memgraph

Name: memgraph
Author: memgraph

Verified

Open-source graph database, tuned for dynamic analytics environments. Easy to adopt, scale and own.

3,881stars

216forks

C++

Installation

# Add to your Claude Code skills
git clone https://github.com/memgraph/memgraph

Getting Started

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Security ReportVerified

Last scanned: 4/20/2026

{
  "issues": [],
  "status": "PASSED",
  "scannedAt": "2026-04-20T06:19:24.247Z",
  "semgrepRan": false,
  "npmAuditRan": true,
  "pipAuditRan": false
}

README.md

Frequently Asked Questions

What is memgraph?

memgraph is an open-source ai agents skill for AI coding assistants such as Claude Code, Codex CLI, and ChatGPT, built by memgraph. Open-source graph database, tuned for dynamic analytics environments. Easy to adopt, scale and own. It has 3,881 GitHub stars.

Is memgraph safe to use?

Yes. memgraph passed SkillsLLM's automated security scan — a dependency vulnerability audit plus prompt-injection heuristics — with no high-severity issues. You can read the full report in the Security Report section on this page.

How do I install memgraph?

Clone the repository with "git clone https://github.com/memgraph/memgraph" and add it to your Claude Code skills directory (see the Installation section above).

What programming language is memgraph written in?

memgraph is primarily written in C++. It is open-source under memgraph on GitHub, so you can review or fork the full source.

Are there alternatives to memgraph?

Yes. SkillsLLM lists many other AI Agents skills you can browse and compare side by side. Open the AI Agents category from the badge at the top of this page, or use the Related Skills and comparison links further down to weigh memgraph against similar tools.

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:clipboard: Description

Memgraph is an open source graph database built for real-time streaming and compatible with Neo4j. Whether you're a developer or a data scientist with interconnected data, Memgraph will get you the immediate actionable insights fast.

Memgraph directly connects to your streaming infrastructure. You can ingest data from sources like Kafka, SQL, or plain CSV files. Memgraph provides a standard interface to query your data with Cypher, a widely-used and declarative query language that is easy to write, understand and optimize for performance. This is achieved by using the property graph data model, which stores data in terms of objects, their attributes, and the relationships that connect them. This is a natural and effective way to model many real-world problems without relying on complex SQL schemas.

Memgraph is implemented in C/C++ and leverages an in-memory first architecture to ensure that you’re getting the best possible performance consistently and without surprises. It’s also ACID-compliant and highly available.

:zap: Features

Custom query modules - Run Python, Rust, and C/C++ code natively; check out the MAGE graph algorithm library.
Deep-path traversals - Use advanced capabilities such as accumulators and path filtering without adding additional application logic.
Native support for machine learning
Streaming support & dynamic algorithms
Multi-tenancy
High availability replication
Authentication & authorization
Role-based and label-based access control
Monitoring via HTTP server

:video_game: Memgraph Playground

You don't need to install anything to try out Memgraph. Check out our Memgraph Playground sandboxes in your browser.

:floppy_disk: Download & Install

Windows

macOS

Linux

You can find the binaries and Docker images on the Download Hub and the installation instructions in the official documentation.

:rocket: Daily Builds

Stay on the cutting edge with the latest features and improvements by using Memgraph Daily Builds. Daily builds are updated frequently and allow you to test new capabilities before they reach stable releases.

:cloud: Memgraph Cloud

Check out Memgraph Cloud - a cloud service fully managed on AWS and available in 6 geographic regions around the world. Memgraph Cloud allows you to create projects with Enterprise instances of MemgraphDB from your browser.

:link: Connect to Memgraph

Connect to the database using Memgraph Lab, mgconsole, various drivers (Python, C/C++ and others) and WebSocket.

:microscope: Memgraph Lab

Visualize graphs and play with queries to understand your data. Memgraph Lab is a user interface that helps you explore and manipulate the data stored in Memgraph. Visualize graphs, execute ad hoc queries, and optimize their performance.

:file_folder: Import data

Import data into Memgraph using Kafka, RedPanda or Pulsar streams, CSV and JSON files, or Cypher commands.

:bookmark_tabs: Documentation

The Memgraph documentation is available at memgraph.com/docs.

:question: Configuration

Command line options that Memgraph accepts are available in the reference guide.

:trophy: Contributing

Welcome to the heart of Memgraph development! We're on a mission to supercharge Memgraph, making it faster, more user-friendly, and even more powerful. We owe a big thanks to our fantastic community of contributors who help us fix bugs and bring incredible improvements to life. If you're passionate about databases and open source, here's your chance to make a difference!

Compile from Source

Learn how to download, compile and run Memgraph from source with the Quick Start guide.

Explore Memgraph Internals

Interested in the nuts and bolts of Memgraph? Our internals documentation is where you can uncover the inner workings of Memgraph's architecture, learn how to build the project from scratch, and discover the secrets of effective contributions. Dive deep into the database!

Dive into the Contributing Guide

Ready to jump into the action? Explore our contributing guide to get the inside scoop on how we develop Memgraph. It's your roadmap for suggesting bug fixes and enhancements. Contribute your skills and ideas!

Code of Conduct

Our commitment to a respectful and professional community is unwavering. Every participant in Memgraph is expected to adhere to a stringent Code of Conduct. Please carefully review the complete text to gain a comprehensive understanding of the behaviors that are both expected and explicitly prohibited.

We maintain a zero-tolerance policy towards any violations. Our shared commitment to this Code of Conduct ensures that Memgraph remains a place where integrity and excellence are paramount.

:scroll: License

Memgraph Community is available under the BSL license. Memgraph Enterprise is available under the MEL license.

:busts_in_silhouette: Community

:purple_heart: Discord
:ocean: Stack Overflow
:bird: Twitter
:movie_camera: YouTube