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Comparison

DosePlot Agent API vs io.github.mims-harvard/tooluniverse

DosePlot Agent API is an MCP server published by doseplot.com. Marketplaces we read that list it: 1 (Official MCP Registry). 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 2026-10-25. 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
MarketplaceDosePlot Agent APIio.github.mims-harvard/tooluniverse
Official MCP Registry Listed
Version: 1.0.0
No figure published
Not marked · First seen
Listed
Version: 1.5.7
Downloads/month (PyPI): 40 535
Downloads/week (PyPI): 15 633
Forks (GitHub): 267
Stars (GitHub): 1 757
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

DosePlot Agent API vs io.github.mims-harvard/tooluniverse
FactDosePlot Agent APIio.github.mims-harvard/tooluniverse
Marketplaces that list it (differs)1 (worse)2 (better)
Stars (GitHub) (differs)No figure on GitHub1 757
Forks (GitHub) (differs)No figure on GitHub267
Last release (differs)Not published2026-10-22
Where it runs (differs)Remote server (api.doseplot.com/mcp)On your machine (tooluniverse)
Transport (differs)Streamable HTTPstdio
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)Not a bundle174
Licence (differs)Not statedApache-2.0
Repository (differs)Not statedgithub.com/mims-harvard/tooluniverse
Changes in the last 7 days (differs)02
First seen2026-10-112026-10-11
Endpoint at the last check (differs)Responded less than an hour agono remote endpoint we check

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

DosePlot Agent API

In its own words, on Official MCP Registry:

PK serum simulation, reconstitution math and compound data for agents. Paid tools $0.01 via x402.

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

DosePlot Agent API As a remote MCP server

Claude Code
claude mcp add --transport http agent-api https://api.doseplot.com/mcp

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.

Only DosePlot Agent API has a remote endpoint we check. How we check endpoints

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 DosePlot Agent API publish no settings it asks for, so we do not compare settings.

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

Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Data comes from public marketplace files in GitHub repositories of their authors. 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