Python Docs MCP Server vs MPM-Coding
Python Docs MCP Server is an MCP server published by ayhammouda. Marketplaces we read that list it: 1 (Official MCP Registry). MPM-Coding is an MCP server published by halflifezyf2680. Marketplaces we read that list it: 1 (Official MCP Registry). 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 Docs MCP Server |  MPM-Coding |
|---|---|---|
| Official MCP Registry | Listed Version: 0.3.2 Downloads/month (PyPI): 182 Downloads/week (PyPI): 215 Forks (GitHub): 3 Stars (GitHub): 9 Not marked · First seen |
Listed Version: 2.11.0 Forks (GitHub): 3 Stars (GitHub): 17 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 Docs MCP Server | MPM-Coding |
|---|---|---|
| Marketplaces that list it | 1 | 1 |
| Stars (GitHub) (differs) | 9 (worse) | 17 (better) |
| Forks (GitHub) | 3 | 3 |
| Last release | Not published | Not published |
| Where it runs (differs) | On your machine (python-docs-mcp-server) | On your machine (https://github.com/halflifezyf2680/MPM-Coding/releases/download/v2.11.0/mpm-coding-v2.11.0.mcpb) |
| Transport | stdio | stdio |
| Tools it declares | Not published | Not published |
| Environment variables it asks for | Not published | Not published |
| Licence | Not stated | Not stated |
| Repository (differs) | github.com/ayhammouda/python-docs-mcp-server | github.com/halflifezyf2680/mpm-coding |
| Changes in the last 7 days | 0 | 0 |
| 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 Docs MCP Server
The canonical Python stdlib oracle for AI coding agents — always free, always MIT, token-frugal.
MPM-Coding
Tool-first MCP: AST nav, impact/flow, task chains, memo/recall.
How to run each
Python Docs MCP Server As a local MCP server: PyPI package
claude mcp add --transport stdio python-docs-mcp-server -- uvx python-docs-mcp-serverMPM-Coding
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
Neither one's marketplaces publish a list of tools, so there is nothing to compare.
Settings each asks for
Neither one's marketplaces publish the settings it asks for.
What it can do: Python Docs MCP Server · What it can do: MPM-Coding · Compare two other plugins
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.