Ext Ops Panel
Open dashboard
Comparison

cxg-census-mcp vs Catnap

cxg-census-mcp is an MCP server published by MaxMLang. Marketplaces we read that list it: 1 (Official MCP Registry). Catnap is an MCP server published by pipeworx-io. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-11-07. 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
Marketplacecxg-census-mcpCatnap
Official MCP Registry Listed
Version: 0.1.2
Downloads/month (PyPI): 100
Downloads/week (PyPI): 20
Forks (GitHub): 0
Stars (GitHub): 0
Not marked · First seen
Listed
Version: 0.2.1
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

cxg-census-mcp vs Catnap
Factcxg-census-mcpCatnap
Marketplaces that list it11
Stars (GitHub)00
Forks (GitHub)00
Last release (differs)Not published2026-10-31
Where it runs (differs)On your machine (cxg-census-mcp)Remote server (gateway.pipeworx.io/catnap/mcp)
Transport (differs)stdioStreamable HTTP
Tools it declaresNot publishedNot published
Environment variables it asks for (differs)Not published1, secrets among them: 1
LicenceNot statedNot stated
Repository (differs)github.com/maxmlang/cxg-census-mcpgithub.com/pipeworx-io/mcp-catnap
Changes in the last 7 days00
First seen2026-10-112026-10-11
Endpoint at the last check (differs)no remote endpoint we checkStatus out of date: last check 2 days ago returned HTTP 200

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

cxg-census-mcp

In its own words, on Official MCP Registry:

MCP server for the CZ CELLxGENE Census. Single-cell, ontology-aware. Community, unaffiliated.

Catnap

In its own words, on Official MCP Registry:

CATNAP (Compile, Analyze, and Tally Neutralizing Antibody Panels) + the LANL HIV Molecular…

How to run each

cxg-census-mcp As a local MCP server: PyPI package

Claude Code
claude mcp add --transport stdio cxg-census-mcp -- uvx --from "cxg-census-mcp[census]" cxg-census-mcp cxg-census-mcp

Catnap As a remote MCP server

Claude Code
claude mcp add --transport http catnap https://gateway.pipeworx.io/catnap/mcp

Requires: PIPEWORX_API_KEY (secret)

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

Only Catnap 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

The marketplaces of cxg-census-mcp publish no settings it asks for, so we do not compare settings.

What it can do: cxg-census-mcp · What it can do: Catnap · 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