kuberay-project/kuberay
A toolkit to run Ray applications on Kubernetes
⚡ Executive Summary & Quick Facts
Authoritative Sourcekuberay is kuberay is an open-source project written in Go: A toolkit to run Ray applications on Kubernetes..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of October 2026), kuberay-project/kuberay has accumulated 2,750 GitHub stars and 896 forks. It is written in Go, licensed under Apache-2.0, and ranks #3,964 globally. It is actively maintained with the latest commit recorded on Oct 27, 2026.”
| Repository | kuberay-project/kuberay ↗ |
|---|---|
| Primary Category | artificial intelligence |
| Language & Stack | Go |
| Software License | Apache-2.0 |
| Community Traction | ★ 2.8K stars · ⑂ 896 forks · #3,964 globally |
| Maintenance | ● Active (Last commit: Oct 27, 2026) · 721 open issues |
| Target Audience | Developers and engineering teams building with Go, seeking reliable, tested, and actively maintained tooling for production workloads. |
🛡️ Repository Maintenance & Health Audit (2026)
Health Score: 92/100 · Grade AYes, kuberay is actively maintained. Continuous telemetry recorded the last code commit on Oct 27, 2026 (4 days ago). Supported by 2,750 stars and 896 community forks, this repository holds a calculated health index of 92/100, reflecting very active (commits within last 14 days) and active community feedback (721 open).
Star History
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+41
STARS · LAST 30 DAYS
1
PER DAY
#511
MOST-STARRED Go
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +35 | +41 | +90 |
| Per day | 5 | 1 | 1 |
| Forks gained | +15 | +17 | +45 |
kuberay gained 41 stars in the last 30 days, about 1 a day, and now has 2.8K. It is about 6 years old and has averaged roughly 458 stars a year. It ranks #511 among Go repositories and #3,964 across all languages on GitHubRepo.
Trending Record
35
DAYS ON TRENDING
#1216
BEST RANK
Sep 25, 2026
FIRST APPEARANCE
Active
STATUS TODAY
kuberay has maintained a continuous presence across global trending indexes, peaking at #1216. Below is the 30-day activity profile:
💡 Overview
kuberay is an open-source project written in Go: A toolkit to run Ray applications on Kubernetes.
Engineered for speed, consistency, and developer ease, it solves common hurdles in apache, deep-learning, kubernetes. 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 Go 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
$ go install github.com/ray-project/kuberay@latest⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Go >= 1.21 runtime environment
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
kuberay coordinates its core functionality through a modular Go 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
Production System Integration
Embed kuberay into Go backend services to handle core application logic.
CI/CD Automated Pipelines
Run automated validation, builds, and integration suites during deployments.
Developer Tooling & Workflows
Accelerate developer onboarding with pre-configured project utilities.
Open Source Extension
Fork and customize internal modules under the repository's open Apache-2.0 license.
🚀 Getting Started
Install kuberay using your package manager: `go install github.com/ray-project/kuberay@latest`
Initialize your project workspace or configuration file for kuberay.
Import kuberay into your codebase or invoke it directly from your terminal.
Execute your test suite or run `kuberay --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 Who Should Use This
Developers and engineering teams building with Go, seeking reliable, tested, and actively maintained tooling for production workloads.
🏆 Nearby in the Rankings
kuberay-project/kuberay is currently ranked #3,964 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #3,959 | mojolicious/mojo | Perl | ★ 2.8K | Compare ↗ |
| #3,959 | msys2/MINGW-packages | Shell | ★ 2.8K | Compare ↗ |
| #3,961 | Pathoschild/SMAPI | C# | ★ 2.8K | Compare ↗ |
| #3,961 | egoist/mygo | Go | ★ 2.8K | Compare ↗ |
| #3,963 | MikeOrtiz/TouchImageView | Kotlin | ★ 2.8K | Compare ↗ |
| #3,964 | kuberay-project/kuberay This Project | Go | ★ 2.8K | |
| #3,964 | le0pard/pgtune | JavaScript | ★ 2.8K | Compare ↗ |
| #3,966 | connorgallopo/Tracearr | TypeScript | ★ 2.7K | Compare ↗ |
| #3,967 | getnikola/nikola | Python | ★ 2.7K | Compare ↗ |
| #3,968 | open-telemetry/opentelemetry-rust | Rust | ★ 2.7K | Compare ↗ |
| #3,969 | rails/bootsnap | Ruby | ★ 2.7K | Compare ↗ |
Frequently Asked Questions
What does kuberay do? +
A toolkit to run Ray applications on Kubernetes
Is kuberay actively maintained in 2026? +
Yes, kuberay is actively maintained. The latest code push was recorded on Oct 27, 2026 (4 days ago). It holds a calculated Maintenance Health Score of 92/100 (A rating) with 2,750 stars and 721 open issues.
What language is kuberay written in? +
The primary language is Go. Topics include: artificial-intelligence, deep-learning, distributed-computing, kubernetes, machine-learning.
How many stars does kuberay have? +
kuberay has 2,750 stars and 896 forks on GitHub.
How does kuberay rank among GitHub repositories? +
With 2,750 stars, kuberay-project/kuberay is ranked #3,964 globally across all repositories tracked on GitHubRepo and #511 among Go projects.
What license is kuberay distributed under? +
The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.
