Ext Ops Panel
Open dashboard
Comparison

JFrog vs Codemagic MCP by usefulapi

JFrog is a plugin bundle for AI coding tools published by jfrog. Marketplaces we read that list it: 2 (Claude Code: claude-plugins-official, Claude Code: claude-plugins-community). Codemagic MCP by usefulapi is an MCP server published by usefulapi.io. Marketplaces we read that list it: 1 (Official MCP Registry). 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
MarketplaceJFrogCodemagic MCP by usefulapi
Claude Code: claude-plugins-official Listed
Version: 0.3.10
Forks (GitHub): 7
Stars (GitHub): 6
Not marked · First seen
Not listed
Claude Code: claude-plugins-community Listed
Version: 0.2.18
Forks (GitHub): 7
Stars (GitHub): 6
Not marked · First seen
Not listed
Official MCP Registry Not listed Listed
Version: 1.11.1
Forks (GitHub): 0
Stars (GitHub): 0
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

JFrog vs Codemagic MCP by usefulapi
FactJFrogCodemagic MCP by usefulapi
Marketplaces that list it (differs)2 (better)1 (worse)
Stars (GitHub) (differs)6 (better)0 (worse)
Forks (GitHub) (differs)7 (better)0 (worse)
Last releaseNot publishedNot published
Where it runs (differs)Installs as a plugin bundleRemote server (codemagic.usefulapi.io/mcp)
Transport (differs)Not statedStreamable HTTP
Tools it declaresNot publishedNot published
Environment variables it asks forNot publishedNot published
Hooks it runs (differs)7Not published
Parts of the bundle (differs)12Not a bundle
Licence (differs)Apache-2.0Not stated
Repository (differs)github.com/jfrog/claude-plugingithub.com/m190/usefulapi-mcp
Changes in the last 7 days00
First seen2026-10-112026-10-11
Endpoint at the last check (differs)no remote endpoint we checknot checked yet

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

JFrog

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

Use the JFrog Platform from Claude Code: Artifactory repos and artifacts, security findings and exposures, Catalog package safety and downloads, workflows across the SDLC, and platform administration.

Codemagic MCP by usefulapi

In its own words, on Official MCP Registry:

Trigger and inspect Codemagic CI builds, apps and artifacts.

How to run each

JFrog As a Claude Code plugin

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

Codemagic MCP by usefulapi As a remote MCP server

Claude Code
claude mcp add --transport http codemagic https://codemagic.usefulapi.io/mcp

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

Tools each declares

Neither one's marketplaces publish a list of tools, so there is nothing to compare.

Settings each asks for

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

What it can do: JFrog · What it can do: Codemagic MCP by usefulapi · Compare two other plugins

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 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