ropensci.org — August 2026 traffic, keywords & AI visibility

Search engines send ropensci.org an estimated 10,100 visits a month. Effectively all of it is organic — about 10,100 visits from unpaid results. Spread across 1,242 ranking keywords, that averages roughly 8.1 organic visits per keyword.

ropensci.org scores 94 out of 100 on our AI visibility scale, grade A+. It takes full marks for LLMS.txt, Crawlability and Structured data. The biggest gap is Company profile, at 22 of 25 points (7/8 core fields), worth 3 points if closed. It also loses points on SEO health (17/20).

The llms.txt on ropensci.org runs to 141 lines (6,592 characters) across 12 sections, last generated in February 2026. It introduces the site as "rOpenSci - Open Tools for Open Science". It tells AI engines the business works in Open Science, Data Science and Software Development. It describes 3 products, with prices such as rOpenSci Packages at Free, Open Science Framework at Free and Data Management Tools at Free. Services it lists include Community Support for Open Science, Software Development Consulting and Training and Workshops. The audience it names is Researchers, Scientists, Data Enthusiasts, Academic Institutions, aged 25-54 (Global). Technologies it mentions include R, Python, GitHub, Markdown and HTML. The keywords it claims start with "open science", "open data", "reproducibility" and "scientific software". It gives the company type as Non-Profit and says it is hiring.

# rOpenSci - Open Tools for Open Science

## About
rOpenSci is dedicated to transforming the scientific landscape through the development of open data tools, software, and reproducibility practices. Serving researchers, scientists, and data enthusiasts, the organization provides a collaborative platform that fosters transparency and accessibility in scientific research. By leveraging open-source technologies, rOpenSci empowers users to enhance their workflows and contribute to a more open scientific community. Their mission is to make scientific research more accessible and reproducible globally.

**Areas of Work:** Open Science, Data Science, Software Development

## Things to Remember
- **Website:** https://ropensci.org
- **Address:** Not Available, Not Available, Not Available
- **Contact:** [email protected]
- **Phone:** Not Available
- **Hours:** Not Specified
- **Timezone:** UTC
- **Currency:** USD
- **Company Type:** Non-Profit
- **Employees:** 50 employees
- **Revenue:** Not Disclosed
- **Hiring Status:** Yes, actively hiring

## Products
- **rOpenSci Packages** (Free): A collection of R packages designed to facilitate open and reproducible scientific research through data access, analysis, and sharing.
- **Open Science Framework** (Free): A platform to support the entire research lifecycle with tools for collaboration, data management, and sharing.
- **Data Manageme

Google lists ropensci.org for about 1,242 keywords, which together bring an estimated 10,100 organic visits a month.

The latest technical audit of ropensci.org scored 90 out of 100 overall. SEO is its weakest area at 83, while performance scores highest at 90. The audit makes 15 recommendations in all, and 3 of the 4 listed first are rated high priority or critical.

ropensci's company profile names datacamp.com, r-project.org and open-science.com as competitors. Its own llms.txt adds openscienceframework.org, sciencedirect.com and researchgate.net. Outside its market, the domains ranked closest to it in our worldwide ranking are milapentatos.pw, kmrceshiqv.com, vsite.biz and innnews.co.th.

datacamp.com

r-project.org

open-science.com

openscienceframework.org

sciencedirect.com

researchgate.net