tidyverse.org — September 2026 traffic, keywords & AI visibility

Search engines send tidyverse.org an estimated 91,000 visits a month. Effectively all of it is organic — about 91,000 visits from unpaid results. Spread across 6,075 ranking keywords, that averages roughly 15 organic visits per keyword.

tidyverse.org scores 82 out of 100 on our AI visibility scale, grade A. It takes full marks for LLMS.txt. The biggest gap is Company profile, at 19 of 25 points (6/8 core fields), worth 6 points if closed. It also loses points on Crawlability (5/10), Structured data (0/5) and SEO health (18/20).

The llms.txt on tidyverse.org runs to 78 lines (3,315 characters) across 12 sections, last generated in May 2026. It introduces the site as "Tidyverse". It tells AI engines the business works in Data Science, Statistical Software and R Ecosystem. It describes 5 products, with prices such as dplyr at Free, ggplot2 at Free and tidyr at Free. Services it lists include Tidyverse Documentation, Community Support and Package Maintenance. Technologies it mentions include R, GitHub and Markdown. The keywords it claims start with "Tidyverse", "data science", "R programming" and "ggplot2".

# Tidyverse

## About
Tidyverse brings together a set of R packages that share a common design philosophy for handling data. The collection focuses on making data import, tidying, transformation, visualization, and modeling more consistent and intuitive. Users working with messy datasets often turn to these tools because the functions follow predictable patterns and work well together. Data analysts and statisticians appreciate how the packages reduce the amount of code needed for common tasks. The project grew out of work by Hadley Wickham and contributors who wanted to improve everyday data work in R. Over time the ecosystem expanded to cover areas like string handling, dates, and functional programming. Many universities now include Tidyverse packages in their introductory data courses because the syntax feels more approachable than base R for beginners. Professional teams use the same packages in production pipelines for reporting and analysis. The emphasis on readable code helps teams collaborate without spending extra time deciphering each other's scripts. Community members regularly contribute improvements and new packages that fit the overall style.

**Areas of Work:** Data Science, Statistical Software, R Ecosystem

## Things to Remember
- **Website:** https://tidyverse.org
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Google lists tidyverse.org for about 6,075 keywords, which together bring an estimated 91,000 organic visits a month.

The latest technical audit of tidyverse.org scored 96 out of 100 overall. All 3 sub-scores are 90 or above. The audit makes 12 recommendations in all, and 4 of the 4 listed first are rated high priority or critical.

Tidyverse's company profile names https://r-project.org, https://cran.r-project.org, https://ggplot2.tidyverse.org and https://dplyr.tidyverse.org as competitors. Its own llms.txt adds https://shiny.rstudio.com and https://r4ds.had.co.nz. Outside its market, the domains ranked closest to it in our worldwide ranking are he-qa.com, litera.com, taisho.co.jp and sendible.com.

https://r-project.org

https://cran.r-project.org

https://ggplot2.tidyverse.org

https://dplyr.tidyverse.org

https://shiny.rstudio.com

https://r4ds.had.co.nz