Top R repositories on GitHub

Statistical computing language widely used in academia and analytics.

Ranked by stars across 1,904 R repositories on GitHub. Refreshed daily.

1
cxli233/FriendsDontLetFriends★ 7,077 · ⑂ 286
Friends don't let friends make certain types of data visualization - What are they and why are they bad.
- data-visualization
- r
2
tidyverse/ggplot2★ 6,949 · ⑂ 2,131
An implementation of the Grammar of Graphics in R
- r
- visualisation
- data-visualisation
3
qinwf/awesome-R★ 6,473 · ⑂ 1,512
A curated list of awesome R packages, frameworks and software.
- r
- data-science
- data-analysis
- awesome
- list
- awesome-list
4
rstudio/shiny★ 5,655 · ⑂ 1,892
Easy interactive web applications with R
- r
- rstudio
- shiny
- reactive
- web-app
- web-development
5
hadley/r4ds★ 5,067 · ⑂ 4,424
R for data science: a book
- book
- bookdown
- data-science
- r
6
tidyverse/dplyr★ 5,030 · ⑂ 2,131
dplyr: A grammar of data manipulation
- r
- data-manipulation
- grammar
7
swirldev/swirl_courses★ 4,562 · ⑂ 7,210
:mortar_board: A collection of interactive courses for the swirl R package.
8
rmcelreath/stat_rethinking_2022★ 4,103 · ⑂ 434
Statistical Rethinking course winter 2022
9
briatte/awesome-network-analysis★ 4,068 · ⑂ 633
A curated list of awesome network analysis resources.
- network-analysis
- network-visualization
- complex-networks
- political-networks
- semantic-networks
- graph-theory
10
Rdatatable/data.table★ 3,892 · ⑂ 1,045
R's data.table package extends data.frame:
11
johnmyleswhite/ML_for_Hackers★ 3,738 · ⑂ 2,183
Code accompanying the book "Machine Learning for Hackers"
12
twitter/AnomalyDetection★ 3,606 · ⑂ 764
Anomaly Detection with R
13
rstudio/rmarkdown★ 3,036 · ⑂ 991
Dynamic Documents for R
- r
- r-package
- rmarkdown
- pandoc
- markdown
- literate-programming
14
satijalab/seurat★ 2,756 · ⑂ 988
R toolkit for single cell genomics
- human-cell-atlas
- single-cell-rna-seq
- single-cell-genomics
- cran
15
plotly/plotly.R★ 2,670 · ⑂ 642
An interactive graphing library for R
- r
- ggplot2
- javascript
- data-visualization
- d3js
- shiny
16
thomasp85/patchwork★ 2,609 · ⑂ 170
The Composer of ggplots
- rstats
- ggplot2
- visualization
- ggplot-extension
17
r-lib/devtools★ 2,513 · ⑂ 763
Tools to make an R developer's life easier
- r
- package-creation
18
yihui/knitr★ 2,455 · ⑂ 879
A general-purpose tool for dynamic report generation in R
- knitr
- r
- literate-programming
- sweave
- rmarkdown
- dynamic-documents
19
rmcelreath/rethinking★ 2,388 · ⑂ 626
Statistical Rethinking course and book package
20
rmcelreath/stat_rethinking_2023★ 2,378 · ⑂ 270
Statistical Rethinking Course for Jan-Mar 2023
21
IndrajeetPatil/ggstatsplot★ 2,189 · ⑂ 203
Enhancing {ggplot2} plots with statistical analysis 📊📣
- ggplot-extension
- dataviz
- r
- statistical-analysis
- datascience
- bayes-factors
22
tylermorganwall/rayshader★ 2,165 · ⑂ 219
R Package for 2D and 3D mapping and data visualization
23
rstudio/gt★ 2,150 · ⑂ 221
Easily generate information-rich, publication-quality tables from R
- r
- summary-tables
- easy-to-use
- docx
- html
- latex
24
genomicsclass/labs★ 2,148 · ⑂ 1,952
Rmd source files for the HarvardX series PH525x
25
ujjwalkarn/DataScienceR★ 2,145 · ⑂ 879
a curated list of R tutorials for Data Science, NLP and Machine Learning
- datascience
- data-science
- r
- text-mining

Find R engineers and maintainers

The list above ranks the most-starred public R repositories, drawn from the public GitHub graph. Across 1,904 R repositories in the public graph, the maintainers, top contributors, and recurring committers are a powerful signal for where R expertise lives.

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Refolk searched GitHub for public repositories whose primary language is R, ranked them by stargazer count, and kept those with at least 100 stars. The list refreshes once a day.

Last refreshed: Sun, 21 Jun 2026 07:13:44 GMT

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