About GoldenPipe
GoldenPipe is an MCP server published by benzsevern in the Files category: one command to validate, transform, and deduplicate — chain GoldenCheck + Flow + Match.
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Install
uvx goldenpipepip install goldenpipeThis server has no ConduID identity, so agent calls to it are not receipted. Pin the version you install and review the source before granting it credentials.
Tools (4)
[GoldenCheck](https://github.com/benzsevern/goldencheck)Validate & profile data quality
Parameters not published.
[GoldenFlow](https://github.com/benzsevern/goldenflow)Transform & standardize data
Parameters not published.
[GoldenMatch](https://github.com/benzsevern/goldenmatch)Deduplicate & match records
Parameters not published.
[GoldenPipe](https://github.com/benzsevern/goldenpipe)Orchestrate the full pipeline
Parameters not published.
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README
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
License
MIT
README copy captured when this server was indexed; it may lag the repository. The original is authoritative.