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
  | GoldenIdentity -- persist stable entity IDs across runs   (optional)
  | GoldenAnalysis -- terminal reporting over the run's artifacts  (optional)
  v
Golden Records + AnalysisReport

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

Optional extras:

pip install goldenpipe[analysis]      # adds the GoldenAnalysis terminal report stage
pip install goldenpipe[golden-suite]  # full suite, incl. goldenanalysis
pip install goldenpipe[tui,api,mcp]   # interactive TUI, REST API, MCP server

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

goldenpipe interactive                       # Launch the 4-tab TUI
goldenpipe interactive customers.csv         # Load a source; press 'r' to run it
goldenpipe interactive customers.csv -c pipeline.yml  # Load source + YAML config

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

Author

Ben Severn

License

MIT