Ext Ops Panel
Open dashboard
Comparison

DeepMedChem vs io.github.mims-harvard/tooluniverse

DeepMedChem is a plugin bundle for AI coding tools published by Deep MedChem. Marketplaces we read that list it: 1 (Community GitHub marketplaces). io.github.mims-harvard/tooluniverse is an MCP server published by mims-harvard. Marketplaces we read that list it: 2 (Official MCP Registry, Community GitHub marketplaces). As of our marketplace pass on 2026-10-19. This pair was picked by a reader, not by our comparison rule, so search engines are asked not to index the page.

Where each is published

Where each is published
MarketplaceDeepMedChemio.github.mims-harvard/tooluniverse
Community marketplace deep-medchem/deepmedchem-python Listed
Version: 1.1.0
Forks (GitHub): 2
Stars (GitHub): 7
Not marked · First seen
Not listed
Official MCP Registry Not listed Listed
Version: 1.5.7
Downloads/month (PyPI): 40 535
Downloads/week (PyPI): 13 492
Forks (GitHub): 267
Stars (GitHub): 1 747
Not marked · First seen

Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.

The facts side by side

DeepMedChem vs io.github.mims-harvard/tooluniverse
FactDeepMedChemio.github.mims-harvard/tooluniverse
Marketplaces that list it (differs)1 (worse)2 (better)
Stars (GitHub) (differs)7 (worse)1 747 (better)
Forks (GitHub) (differs)2 (worse)267 (better)
Last release (differs)Not published2026-10-13
Where it runs (differs)Installs as a plugin bundleOn your machine (tooluniverse)
Transport (differs)Not statedstdio
Tools it declaresNot publishedNot published
Environment variables it asks for (differs)Not published17, secrets among them: 16
Hooks it runs (differs)Not published2
Parts of the bundle (differs)1174
Licence (differs)MITApache-2.0
Repository (differs)github.com/deep-medchem/deepmedchem-pythongithub.com/mims-harvard/tooluniverse
Changes in the last 7 days (differs)25
First seen (differs)2026-10-152026-10-11

Lines where the two differ have a tinted background and bold values. Where the data itself says which value is better (more marketplaces, a larger figure of the same marketplace, a fresher release, a verified mark on a marketplace that lists both), the better one is also marked green with ▲ and the worse one red with ▼. Where it runs, the transport, the tools, the settings, hooks, the bundle's parts, the licence and the week's changes are marked only as different: more or fewer is not better in itself.

What each says it does

DeepMedChem

In its own words, on Community GitHub marketplaces:

Search make-on-demand chemical spaces with the deepmedchem Python package and dmc CLI: similarity, substructure, sampling, exports, credits, selections, runs, and vendor quotes.

io.github.mims-harvard/tooluniverse

In its own words, on Official MCP Registry:

2,700+ scientific tools for AI scientists: life science, research, literature, and more.

How to run each

DeepMedChem As a Claude Code plugin

Claude Code
/plugin marketplace add deep-medchem/deepmedchem-python
/plugin install deepmedchem@deep-medchem

io.github.mims-harvard/tooluniverse As a local MCP server: PyPI package

Claude Code
claude mcp add --env "ANTHROPIC_API_KEY=<YOUR_ANTHROPIC_API_KEY>" --env "AZURE_OPENAI_API_KEY=<YOUR_AZURE_OPENAI_API_KEY>" --env "BIOGRID_API_KEY=<YOUR_BIOGRID_API_KEY>" --env "BRENDA_PASSWORD=<YOUR_BRENDA_PASSWORD>" --env "DISGENET_API_KEY=<YOUR_DISGENET_API_KEY>" --env "GEMINI_API_KEY=<YOUR_GEMINI_API_KEY>" --env "HF_TOKEN=<YOUR_HF_TOKEN>" --env "NCBI_API_KEY=<YOUR_NCBI_API_KEY>" --env "NVIDIA_API_KEY=<YOUR_NVIDIA_API_KEY>" --env "OMIM_API_KEY=<YOUR_OMIM_API_KEY>" --env "ONCOKB_API_TOKEN=<YOUR_ONCOKB_API_TOKEN>" --env "OPENAI_API_KEY=<YOUR_OPENAI_API_KEY>" --env "OPENROUTER_API_KEY=<YOUR_OPENROUTER_API_KEY>" --env "SEMANTIC_SCHOLAR_API_KEY=<YOUR_SEMANTIC_SCHOLAR_API_KEY>" --env "UMLS_API_KEY=<YOUR_UMLS_API_KEY>" --env "USPTO_API_KEY=<YOUR_USPTO_API_KEY>" --transport stdio tooluniverse -- uvx tooluniverse tooluniverse-smcp-stdio --compact-mode

Requires: ANTHROPIC_API_KEY (secret), AZURE_OPENAI_API_KEY (secret), BIOGRID_API_KEY (secret), BRENDA_PASSWORD (secret), DISGENET_API_KEY (secret), GEMINI_API_KEY (secret), HF_TOKEN (secret), NCBI_API_KEY (secret), NVIDIA_API_KEY (secret), OMIM_API_KEY (secret), ONCOKB_API_TOKEN (secret), OPENAI_API_KEY (secret), OPENROUTER_API_KEY (secret), SEMANTIC_SCHOLAR_API_KEY (secret), UMLS_API_KEY (secret), USPTO_API_KEY (secret)

Commands built only from what the marketplaces declare; the full set for every client is on each card.

Tools each declares

Neither one's marketplaces publish a list of tools, so there is nothing to compare.

Settings each asks for

The marketplaces of DeepMedChem publish no settings it asks for, so we do not compare settings.

What it can do: DeepMedChem · What it can do: io.github.mims-harvard/tooluniverse · Compare two other plugins

Data comes from public marketplace files in GitHub repositories of their authors. Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.

Where the data comes from: how the catalog is built