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GraphScope NeuG

Paid APILinuxMacSelf-hosted

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What GraphScope NeuG is

GraphScope NeuG is an open-source graph-native transactional database that can run inside an application or as a service. It combines graph queries, HNSW vector search, and BM25 full-text search over the same data. Cypher handles graph traversal and filtering, while durable storage, explicit transactions, checkpoints, and write-ahead logging support transactional work. Built-in algorithms include PageRank, Leiden, and shortest path without exporting the graph. A browser UI provides Cypher queries, result viewing, schema browsing, and query history. NeuG supports Python, Node.js, and C++ setup paths, plus a command-line interface. Data exchange includes Apache Arrow, Parquet, S3, and Alibaba Cloud OSS. It runs on Linux and macOS with x86 and ARM architectures; Windows users can use WSL2. The Node.js binding supports embedded mode only. NeuG is released under Apache License 2.0 and is described for data science, ML feature engineering, AI prototyping, lightweight, and agentic applications.

Who it suits

NeuG suits technical teams building graph, vector, and full-text retrieval into applications. It is aimed at self-hosted work such as data science exploration, ML feature engineering, and AI prototyping.

What it does well

  • Graph, vector, and full-text retrieval together
  • Cypher query support
  • ACID-style transactional features and logging
  • Built-in PageRank, Leiden, and shortest path
  • Python, Node.js, and C++ setup paths

What to know first

  • Native Windows support is not available
  • Node.js service mode is unavailable
  • Self-hosted deployment requires operator management

Verdict

NeuG brings transactional storage and several retrieval methods into one graph-focused system. Its deployment choices, language bindings, and Windows limitations should guide implementation planning.

Facts from GraphScope NeuG's own pages

Data integrations
NeuG supports Apache Arrow and Parquet data formats and lists S3 and OSS object storage compatibility. · neug.io, 9 Oct 2026
Deployment
NeuG can run embedded in an application or expose the same engine as a service. · neug.io, 9 Oct 2026
Graph algorithms
The site describes graph algorithms for analyzing influence, communities, and patterns, and links to a Graph Data Science extension. · neug.io, 9 Oct 2026
Graph analytics
NeuG supports graph algorithms including PageRank, Leiden, and shortest path without exporting the graph. · neug.io, 9 Oct 2026
Integrations
NeuG documents data exchange with Apache Arrow, Parquet, S3, and Alibaba Cloud OSS. · neug.io, 9 Oct 2026
Intended use
The maker describes NeuG as suited to data science exploration, ML feature engineering, AI application prototyping, and lightweight applications. · graphscope.io, 9 Oct 2026
Interfaces
The installation guide documents Python and Node.js bindings and a command-line interface. · neug.io, 9 Oct 2026
Language APIs
The installation guide provides Python, Node.js, and C++ setup paths. · neug.io, 9 Oct 2026
License
NeuG is released under the Apache License 2.0. · neug.io, 9 Oct 2026
Node.js limit
The Node.js binding supports embedded mode only; service mode is unavailable through that binding. · neug.io, 9 Oct 2026
Platforms
NeuG supports Linux and macOS on x86 and ARM architectures; its installation guide recommends WSL for Windows users. · neug.io, 9 Oct 2026
Platform support
NeuG runs on Linux and macOS with x86 and ARM architectures; the guide recommends WSL for Windows users. · neug.io, 9 Oct 2026
Product
NeuG is a graph-native transactional database that runs embedded in an application or behind a service. · neug.io, 9 Oct 2026
Purpose
NeuG provides graph, vector, and full-text retrieval over the same transactional data for agentic applications. · neug.io, 9 Oct 2026
Query language
NeuG supports Cypher queries for traversing and filtering graph data. · neug.io, 9 Oct 2026
Security
The Web UI runs on localhost by default, and the documentation recommends firewall rules and a reverse proxy for public or production access. · neug.io, 9 Oct 2026
Security guidance
The developer guide warns that exposing a raw HTTP port from a Node.js process for service mode bypasses typical protections such as authentication, TLS termination, and rate limiting. · graphscope.io, 9 Oct 2026
Support
The installation guide directs users to GitHub issues and language-specific reference documentation for help. · neug.io, 9 Oct 2026
Transactions
The product page describes NeuG as supporting ACID transactions. · neug.io, 9 Oct 2026
Unified retrieval
NeuG combines graph structure queries with HNSW vector search and BM25 full-text search over the same data. · neug.io, 9 Oct 2026
Web UI
NeuG includes a browser-based UI for Cypher queries, result viewing, schema browsing, and query history. · neug.io, 9 Oct 2026
Windows limitation
Native Windows support is on the roadmap; the v0.2.0 release post says Windows users can run NeuG through WSL2. · neug.io, 9 Oct 2026

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