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ralph-loop vs io.github.adelinamart/robrain

ralph-loop is a plugin bundle for AI coding tools published by Anthropic. Marketplaces we read that list it: 1 (Claude Code: claude-plugins-official). io.github.adelinamart/robrain is an MCP server published by adelinamart. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-18. 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
Marketplaceralph-loopio.github.adelinamart/robrain
Claude Code: claude-plugins-official Listed
Version: 1.0.0
Forks (GitHub): 4 462
Stars (GitHub): 41 694
Not marked · First seen
Not listed
Official MCP Registry Not listed Listed
Version: 2.4.9
Downloads/month (npm): 434
Downloads/week (npm): 112
Forks (GitHub): 5
Stars (GitHub): 82
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

ralph-loop vs io.github.adelinamart/robrain
Factralph-loopio.github.adelinamart/robrain
Marketplaces that list it11
Stars (GitHub) (differs)41 694 (better)82 (worse)
Forks (GitHub) (differs)4 462 (better)5 (worse)
Last releaseNot publishedNot published
Where it runs (differs)Installs as a plugin bundleOn your machine (robrain)
Transport (differs)Not statedstdio
Tools it declaresNot publishedNot published
Environment variables it asks for (differs)Not published2, secrets among them: 1
Hooks it runs (differs)1Not published
Parts of the bundle (differs)4Not a bundle
LicenceNot statedNot stated
Repository (differs)github.com/anthropics/claude-plugins-officialgithub.com/adelinamart/robrain
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

ralph-loop

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

Interactive self-referential AI loops for iterative development, implementing the Ralph Wiggum technique. Claude works on the same task repeatedly, seeing its previous work, until completion.

io.github.adelinamart/robrain

In its own words, on Official MCP Registry:

Self-hosted decision memory for AI coding agents; warns before re-proposing a rejected approach.

How to run each

ralph-loop As a Claude Code plugin

Claude Code
/plugin install ralph-loop@claude-plugins-official

io.github.adelinamart/robrain As a local MCP server: npm package

Claude Code
claude mcp add --env "PERCEPTION_API_KEY=<YOUR_PERCEPTION_API_KEY>" --transport stdio robrain -- npx -y robrain mcp

Requires: PERCEPTION_API_KEY (secret)

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

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

What it can do: ralph-loop · What it can do: io.github.adelinamart/robrain · 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 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