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PharmaDive A MooreMetrics tool

An uncertainty-graded property matrix

Search 16,000 compounds by property.

16,116 drugs, natural compounds, research chemicals, venoms, and extracts, each rated on 130 structural, chemical, pharmacological, and clinical attributes and summarized here on 11 dimensions. Describe the profile you are looking for, or start from compounds you already know.

Query the resource How the ratings are made
Compounds
16,116
Dimensions
11
Scale
−4 to +4

About the resource

A property matrix for more than 16,000 compounds

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, Tyler Moore was able to build PharmaDive with about $7,000 in Grok (grok.com) API costs. The manuscript describes the data and methods in full, and the pipeline code can be used for your own work.

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.

Search

Two ways to query the resource

Set the dimensions that matter and switch off the rest. Zero is the average compound in the resource; the ends of each scale are its extremes.

Acts on the nervous system.

0.00
From −4, Not neuroactive, to +4, Strongly neuroactive. Zero is the average compound.

Modulates immune function.

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From −4, No immune effect, to +4, Strongly immunomodulatory. Zero is the average compound.

A plant-derived compound or extract.

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From −4, Not plant-derived, to +4, Phytochemical. Zero is the average compound.

A conventional synthetic small-molecule agent rather than a biologic, extract, or natural product.

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From −4, Biologic or natural, to +4, Synthetic small molecule. Zero is the average compound.

Contains a basic, nitrogen-bearing ring system.

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From −4, No basic ring, to +4, Basic heterocycle. Zero is the average compound.

Fat-soluble; crosses membranes readily.

0.00
From −4, Hydrophilic, to +4, Lipophilic. Zero is the average compound.

Influences oxidative stress and redox balance.

0.00
From −4, No redox effect, to +4, Redox-active. Zero is the average compound.

Acts on DNA or RNA.

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From −4, Not nucleic-acid targeting, to +4, Nucleic-acid targeting. Zero is the average compound.

Modifies gene regulation without changing the sequence.

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From −4, No epigenetic effect, to +4, Epigenetic. Zero is the average compound.

Relevant to protection against neurodegeneration.

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From −4, No neuroprotection, to +4, Anti-neurodegenerative. Zero is the average compound.

Acts on the heart, vessels, or metabolism.

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From −4, No cardiometabolic effect, to +4, Cardiometabolic. Zero is the average compound.

How it works

How the ratings are made

  1. 1

    Every compound is rated

    A web-search-enabled language model judged each of the 16,116 compounds on 130 structural, chemical, pharmacological, and clinical attributes, on a graded scale from "definitely no" to "definitely yes". The full matrix is available for download above.

  2. 2

    11 summary dimensions

    A psychometric model condenses those ratings into 11 dimensions, each scaled from −4 to +4 around the average compound. The sliders on this page set targets on those same scales.

  3. 3

    Two ways to query

    Describe a property profile returns the compounds whose profile lies closest to your settings. Start from example compounds returns those whose full rating profile correlates most strongly with the examples you named.

The data behind PharmaDive is available through the MooreMetrics API.