⚡ Executive Summary & Quick Facts
Authoritative Sourceggml is ggml is an open-source project written in C++: Tensor library for machine learning..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), ggml-org/ggml has accumulated 15,622 GitHub stars and 1,931 forks. It is written in C++, licensed under MIT, and ranks #1,101 globally. It is actively maintained with the latest commit recorded on Nov 13, 2026.”
| Repository | ggml-org/ggml ↗ |
|---|---|
| Primary Category | machine learning |
| Language & Stack | C++ |
| Software License | MIT |
| Community Traction | ★ 15.6K stars · ⑂ 1.9K forks · #1,101 globally |
| Maintenance | ● Active (Last commit: Nov 13, 2026) · 386 open issues |
| Target Audience | Developers and engineering teams building with C++, seeking reliable, tested, and actively maintained tooling for production workloads. |
🛡️ Repository Maintenance & Health Audit (2026)
Health Score: 95/100 · Grade A+Yes, ggml is actively maintained. Continuous telemetry recorded the last code commit on Nov 13, 2026 (0 days ago). Supported by 15,622 stars and 1,931 community forks, this repository holds a calculated health index of 95/100, reflecting very active (commits within last 14 days) and active community feedback (386 open).
Star History
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+391
STARS · LAST 30 DAYS
13
PER DAY
#77
MOST-STARRED C++
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +91 | +391 | +1.2K |
| Per day | 13 | 13 | 13 |
| Forks gained | +10 | +39 | +97 |
ggml gained 391 stars in the last 30 days, about 13 a day, and now has 15.6K. It is about 4 years old and has averaged roughly 3.9K stars a year. It ranks #77 among C++ repositories and #1,101 across all languages on GitHubRepo.
Trending Record
1
DAYS ON TRENDING
#9511
BEST RANK
Nov 13, 2026
FIRST APPEARANCE
Active
STATUS TODAY
ggml has maintained a continuous presence across global trending indexes, peaking at #9511. Below is the 30-day activity profile:
💡 Overview
ggml is an open-source project written in C++: Tensor library for machine learning.
Engineered for speed, consistency, and developer ease, it solves common hurdles in machine-learning. 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 C++ 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
$ git clone https://github.com/ggml-org/ggml.git
cd ggml⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
C++20 compliant compiler (GCC 11+, Clang 13+, MSVC)
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
ggml coordinates its core functionality through a modular C++ 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 ggml into C++ 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 MIT license.
🚀 Getting Started
Install ggml using your package manager: `git clone https://github.com/ggml-org/ggml.git`
Initialize your project workspace or configuration file for ggml.
Import ggml into your codebase or invoke it directly from your terminal.
Execute your test suite or run `ggml --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 Who Should Use This
Developers and engineering teams building with C++, seeking reliable, tested, and actively maintained tooling for production workloads.
🏆 Nearby in the Rankings
ggml-org/ggml is currently ranked #1,101 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #1,096 | rust-lang/cargo | Rust | ★ 15.7K | Compare ↗ |
| #1,097 | v2rayA/v2rayA | Go | ★ 15.7K | Compare ↗ |
| #1,098 | Homebrew/homebrew-core | Ruby | ★ 15.6K | Compare ↗ |
| #1,099 | xournalpp/xournalpp | C++ | ★ 15.6K | Compare ↗ |
| #1,100 | pre-commit/pre-commit | Python | ★ 15.6K | Compare ↗ |
| #1,101 | ggml-org/ggml This Project | C++ | ★ 15.6K | |
| #1,102 | Termix-SSH/Termix | TypeScript | ★ 15.6K | Compare ↗ |
| #1,103 | infinitered/reactotron | TypeScript | ★ 15.6K | Compare ↗ |
| #1,104 | benfred/py-spy | Rust | ★ 15.6K | Compare ↗ |
| #1,105 | crowdsecurity/crowdsec | Go | ★ 15.6K | Compare ↗ |
| #1,106 | mltframework/shotcut | C++ | ★ 15.6K | Compare ↗ |
Frequently Asked Questions
What does ggml do? +
Tensor library for machine learning
Is ggml actively maintained in 2026? +
Yes, ggml is actively maintained. The latest code push was recorded on Nov 13, 2026 (0 days ago). It holds a calculated Maintenance Health Score of 95/100 (A+ rating) with 15,622 stars and 386 open issues.
What language is ggml written in? +
The primary language is C++. Topics include: machine-learning.
How many stars does ggml have? +
ggml has 15,622 stars and 1,931 forks on GitHub.
How does ggml rank among GitHub repositories? +
With 15,622 stars, ggml-org/ggml is ranked #1,101 globally across all repositories tracked on GitHubRepo and #77 among C++ projects.
What license is ggml distributed under? +
The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.
