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
| Marketplace | ||
|---|---|---|
| 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
| Fact | DosePlot Agent API | io.github.mims-harvard/tooluniverse |
|---|---|---|
| Marketplaces that list it (differs) | 1 (worse) | 2 (better) |
| Stars (GitHub) (differs) | No figure on GitHub | 1 757 |
| Forks (GitHub) (differs) | No figure on GitHub | 267 |
| Last release (differs) | Not published | 2026-10-22 |
| Where it runs (differs) | Remote server (api.doseplot.com/mcp) | On your machine (tooluniverse) |
| Transport (differs) | Streamable HTTP | stdio |
| Tools it declares | Not published | Not published |
| Environment variables it asks for (differs) | Not published | 17, secrets among them: 16 |
| Hooks it runs (differs) | Not published | 2 |
| Parts of the bundle (differs) | Not a bundle | 174 |
| Licence (differs) | Not stated | Apache-2.0 |
| Repository (differs) | Not stated | github.com/mims-harvard/tooluniverse |
| Changes in the last 7 days (differs) | 0 | 2 |
| First seen | 2026-10-11 | 2026-10-11 |
| Endpoint at the last check (differs) | Responded less than an hour ago | no 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
PK serum simulation, reconstitution math and compound data for agents. Paid tools $0.01 via x402.
io.github.mims-harvard/tooluniverse
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 mcp add --transport http agent-api https://api.doseplot.com/mcp
io.github.mims-harvard/tooluniverse As a local MCP server: PyPI package
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.