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GoldenPipe

Official registry Archived Other

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

Source code Website Documentation

What can you do with GoldenPipe?

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

Install

Add this to your client's MCP configuration (Claude Desktop: claude_desktop_config.json; Cursor: .cursor/mcp.json; VS Code and others use the same "mcpServers" shape).

Remote (streamable-http)
Claude Code 
claude mcp add --transport http goldenpipe 'https://goldenpipe-mcp-production.up.railway.app/mcp/'
JSON configuration (Claude Desktop, Cursor, VS Code) 
{
    "mcpServers": {
        "goldenpipe": {
            "type": "http",
            "url": "https://goldenpipe-mcp-production.up.railway.app/mcp/"
        }
    }
}
PYPI package goldenpipe
Claude Code 
claude mcp add goldenpipe -- uvx goldenpipe==1.5.0
JSON configuration (Claude Desktop, Cursor, VS Code) 
{
    "mcpServers": {
        "goldenpipe": {
            "command": "uvx",
            "args": [
                "goldenpipe==1.5.0"
            ]
        }
    }
}

Documentation

From the project's README on GitHub, refreshed weekly. Links open on GitHub.

Contents
  1. GoldenPipe
  2. What It Does
  3. Install
  4. Quick Start
  5. CLI
  6. Remote MCP Server
  7. Part of the Golden Suite
  8. Author
  9. License

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

ToolPurposeInstall
GoldenCheckValidate & profile data qualitypip install goldencheck
GoldenFlowTransform & standardize datapip install goldenflow
GoldenMatchDeduplicate & match recordspip install goldenmatch
GoldenPipeOrchestrate the full pipelinepip install goldenpipe

Author

Ben Severn

License

MIT

Frequently asked questions

What is GoldenPipe?

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

How do I install GoldenPipe?

It runs as a remote server. In Claude Code: claude mcp add --transport http goldenpipe 'https://goldenpipe-mcp-production.up.railway.app/mcp/'. For other clients, paste the JSON configuration from this page into their MCP settings.

Does GoldenPipe need an API key?

Its registry entry lists no required key or secret. Some features may still need an account with the service it connects to.

Is GoldenPipe open source?

Yes. Its code is on GitHub under the MIT license.

Who maintains GoldenPipe?

It is published by benseverndev-oss. AI.tn lists it but does not maintain or endorse it.

From the official MCP Registry. Listing is not an endorsement: review a server's code and permissions before giving it access to your data.