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Paper Search vs literature-review-toolkit

Paper Search is an MCP server published by openags. Marketplaces we read that list it: 1 (Docker MCP Catalog). literature-review-toolkit is a plugin bundle for AI coding tools published by Jack L. Gallant. Marketplaces we read that list it: 1 (Community GitHub marketplaces). As of our marketplace pass on 2026-10-20. 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 Searchliterature-review-toolkit
Docker MCP Catalog Listed
Version: sha256:19d0af269a55
Forks (GitHub): 311
Pulls (Docker Hub): 45 554
Stars (Docker Hub): 5
Stars (GitHub): 2 864
Not marked · First seen
Not listed
Community marketplace gallantlab/literature-review-toolkit Not listed Listed
Version: 2.4.10
Forks (GitHub): 1
Stars (GitHub): 21
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 literature-review-toolkit
FactPaper Searchliterature-review-toolkit
Marketplaces that list it11
Stars (GitHub) (differs)2 864 (better)21 (worse)
Pulls (Docker Hub) (differs)45 554No figure on Docker Hub
Forks (GitHub) (differs)311 (better)1 (worse)
Last release (differs)Not published2026-10-20
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 bundle1
LicenceMITMIT
Repository (differs)github.com/openags/paper-search-mcpgithub.com/gallantlab/literature-review-toolkit
Changes in the last 7 days (differs)04
First seen (differs)2026-10-112026-10-19

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.

literature-review-toolkit

In its own words, on Community GitHub marketplaces:

Drive an LLM agent through a structured academic literature review — search, verify, canonicalize references, count citations, cross-reference, and assemble an annotated bibliography.

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

literature-review-toolkit As a Claude Code plugin

Claude Code
/plugin marketplace add gallantlab/literature-review-toolkit
/plugin install literature-review-toolkit@literature-review-toolkit

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

Tools each declares

The marketplaces of literature-review-toolkit 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: literature-review-toolkit · Compare two other plugins

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