Ext Ops Panel
Open dashboard
Comparison

Python Refactoring Assistant vs perf

Python Refactoring Assistant is an MCP server published by slamer59. Marketplaces we read that list it: 1 (Docker MCP Catalog). perf is a plugin bundle for AI coding tools published by agent-sh. Marketplaces we read that list it: 1 (Claude Code: claude-plugins-community). 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
MarketplacePython Refactoring Assistantperf
Docker MCP Catalog Listed
Version: sha256:4cd4303da424
Forks (GitHub): 6
Pulls (Docker Hub): 36 749
Stars (Docker Hub): 2
Stars (GitHub): 13
Not marked · First seen
Not listed
Claude Code: claude-plugins-community Not listed Listed
Version: 5.1.0
Forks (GitHub): 0
Stars (GitHub): 3
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 perf
FactPython Refactoring Assistantperf
Marketplaces that list it11
Stars (GitHub) (differs)13 (better)3 (worse)
Pulls (Docker Hub) (differs)36 749No 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
Parts of the bundle (differs)Not a bundle15
LicenceMITMIT
Repository (differs)github.com/slamer59/mcp-python-refactoringgithub.com/agent-sh/perf
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.

Tools each declares

The marketplaces of perf 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: perf · 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