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GoldenMatch

Find duplicate records in 30 seconds. Zero-config entity resolution, 97.2% F1 out of the box.

io.github.benseverndev-oss/goldenmatch · Repository · Website · version 3.13.0 · 128 stars · listed from registry

Install

The sweep installs into a clean prefix, but this is the command a user would run:

uvx goldenmatch

Results by platform

Linux

MCP handshake failed2026-08-16 · probed over pypi

1 recorded run, oldest first.

handshake failed: MCP error -32000: Connection closed
--- stderr (tail) ---
Downloading duckdb (20.5MiB)
Downloading goldenmatch-native (2.6MiB)
Downloading goldenmatch (2.7MiB)
 Downloaded goldenmatch-native
 Downloaded duckdb
 Downloaded goldenmatch
Installed 27 packages in 33ms

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  ╚═╝     ╚═╝╚═╝  ╚═╝   ╚═╝    ╚═════╝╚═╝  ╚═╝

  version      3.13.0        
  python       3.13.15       
  platform     Linux x86_64  
  presets      0 saved       
  polars       missing       
  rapidfuzz    missing       
  typer        0.27.1        
  pydantic     2.13.4        

Usage: goldenmatch <command> 
Commands: dedupe, match, config, init
Run goldenmatch <command> --help for details

macOS

MCP handshake failed2026-08-16 · probed over pypi

1 recorded run, oldest first.

handshake failed: MCP error -32000: Connection closed
--- stderr (tail) ---
Downloading goldenmatch (2.7MiB)
Downloading goldenmatch-native (2.3MiB)
Downloading duckdb (14.8MiB)
 Downloaded goldenmatch-native
 Downloaded duckdb
 Downloaded goldenmatch
Installed 27 packages in 639ms

   ██████╗  ██████╗ ██╗     ██████╗ ███████╗███╗   ██╗
  ██╔════╝ ██╔═══██╗██║     ██╔══██╗██╔════╝████╗  ██║
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  ██║ ╚═╝ ██║██║  ██║   ██║   ╚██████╗██║  ██║
  ╚═╝     ╚═╝╚═╝  ╚═╝   ╚═╝    ╚═════╝╚═╝  ╚═╝

  version      3.13.0        
  python       3.14.6        
  platform     Darwin arm64  
  presets      0 saved       
  polars       missing       
  rapidfuzz    missing       
  typer        0.27.1        
  pydantic     2.13.4        

Usage: goldenmatch <command> 
Commands: dedupe, match, config, init
Run goldenmatch <command> --help for details

Windows

MCP handshake failed2026-08-16 · probed over pypi

1 recorded run, oldest first.

handshake failed: MCP error -32000: Connection closed
--- stderr (tail) ---
Downloading goldenmatch (2.7MiB)
Downloading goldenmatch-native (2.2MiB)
Downloading duckdb (12.6MiB)
 Downloaded goldenmatch-native
 Downloaded duckdb
 Downloaded goldenmatch
Installed 28 packages in 15.18s

   \u2588\u2588\u2588\u2588\u2588\u2588\u2557  \u2588\u2588\u2588\u2588\u2588\u2588\u2557 \u2588\u2588\u2557     \u2588\u2588\u2588\u2588\u2588\u2588\u2557 \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2557\u2588\u2588\u2588\u2557   \u2588\u2588\u2557
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  \u255a\u2588\u2588\u2588\u2588\u2588\u2588\u2554\u255d\u255a\u2588\u2588\u2588\u2588\u2588\u2588\u2554\u255d\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2557\u2588\u2588\u2588\u2588\u2588\u2588\u2554\u255d\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2557\u2588\u2588\u2551 \u255a\u2588\u2588\u2588\u2588\u2551
   \u255a\u2550\u2550\u2550\u2550\u2550\u255d  \u255a\u2550\u2550\u2550\u2550\u2550\u255d \u255a\u2550\u2550\u2550\u2550\u2550\u2550\u255d\u255a\u2550\u2550\u2550\u2550\u2550\u255d \u255a\u2550\u2550\u2550\u2550\u2550\u2550\u255d\u255a\u2550\u255d  \u255a\u2550\u2550\u2550\u255d
  \u2588\u2588\u2588\u2557   \u2588\u2588\u2588\u2557 \u2588\u2588\u2588\u2588\u2588\u2557 \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2557 \u2588\u2588\u2588\u2588\u2588\u2588\u2557\u2588\u2588\u2557  \u2588\u2588\u2557
  \u2588\u2588\u2588\u2588\u2557 \u2588\u2588\u2588\u2588\u2551\u2588\u2588\u2554\u2550\u2550\u2588\u2588\u2557\u255a\u2550\u2550\u2588\u2588\u2554\u2550\u2550\u255d\u2588\u2588\u2554\u2550\u2550\u2550\u2550\u255d\u2588\u2588\u2551  \u2588\u2588\u2551
  \u2588\u2588\u2554\u2588\u2588\u2588\u2588\u2554\u2588\u2588\u2551\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2551   \u2588\u2588\u2551   \u2588\u2588\u2551     \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2551
  \u2588\u2588\u2551\u255a\u2588\u2588\u2554\u255d\u2588\u2588\u2551\u2588\u2588\u2554\u2550\u2550\u2588\u2588\u2551   \u2588\u2588\u2551   \u2588\u2588\u2551     \u2588\u2588\u2554\u2550\u2550\u2588\u2588\u2551
  \u2588\u2588\u2551 \u255a\u2550\u255d \u2588\u2588\u2551\u2588\u2588\u2551  \u2588\u2588\u2551   \u2588\u2588\u2551   \u255a\u2588\u2588\u2588\u2588\u2588\u2588\u2557\u2588\u2588\u2551  \u2588\u2588\u2551
  \u255a\u2550\u255d     \u255a\u2550\u255d\u255a\u2550\u255d  \u255a\u2550\u255d   \u255a\u2550\u255d    \u255a\u2550\u2550\u2550\u2550\u2550\u255d\u255a\u2550\u255d  \u255a\u2550\u255d

  version      3.13.0         
  python       3.12.10        
  platform     Windows AMD64  
  presets      0 saved        
  polars       missing        
  rapidfuzz    missing        
  typer        0.27.1         
  pydantic     2.13.4         

Usage: goldenmatch <command> 
Commands: dedupe, match, config, init
Run goldenmatch <command> --help for details

Badge

Paste this into the project README to show the current result:

[![does it install](https://img.shields.io/endpoint?url=https://doesitinstall.com/badge/io.github.benseverndev-oss__goldenmatch.json)](https://doesitinstall.com/s/io.github.benseverndev-oss__goldenmatch.html)