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Run Python vs org.llmref/llmref

Run Python is an MCP server published by hal9ai. Marketplaces we read that list it: 1 (Official MCP Registry). org.llmref/llmref is an MCP server published by llmref.org. Marketplaces we read that list it: 1 (Official MCP Registry). 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
MarketplaceRun Pythonorg.llmref/llmref
Official MCP Registry Listed
Version: 0.0.1
Forks (GitHub): 1
Stars (GitHub): 0
Not marked · First seen
Listed
Version: 0.1.0
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

Run Python vs org.llmref/llmref
FactRun Pythonorg.llmref/llmref
Marketplaces that list it11
Stars (GitHub)00
Forks (GitHub) (differs)1 (better)0 (worse)
Last releaseNot publishedNot published
Where it runs (differs)Remote server (next.hal9.ai/mcp/mcpbuild/run-python)Remote server (api.llmref.org/v1/mcp)
TransportStreamable HTTPStreamable HTTP
Tools it declaresNot publishedNot published
Environment variables it asks forNot publishedNot published
LicenceNot statedNot stated
Repository (differs)github.com/hal9ai/mcp.buildgithub.com/reclear-io/llmref-plugin
Changes in the last 7 days00
First seen2026-10-112026-10-11
Endpoint at the last check (differs)Not responding since 2026-10-13not checked yet

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

Run Python

In its own words, on Official MCP Registry:

Run Python code from natural language prompts, with optional PyPI package install.

org.llmref/llmref

In its own words, on Official MCP Registry:

Versioned documentation registry and semantic search for AI tools and coding assistants.

How to run each

Run Python As a remote MCP server

Claude Code
claude mcp add --transport http run-python https://next.hal9.ai/mcp/mcpbuild/run-python

org.llmref/llmref As a remote MCP server

Claude Code
claude mcp add --transport http llmref https://api.llmref.org/v1/mcp

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

Only Run Python has a remote endpoint we check. How we check endpoints

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: Run Python · What it can do: org.llmref/llmref · 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.

Where the data comes from: how the catalog is built