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Comparison

Contextflo vs GoldenFlow

Contextflo is an MCP server published by contextflo.com. Marketplaces we read that list it: 1 (Official MCP Registry). GoldenFlow is an MCP server published by benseverndev-oss. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-22. 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
MarketplaceContextfloGoldenFlow
Official MCP Registry Listed
Version: 1.0.0
No figure published
Not marked · First seen
Listed
Version: 2.2.0
Downloads/month (PyPI): 511
Downloads/week (PyPI): 58
Forks (GitHub): 1
Stars (GitHub): 1
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

Contextflo vs GoldenFlow
FactContextfloGoldenFlow
Marketplaces that list it11
Stars (GitHub) (differs)No figure on GitHub1
Forks (GitHub) (differs)No figure on GitHub1
Last releaseNot publishedNot published
Where it runs (differs)Remote server (mcp.contextflo.com/mcp)Remote server (goldenflow-mcp-production.up.railway.app/mcp)
TransportStreamable HTTPStreamable HTTP
Tools it declaresNot publishedNot published
Environment variables it asks forNot publishedNot published
LicenceNot statedNot stated
Repository (differs)Not statedgithub.com/benseverndev-oss/goldenflow
Changes in the last 7 days00
First seen2026-10-112026-10-11
Endpoint at the last check (differs)Responded 12 h agoAnswered with HTTP 404 (3 days ago)

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

Contextflo

In its own words, on Official MCP Registry:

Query your warehouse or a CSV with Claude/ChatGPT over MCP, governed by table-level ACL + audit.

GoldenFlow

In its own words, on Official MCP Registry:

Standardize, reshape, and normalize messy data — CSV, Excel, Parquet, S3, databases.

How to run each

Contextflo As a remote MCP server

Claude Code
claude mcp add --transport http contextflo https://mcp.contextflo.com/mcp

GoldenFlow As a remote MCP server

Claude Code
claude mcp add --transport http goldenflow https://goldenflow-mcp-production.up.railway.app/mcp/

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

Only the endpoint of Contextflo responded at the last daily 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: Contextflo · What it can do: GoldenFlow · 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