NVIDIA-NeMo/Curator
Scalable data pre processing and curation toolkit for LLMs
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+45
STARS · LAST 30 DAYS
2
PER DAY
#386
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +14 | +45 | +180 |
| Per day | 2 | 2 | 2 |
| Forks gained | +2 | +7 | +17 |
Curator gained 45 stars in the last 30 days, about 2 a day, and now has 1.8K. It is about 3 years old and has averaged roughly 596 stars a year. It ranks #386 among Python repositories and #2,849 across all languages on GitHubRepo.
Trending Record
4
DAYS ON TRENDING
#2822
BEST RANK
Sep 29, 2026
FIRST APPEARANCE
Active
STATUS TODAY
Curator has maintained a continuous presence across global trending indexes, peaking at #2822. Below is the 30-day activity profile:
💡 Overview
Curator is an open-source project written in Python: Scalable data pre processing and curation toolkit for LLMs.
Engineered for speed, consistency, and developer ease, it solves common hurdles in data, data-curation, data-prep. 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 Curator⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
Curator 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
Autonomous AI Agents
Orchestrate intelligent workflows and tool-calling routines with Curator.
Model Inference & Prompting
Integrate fast, local or cloud-hosted generative AI models directly into production code.
Context Memory & RAG
Augment language models with dynamic vector retrieval and structured project memory.
Developer Productivity
Automate repetitive engineering tasks, code generation, and test creation using AI agents.
🚀 Getting Started
Install Curator using your package manager: `pip install Curator`
Initialize your project workspace or configuration file for Curator.
Import Curator into your codebase or invoke it directly from your terminal.
Execute your test suite or run `Curator --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
NVIDIA-NeMo/Curator is currently ranked #2,849 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
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|---|---|---|---|---|
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| #2,848 | open-mercato/open-mercato | TypeScript | ★ 1.8K | Compare ↗ |
| #2,849 | NVIDIA-NeMo/Curator This Project | Python | ★ 1.8K | |
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Frequently Asked Questions
What does Curator do? +
Scalable data pre processing and curation toolkit for LLMs
What language is Curator written in? +
The primary language is Python. Topics include: data, data-curation, data-prep, data-preparation, data-processing.
Is Curator actively maintained? +
Yes, the last recorded push was on Sep 30, 2026 with 301 open issues being tracked.
How many stars does Curator have? +
Curator has 1,788 stars and 341 forks on GitHub.
How does Curator rank among GitHub repositories? +
With 1,788 stars, NVIDIA-NeMo/Curator is ranked #2,849 globally across all repositories tracked on GitHubRepo and #386 among Python projects.
What license is Curator distributed under? +
The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.
