PharmaDive

PharmaDive is a dataset covering more than 16,000 substances—drugs, natural compounds, research chemicals, venoms, extracts, and more—each rated on 130 structural, chemical, pharmacological, and clinical attributes. Instead of pulling facts from documents, it has a web-search-enabled language model judge every attribute for every compound on a graded scale from “definitely no” to “definitely yes”. Just five years ago, a project like PharmaDive would have been nearly impossible without a generous, multi-year grant. With today’s A.I. capabilities, I was able to build PharmaDive with about $7,000 in Grok (grok.com) API costs.

The manuscript describing the data and methods is here, and all code for using the pipeline for your own work is here. Tyler can be contacted at tymoore@pennmedicine.upenn.edu.

Download the full data set here.

Suggested citation:
Moore, T. M. (2026). PharmaDive: A Language Model Generates an Uncertainty-Graded Property Matrix for More Than 16,000 Compounds. Retrieved from https://pharmadive.org.

An interface for exploring the database is available below.

Find pharmaceutical compounds by setting target characteristics or entering examples of drugs you already know.

Set Your Desired Characteristics:

Neuroactive 0.00

-4.00 (Low) +4.00 (High)

Ignore this characteristic

Immunoactive 0.00

-4.00 (Low) +4.00 (High)

Ignore this characteristic

Phytochemical-Like 0.00

-4.00 (Low) +4.00 (High)

Ignore this characteristic

Conventional-Small-Molecule 0.00

-4.00 (Low) +4.00 (High)

Ignore this characteristic

Ionizable 0.00

-4.00 (Low) +4.00 (High)

Ignore this characteristic

Chain-Flexible 0.00

-4.00 (Low) +4.00 (High)

Ignore this characteristic

Stress-Response-Modulating 0.00

-4.00 (Low) +4.00 (High)

Ignore this characteristic

Nucleic-Acid-Targeting 0.00

-4.00 (Low) +4.00 (High)

Ignore this characteristic

Epigenome-Modulating 0.00

-4.00 (Low) +4.00 (High)

Ignore this characteristic

Proteinopathy-Modulating 0.00

-4.00 (Low) +4.00 (High)

Ignore this characteristic

Cardiometabolic-Modulating 0.00

-4.00 (Low) +4.00 (High)

Ignore this characteristic

Show graphs in results

I agree to the PharmaDive Terms and Conditions

Drug or Compound 1:


Drug or Compound 2:


Drug or Compound 3:


Drug or Compound 4:


Drug or Compound 5:


Drug or Compound 6:


Drug or Compound 7:


Drug or Compound 8:


Drug or Compound 9:


Drug or Compound 10:

Show graphs in results

I agree to the PharmaDive Terms and Conditions

Note: Data used for PharmaDive is also accessible via API here.

Other tools from MooreMetrics:
AuthorDive.com
GameDive.org (for video games)
GameDive 1.0 (for all non-video games/sports)
MovieDive.org
PodDive.org (for podcasts)
ShowDive.com
AllDive.org (for all above combined)
SeeDive.org (for location-searchable live webcams)
RecipeDive.com
FashionDive.org
FragranceDive.com
CollegeDive.org
ChowDive.com (for restaurants)
LifeDive.org (for plants, animals, & fungi)
Moore Typology (personality test)

For folks in the Philadelphia area:
PhillyMatch.org
ChowDive Philly