Toolradar Data
Research & Science Tools Statistics 2026
Live data on Research & Science software, computed from the Toolradar catalog. Ratings and review counts are aggregated across third-party review platforms (G2, Capterra, Trustpilot, SourceForge).
25
Research & Science tools published and tracked on Toolradar as of October 4, 2026.
Last updated October 4, 2026. Reviewed by Louis Corneloup.
Key findings
- Toolradar tracks 25 Research & Science tools as of October 4, 2026, 0% of its 10,902-tool directory.
- Research & Science tools average 4.30 out of 5 across 8 rated tools and 177 reviews aggregated across third-party review platforms (G2, Capterra, Trustpilot, SourceForge).
- 56% of Research & Science tools offer a free tier, 14 of 25.
- 25 Research & Science tools were added to Toolradar during 2026, 100% of the category.
Source: Toolradar catalog, computed live on October 4, 2026.
Headline numbers
Research & Science tools published on Toolradar
Source: Toolradar catalog, published status
Share of the whole Toolradar directory
Source: 25 of 10,902 published tools
User reviews across Research & Science tools
Source: aggregated across third-party review platforms (G2, Capterra, Trustpilot, SourceForge), across 8 rated tools
Average Research & Science tool rating, weighted by review volume
Source: aggregated across third-party review platforms (G2, Capterra, Trustpilot, SourceForge); unweighted mean 4.40 / 5 across 8 rated tools
Research & Science tools added to the directory in 2026
Source: Toolradar createdAt, 100% of the category (directory add date, not vendor launch)
Pricing mix
How Research & Science tools split between a free path (free, freemium, open-source) and strictly paid.
Tools that offer a free tier
Source: Toolradar pricing labels, 14 of 25 Research & Science tools
Tools that are strictly paid
Source: Toolradar pricing labels, 11 of 25 Research & Science tools
Where the reviews come from
Review volume for Research & Science tools by third-party platform.
G2 reviews
Across 8 Research & Science tools carrying a G2 profile
SourceForge reviews
Across 1 Research & Science tool carrying a SourceForge profile
Capterra reviews
Across 3 Research & Science tools carrying a Capterra profile
Most reviewed Research & Science tools
The Research & Science tools carrying the most third-party reviews.
Benchling
4.70 / 5 average, aggregated across third-party review platforms (G2, Capterra, Trustpilot, SourceForge)
Invert
3.80 / 5 average, aggregated across third-party review platforms (G2, Capterra, Trustpilot, SourceForge)
Ethos
4.90 / 5 average, aggregated across third-party review platforms (G2, Capterra, Trustpilot, SourceForge)
Connected Papers
4.50 / 5 average, aggregated across third-party review platforms (G2, Capterra, Trustpilot, SourceForge)
Tempus
4.00 / 5 average, aggregated across third-party review platforms (G2, Capterra, Trustpilot, SourceForge)
Research & Science growth in 2026
Explore Research & Science tools
Methodology and sources
Every figure is computed live from the Toolradar catalog, published Research & Science tools only. Ratings and review counts are aggregated across third-party review platforms (G2, Capterra, Trustpilot, SourceForge) and are not the site's own reviews. Added in 2026 means added to the Toolradar directory this year, not the vendor's launch date. Leaderboards apply a 500-review floor. See how we rate.