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…/vitali87/code-graph-rag
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code-graph-rag

byvitali87· 1 MCP server

Installs

1.4k

Stars

2.4k

Forks

394

Category

Code Review & Refactor

View on GitHub

TL;DR

Code-Graph-RAG parses a multi-language codebase with Tree-sitter, builds a knowledge graph of its structure in Memgraph, and lets you query, edit, and optimise that code in plain English. It works across a monorepo of mixed languages under one unified graph schema.

How to install code-graph-rag?

vitali87/code-graph-rag
$git clone https://github.com/vitali87/code-graph-rag

Installs into the current project.

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Install & use

Install code-graph-rag by running `git clone https://github.com/vitali87/code-graph-rag`, then use it for the current task and follow its documentation at https://github.com/vitali87/code-graph-rag.

Files · 1

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README.md
1<div align="center">
2 <!-- Bitbucket strips <picture>/<source> tags, so we use a single light-mode <img>. Restore the theme-aware <picture> block below when the GitHub account is reinstated:
3 <picture>
4 <source srcset="assets/logo-dark-any.png" media="(prefers-color-scheme: dark)">
5 <source srcset="assets/logo-light-any.png" media="(prefers-color-scheme: light)">
6 <img src="assets/logo-dark-any.png" alt="Code-Graph-RAG Logo" width="480">
7 </picture>
8 -->
9 <img src="assets/logo-light-any.png" alt="Code-Graph-RAG Logo" width="480">
10 
11 <p>
12 <!-- Badges below are commented out while the GitHub account is suspended. Restore them when the account is reinstated.
13 Stars/Forks: shields.io hits GitHub's API (returns "repo not found" for suspended accounts).
14 gitcgr: indexes from GitHub (shows "not indexed" while unavailable).
15 MseeP.ai: badge PNG ignores inline height on Bitbucket and renders as a full-size tile.
16 <a href="https://github.com/vitali87/code-graph-rag/stargazers">
17 <img src="https://img.shields.io/github/stars/vitali87/code-graph-rag?style=social" alt="GitHub stars" />
18 </a>
19 <a href="https://github.com/vitali87/code-graph-rag/network/members">
20 <img src="https://img.shields.io/github/forks/vitali87/code-graph-rag?style=social" alt="GitHub forks" />
21 </a>
22 -->
23 <!-- Codecov, SonarCloud, and OpenSSF Scorecard badges are fed by GitHub-side CI. Uncomment once that CI is confirmed to publish to these services again.
24 <a href="https://codecov.io/gh/vitali87/code-graph-rag">
25 <img src="https://codecov.io/gh/vitali87/code-graph-rag/graph/badge.svg" alt="Codecov" />
26 </a>
27 <a href="https://sonarcloud.io/summary/overall?id=vitali87_code-graph-rag">
28 <img src="https://sonarcloud.io/api/project_badges/measure?project=vitali87_code-graph-rag&metric=alert_status" alt="Quality Gate Status" />
29 </a>
30 -->
31 <!--
32 <a href="https://mseep.ai/app/vitali87-code-graph-rag">
33 <img src="https://mseep.net/pr/vitali87-code-graph-rag-badge.png" alt="MseeP.ai Security Assessment" height="20" />
34 </a>
35 -->
36 <a href="https://code-graph-rag.com">
37 <img src="https://img.shields.io/badge/Enterprise-Support%20%26%20Services-6366f1" alt="Enterprise Support" />
38 </a>
39 <a href="https://pepy.tech/projects/code-graph-rag">
40 <img src="https://static.pepy.tech/personalized-badge/code-graph-rag?period=total&units=INTERNATIONAL_SYSTEM&left_color=BLACK&right_color=GREEN&left_text=downloads" alt="PyPI Downloads" />
41 </a>
42 <!-- OpenSSF Scorecard only tracks GitHub-hosted repos. Uncomment once the Scorecard workflow is confirmed running on the authoritative GitHub repo.
43 <a href="https://scorecard.dev/viewer/?uri=github.com/vitali87/code-graph-rag">
44 <img src="https://api.scorecard.dev/projects/github.com/vitali87/code-graph-rag/badge" alt="OpenSSF Scorecard" />
45 </a>
46 -->
47 <!--
48 <a href="https://gitcgr.com/vitali87/code-graph-rag">
49 <img src="https://gitcgr.com/badge/vitali87/code-graph-rag.svg" alt="gitcgr" />
50 </a>
51 -->
52</p>
53</div>
54 
55# Code-Graph-RAG
56 
57Code-Graph-RAG parses a multi-language codebase with Tree-sitter, builds a knowledge graph of its structure in Memgraph, and lets you query, edit, and optimise that code in plain English. It works across a monorepo of mixed languages under one unified graph schema.
58 
59<p align="center">
60 <img src="./assets/demo.gif" alt="demo">
61</p>
62 
63## Latest News 🔥
64 
65<!-- SECTION:latest_news -->
66- **Ruby Support**: Ruby joins the graph through a new pluggable ast-grep tier that adds a language from a single YAML pattern file, emitting `Module`, `Function`, and `Class` nodes plus import edges without a hand-written parser.
67- **Structural Search & Replace**: Find and rewrite code by AST pattern with ast-grep, exposed as agent tools so you can match and transform structure across the whole codebase instead of relying on text or regex.
68- **Data-Flow Tracing**: New `FLOWS_TO` taint edges follow values through assignments, function calls, and I/O sinks, wit

Preview

vitali87/code-graph-ragvitali87/code-graph-rag
Repovitali87/code-graph-rag
TypeMCP Servers
CategoryCode Review & Refactor
UpdatedJul 2026
LicenseMIT
First seenJul 27, 2026

Tags

MCPaiast

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