{
  "markdown": "> **Moved.** This repo has moved into the [`benzsevern/goldenmatch`](https://github.com/benzsevern/goldenmatch) monorepo at `packages/python/goldenpipe/`. This repo is archived; new development happens in the monorepo.\n\n<!-- mcp-name: io.github.benzsevern/goldenpipe -->\n# GoldenPipe\n\n**Golden Suite orchestrator** -- Check quality, fix issues, deduplicate records. One command.\nBuilt by [Ben Severn](https://bensevern.dev).\n\n[![PyPI](https://img.shields.io/pypi/v/goldenpipe?color=d4a017)](https://pypi.org/project/goldenpipe/)\n[![CI](https://github.com/benzsevern/goldenpipe/actions/workflows/test.yml/badge.svg)](https://github.com/benzsevern/goldenpipe/actions/workflows/test.yml)\n[![codecov](https://codecov.io/gh/benzsevern/goldenpipe/graph/badge.svg)](https://codecov.io/gh/benzsevern/goldenpipe)\n[![Downloads](https://static.pepy.tech/badge/goldenpipe/month)](https://pepy.tech/project/goldenpipe)\n[![Python 3.11+](https://img.shields.io/badge/python-3.11%2B-blue)](https://python.org)\n[![License: MIT](https://img.shields.io/badge/license-MIT-green)](LICENSE)\n[![Docs](https://img.shields.io/badge/docs-benzsevern.github.io%2Fgoldenpipe-d4a017)](https://benzsevern.github.io/goldenpipe/)\n[![DQBench Pipeline](https://img.shields.io/badge/DQBench%20Pipeline-88.07-gold)](https://github.com/benzsevern/dqbench)\n[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/benzsevern/goldenpipe/blob/main/scripts/goldenpipe_demo.ipynb)\n\n## What It Does\n\n```\nRaw Data\n  | GoldenCheck   -- profile & discover quality issues\n  | GoldenFlow    -- fix issues, standardize, reshape\n  | GoldenMatch   -- deduplicate, match, create golden records\n  v\nGolden Records\n```\n\nGoldenPipe orchestrates the full pipeline with adaptive logic:\n- **Skips** transformation if no quality issues found\n- **Routes** to privacy-preserving matching if sensitive fields detected\n- **Reports** reasoning for every decision\n\n## Install\n\n```bash\npip install goldenpipe\n```\n\n## Quick Start\n\n```python\nimport goldenpipe as gp\n\nresult = gp.run(\"customers.csv\")\n\nprint(result.status)        # \"success\"\nprint(result.check)         # Quality findings\nprint(result.transform)     # What was fixed\nprint(result.match)         # Deduplicated clusters\nprint(result.reasoning)     # Why each decision was made\n```\n\n## CLI\n\n```bash\ngoldenpipe run customers.csv                # Full pipeline\ngoldenpipe run customers.csv --verbose      # Show reasoning\ngoldenpipe run customers.csv --skip-flow    # Check + Match only\ngoldenpipe run customers.csv --strategy pprl  # Force privacy mode\ngoldenpipe run customers.csv -o golden.csv  # Save golden records\n```\n\n## Remote MCP Server\n\nGoldenPipe is available as a hosted MCP server on [Smithery](https://smithery.ai/servers/benzsevern/goldenpipe) — connect from any MCP client without installing anything.\n\n**Claude Desktop / Claude Code:**\n```json\n{\n  \"mcpServers\": {\n    \"goldenpipe\": {\n      \"url\": \"https://goldenpipe-mcp-production.up.railway.app/mcp/\"\n    }\n  }\n}\n```\n\n**Local server:**\n```bash\npip install goldenpipe[mcp]\ngoldenpipe mcp-serve\n```\n\n4 tools available: list pipeline stages, validate wiring, run full check-transform-match pipeline, explain configs.\n\n## Part of the Golden Suite\n\n| Tool | Purpose | Install |\n|------|---------|---------|\n| [GoldenCheck](https://github.com/benzsevern/goldencheck) | Validate & profile data quality | `pip install goldencheck` |\n| [GoldenFlow](https://github.com/benzsevern/goldenflow) | Transform & standardize data | `pip install goldenflow` |\n| [GoldenMatch](https://github.com/benzsevern/goldenmatch) | Deduplicate & match records | `pip install goldenmatch` |\n| [GoldenPipe](https://github.com/benzsevern/goldenpipe) | Orchestrate the full pipeline | `pip install goldenpipe` |\n\n## Author\n\n[Ben Severn](https://bensevern.dev)\n\n## License\n\nMIT\n",
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