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advanced-security vs Scholar Feed

advanced-security is a plugin bundle for AI coding tools published by github. Marketplaces we read that list it: 1 (Copilot CLI: github/copilot-plugins). Scholar Feed is an MCP server published by YGao2005. Marketplaces we read that list it: 2 (Official MCP Registry, Community GitHub marketplaces). 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
Marketplaceadvanced-securityScholar Feed
Copilot CLI: github/copilot-plugins Listed
Version: 1.0.0
Forks (GitHub): 6
Stars (GitHub): 20
Not marked · First seen
Not listed
Official MCP Registry Not listed Listed
Version: 3.20.0
Downloads/month (npm): 664
Downloads/week (npm): 130
Forks (GitHub): 4
Stars (GitHub): 12
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

advanced-security vs Scholar Feed
Factadvanced-securityScholar Feed
Marketplaces that list it (differs)1 (worse)2 (better)
Stars (GitHub) (differs)20 (better)12 (worse)
Forks (GitHub) (differs)6 (better)4 (worse)
Last releaseNot publishedNot published
Where it runs (differs)Remote server (api.githubcopilot.com/mcp)Remote server or your machine
TransportStreamable HTTPStreamable HTTP
Tools it declaresNot publishedNot published
Environment variables it asks for (differs)Not published1, secrets among them: 1
Parts of the bundle (differs)31
Licence (differs)Not statedMIT
Repository (differs)github.com/github/copilot-advanced-security-plugingithub.com/ygao2005/scholar-feed-mcp
Changes in the last 7 days (differs)02
First seen2026-10-112026-10-11
Endpoint at the last check (differs)not checked yetResponded 21 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

advanced-security

In its own words, on Copilot CLI: github/copilot-plugins:

Advanced Security plugin for GitHub Copilot.

Scholar Feed

In its own words, on Official MCP Registry:

Rank CS/AI/ML papers by citations, forecast impact, or code adoption; trace 23.2M citation edges.

How to run each

advanced-security

No data for an automatic command: what its marketplaces declare does not say unambiguously how to connect it.

Scholar Feed As a Claude Code plugin

Claude Code
/plugin marketplace add ygao2005/scholar-feed-mcp
/plugin install scholar-feed@scholar-feed

Requires: SF_API_KEY (secret)

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

Only Scholar Feed 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

The marketplaces of advanced-security publish no settings it asks for, so we do not compare settings.

What it can do: advanced-security · What it can do: Scholar Feed · Compare two other plugins

Data comes from the public marketplace file https://github.com/github/copilot-plugins/blob/HEAD/.github/plugin/marketplace.json. Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. 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