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Paper Search vs Enterprise Search

Paper Search is an MCP server published by openags. Marketplaces we read that list it: 1 (Docker MCP Catalog). Enterprise Search is a plugin bundle for AI coding tools published by Anthropic. Marketplaces we read that list it: 1 (Claude: knowledge-work-plugins). 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
MarketplacePaper SearchEnterprise Search
Docker MCP Catalog Listed
Version: sha256:19d0af269a55
Forks (GitHub): 295
Pulls (Docker Hub): 45 223
Stars (Docker Hub): 5
Stars (GitHub): 2 819
Not marked · First seen
Not listed
Claude: knowledge-work-plugins Not listed Listed
Version: 1.3.0
Forks (GitHub): 3 345
Stars (GitHub): 29 497
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 Enterprise Search
FactPaper SearchEnterprise Search
Marketplaces that list it11
Stars (GitHub) (differs)2 819 (worse)29 497 (better)
Pulls (Docker Hub) (differs)45 223No figure on Docker Hub
Forks (GitHub) (differs)295 (worse)3 345 (better)
Last releaseNot publishedNot published
Where it runs (differs)On your machine (mcp/paper-search)Installs as a plugin bundle
Transport (differs)stdioNot stated
Tools it declares (differs)57Not published
Environment variables it asks forNot publishedNot published
Parts of the bundle (differs)Not a bundle12
Licence (differs)MITNot stated
Repository (differs)github.com/openags/paper-search-mcpgithub.com/anthropics/knowledge-work-plugins
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.

Enterprise Search

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

Search across all of your company's tools in one place. Find anything across email, chat, documents, and wikis without switching between apps.

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

Enterprise Search As a Claude Code plugin

Claude Code
/plugin marketplace add anthropics/knowledge-work-plugins
/plugin install enterprise-search@knowledge-work-plugins

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

Tools each declares

The marketplaces of Enterprise Search publish no list of tools, so we do not compare tools.

Settings each asks for

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

What it can do: Paper Search · What it can do: Enterprise Search · Compare two other plugins

Data comes from the Docker MCP Catalog (desktop.docker.com/mcp/catalog) and Docker Hub. Data comes from the public marketplace file https://github.com/anthropics/knowledge-work-plugins/blob/HEAD/.claude-plugin/marketplace.json. 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