AI and models · Independent · 26 Oct 2026

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

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Code-Graph-RAG. Knowledge graph RAG for multi-language codebases.
Verified26 Oct 2026

Radar check

What we found when we opened it. Every bar is one fact, with its date.

Alive100

Last code pushed 26 Oct 2026, the same day before this check.

Releases100

Latest release v0.3.13 on 25 Oct 2026.

Maturity40

Public since June 2025, a little over 1 year.

Adoption74

5,284 stars and 704 forks.

Activity100

6,653 commits and 1070 new issues in the last 90 days.

Community80

74 contributors. 1114 pull requests merged in 90 days.

Security80

A security policy says how to report a problem. 5 published security advisories.

Licence MIT: permissive: use it for anything, keep the noticeSetup effort 2 of 5Payoff 4 of 5
How the bars are scored
  • Alive. Days since the last code push: a week or less 100, a month 90, three months 70, six months 50, a year 30, eighteen months 15, older 0.
  • Releases. Age of the latest GitHub release, on a similar scale; no bar when the project publishes no releases.
  • Maturity. Age of the project: eight years 100, five 90, three 70, two 55, one 40, six months 25, younger 10.
  • Adoption. Stars on a log scale: 100,000 stars is 100, 10,000 is 80, 1,000 is 60, 100 is 40.
  • Activity. Commits in the last 90 days: 300 or more 100, 100 85, 30 65, 10 45, any 25.
  • Community. People who have contributed: 100 or more 100, 30 80, 10 60, 5 40, 2 25, one 10.
  • Security. A published security policy 80, none 40; published advisories are listed, not scored.

Checked by Repo Radar on 26 Oct 2026 from the repository on GitHub.

In simple English

This tool reads your code files and builds a local map of how every function and class connects. It uses an embedded database that needs no server setup. You can ask questions in plain English or let an AI editor change your code safely. It supports many programming languages in one unified view. The software is free and open source under the MIT licence.

What it is

A command-line tool and Python library that parses source code with Tree-sitter and stores the structural relationships in an embedded SQLite graph database. It also acts as a Model Context Protocol server so coding agents can inspect the codebase directly.

What it is good for

Solo builders working on large or multi-language projects who want AI coding assistants to understand the entire architecture instead of guessing from a few open files.

Stars5.3k
LicenceMIT
Latestv0.3.13 (2026-10-25)checked 26 Oct 2026
Last code change2026-10-26
Written inPython
Setup effort
2 / 5
Payoff
4 / 5
Good
  • Builds a complete structural map of mixed-language codebases without needing a separate database server.
  • Integrates directly with coding assistants through the Model Context Protocol.
  • Performs surgical code edits using Abstract Syntax Tree patching with a preview before saving.
Watch for
  • Requires Python 3.12 or newer and ripgrep installed on your system.
  • Initial repository parsing and graph building takes time and CPU resources on large monorepos.
  • Managing graph updates as code changes adds an extra maintenance step to your workflow.
Replaces

manual code searching with grep and naive file-chunking RAG systems

Works well with

Claude Code

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    Aider is a popular command-line AI coding assistant, whereas Code-Graph-RAG provides the structural knowledge graph backend for codebases.

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Install
uv tool install "code-graph-rag[treesitter-full,ast-grep,semantic]"

Independent: reviewed for Repo Radar outside the daily editions. Every independent repository

On Stack Radar: Build & Ship › Developer Environments › Codebase Context & Code Graphs.

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