magnitudedev/magnitude
Open source inference engine for agents that optimizes itself for your exact hardware. Compiles and tunes its kernels on your device, so open models run up to 2x faster than llama.cpp. Works on Apple Silicon, NVIDIA, AMD, or just a CPU.
⚡ Executive Summary & Quick Facts
Authoritative Sourcemagnitude is magnitude is an open-source project written in Rust: Open source inference engine for agents that optimizes itself for your exact hardware. Compiles and tunes its kernels on your device, so open models run up to 2x faster than llama.cpp. Works on Apple Silicon, NVIDIA, AMD, or just a CPU..
| Repository | magnitudedev/magnitude ↗ |
|---|---|
| Primary Category | developer tools |
| Language & Stack | Rust |
| Software License | Apache-2.0 |
| Community Traction | ★ 6.7K stars · ⑂ 459 forks · #1,890 globally |
| Maintenance | ● Active (Last commit: Oct 12, 2026) · 36 open issues |
| Target Audience | Developers and engineering teams building with Rust, seeking reliable, tested, and actively maintained tooling for production workloads. |
Star History
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+167
STARS · LAST 30 DAYS
6
PER DAY
#191
MOST-STARRED Rust
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +0 | +167 | +540 |
| Per day | 1 | 6 | 6 |
| Forks gained | +0 | +9 | +23 |
magnitude gained 167 stars in the last 30 days, about 6 a day, and now has 6.7K. It is about 1 year old and has averaged roughly 6.7K stars a year. It ranks #191 among Rust repositories and #1,890 across all languages on GitHubRepo.
Trending Record
8
DAYS ON TRENDING
#4402
BEST RANK
Oct 12, 2026
FIRST APPEARANCE
Active
STATUS TODAY
magnitude has maintained a continuous presence across global trending indexes, peaking at #4402. Below is the 30-day activity profile:
💡 Overview
magnitude is an open-source project written in Rust: Open source inference engine for agents that optimizes itself for your exact hardware. Compiles and tunes its kernels on your device, so open models run up to 2x faster than llama.cpp. Works on Apple Silicon, NVIDIA, AMD, or just a CPU.
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 magnitude⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Rust toolchain (rustc / cargo >= 1.70)
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
magnitude 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 magnitude 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 Apache-2.0 license.
🚀 Getting Started
Install magnitude using your package manager: `cargo install magnitude`
Initialize your project workspace or configuration file for magnitude.
Import magnitude into your codebase or invoke it directly from your terminal.
Execute your test suite or run `magnitude --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
magnitudedev/magnitude is currently ranked #1,890 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #1,885 | google-ai-edge/LiteRT-LM | C++ | ★ 6.7K | Compare ↗ |
| #1,886 | pig-mesh/pig | Java | ★ 6.7K | Compare ↗ |
| #1,887 | steipete/summarize | TypeScript | ★ 6.7K | Compare ↗ |
| #1,888 | pardeike/Harmony | C# | ★ 6.7K | Compare ↗ |
| #1,889 | flashinfer-ai/flashinfer | Cuda | ★ 6.7K | Compare ↗ |
| #1,890 | magnitudedev/magnitude This Project | Rust | ★ 6.7K | |
| #1,891 | python-pendulum/pendulum | Python | ★ 6.7K | Compare ↗ |
| #1,892 | ibis-project/ibis | Python | ★ 6.7K | Compare ↗ |
| #1,893 | mizorewww/laya-mlx | Python | ★ 6.7K | Compare ↗ |
| #1,894 | x402-foundation/x402 | TypeScript | ★ 6.7K | Compare ↗ |
| #1,895 | gephi/gephi | Java | ★ 6.7K | Compare ↗ |
Frequently Asked Questions
What does magnitude do? +
Open source inference engine for agents that optimizes itself for your exact hardware. Compiles and tunes its kernels on your device, so open models run up to 2x faster than llama.cpp. Works on Apple Silicon, NVIDIA, AMD, or just a CPU.
What language is magnitude written in? +
The primary language is Rust. Topics include: software.
Is magnitude actively maintained? +
Yes, the last recorded push was on Oct 12, 2026 with 36 open issues being tracked.
How many stars does magnitude have? +
magnitude has 6,677 stars and 459 forks on GitHub.
How does magnitude rank among GitHub repositories? +
With 6,677 stars, magnitudedev/magnitude is ranked #1,890 globally across all repositories tracked on GitHubRepo and #191 among Rust projects.
What license is magnitude distributed under? +
The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.
