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Paper Search vs Science AI Journal MCP Server

Paper Search is an MCP server published by openags. Marketplaces we read that list it: 1 (Docker MCP Catalog). Science AI Journal MCP Server is an MCP server published by SelfPy. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-16. 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
MarketplacePaper SearchScience AI Journal MCP Server
Docker MCP Catalog Listed
Version: sha256:19d0af269a55
Forks (GitHub): 300
Pulls (Docker Hub): 45 327
Stars (Docker Hub): 5
Stars (GitHub): 2 843
Not marked · First seen
Not listed
Official MCP Registry Not listed Listed
Version: 0.1.2
Downloads/month (npm): 195
Downloads/week (npm): 34
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

Paper Search vs Science AI Journal MCP Server
FactPaper SearchScience AI Journal MCP Server
Marketplaces that list it11
Stars (GitHub) (differs)2 843No figure on GitHub
Pulls (Docker Hub) (differs)45 327No figure on Docker Hub
Forks (GitHub) (differs)300No figure on GitHub
Last releaseNot publishedNot published
Where it runs (differs)On your machine (mcp/paper-search)On your machine (science-ai-mcp-server)
Transportstdiostdio
Tools it declares (differs)57Not published
Environment variables it asks for (differs)Not published2, secrets among them: 1
Licence (differs)MITNot stated
Repository (differs)github.com/openags/paper-search-mcpNot stated
Changes in the last 7 days00
First seen2026-10-112026-10-11

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

Paper Search

In its own words, on Docker MCP Catalog:

MCP, CLI, Skills for searching and downloading academic papers from multiple sources like arXiv, PubMed, bioRxiv, etc.

Science AI Journal MCP Server

In its own words, on Official MCP Registry:

Academic peer-review, research-gap finding, journal recommender, and article writer tools.

How to run each

Paper Search As a local MCP server: Docker image

Claude Code
claude mcp add --transport stdio paper-search -- docker run -i --rm mcp/paper-search

Science AI Journal MCP Server As a local MCP server: npm package

Claude Code
claude mcp add --env "SCIENCE_AI_API_KEY=<YOUR_SCIENCE_AI_API_KEY>" --transport stdio science-ai-mcp-server -- npx -y science-ai-mcp-server

Requires: SCIENCE_AI_API_KEY (secret)

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

Tools each declares

The marketplaces of Science AI Journal MCP Server publish no list of tools, so we do not compare tools.

Settings each asks for

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

What it can do: Paper Search · What it can do: Science AI Journal MCP Server · Compare two other plugins

Data comes from the Docker MCP Catalog (desktop.docker.com/mcp/catalog) and Docker Hub. 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