# GoldenFlow

> Data transformation — standardize, clean, and normalize data with auto-detection and domain-aware transforms.

## Interfaces
- MCP Server: `goldenflow mcp-serve` (4 tools: transform, map, profile, learn)
- Remote MCP: https://goldenflow-mcp-production.up.railway.app/mcp/ (10 tools, Smithery: https://smithery.ai/servers/benzsevern/goldenflow)
- CLI: `goldenflow transform`, `goldenflow map`, + 13 more commands
- Python API: `from goldenflow import transform_file, transform_df`
- REST API: `goldenflow serve` on port 8000

## Install
- `pip install goldenflow`

## Docs
- [Architecture](CLAUDE.md): Full codebase guide with transform registry, domain packs, engine pipeline
- [GitHub](https://github.com/benzsevern/goldenflow): Source
- [Full API Reference](llms-full.txt): Extended documentation with all function signatures and usage patterns
