⚡ Executive Summary & Quick Facts
Authoritative Sourcereticulate is reticulate is an open-source project written in R: R Interface to Python..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), rstudio/reticulate has accumulated 1,766 GitHub stars and 352 forks. It is written in R, licensed under Apache-2.0, and ranks #6,067 globally. It is actively maintained with the latest commit recorded on Nov 11, 2026.”
| Repository | rstudio/reticulate ↗ |
|---|---|
| Primary Category | developer tools |
| Language & Stack | R |
| Software License | Apache-2.0 |
| Community Traction | ★ 1.8K stars · ⑂ 352 forks · #6,067 globally |
| Maintenance | ● Active (Last commit: Nov 11, 2026) · 478 open issues |
| Target Audience | Developers and engineering teams building with R, seeking reliable, tested, and actively maintained tooling for production workloads. |
🛡️ Repository Maintenance & Health Audit (2026)
Health Score: 92/100 · Grade AYes, reticulate is actively maintained. Continuous telemetry recorded the last code commit on Nov 11, 2026 (1 days ago). Supported by 1,766 stars and 352 community forks, this repository holds a calculated health index of 92/100, reflecting very active (commits within last 14 days) and active community feedback (478 open).
Star History
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+44
STARS · LAST 30 DAYS
1
PER DAY
#1
MOST-STARRED R
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +7 | +44 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +2 | +7 | +18 |
reticulate gained 44 stars in the last 30 days, about 1 a day, and now has 1.8K. It is about 10 years old and has averaged roughly 177 stars a year. It ranks #1 among R repositories and #6,067 across all languages on GitHubRepo.
Trending Record
2
DAYS ON TRENDING
#11345
BEST RANK
Nov 11, 2026
FIRST APPEARANCE
Active
STATUS TODAY
reticulate has maintained a continuous presence across global trending indexes, peaking at #11345. Below is the 30-day activity profile:
💡 Overview
reticulate is an open-source project written in R: R Interface to Python.
Engineered for speed, consistency, and developer ease, it solves common hurdles in R. 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 R 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
$ git clone https://github.com/rstudio/reticulate.git
cd reticulate⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
R environment and standard tooling
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
reticulate coordinates its core functionality through a modular R 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 reticulate into R 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 reticulate using your package manager: `git clone https://github.com/rstudio/reticulate.git`
Initialize your project workspace or configuration file for reticulate.
Import reticulate into your codebase or invoke it directly from your terminal.
Execute your test suite or run `reticulate --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 Who Should Use This
Developers and engineering teams building with R, seeking reliable, tested, and actively maintained tooling for production workloads.
🏆 Nearby in the Rankings
rstudio/reticulate is currently ranked #6,067 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #6,058 | shanselman/gputaskman | Python | ★ 1.8K | Compare ↗ |
| #6,063 | Netflix/genie | Java | ★ 1.8K | Compare ↗ |
| #6,063 | ghostery/ghostery-extension | JavaScript | ★ 1.8K | Compare ↗ |
| #6,063 | trabucayre/openFPGALoader | C++ | ★ 1.8K | Compare ↗ |
| #6,063 | datalab-to/indra | Python | ★ 1.8K | Compare ↗ |
| #6,067 | rstudio/reticulate This Project | R | ★ 1.8K | |
| #6,067 | kushalpandya/Petrichor | Swift | ★ 1.8K | Compare ↗ |
| #6,067 | WhiteTowerAI/ohmygame | TypeScript | ★ 1.8K | Compare ↗ |
| #6,067 | Git-Agni/prod-FARM-IOS-Core | TypeScript | ★ 1.8K | Compare ↗ |
| #6,071 | OpenNebula/one | JavaScript | ★ 1.8K | Compare ↗ |
| #6,071 | railwaycat/homebrew-emacsmacport | Ruby | ★ 1.8K | Compare ↗ |
Frequently Asked Questions
What does reticulate do? +
R Interface to Python
Is reticulate actively maintained in 2026? +
Yes, reticulate is actively maintained. The latest code push was recorded on Nov 11, 2026 (1 days ago). It holds a calculated Maintenance Health Score of 92/100 (A rating) with 1,766 stars and 478 open issues.
What language is reticulate written in? +
The primary language is R. Topics include: software.
How many stars does reticulate have? +
reticulate has 1,766 stars and 352 forks on GitHub.
How does reticulate rank among GitHub repositories? +
With 1,766 stars, rstudio/reticulate is ranked #6,067 globally across all repositories tracked on GitHubRepo and #1 among R projects.
What license is reticulate distributed under? +
The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.
