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DataBiosphere
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DataBiosphere/toil

A WDL, CWL and Python API supporting easy-to-use workflow engine. It is scalable, efficient and cross-platform (Linux/macOS).

Python ◇ aws Apache-2.0
★936STARS
⑂247FORKS
!409ISSUES
🏆#5,215GLOBAL RANK
🔥2DAYS TRENDING
🚀
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Momentum

+23

STARS · LAST 30 DAYS

1

PER DAY

#703

MOST-STARRED Python

Window7 days30 days90 days
Stars gained+7+23+90
Per day111
Forks gained+1+5+12

toil gained 23 stars in the last 30 days, about 1 a day, and now has 936. It is about 12 years old and has averaged roughly 78 stars a year. It ranks #703 among Python repositories and #5,215 across all languages on GitHubRepo.

Trending Record

toil has maintained a continuous presence across global trending indexes, peaking at #5722. Below is the 30-day activity profile:

💡 Overview

toil is an open-source project written in Python: A WDL, CWL and Python API supporting easy-to-use workflow engine. It is scalable, efficient and cross-platform (Linux/macOS).

Engineered for speed, consistency, and developer ease, it solves common hurdles in aws, common-workflow-language, cwl. 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 Python 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
$ pip install toil

⚙ System Requirements

Platforms

  • • macOS
  • • Linux
  • • Windows

Runtime & Dependencies

Python >= 3.9, pip, virtualenv

Architecture

x86_64, ARM64 (Apple Silicon & Graviton)

🧠 How It Works

toil coordinates its core functionality through a modular Python 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 toil into Python 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

1

Install toil using your package manager: `pip install toil`

2

Initialize your project workspace or configuration file for toil.

3

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

4

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

👍 Strengths

Active community backing with 936 GitHub stars and verified adoption.
Permissive open-source distribution under the Apache-2.0 license.
Built in Python 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 Python 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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👥 Who Should Use This

Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.

🏆 Nearby in the Rankings

DataBiosphere/toil is currently ranked #5,215 by stars across every repository tracked on GitHubRepo. These are adjacent projects:

RankRepositoryLanguageStarsAction
#5,206 mojombo/clippy — ★ 938 Compare ↗
#5,206 heyjunpenn/awesome-jev Astro ★ 938 Compare ↗
#5,212 esa/pagmo2 C++ ★ 937 Compare ↗
#5,212 elevation/event_calendar Ruby ★ 937 Compare ↗
#5,212 emmercm/igir TypeScript ★ 937 Compare ↗
#5,215 DataBiosphere/toil This Project Python ★ 936
#5,215 ole/OBShapedButton Objective-C ★ 936 Compare ↗
#5,215 automuteus/automuteus Go ★ 936 Compare ↗
#5,218 realgud/realgud Emacs Lisp ★ 933 Compare ↗
#5,218 apache/logging-log4net C# ★ 933 Compare ↗
#5,218 freestylefly/wesight TypeScript ★ 933 Compare ↗

Frequently Asked Questions

What does toil do? +

A WDL, CWL and Python API supporting easy-to-use workflow engine. It is scalable, efficient and cross-platform (Linux/macOS).

What language is toil written in? +

The primary language is Python. Topics include: aws, common-workflow-language, cwl, gridengine, kubernetes.

Is toil actively maintained? +

Yes, the last recorded push was on Oct 6, 2026 with 409 open issues being tracked.

How many stars does toil have? +

toil has 936 stars and 247 forks on GitHub.

How does toil rank among GitHub repositories? +

With 936 stars, DataBiosphere/toil is ranked #5,215 globally across all repositories tracked on GitHubRepo and #703 among Python projects.

What license is toil distributed under? +

The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.

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