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Bio Research vs AI/ML Research Papers

Bio Research is a plugin bundle for AI coding tools published by Anthropic. Marketplaces we read that list it: 1 (Claude: knowledge-work-plugins). AI/ML Research Papers is an MCP server published by memoryapi.org. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-14. 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
MarketplaceBio ResearchAI/ML Research Papers
Claude: knowledge-work-plugins Listed
Version: 1.2.0
Forks (GitHub): 3 345
Stars (GitHub): 29 497
Not marked · First seen
Not listed
Official MCP Registry Not listed Listed
Version: 1.0.0
No figure published
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

Bio Research vs AI/ML Research Papers
FactBio ResearchAI/ML Research Papers
Marketplaces that list it11
Stars (GitHub) (differs)29 497No figure on GitHub
Forks (GitHub) (differs)3 345No figure on GitHub
Last releaseNot publishedNot published
Where it runs (differs)Installs as a plugin bundleRemote server (ai.memoryapi.org/mcp)
Transport (differs)Not statedStreamable HTTP
Tools it declaresNot publishedNot published
Environment variables it asks forNot publishedNot published
Parts of the bundle (differs)17Not a bundle
LicenceNot statedNot stated
Repository (differs)github.com/anthropics/knowledge-work-pluginsNot stated
Changes in the last 7 days00
First seen2026-10-112026-10-11
Endpoint at the last check (differs)no remote endpoint we checkResponded 11 h ago

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

Bio Research

In its own words, on Claude: knowledge-work-plugins:

Connect to preclinical research tools and databases (literature search, genomics analysis, target prioritization) to accelerate early-stage life sciences R&D

AI/ML Research Papers

In its own words, on Official MCP Registry:

AI/ML research papers from arXiv, DBLP, and HuggingFace

How to run each

Bio Research As a Claude Code plugin

Claude Code
/plugin marketplace add anthropics/knowledge-work-plugins
/plugin install bio-research@knowledge-work-plugins

AI/ML Research Papers As a remote MCP server

Claude Code
claude mcp add --transport http ai https://ai.memoryapi.org/mcp

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

Only AI/ML Research Papers 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

Neither one's marketplaces publish the settings it asks for.

What it can do: Bio Research · What it can do: AI/ML Research Papers · Compare two other plugins

Data comes from the public marketplace file https://github.com/anthropics/knowledge-work-plugins/blob/HEAD/.claude-plugin/marketplace.json. 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