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Comparison

Paper Search vs firecrawl

Paper Search is an MCP server published by openags. Marketplaces we read that list it: 1 (Docker MCP Catalog). firecrawl is a plugin bundle for AI coding tools published by firecrawl. Marketplaces we read that list it: 3 (Claude Code: claude-plugins-official, Claude Code: claude-plugins-community, Community GitHub marketplaces). As of our marketplace pass on 2026-10-12. 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 Searchfirecrawl
Docker MCP Catalog Listed
Version: sha256:19d0af269a55
Forks (GitHub): 294
Pulls (Docker Hub): 45 045
Stars (Docker Hub): 5
Stars (GitHub): 2 789
Not marked · First seen
Not listed
Claude Code: claude-plugins-official Not listed Listed
Version: 1.0.9
Forks (GitHub): 33
Stars (GitHub): 237
Not marked · First seen
Claude Code: claude-plugins-community Not listed Listed
Version: 1.0.9
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

Paper Search vs firecrawl
FactPaper Searchfirecrawl
Marketplaces that list it (differs)1 (worse)3 (better)
Stars (GitHub) (differs)2 789 (better)237 (worse)
Pulls (Docker Hub) (differs)45 045No figure on Docker Hub
Forks (GitHub) (differs)294 (better)33 (worse)
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 bundle14
Licence (differs)MITNot stated
Repository (differs)github.com/openags/paper-search-mcpgithub.com/firecrawl/firecrawl-claude-plugin
Changes in the last 7 days (differs)02
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.

firecrawl

In its own words, on Claude Code: claude-plugins-official:

Web scraping and crawling powered by Firecrawl. Turn any website into clean, LLM-ready markdown or structured data. Scrape single pages, crawl entire sites, search the web, and extract structured information. Includes an AI agent for autonomous multi-source data gathering - just describe what you need and it finds, navigates, and extracts automatically.

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

firecrawl As a Claude Code plugin

Claude Code
/plugin install firecrawl@claude-plugins-official

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

Tools each declares

The marketplaces of firecrawl 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: firecrawl · 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/claude-plugins-official/blob/HEAD/.claude-plugin/marketplace.json. Data comes from the public marketplace file https://github.com/anthropics/claude-plugins-community/blob/HEAD/.claude-plugin/marketplace.json. 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