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Python Refactoring Assistant vs stetkeep

Python Refactoring Assistant is an MCP server published by slamer59. Marketplaces we read that list it: 1 (Docker MCP Catalog). stetkeep is a plugin bundle for AI coding tools published by chanjoongx. Marketplaces we read that list it: 1 (Claude Code: claude-plugins-community). As of our marketplace pass on 2026-10-13. 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
MarketplacePython Refactoring Assistantstetkeep
Docker MCP Catalog Listed
Version: sha256:4cd4303da424
Forks (GitHub): 6
Pulls (Docker Hub): 36 861
Stars (Docker Hub): 2
Stars (GitHub): 13
Not marked · First seen
Not listed
Claude Code: claude-plugins-community Not listed Listed
Version: 0.4.6
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

Python Refactoring Assistant vs stetkeep
FactPython Refactoring Assistantstetkeep
Marketplaces that list it11
Stars (GitHub) (differs)13 (better)0 (worse)
Pulls (Docker Hub) (differs)36 861No figure on Docker Hub
Forks (GitHub) (differs)6 (better)0 (worse)
Last releaseNot publishedNot published
Where it runs (differs)On your machine (mcp/mcp-python-refactoring)Installs as a plugin bundle
Transport (differs)stdioNot stated
Tools it declares (differs)9Not published
Environment variables it asks forNot publishedNot published
Hooks it runs (differs)Not published1
Parts of the bundle (differs)Not a bundle7
LicenceMITMIT
Repository (differs)github.com/slamer59/mcp-python-refactoringgithub.com/chanjoongx/stetkeep
Changes in the last 7 days00
First seen (differs)2026-10-112026-10-12

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

Python Refactoring Assistant

In its own words, on Docker MCP Catalog:

Educational Python refactoring assistant that provides guided suggestions for AI assistants.

stetkeep

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

stetkeep stops Claude from refactoring code that's intentionally the way it is. Two pillars: 1) XML-structured behavior protocols (BRAIN/CRAFT/PERF, ~1.8K tokens each) encode routing, refactor discipline, and measurement-first performance rules using the XML tagging pattern Anthropic's prompting guide recommends for reliable parsing. 2) A 16-entry false-positive catalog of patterns Claude commonly mis-flags as anti-patterns: 1000-line constants files (not God Files, just data tables), V8-optimized .map.map.map chains, below-fold <img> tags, useMemo that fixes reference-equality bugs. No other plugin in the directory ships this. Enforcement is mechanical, not prompted: permission deny-lists, PreToolUse hooks (safety-net.sh / .ps1), tool-scoped subagents that cannot Write new files, and path-scoped rules that auto-load CRAFT/PERF on src/** access. Honest 5-layer breakdown in ARCHITECTURE.md §1. Supply chain hardened: zero runtime dependencies, OIDC Trusted Publisher (no long-lived npm token), Sigstore SLSA v1 p

How to run each

Python Refactoring Assistant As a local MCP server: Docker image

Claude Code
claude mcp add --transport stdio mcp-python-refactoring -- docker run -i --rm mcp/mcp-python-refactoring

stetkeep As a Claude Code plugin

Claude Code
/plugin marketplace add anthropics/claude-plugins-community
/plugin install stetkeep@claude-community

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

Tools each declares

The marketplaces of stetkeep 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: Python Refactoring Assistant · What it can do: stetkeep · 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-community/blob/HEAD/.claude-plugin/marketplace.json. 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