built with: Python
🔒 100% local execution & privacy

Check live star velocity and benchmarks:
https://githubrepo.cloud/repo/vitali87/code-graph-rag

#opensource #developer #coding #tech #programming

🧵

Threads Topics

Topic Discussion: Open Source & Developer Tools

This GitHub repo replaces a $50/month tool! 🚀

If you want to save hours of manual work and stop paying subscriptions, check out vitali87/code-graph-rag.

It already has over 5,180 stars and lets you The ultimate RAG for your monorepo. Query, understand, and edit multi-language codebases with the power of AI and knowledge graphs.

Drop a comment if you've tried it, or check the full star momentum report:
https://githubrepo.cloud/repo/vitali87/code-graph-rag

From our network

vitali87/code-graph-rag

Star History

Momentum

Trending Record

💡 Overview

⚡ Key Features

📥 Installation

⚙ System Requirements

Platforms

Runtime & Dependencies

Architecture

🧠 How It Works

🎯 Production Use Cases

Autonomous AI Agents

Model Inference & Prompting

Context Memory & RAG

Developer Productivity

🚀 Getting Started

👍 Strengths

⚠️ Considerations

⇄ Alternatives & Direct Competitors

👥 Who Should Use This

🏆 Nearby in the Rankings

Frequently Asked Questions

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