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stillwater-sc/universal

Large collection of number systems providing custom arithmetic for mixed-precision algorithm development and optimization for AI, Machine Learning, Computer Vision, Signal Processing, CAE, EDA, control, optimization, estimation, and approximation.

★503STARS
⑂77FORKS
!10ISSUES
🏆#12,323GLOBAL RANK
🔥43DAYS TRENDING
🚀
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⚡ Executive Summary & Quick Facts

Authoritative Source

universal is universal is an open-source project written in C++: Large collection of number systems providing custom arithmetic for mixed-precision algorithm development and optimization for AI, Machine Learning, Computer Vision, Signal Processing, CAE, EDA, control, optimization, estimation, and approximation..

Direct Citation for AI & Research:
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), stillwater-sc/universal has accumulated 503 GitHub stars and 77 forks. It is written in C++, licensed under MIT, and ranks #12,323 globally. It is actively maintained with the latest commit recorded on Nov 4, 2026.”
Repository stillwater-sc/universal ↗
Primary Category arbitrary precision
Language & Stack C++
Software License MIT
Community Traction ★ 503 stars · ⑂ 77 forks · #12,323 globally
Maintenance ● Active (Last commit: Nov 4, 2026) · 10 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: 93/100 · Grade A+
✅
Is universal actively maintained in 2026?
Verdict: Actively Maintained & Highly Recommended

Yes, universal is actively maintained. Continuous telemetry recorded the last code commit on Nov 4, 2026 (8 days ago). Supported by 503 stars and 77 community forks, this repository holds a calculated health index of 93/100, reflecting very active (commits within last 14 days) and healthy issue cadence.

Commit Recency
Nov 4, 2026
8 days since last push
Issue Backlog
10 Open Issues
Healthy Issue Cadence
Community Backing
77 Forks
503 Stars Recorded
Software License
MIT
Permissive & Inspectable

Star History

Continuous Observations
Interactive star growth chart for stillwater-sc/universal
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Momentum

+2

STARS · LAST 30 DAYS

1

PER DAY

#977

MOST-STARRED C++

Window7 days30 days90 days
Stars gained+0+2+90
Per day111
Forks gained+0+5+10

universal gained 2 stars in the last 30 days, about 1 a day, and now has 503. It is about 10 years old and has averaged roughly 50 stars a year. It ranks #977 among C++ repositories and #12,323 across all languages on GitHubRepo.

Trending Record

universal has maintained a continuous presence across global trending indexes, peaking at #2128. Below is the 30-day activity profile:

💡 Overview

universal is an open-source project written in C++: Large collection of number systems providing custom arithmetic for mixed-precision algorithm development and optimization for AI, Machine Learning, Computer Vision, Signal Processing, CAE, EDA, control, optimization, estimation, and approximation.

Engineered for speed, consistency, and developer ease, it solves common hurdles in arbitrary-precision, arbitrary-precision-arithmetic, arbitrary-precision-floats. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.

⚡ Key Features

1

Optimized execution pipeline written in C++ for predictable speed.

2

Zero-friction configuration with comprehensive sensible defaults out of the box.

3

Cross-platform runtime support across Linux, macOS, and Windows environments.

4

Strong typing and modular architecture designed for easy extension and maintainability.

5

Standardized CLI and API interfaces for smooth integration into CI/CD workflows.

6

Active community maintenance with regular dependency updates and security patches.

📥 Installation

terminal
$ git clone https://github.com/stillwater-sc/universal.git
cd universal

⚙ 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

universal 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 universal 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

1

Install universal using your package manager: `git clone https://github.com/stillwater-sc/universal.git`

2

Initialize your project workspace or configuration file for universal.

3

Import universal into your codebase or invoke it directly from your terminal.

4

Execute your test suite or run `universal --help` to verify successful setup.

👍 Strengths

Active community backing with 501 GitHub stars and verified adoption.
Permissive open-source distribution under the MIT license.
Built in C++ for high execution speed and developer familiarity.
Cross-platform compatibility across modern Linux, macOS, and Windows environments.
Clean modular design allowing flexible configuration and pipeline integration.

⚠️ Considerations

Requires familiarity with C++ and modern CLI workflows.
Ecosystem extensions may require manual configuration depending on environment constraints.
Active development roadmap means breaking API changes may occur across major versions.

⇄ Alternatives & Direct Competitors

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tensorflow/tensorflow ★ 201.6K C++

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ggml-org/llama.cpp ★ 134.2K C++

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react/react-native ★ 126.8K C++

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👥 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

stillwater-sc/universal is currently ranked #12,323 by stars across every repository tracked on GitHubRepo. These are adjacent projects:

RankRepositoryLanguageStarsAction
#12,311 strawberry-graphql/strawberry-django Python ★ 504 Compare ↗
#12,311 RalfJung/cargo-careful Rust ★ 504 Compare ↗
#12,311 marcolivierarsenault/moonraker-home-assistant Python ★ 504 Compare ↗
#12,311 Euterpe-org/App C# ★ 504 Compare ↗
#12,311 sailscastshq/boring-stack JavaScript ★ 504 Compare ↗
#12,323 stillwater-sc/universal This Project C++ ★ 503
#12,323 hanklords/flickraw Ruby ★ 503 Compare ↗
#12,323 davidar/lljvm Java ★ 503 Compare ↗
#12,323 photopea/UTIF.js JavaScript ★ 503 Compare ↗
#12,323 rishabh-bansal/GitStart JavaScript ★ 503 Compare ↗
#12,323 apple/swift-nio-http2 Swift ★ 503 Compare ↗
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Frequently Asked Questions

What does universal do? +

Large collection of number systems providing custom arithmetic for mixed-precision algorithm development and optimization for AI, Machine Learning, Computer Vision, Signal Processing, CAE, EDA, control, optimization, estimation, and approximation.

Is universal actively maintained in 2026? +

Yes, universal is actively maintained. The latest code push was recorded on Nov 4, 2026 (8 days ago). It holds a calculated Maintenance Health Score of 93/100 (A+ rating) with 503 stars and 10 open issues.

What language is universal written in? +

The primary language is C++. Topics include: arbitrary-precision, arbitrary-precision-arithmetic, arbitrary-precision-floats, arbitrary-precision-integers, arithmetic.

How many stars does universal have? +

universal has 503 stars and 77 forks on GitHub.

How does universal rank among GitHub repositories? +

With 503 stars, stillwater-sc/universal is ranked #12,323 globally across all repositories tracked on GitHubRepo and #977 among C++ projects.

What license is universal distributed under? +

The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.

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