Python Refactoring Assistant vs SLM Agent by ScaleDown
Python Refactoring Assistant is an MCP server published by slamer59. Marketplaces we read that list it: 1 (Docker MCP Catalog). SLM Agent by ScaleDown is a plugin bundle for AI coding tools published by scaledown-team. 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
| Marketplace | ||
|---|---|---|
| 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: 0.1.7 Forks (GitHub): 5 Stars (GitHub): 20 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
| Fact | Python Refactoring Assistant | SLM Agent by ScaleDown |
|---|---|---|
| Marketplaces that list it | 1 | 1 |
| Stars (GitHub) (differs) | 13 (worse) | 20 (better) |
| Pulls (Docker Hub) (differs) | 36 749 | No figure on Docker Hub |
| Forks (GitHub) (differs) | 6 (better) | 5 (worse) |
| Last release | Not published | Not published |
| Where it runs (differs) | On your machine (mcp/mcp-python-refactoring) | On your machine (@scaledown/migration-agent) |
| Transport (differs) | stdio | Not stated |
| Tools it declares (differs) | 9 | Not published |
| Environment variables it asks for | Not published | Not published |
| Parts of the bundle (differs) | Not a bundle | 3 |
| Licence | MIT | MIT |
| Repository (differs) | github.com/slamer59/mcp-python-refactoring | github.com/scaledown-team/slm_agent |
| Changes in the last 7 days | 0 | 0 |
| First seen (differs) | 2026-10-11 | 2026-10-12 |
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
Educational Python refactoring assistant that provides guided suggestions for AI assistants.
SLM Agent by ScaleDown
SLM Agent scans your codebase for AI API calls and generates a structured migration plan showing exactly where you can swap frontier LLM calls (Opus) for Small Language Models API calls like Haiku or Sonnet. It performs deep cross-file analysis: tracing prompts to their construction site, following callers across files, and classifying each call by what it actually does. Each finding includes a complexity score, confidence level, estimated savings, and for multi-task calls, a step-by-step decomposition. The output is a saved report.md in your project with a full API reference, so you can migrate. No source code or codebase data is sent to any external server (except Claude) during analysis.
How to run each
Python Refactoring Assistant As a local MCP server: Docker image
claude mcp add --transport stdio mcp-python-refactoring -- docker run -i --rm mcp/mcp-python-refactoringSLM Agent by ScaleDown
No data for an automatic command: what its marketplaces declare does not say unambiguously how to connect it.
Commands built only from what the marketplaces declare; the full set for every client is on each card.
Tools each declares
The marketplaces of SLM Agent by ScaleDown 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: SLM Agent by ScaleDown · 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.