SERVER

GoldenFlow

Rank #12,831

io.github.benseverndev-oss/goldenflow

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

7 versions
1 GitHub stars
by benseverndev-oss (3 servers)View repository ↗
First listed
Mar 25, 2026
Last publish date
Aug 16, 2026
PURPOSE

What you can do with GoldenFlow

GoldenFlow is a Model Context Protocol (MCP) server published by benseverndev-oss. It ranks #12,831 of 168,415 active servers on MCP Toplist, and its repository has 1 GitHub stars. GoldenFlow is listed across 2 registries — Official MCP and PulseMCP, with 7 tracked versions. It was first listed on Mar 25, 2026 and most recently updated on Aug 16, 2026.

Not verifiedMCP Toplist has not yet written a checked profile for this server, so the paragraph above is assembled from registry data only. The repository README is the authority on what it does.

CAPABILITIES AND LIMITATIONS

What GoldenFlow can and cannot do

Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.

REQUIREMENTS

What you need before using GoldenFlow

DeclaredNo credentialsNo credentials declared

The registry listing declares no required environment variables or authentication. This is declared metadata, not a verified install — the repository README is the authority.

MCP Toplist probed the public endpoint on Oct 29, 2026 and could not complete the MCP handshake (jsonrpc error). Requirements remain unverified.

Declared by the Official MCP Registry, last synced Nov 4, 2026. Not independently verified by MCP Toplist.

Declared in the registry install config

Hosted endpoint declared as public.

INSTALLATION AND FIRST TASK

Connect GoldenFlow and confirm it works

Remote · HTTP
claude mcp add --transport http goldenflow https://goldenflow-mcp-production.up.railway.app/mcp/
Python package (PyPI)
claude mcp add goldenflow -- uvx goldenflow
First successful task

After adding the config, ask your client to list this server's tools. A tool list confirms the connection; an empty list or an error means the server did not start or needs credentials.

ALTERNATIVES

When to choose another server

Other servers by benseverndev-oss
View all benseverndev-oss servers →

No task-specific alternatives are catalogued for GoldenFlowyet; the list above is its publisher's other servers.

MAINTENANCE AND EVIDENCE

What changed, and when this was checked

First listed
Mar 25, 2026
Latest version published
Aug 16, 2026
Version history
7 versions tracked (below)
Requirements evidence
MCP Toplist probed the public endpoint on Oct 29, 2026 and could not complete the MCP handshake (jsonrpc error). Requirements remain unverified.
Profile checked
Not yet — purpose, capabilities and requirements above come from registry data only
Ranking data as of
Aug 31, 2026
Registry sightings

Do you maintain GoldenFlow? to correct or enrich this profile.

VERSIONS

Available versions (7)

1.2.0 · Jun 1, 20261.3.0 · Jun 24, 20261.4.0 · Jul 4, 20261.13.0 · Jul 5, 20262.0.0 · Jul 8, 20262.1.0 · Jul 13, 20262.2.0 · Aug 16, 2026Jun 1, 2026Aug 16, 2026
VersionPublished
2.2.0Aug 16, 2026
2.1.0Jul 13, 2026
2.0.0Jul 8, 2026
1.13.0Jul 5, 2026
1.4.0Jul 4, 2026
1.3.0Jun 24, 2026
1.2.0Jun 1, 2026
STANDING
#12,831of 168,415 active serversTop 10%

Ranks ahead of 155,584 of 168,415 servers on MCP Toplist.

BADGE

Show your rank

Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.

MCP Toplist: Top 10% of 168,415
Markdown
[![MCP Toplist](https://mcptoplist.com/badge/io.github.benseverndev-oss%2Fgoldenflow.svg)](https://mcptoplist.com/server/io.github.benseverndev-oss%2Fgoldenflow)
HTML
<a href="https://mcptoplist.com/server/io.github.benseverndev-oss%2Fgoldenflow"><img src="https://mcptoplist.com/badge/io.github.benseverndev-oss%2Fgoldenflow.svg" alt="MCP Toplist: Top 10% of 168,415" /></a>

Variants: append ?metric=score or ?metric=stars to the image URL.

FAQ

Frequently asked questions

Who maintains GoldenFlow?
GoldenFlow is maintained by benseverndev-oss, which publishes 3 MCP servers (26 total versions) tracked on MCP Toplist.
Is GoldenFlow listed on the Official MCP Registry?
Yes — GoldenFlow is listed on the Official MCP Registry, alongside PulseMCP.
How many versions does GoldenFlow have?
MCP Toplist tracks 7 versions of GoldenFlow, most recently published on Aug 16, 2026.
Where can I find the source code for GoldenFlow?
The source code for GoldenFlow is hosted at github.com/benseverndev-oss/goldenflow.
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