Prefect is a workflow orchestration framework for building resilient data pipelines in Python.
⚡ Executive Summary & Quick Facts
Authoritative Sourceprefect is prefect is an open-source project written in Python: Prefect is a workflow orchestration framework for building resilient data pipelines in Python..
“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 AYes, 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).
Star History
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Momentum
+53
STARS · LAST 30 DAYS
2
PER DAY
#137
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +0 | +53 | +180 |
| Per day | 1 | 2 | 2 |
| 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
42
DAYS ON TRENDING
#560
BEST RANK
Sep 26, 2026
FIRST APPEARANCE
Active
STATUS TODAY
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
Optimized execution pipeline written in Python 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
$ 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
Install prefect using your package manager: `pip install prefect`
Initialize your project workspace or configuration file for prefect.
Import prefect into your codebase or invoke it directly from your terminal.
Execute your test suite or run `prefect --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 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:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #702 | semantic-release/semantic-release | JavaScript | ★ 24.2K | Compare ↗ |
| #703 | verl-project/verl | Python | ★ 24.1K | Compare ↗ |
| #704 | processing/p5.js | JavaScript | ★ 24.1K | Compare ↗ |
| #705 | krayin/laravel-crm | PHP | ★ 24.1K | Compare ↗ |
| #706 | ayangweb/BongoCat | Rust | ★ 24.1K | Compare ↗ |
| #707 | PrefectHQ/prefect This Project | Python | ★ 24K | |
| #708 | TecharoHQ/anubis | Go | ★ 24K | Compare ↗ |
| #709 | meta/lexical | TypeScript | ★ 24K | Compare ↗ |
| #710 | node-red/node-red | JavaScript | ★ 23.8K | Compare ↗ |
| #711 | coleam00/Archon | TypeScript | ★ 23.8K | Compare ↗ |
| #712 | knadh/listmonk | Go | ★ 23.8K | Compare ↗ |
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.