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PrimeIntellect-ai
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PrimeIntellect-ai/prime-rl

Agentic RL Training at Scale

Python ◇ developer-tools Apache-2.0
★2.2KSTARS
⑂476FORKS
!226ISSUES
🏆#4,535GLOBAL RANK
🔥4DAYS TRENDING
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⚡ Executive Summary & Quick Facts

Authoritative Source

prime-rl is prime-rl is an open-source project written in Python: Agentic RL Training at Scale..

Repository PrimeIntellect-ai/prime-rl ↗
Primary Category developer tools
Language & Stack Python
Software License Apache-2.0
Community Traction ★ 2.2K stars · ⑂ 476 forks · #4,535 globally
Maintenance ● Active (Last commit: Oct 26, 2026) · 226 open issues
Target Audience Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.

Star History

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Momentum

+55

STARS · LAST 30 DAYS

2

PER DAY

#639

MOST-STARRED Python

Window7 days30 days90 days
Stars gained+14+55+180
Per day222
Forks gained+2+10+24

prime-rl gained 55 stars in the last 30 days, about 2 a day, and now has 2.2K. It is about 2 years old and has averaged roughly 1.1K stars a year. It ranks #639 among Python repositories and #4,535 across all languages on GitHubRepo.

Trending Record

prime-rl has maintained a continuous presence across global trending indexes, peaking at #7711. Below is the 30-day activity profile:

💡 Overview

prime-rl is an open-source project written in Python: Agentic RL Training at Scale.

Engineered for speed, consistency, and developer ease, it solves common hurdles in Python. 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 prime-rl

⚙ System Requirements

Platforms

  • • macOS
  • • Linux
  • • Windows

Runtime & Dependencies

Python >= 3.9, pip, virtualenv

Architecture

x86_64, ARM64 (Apple Silicon & Graviton)

🧠 How It Works

prime-rl 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 prime-rl 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 prime-rl using your package manager: `pip install prime-rl`

2

Initialize your project workspace or configuration file for prime-rl.

3

Import prime-rl into your codebase or invoke it directly from your terminal.

4

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

👍 Strengths

Active community backing with 2,195 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

PrimeIntellect-ai/prime-rl is currently ranked #4,535 by stars across every repository tracked on GitHubRepo. These are adjacent projects:

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Frequently Asked Questions

What does prime-rl do? +

Agentic RL Training at Scale

What language is prime-rl written in? +

The primary language is Python. Topics include: software.

Is prime-rl actively maintained? +

Yes, the last recorded push was on Oct 26, 2026 with 226 open issues being tracked.

How many stars does prime-rl have? +

prime-rl has 2,195 stars and 476 forks on GitHub.

How does prime-rl rank among GitHub repositories? +

With 2,195 stars, PrimeIntellect-ai/prime-rl is ranked #4,535 globally across all repositories tracked on GitHubRepo and #639 among Python projects.

What license is prime-rl distributed under? +

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

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