meta-pytorch/monarch
PyTorch Single Controller
⚡ Executive Summary & Quick Facts
Authoritative Sourcemonarch is monarch is an open-source project written in Rust: PyTorch Single Controller..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), meta-pytorch/monarch has accumulated 1,084 GitHub stars and 180 forks. It is written in Rust, licensed under BSD-3-Clause, and ranks #8,225 globally. It is actively maintained with the latest commit recorded on Nov 4, 2026.”
| Repository | meta-pytorch/monarch ↗ |
|---|---|
| Primary Category | developer tools |
| Language & Stack | Rust |
| Software License | BSD-3-Clause |
| Community Traction | ★ 1.1K stars · ⑂ 180 forks · #8,225 globally |
| Maintenance | ● Active (Last commit: Nov 4, 2026) · 296 open issues |
| Target Audience | Developers and engineering teams building with Rust, seeking reliable, tested, and actively maintained tooling for production workloads. |
🛡️ Repository Maintenance & Health Audit (2026)
Health Score: 92/100 · Grade AYes, monarch is actively maintained. Continuous telemetry recorded the last code commit on Nov 4, 2026 (9 days ago). Supported by 1,084 stars and 180 community forks, this repository holds a calculated health index of 92/100, reflecting very active (commits within last 14 days) and active community feedback (296 open).
Star History
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+6
STARS · LAST 30 DAYS
1
PER DAY
#796
MOST-STARRED Rust
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +0 | +6 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +0 | +5 | +10 |
monarch gained 6 stars in the last 30 days, about 1 a day, and now has 1.1K. It is about 2 years old and has averaged roughly 542 stars a year. It ranks #796 among Rust repositories and #8,225 across all languages on GitHubRepo.
Trending Record
40
DAYS ON TRENDING
#2835
BEST RANK
Sep 28, 2026
FIRST APPEARANCE
Active
STATUS TODAY
monarch has maintained a continuous presence across global trending indexes, peaking at #2835. Below is the 30-day activity profile:
💡 Overview
monarch is an open-source project written in Rust: PyTorch Single Controller.
Engineered for speed, consistency, and developer ease, it solves common hurdles in Rust. 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 Rust 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
$ cargo install monarch⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Rust toolchain (rustc / cargo >= 1.70)
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
monarch coordinates its core functionality through a modular Rust 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 monarch into Rust 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 BSD-3-Clause license.
🚀 Getting Started
Install monarch using your package manager: `cargo install monarch`
Initialize your project workspace or configuration file for monarch.
Import monarch into your codebase or invoke it directly from your terminal.
Execute your test suite or run `monarch --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 Who Should Use This
Developers and engineering teams building with Rust, seeking reliable, tested, and actively maintained tooling for production workloads.
🏆 Nearby in the Rankings
meta-pytorch/monarch is currently ranked #8,225 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #8,217 | openSUSE/open-build-service | Ruby | ★ 1.1K | Compare ↗ |
| #8,217 | discord-php/DiscordPHP | PHP | ★ 1.1K | Compare ↗ |
| #8,217 | intake/intake | Python | ★ 1.1K | Compare ↗ |
| #8,217 | vllm-project/recipes | JavaScript | ★ 1.1K | Compare ↗ |
| #8,217 | caozhiyuan/copilot-api | TypeScript | ★ 1.1K | Compare ↗ |
| #8,225 | meta-pytorch/monarch This Project | Rust | ★ 1.1K | |
| #8,225 | bbatsov/zenburn-emacs | Emacs Lisp | ★ 1.1K | Compare ↗ |
| #8,225 | spatie/laravel-schemaless-attributes | PHP | ★ 1.1K | Compare ↗ |
| #8,225 | emanuele-em/proxelar | Rust | ★ 1.1K | Compare ↗ |
| #8,225 | k1LoW/mo | Go | ★ 1.1K | Compare ↗ |
| #8,230 | xerial/snappy-java | Java | ★ 1.1K | Compare ↗ |
Frequently Asked Questions
What does monarch do? +
PyTorch Single Controller
Is monarch actively maintained in 2026? +
Yes, monarch is actively maintained. The latest code push was recorded on Nov 4, 2026 (9 days ago). It holds a calculated Maintenance Health Score of 92/100 (A rating) with 1,084 stars and 296 open issues.
What language is monarch written in? +
The primary language is Rust. Topics include: software.
How many stars does monarch have? +
monarch has 1,084 stars and 180 forks on GitHub.
How does monarch rank among GitHub repositories? +
With 1,084 stars, meta-pytorch/monarch is ranked #8,225 globally across all repositories tracked on GitHubRepo and #796 among Rust projects.
What license is monarch distributed under? +
The repository reports a BSD-3-Clause license. Always verify the repository LICENSE file for legal terms.
