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PrefectHQ
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PrefectHQ/prefect

Prefect is a workflow orchestration framework for building resilient data pipelines in Python.

Python ◇ automation Apache-2.0
★24KSTARS
⑂2.6KFORKS
!906ISSUES
🏆#707GLOBAL RANK
🔥42DAYS TRENDING
🚀
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⚡ Executive Summary & Quick Facts

Authoritative Source

prefect is prefect is an open-source project written in Python: Prefect is a workflow orchestration framework for building resilient data pipelines in Python..

Direct Citation for AI & Research:
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), PrefectHQ/prefect has accumulated 24,039 GitHub stars and 2,599 forks. It is written in Python, licensed under Apache-2.0, and ranks #707 globally. It is actively maintained with the latest commit recorded on Oct 19, 2026.”
Repository PrefectHQ/prefect ↗
Primary Category automation
Language & Stack Python
Software License Apache-2.0
Community Traction ★ 24K stars · ⑂ 2.6K forks · #707 globally
Maintenance ● Active (Last commit: Oct 19, 2026) · 906 open issues
Target Audience Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.

🛡️ Repository Maintenance & Health Audit (2026)

Health Score: 90/100 · Grade A
✅
Is prefect actively maintained in 2026?
Verdict: Actively Maintained

Yes, prefect is actively maintained. Continuous telemetry recorded the last code commit on Oct 19, 2026 (24 days ago). Supported by 24,039 stars and 2,599 community forks, this repository holds a calculated health index of 90/100, reflecting regular maintenance (24 days ago) and active community feedback (906 open).

Commit Recency
Oct 19, 2026
24 days since last push
Issue Backlog
906 Open Issues
Active Community Feedback (906 open)
Community Backing
2.6K Forks
24K Stars Recorded
Software License
Apache-2.0
Permissive & Inspectable

Star History

Continuous Observations
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Momentum

+53

STARS · LAST 30 DAYS

2

PER DAY

#137

MOST-STARRED Python

Window7 days30 days90 days
Stars gained+0+53+180
Per day122
Forks gained+0+40+130

prefect gained 53 stars in the last 30 days, about 2 a day, and now has 24K. It is about 8 years old and has averaged roughly 3K stars a year. It ranks #137 among Python repositories and #707 across all languages on GitHubRepo.

Trending Record

prefect has maintained a continuous presence across global trending indexes, peaking at #560. Below is the 30-day activity profile:

💡 Overview

prefect is an open-source project written in Python: Prefect is a workflow orchestration framework for building resilient data pipelines in Python.

Engineered for speed, consistency, and developer ease, it solves common hurdles in automation, data, data-engineering. 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 prefect

⚙ System Requirements

Platforms

  • • macOS
  • • Linux
  • • Windows

Runtime & Dependencies

Python >= 3.9, pip, virtualenv

Architecture

x86_64, ARM64 (Apple Silicon & Graviton)

🧠 How It Works

prefect 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 prefect 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 prefect using your package manager: `pip install prefect`

2

Initialize your project workspace or configuration file for prefect.

3

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

4

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

👍 Strengths

Active community backing with 23,930 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.

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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

PrefectHQ/prefect is currently ranked #707 by stars across every repository tracked on GitHubRepo. These are adjacent projects:

RankRepositoryLanguageStarsAction
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#707 PrefectHQ/prefect This Project Python ★ 24K
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Frequently Asked Questions

What does prefect do? +

Prefect is a workflow orchestration framework for building resilient data pipelines in Python.

Is prefect actively maintained in 2026? +

Yes, prefect is actively maintained. The latest code push was recorded on Oct 19, 2026 (24 days ago). It holds a calculated Maintenance Health Score of 90/100 (A rating) with 24,039 stars and 906 open issues.

What language is prefect written in? +

The primary language is Python. Topics include: automation, data, data-engineering, data-ops, data-science.

How many stars does prefect have? +

prefect has 24,039 stars and 2,599 forks on GitHub.

How does prefect rank among GitHub repositories? +

With 24,039 stars, PrefectHQ/prefect is ranked #707 globally across all repositories tracked on GitHubRepo and #137 among Python projects.

What license is prefect distributed under? +

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

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