Python Refactoring Assistant vs io.github.giancarloerra/socraticode
Python Refactoring Assistant is an MCP server published by slamer59. Marketplaces we read that list it: 1 (Docker MCP Catalog). io.github.giancarloerra/socraticode is an MCP server published by giancarloerra. Marketplaces we read that list it: 3 (Official MCP Registry, Claude Code: claude-plugins-community, Community GitHub marketplaces). As of our marketplace pass on 2026-10-14. 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 |  Python Refactoring Assistant |  io.github.giancarloerra/socraticode |
|---|---|---|
| Docker MCP Catalog | Listed Version: sha256:4cd4303da424 Forks (GitHub): 6 Pulls (Docker Hub): 36 917 Stars (Docker Hub): 2 Stars (GitHub): 13 Not marked · First seen |
Not listed |
| Official MCP Registry | Not listed | Listed Version: 1.16.0 Downloads/month (npm): 19 713 Downloads/week (npm): 2 291 Forks (GitHub): 430 Stars (GitHub): 3 334 Not marked · First seen |
| Claude Code: claude-plugins-community | Not listed | Listed Version: 1.11.0 Forks (GitHub): 430 Stars (GitHub): 3 334 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 | io.github.giancarloerra/socraticode |
|---|---|---|
| Marketplaces that list it (differs) | 1 (worse) | 3 (better) |
| Stars (GitHub) (differs) | 13 (worse) | 3 334 (better) |
| Pulls (Docker Hub) (differs) | 36 917 | No figure on Docker Hub |
| Forks (GitHub) (differs) | 6 (worse) | 430 (better) |
| Last release | Not published | Not published |
| Where it runs (differs) | On your machine (mcp/mcp-python-refactoring) | On your machine (socraticode) |
| Transport | stdio | stdio |
| Tools it declares (differs) | 9 | Not published |
| Environment variables it asks for (differs) | Not published | 17, secrets among them: 6 |
| Hooks it runs (differs) | Not published | 1 |
| Parts of the bundle (differs) | Not a bundle | 5 |
| Licence (differs) | MIT | AGPL-3.0-only |
| Repository (differs) | github.com/slamer59/mcp-python-refactoring | github.com/giancarloerra/socraticode |
| Changes in the last 7 days (differs) | 0 | 2 |
| First seen | 2026-10-11 | 2026-10-11 |
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
Python Refactoring Assistant
Educational Python refactoring assistant that provides guided suggestions for AI assistants.
io.github.giancarloerra/socraticode
MCP server for enterprise local codebase indexing, semantic search, and code dependency graphs.
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-refactoringio.github.giancarloerra/socraticode As a local MCP server: npm package
claude mcp add --env "GOOGLE_API_KEY=<YOUR_GOOGLE_API_KEY>" --env "LITELLM_API_KEY=<YOUR_LITELLM_API_KEY>" --env "LMSTUDIO_API_KEY=<YOUR_LMSTUDIO_API_KEY>" --env "OLLAMA_API_KEY=<YOUR_OLLAMA_API_KEY>" --env "OPENAI_API_KEY=<YOUR_OPENAI_API_KEY>" --env "QDRANT_API_KEY=<YOUR_QDRANT_API_KEY>" --transport stdio socraticode -- npx -y socraticodeRequires: GOOGLE_API_KEY (secret), LITELLM_API_KEY (secret), LMSTUDIO_API_KEY (secret), OLLAMA_API_KEY (secret), OPENAI_API_KEY (secret), QDRANT_API_KEY (secret)
Commands built only from what the marketplaces declare; the full set for every client is on each card.
Tools each declares
The marketplaces of io.github.giancarloerra/socraticode publish no list of tools, so we do not compare tools.
Settings each asks for
The marketplaces of Python Refactoring Assistant publish no settings it asks for, so we do not compare settings.
What it can do: Python Refactoring Assistant · What it can do: io.github.giancarloerra/socraticode · Compare two other plugins
Data comes from the Docker MCP Catalog (desktop.docker.com/mcp/catalog) and Docker Hub. Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Data comes from the public marketplace file https://github.com/anthropics/claude-plugins-community/blob/HEAD/.claude-plugin/marketplace.json. Data comes from public marketplace files in GitHub repositories of their authors. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.