GoldenPipe

Name: GoldenPipe
Author: benseverndev-oss

by benseverndev-ossversion 1.5.0i★ –iComputer or cloud

Registry nameio.github.benseverndev-oss/goldenpipe

Install

Overview

Description from the maker (original English)

One command to validate, transform, and deduplicate — chain GoldenCheck + Flow + Match.

PopNx MCP’s three pillars

These three are never merged into one score: opinions, measurements and popularity are different things.

User voiceiNo reviews yetReviews open together with accounts in a later step
Our basic checksi1 of 1 passedChecked from public information; code not scanned yet
UsageiNot measured yet★ –

What you can do with it

We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.

Connection: Computer or cloud
Transport: stdio, Streamable HTTP
Category: Other

Install

Pick the AI app you use, then copy the settings.

Before you install

Basic checks: 1 of 1 passed
Runs on the maker’s server: what you ask it goes through their server.
The registry lists no key to fill in.

You need

Runs in the cloudNothing to install; it connects over the internet
PyPIPython’s uv installed (for the uvx command)

Which app do you use?

ClaudeClaude CodeCursorVS CodeChatGPT

Pick your app above. We remember it, so next time the button says “Install in …”.

Works in Claude on the web, desktop and mobile:

Open Settings → Connectors
Press Add custom connector
Paste the address below and press Add
If it asks you to sign in, sign in with the maker

https://goldenpipe-mcp-production.up.railway.app/mcp/

Or run it on your computer

Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json

{
  "mcpServers": {
    "goldenpipe": {
      "command": "uvx",
      "args": [
        "goldenpipe"
      ]
    }
  }
}

Run this in your terminal

claude mcp add --transport http goldenpipe https://goldenpipe-mcp-production.up.railway.app/mcp/

Or run it on your computer

claude mcp add goldenpipe -- uvx goldenpipe

Open in Cursor

Or copy the settings yourself

Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json

{
  "mcpServers": {
    "goldenpipe": {
      "url": "https://goldenpipe-mcp-production.up.railway.app/mcp/"
    }
  }
}

Or run it on your computer

Open in Cursor

Or copy the settings yourself

Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json

{
  "mcpServers": {
    "goldenpipe": {
      "command": "uvx",
      "args": [
        "goldenpipe"
      ]
    }
  }
}

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

Open in VS Code

Or copy the settings yourself

Paste into .vscode/mcp.json in your project

{
  "servers": {
    "goldenpipe": {
      "type": "http",
      "url": "https://goldenpipe-mcp-production.up.railway.app/mcp/"
    }
  }
}

Or run it on your computer

Open in VS Code

Or copy the settings yourself

Paste into .vscode/mcp.json in your project

{
  "servers": {
    "goldenpipe": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "goldenpipe"
      ]
    }
  }
}

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

ChatGPT connects only to servers on the internet:

Open ChatGPT on the web → Settings → Connectors (Apps)
Press Create or Add (some plans need Developer mode under Advanced first)
Paste the address below, give it a name and save
If it asks you to sign in, sign in with the maker

https://goldenpipe-mcp-production.up.railway.app/mcp/

Menu names can differ slightly by plan and over time.

Your choice stays on this device in a cookie; no account needed.

These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.

What it can do

We have not read this server’s tool list yet; we check endpoints in rotation.

Basic checksi

We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 7, 2026

✓ Pass
Maker matches the repo
The registry name was verified with the GitHub account benseverndev-oss, which owns the repo
… Not checked yet
Still maintained
We have not read this repo from GitHub yet
… Not checked yet
Has a licence
We have not read this repo from GitHub yet
… Not checked yet
Endpoint responds
Not checked yet; we check endpoints in rotation
… Not checked yet
Sign-in with OAuth
Not checked yet; we check endpoints in rotation
… Not checked yet
No hidden instructions in tool descriptions
Not checked yet; we read the tool list when we check the endpoint

Compared with others in Otheri

More stars than 0% of the other 18349 servers in this category
Published to the registry more recently than 21% of the other 18349 servers in this category
Basic checks equal to or better than 100% of the other 18349 servers in this category

Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.

Common questions

Is GoldenPipe safe?

It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.

What keys or codes does it need?

The registry does not list a required key, though some servers ask you to sign in on first use.

Does it run on my computer or in the cloud?

Either way works: install it on your computer or connect to the cloud version.

Is it still maintained?

The GitHub repo last changed –, and the latest version (1.5.0) reached the registry 3 months ago.

Which apps can use it?

Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.

What can I use instead?

In the same category: Spec Driven Development, Remote Desktop Commander, arr-mcp

Alternatives

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Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi

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README from the maker

Open the README

Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.

Moved. This repo has moved into the benzsevern/goldenmatch monorepo at packages/python/goldenpipe/. This repo is archived; new development happens in the monorepo.

GoldenPipe

Golden Suite orchestrator -- Check quality, fix issues, deduplicate records. One command. Built by Ben Severn.

What It Does

Raw Data

| GoldenCheck -- profile & discover quality issues | GoldenFlow -- fix issues, standardize, reshape | GoldenMatch -- deduplicate, match, create golden records v Golden Records

GoldenPipe orchestrates the full pipeline with adaptive logic:

Skips transformation if no quality issues found
Routes to privacy-preserving matching if sensitive fields detected
Reports reasoning for every decision

Install

pip install goldenpipe

Quick Start

import goldenpipe as gp

result = gp.run("customers.csv")

print(result.status) # "success" print(result.check) # Quality findings print(result.transform) # What was fixed print(result.match) # Deduplicated clusters print(result.reasoning) # Why each decision was made

CLI

goldenpipe run customers.csv                # Full pipeline

goldenpipe run customers.csv --verbose # Show reasoning goldenpipe run customers.csv --skip-flow # Check + Match only goldenpipe run customers.csv --strategy pprl # Force privacy mode goldenpipe run customers.csv -o golden.csv # Save golden records

Remote MCP Server

GoldenPipe is available as a hosted MCP server on Smithery — connect from any MCP client without installing anything.

Claude Desktop / Claude Code:

"mcpServers": { "goldenpipe": { "url": "https://goldenpipe-mcp-production.up.railway.app/mcp/" } } }

Local server:

pip install goldenpipe[mcp]

goldenpipe mcp-serve

4 tools available: list pipeline stages, validate wiring, run full check-transform-match pipeline, explain configs.

Part of the Golden Suite

Tool	Purpose	Install
GoldenCheck	Validate & profile data quality	`pip install goldencheck`
GoldenFlow	Transform & standardize data	`pip install goldenflow`
GoldenMatch	Deduplicate & match records	`pip install goldenmatch`
GoldenPipe	Orchestrate the full pipeline	`pip install goldenpipe`

Author

Ben Severn

License

MIT

GoldenPipe

Overview

PopNx MCP’s three pillars

What you can do with it

Install

Before you install

Or run it on your computer

Or run it on your computer

Or run it on your computer

Or run it on your computer

What it can do

Basic checksi

Maker matches the repo

Still maintained

Has a licence

Endpoint responds

Sign-in with OAuth

No hidden instructions in tool descriptions

Compared with others in Otheri

Common questions

Alternatives

Spec Driven Development

Remote Desktop Commander

arr-mcp

README from the maker

GoldenPipe

What It Does

Install

Quick Start

CLI

Remote MCP Server

Part of the Golden Suite

Author

License